[2025-09-29T01:25:34.004467] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-09-29T01:25:34.200410] [DEBUG] [R-STATUS  ] Registered 'sigr' as a dependent service.
[2025-09-29T01:25:34.393296] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-09-29T01:25:34.577232] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-09-29T01:25:34.577447] [INFO ] [STATE     ] Checking TDM service status...
[2025-09-29T01:25:34.892505] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-09-29T01:25:34.897186] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-09-26), and is a dependency of this service.
[2025-09-29T01:25:34.934843] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T01:25:34.971162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T01:25:35.006701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T01:25:35.007472] [WARN ] [STATE     ] State set to: RUNNING
[2025-09-29T01:25:35.007563] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-09-29T01:25:35.007683] [INFO ] [LOCAL     ] Clearing forecasts directory: ./output/forecasts
[2025-09-29T01:25:35.009491] [INFO ] [LOCAL     ] Forecasts directory cleared and recreated
[2025-09-29T01:25:35.010165] [INFO ] [CACHE     ] Retrieved 2211 active symbols from cache
[2025-09-29T01:25:35.012346] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-09-29T01:25:35.012438] [INFO ] [sig       ] Found 2211 active symbols to forecast
[2025-09-29T01:25:35.012987] [INFO ] [sig       ] [1/2211] Forecasting A...
[2025-09-29T01:25:35.013080] [INFO ] [sig       ] Generating forecast for: A
[2025-09-29T01:25:35.013168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-09-29T01:25:35.031951] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'A'.
[2025-09-29T01:25:35.032398] [INFO ] [FORECASTER] Starting predict_future for A
[2025-09-29T01:25:35.065482] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:35.066398] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-09-29T01:25:35.066480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:35.066560] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:35.066632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:35.066765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:35.085840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:35.086744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:35.086908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:35.086995] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:35.132588] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:35.132844] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:35.132908] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:35.132949] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:35.137508] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=10.08%)
[2025-09-29T01:25:35.137956] [INFO ] [FORECASTER] Completed predict_future for A
[2025-09-29T01:25:35.138217] [INFO ] [sig       ] A: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:35.295189] [INFO ] [LOCAL     ] Saved forecast: A	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/A.txt
[2025-09-29T01:25:35.295450] [INFO ] [sig       ] [1/2211] Completed A in 0.3s | 3.54 sym/s | Total: 0.3s | ETA: 10.4m
[2025-09-29T01:25:35.295535] [INFO ] [sig       ] [2/2211] Forecasting AA...
[2025-09-29T01:25:35.295612] [INFO ] [sig       ] Generating forecast for: AA
[2025-09-29T01:25:35.295715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'.
[2025-09-29T01:25:35.308627] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AA'.
[2025-09-29T01:25:35.309174] [INFO ] [FORECASTER] Starting predict_future for AA
[2025-09-29T01:25:35.339709] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:35.340627] [DEBUG] [LOCAL     ] No optimal features file found for AA: ./output/feature-sets/AA.txt
[2025-09-29T01:25:35.340741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:35.340821] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:35.340896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:35.341024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:35.360634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:35.361394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:35.361529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:35.361604] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:35.402561] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:35.402801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:35.402868] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:35.402910] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:35.407085] [DEBUG] [FORECASTER] AA: Forecast T+1@11:T+2@11: DOWN (p=14.69%)
[2025-09-29T01:25:35.407419] [INFO ] [FORECASTER] Completed predict_future for AA
[2025-09-29T01:25:35.407583] [INFO ] [sig       ] AA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:35.579182] [INFO ] [LOCAL     ] Saved forecast: AA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AA.txt
[2025-09-29T01:25:35.579464] [INFO ] [sig       ] [2/2211] Completed AA in 0.3s | 3.53 sym/s | Total: 0.6s | ETA: 10.4m
[2025-09-29T01:25:35.579550] [INFO ] [sig       ] [3/2211] Forecasting AAP...
[2025-09-29T01:25:35.579625] [INFO ] [sig       ] Generating forecast for: AAP
[2025-09-29T01:25:35.579729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-09-29T01:25:35.590675] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AAP'.
[2025-09-29T01:25:35.591156] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-09-29T01:25:35.620165] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:35.621190] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-09-29T01:25:35.621276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:35.621354] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:35.621426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:35.621533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:35.643542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:35.644566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:35.644716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:35.644798] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:35.686182] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:35.686379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:35.686434] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:35.686483] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:35.690805] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=94.52%)
[2025-09-29T01:25:35.691175] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-09-29T01:25:35.691345] [INFO ] [sig       ] AAP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:35.917531] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AAP.txt
[2025-09-29T01:25:35.917848] [INFO ] [sig       ] [3/2211] Completed AAP in 0.3s | 3.32 sym/s | Total: 0.9s | ETA: 11.1m
[2025-09-29T01:25:35.917936] [INFO ] [sig       ] [4/2211] Forecasting AAT...
[2025-09-29T01:25:35.918011] [INFO ] [sig       ] Generating forecast for: AAT
[2025-09-29T01:25:35.918089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAT' from 'https://tdm.silogroup.org/data/derivative_storage/AAT.csv'.
[2025-09-29T01:25:35.932584] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AAT'.
[2025-09-29T01:25:35.933113] [INFO ] [FORECASTER] Starting predict_future for AAT
[2025-09-29T01:25:35.961561] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:35.962678] [DEBUG] [LOCAL     ] No optimal features file found for AAT: ./output/feature-sets/AAT.txt
[2025-09-29T01:25:35.962764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:35.962841] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:35.962915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:35.963057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:35.982381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:35.983224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:35.983346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:35.983420] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:36.023587] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:36.023816] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:36.023883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:36.023926] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:36.027972] [DEBUG] [FORECASTER] AAT: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2025-09-29T01:25:36.028306] [INFO ] [FORECASTER] Completed predict_future for AAT
[2025-09-29T01:25:36.028470] [INFO ] [sig       ] AAT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:36.218593] [INFO ] [LOCAL     ] Saved forecast: AAT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AAT.txt
[2025-09-29T01:25:36.218902] [INFO ] [sig       ] [4/2211] Completed AAT in 0.3s | 3.32 sym/s | Total: 1.2s | ETA: 11.1m
[2025-09-29T01:25:36.218993] [INFO ] [sig       ] [5/2211] Forecasting AB...
[2025-09-29T01:25:36.219093] [INFO ] [sig       ] Generating forecast for: AB
[2025-09-29T01:25:36.219170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-09-29T01:25:36.232990] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AB'.
[2025-09-29T01:25:36.233619] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-09-29T01:25:36.264805] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:36.265776] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-09-29T01:25:36.265924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:36.266007] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:36.266096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:36.266233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:36.286179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:36.287336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:36.287458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:36.287551] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:36.317952] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:36.318160] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:36.318212] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:36.318248] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:36.322372] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: UP (p=84.26%)
[2025-09-29T01:25:36.322788] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-09-29T01:25:36.322964] [INFO ] [sig       ] AB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:36.475847] [INFO ] [LOCAL     ] Saved forecast: AB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AB.txt
[2025-09-29T01:25:36.476111] [INFO ] [sig       ] [5/2211] Completed AB in 0.3s | 3.42 sym/s | Total: 1.5s | ETA: 10.8m
[2025-09-29T01:25:36.476235] [INFO ] [sig       ] [6/2211] Forecasting ABBV...
[2025-09-29T01:25:36.476311] [INFO ] [sig       ] Generating forecast for: ABBV
[2025-09-29T01:25:36.476388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABBV' from 'https://tdm.silogroup.org/data/derivative_storage/ABBV.csv'.
[2025-09-29T01:25:36.487605] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ABBV'.
[2025-09-29T01:25:36.487993] [INFO ] [FORECASTER] Starting predict_future for ABBV
[2025-09-29T01:25:36.514941] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:36.515822] [DEBUG] [LOCAL     ] No optimal features file found for ABBV: ./output/feature-sets/ABBV.txt
[2025-09-29T01:25:36.515905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:36.515989] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:36.516069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:36.516192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:36.534689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:36.535342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:36.535470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:36.535547] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:36.569702] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:36.569885] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:36.569936] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:36.569973] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:36.573739] [DEBUG] [FORECASTER] ABBV: Forecast T+1@11:T+2@11: DOWN (p=4.74%)
[2025-09-29T01:25:36.574068] [INFO ] [FORECASTER] Completed predict_future for ABBV
[2025-09-29T01:25:36.574225] [INFO ] [sig       ] ABBV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:36.729802] [INFO ] [LOCAL     ] Saved forecast: ABBV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ABBV.txt
[2025-09-29T01:25:36.730056] [INFO ] [sig       ] [6/2211] Completed ABBV in 0.3s | 3.49 sym/s | Total: 1.7s | ETA: 10.5m
[2025-09-29T01:25:36.730158] [INFO ] [sig       ] [7/2211] Forecasting ABCB...
[2025-09-29T01:25:36.730243] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-09-29T01:25:36.730332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-09-29T01:25:36.741599] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ABCB'.
[2025-09-29T01:25:36.742123] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-09-29T01:25:36.770853] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:36.771974] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-09-29T01:25:36.772058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:36.772218] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:36.772298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:36.772437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:36.793568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:36.794383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:36.794507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:36.794615] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:36.834787] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:36.834933] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:36.834979] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:36.835015] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:36.845391] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=6.54%)
[2025-09-29T01:25:36.845927] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-09-29T01:25:36.846122] [INFO ] [sig       ] ABCB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:37.006971] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ABCB.txt
[2025-09-29T01:25:37.007276] [INFO ] [sig       ] [7/2211] Completed ABCB in 0.3s | 3.51 sym/s | Total: 2.0s | ETA: 10.5m
[2025-09-29T01:25:37.007423] [INFO ] [sig       ] [8/2211] Forecasting ABEV...
[2025-09-29T01:25:37.007499] [INFO ] [sig       ] Generating forecast for: ABEV
[2025-09-29T01:25:37.007588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEV' from 'https://tdm.silogroup.org/data/derivative_storage/ABEV.csv'.
[2025-09-29T01:25:37.020378] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ABEV'.
[2025-09-29T01:25:37.020882] [INFO ] [FORECASTER] Starting predict_future for ABEV
[2025-09-29T01:25:37.050860] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:37.051841] [DEBUG] [LOCAL     ] No optimal features file found for ABEV: ./output/feature-sets/ABEV.txt
[2025-09-29T01:25:37.051928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:37.052019] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:37.052091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:37.052249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:37.072626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:37.073635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:37.073793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:37.073871] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:37.108605] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:37.108835] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:37.108928] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:37.108984] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:37.113046] [DEBUG] [FORECASTER] ABEV: Forecast T+1@11:T+2@11: DOWN (p=18.02%)
[2025-09-29T01:25:37.113379] [INFO ] [FORECASTER] Completed predict_future for ABEV
[2025-09-29T01:25:37.113544] [INFO ] [sig       ] ABEV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:37.303218] [INFO ] [LOCAL     ] Saved forecast: ABEV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ABEV.txt
[2025-09-29T01:25:37.303541] [INFO ] [sig       ] [8/2211] Completed ABEV in 0.3s | 3.49 sym/s | Total: 2.3s | ETA: 10.5m
[2025-09-29T01:25:37.303630] [INFO ] [sig       ] [9/2211] Forecasting ABG...
[2025-09-29T01:25:37.303736] [INFO ] [sig       ] Generating forecast for: ABG
[2025-09-29T01:25:37.303848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-09-29T01:25:37.317533] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ABG'.
[2025-09-29T01:25:37.317999] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-09-29T01:25:37.345879] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:37.346889] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-09-29T01:25:37.346978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:37.347054] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:37.347145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:37.347283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:37.367206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:37.368275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:37.368410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:37.368501] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:37.408498] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:37.408732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:37.408806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:37.408847] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:37.412895] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: DOWN (p=24.82%)
[2025-09-29T01:25:37.413252] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-09-29T01:25:37.413427] [INFO ] [sig       ] ABG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:37.565730] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ABG.txt
[2025-09-29T01:25:37.566028] [INFO ] [sig       ] [9/2211] Completed ABG in 0.3s | 3.53 sym/s | Total: 2.6s | ETA: 10.4m
[2025-09-29T01:25:37.566136] [INFO ] [sig       ] [10/2211] Forecasting ABM...
[2025-09-29T01:25:37.566225] [INFO ] [sig       ] Generating forecast for: ABM
[2025-09-29T01:25:37.566301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-09-29T01:25:37.577438] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ABM'.
[2025-09-29T01:25:37.577827] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-09-29T01:25:37.604718] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:37.605516] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-09-29T01:25:37.605598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:37.605694] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:37.605765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:37.605871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:37.626199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:37.627237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:37.627364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:37.627442] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:37.666575] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:37.666799] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:37.666893] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:37.666941] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:37.670857] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: UP (p=82.81%)
[2025-09-29T01:25:37.671192] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-09-29T01:25:37.671397] [INFO ] [sig       ] ABM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:37.825889] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ABM.txt
[2025-09-29T01:25:37.826202] [INFO ] [sig       ] [10/2211] Completed ABM in 0.3s | 3.55 sym/s | Total: 2.8s | ETA: 10.3m
[2025-09-29T01:25:37.826312] [INFO ] [sig       ] [11/2211] Forecasting ABR...
[2025-09-29T01:25:37.826399] [INFO ] [sig       ] Generating forecast for: ABR
[2025-09-29T01:25:37.826491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABR' from 'https://tdm.silogroup.org/data/derivative_storage/ABR.csv'.
[2025-09-29T01:25:37.837631] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ABR'.
[2025-09-29T01:25:37.838091] [INFO ] [FORECASTER] Starting predict_future for ABR
[2025-09-29T01:25:37.867362] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:37.868803] [DEBUG] [LOCAL     ] No optimal features file found for ABR: ./output/feature-sets/ABR.txt
[2025-09-29T01:25:37.868886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:37.868964] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:37.869041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:37.869150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:37.889215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:37.890271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:37.890393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:37.890468] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:37.935576] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:37.935881] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:37.935957] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:37.936001] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:37.941000] [DEBUG] [FORECASTER] ABR: Forecast T+1@11:T+2@11: DOWN (p=2.31%)
[2025-09-29T01:25:37.941458] [INFO ] [FORECASTER] Completed predict_future for ABR
[2025-09-29T01:25:37.941636] [INFO ] [sig       ] ABR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:38.101314] [INFO ] [LOCAL     ] Saved forecast: ABR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ABR.txt
[2025-09-29T01:25:38.101637] [INFO ] [sig       ] [11/2211] Completed ABR in 0.3s | 3.56 sym/s | Total: 3.1s | ETA: 10.3m
[2025-09-29T01:25:38.101756] [INFO ] [sig       ] [12/2211] Forecasting ABT...
[2025-09-29T01:25:38.101831] [INFO ] [sig       ] Generating forecast for: ABT
[2025-09-29T01:25:38.101907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABT' from 'https://tdm.silogroup.org/data/derivative_storage/ABT.csv'.
[2025-09-29T01:25:38.113582] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ABT'.
[2025-09-29T01:25:38.114013] [INFO ] [FORECASTER] Starting predict_future for ABT
[2025-09-29T01:25:38.143973] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:38.144954] [DEBUG] [LOCAL     ] No optimal features file found for ABT: ./output/feature-sets/ABT.txt
[2025-09-29T01:25:38.145052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:38.145132] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:38.145205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:38.145326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:38.164815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:38.165906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:38.166042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:38.166117] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:38.206549] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:38.206793] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:38.206925] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:38.206977] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:38.211162] [DEBUG] [FORECASTER] ABT: Forecast T+1@11:T+2@11: UP (p=84.29%)
[2025-09-29T01:25:38.211664] [INFO ] [FORECASTER] Completed predict_future for ABT
[2025-09-29T01:25:38.211899] [INFO ] [sig       ] ABT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:38.380160] [INFO ] [LOCAL     ] Saved forecast: ABT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ABT.txt
[2025-09-29T01:25:38.380422] [INFO ] [sig       ] [12/2211] Completed ABT in 0.3s | 3.56 sym/s | Total: 3.4s | ETA: 10.3m
[2025-09-29T01:25:38.380503] [INFO ] [sig       ] [13/2211] Forecasting ACA...
[2025-09-29T01:25:38.380575] [INFO ] [sig       ] Generating forecast for: ACA
[2025-09-29T01:25:38.380674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-09-29T01:25:38.390338] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACA'.
[2025-09-29T01:25:38.390725] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-09-29T01:25:38.420951] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:38.421931] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-09-29T01:25:38.422018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:38.422095] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:38.422168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:38.422277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:38.442603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:38.443452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:38.443575] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:38.443673] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:38.485248] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:38.485516] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:38.485583] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:38.485624] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:38.489613] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: DOWN (p=0.87%)
[2025-09-29T01:25:38.489995] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-09-29T01:25:38.490174] [INFO ] [sig       ] ACA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:38.648458] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ACA.txt
[2025-09-29T01:25:38.648778] [INFO ] [sig       ] [13/2211] Completed ACA in 0.3s | 3.58 sym/s | Total: 3.6s | ETA: 10.2m
[2025-09-29T01:25:38.648864] [INFO ] [sig       ] [14/2211] Forecasting ACCO...
[2025-09-29T01:25:38.648935] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-09-29T01:25:38.649009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-09-29T01:25:38.660345] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACCO'.
[2025-09-29T01:25:38.660901] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-09-29T01:25:38.689202] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:38.690346] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-09-29T01:25:38.690451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:38.690543] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:38.690669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:38.690792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:38.709952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:38.711006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:38.711132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:38.711230] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:38.751289] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:38.751495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:38.751547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:38.751584] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:38.755787] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: DOWN (p=15.47%)
[2025-09-29T01:25:38.756358] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-09-29T01:25:38.756553] [INFO ] [sig       ] ACCO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:38.910694] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ACCO.txt
[2025-09-29T01:25:38.910996] [INFO ] [sig       ] [14/2211] Completed ACCO in 0.3s | 3.59 sym/s | Total: 3.9s | ETA: 10.2m
[2025-09-29T01:25:38.911106] [INFO ] [sig       ] [15/2211] Forecasting ACEL...
[2025-09-29T01:25:38.911204] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-09-29T01:25:38.911309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-09-29T01:25:38.923222] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACEL'.
[2025-09-29T01:25:38.923799] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-09-29T01:25:38.953611] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:38.954722] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-09-29T01:25:38.954811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:38.954886] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:38.954958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:38.955083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:38.973681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:38.974576] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:38.974735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:38.974814] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:39.013194] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:39.013393] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:39.013443] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:39.013479] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:39.017182] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-09-29T01:25:39.017515] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-09-29T01:25:39.017705] [INFO ] [sig       ] ACEL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:39.170410] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ACEL.txt
[2025-09-29T01:25:39.170728] [INFO ] [sig       ] [15/2211] Completed ACEL in 0.3s | 3.61 sym/s | Total: 4.2s | ETA: 10.1m
[2025-09-29T01:25:39.170816] [INFO ] [sig       ] [16/2211] Forecasting ACHR...
[2025-09-29T01:25:39.170901] [INFO ] [sig       ] Generating forecast for: ACHR
[2025-09-29T01:25:39.170988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHR' from 'https://tdm.silogroup.org/data/derivative_storage/ACHR.csv'.
[2025-09-29T01:25:39.180926] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACHR'.
[2025-09-29T01:25:39.181374] [INFO ] [FORECASTER] Starting predict_future for ACHR
[2025-09-29T01:25:39.208093] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:39.209002] [DEBUG] [LOCAL     ] No optimal features file found for ACHR: ./output/feature-sets/ACHR.txt
[2025-09-29T01:25:39.209084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:39.209179] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:39.209266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:39.209399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:39.227950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:39.228672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:39.228787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:39.228873] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:39.267012] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:39.267204] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:39.267253] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:39.267289] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:39.271002] [DEBUG] [FORECASTER] ACHR: Forecast T+1@11:T+2@11: DOWN (p=26.92%)
[2025-09-29T01:25:39.271336] [INFO ] [FORECASTER] Completed predict_future for ACHR
[2025-09-29T01:25:39.271497] [INFO ] [sig       ] ACHR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:39.443712] [INFO ] [LOCAL     ] Saved forecast: ACHR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ACHR.txt
[2025-09-29T01:25:39.444338] [INFO ] [sig       ] [16/2211] Completed ACHR in 0.3s | 3.61 sym/s | Total: 4.4s | ETA: 10.1m
[2025-09-29T01:25:39.444493] [INFO ] [sig       ] [17/2211] Forecasting ACI...
[2025-09-29T01:25:39.444612] [INFO ] [sig       ] Generating forecast for: ACI
[2025-09-29T01:25:39.444744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-09-29T01:25:39.459290] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACI'.
[2025-09-29T01:25:39.459988] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-09-29T01:25:39.490368] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:39.491412] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-09-29T01:25:39.491499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:39.491576] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:39.491672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:39.491771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:39.512382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:39.513412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:39.513595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:39.513697] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:39.558299] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:39.558517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:39.558571] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:39.558606] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:39.562772] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=24.85%)
[2025-09-29T01:25:39.563113] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-09-29T01:25:39.563282] [INFO ] [sig       ] ACI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:39.728563] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ACI.txt
[2025-09-29T01:25:39.728889] [INFO ] [sig       ] [17/2211] Completed ACI in 0.3s | 3.60 sym/s | Total: 4.7s | ETA: 10.1m
[2025-09-29T01:25:39.728974] [INFO ] [sig       ] [18/2211] Forecasting ACM...
[2025-09-29T01:25:39.729047] [INFO ] [sig       ] Generating forecast for: ACM
[2025-09-29T01:25:39.729123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-09-29T01:25:39.739547] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACM'.
[2025-09-29T01:25:39.739957] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-09-29T01:25:39.767481] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:39.768426] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-09-29T01:25:39.768511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:39.768754] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:39.768828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:39.768965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:39.789231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:39.790242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:39.790372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:39.790465] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:39.830774] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:39.830990] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:39.831070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:39.831127] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:39.834948] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2025-09-29T01:25:39.835323] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-09-29T01:25:39.835518] [INFO ] [sig       ] ACM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:39.990584] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ACM.txt
[2025-09-29T01:25:39.990912] [INFO ] [sig       ] [18/2211] Completed ACM in 0.3s | 3.62 sym/s | Total: 5.0s | ETA: 10.1m
[2025-09-29T01:25:39.991003] [INFO ] [sig       ] [19/2211] Forecasting ACN...
[2025-09-29T01:25:39.991089] [INFO ] [sig       ] Generating forecast for: ACN
[2025-09-29T01:25:39.991165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-09-29T01:25:40.001839] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACN'.
[2025-09-29T01:25:40.002263] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-09-29T01:25:40.029804] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:40.030744] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-09-29T01:25:40.030827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:40.030915] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:40.030997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:40.031126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:40.050301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:40.051281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:40.051403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:40.051494] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:40.089478] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:40.089684] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:40.089771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:40.089812] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:40.093939] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=22.35%)
[2025-09-29T01:25:40.094315] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-09-29T01:25:40.094478] [INFO ] [sig       ] ACN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:40.253000] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ACN.txt
[2025-09-29T01:25:40.253398] [INFO ] [sig       ] [19/2211] Completed ACN in 0.3s | 3.63 sym/s | Total: 5.2s | ETA: 10.1m
[2025-09-29T01:25:40.253493] [INFO ] [sig       ] [20/2211] Forecasting ACP...
[2025-09-29T01:25:40.253569] [INFO ] [sig       ] Generating forecast for: ACP
[2025-09-29T01:25:40.253668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-09-29T01:25:40.265283] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACP'.
[2025-09-29T01:25:40.265728] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-09-29T01:25:40.294358] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:40.295351] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-09-29T01:25:40.295432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:40.295519] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:40.295600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:40.295766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:40.314968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:40.315848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:40.316008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:40.316091] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:40.354380] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:40.354620] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:40.354724] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:40.354779] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:40.359365] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=95.26%)
[2025-09-29T01:25:40.359802] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-09-29T01:25:40.359986] [INFO ] [sig       ] ACP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:40.517846] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ACP.txt
[2025-09-29T01:25:40.518135] [INFO ] [sig       ] [20/2211] Completed ACP in 0.3s | 3.63 sym/s | Total: 5.5s | ETA: 10.1m
[2025-09-29T01:25:40.518237] [INFO ] [sig       ] [21/2211] Forecasting ACR...
[2025-09-29T01:25:40.518322] [INFO ] [sig       ] Generating forecast for: ACR
[2025-09-29T01:25:40.518413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACR' from 'https://tdm.silogroup.org/data/derivative_storage/ACR.csv'.
[2025-09-29T01:25:40.528453] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACR'.
[2025-09-29T01:25:40.528959] [INFO ] [FORECASTER] Starting predict_future for ACR
[2025-09-29T01:25:40.556490] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:40.557421] [DEBUG] [LOCAL     ] No optimal features file found for ACR: ./output/feature-sets/ACR.txt
[2025-09-29T01:25:40.557502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:40.557576] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:40.557683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:40.557895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:40.578113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:40.579159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:40.579286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:40.579393] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:40.626229] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:40.626423] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:40.626484] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:40.626525] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:40.630591] [DEBUG] [FORECASTER] ACR: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2025-09-29T01:25:40.630988] [INFO ] [FORECASTER] Completed predict_future for ACR
[2025-09-29T01:25:40.631163] [INFO ] [sig       ] ACR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:40.786229] [INFO ] [LOCAL     ] Saved forecast: ACR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ACR.txt
[2025-09-29T01:25:40.786504] [INFO ] [sig       ] [21/2211] Completed ACR in 0.3s | 3.64 sym/s | Total: 5.8s | ETA: 10.0m
[2025-09-29T01:25:40.786617] [INFO ] [sig       ] [22/2211] Forecasting ACRE...
[2025-09-29T01:25:40.786736] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-09-29T01:25:40.786848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-09-29T01:25:40.798226] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACRE'.
[2025-09-29T01:25:40.798714] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-09-29T01:25:40.827040] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:40.828027] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-09-29T01:25:40.828112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:40.828195] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:40.828270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:40.828389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:40.847445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:40.848283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:40.848417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:40.848496] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:40.887576] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:40.887813] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:40.887873] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:40.887910] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:40.892037] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=42.97%)
[2025-09-29T01:25:40.892395] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-09-29T01:25:40.892578] [INFO ] [sig       ] ACRE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:41.056503] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ACRE.txt
[2025-09-29T01:25:41.056861] [INFO ] [sig       ] [22/2211] Completed ACRE in 0.3s | 3.64 sym/s | Total: 6.0s | ETA: 10.0m
[2025-09-29T01:25:41.056957] [INFO ] [sig       ] [23/2211] Forecasting ACV...
[2025-09-29T01:25:41.057037] [INFO ] [sig       ] Generating forecast for: ACV
[2025-09-29T01:25:41.057113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACV' from 'https://tdm.silogroup.org/data/derivative_storage/ACV.csv'.
[2025-09-29T01:25:41.067288] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACV'.
[2025-09-29T01:25:41.067775] [INFO ] [FORECASTER] Starting predict_future for ACV
[2025-09-29T01:25:41.102016] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:41.103828] [DEBUG] [LOCAL     ] No optimal features file found for ACV: ./output/feature-sets/ACV.txt
[2025-09-29T01:25:41.103920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:41.104001] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:41.104089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:41.104277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:41.124102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:41.125276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:41.125456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:41.125536] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:41.163532] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:41.163784] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:41.163861] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:41.163903] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:41.168115] [DEBUG] [FORECASTER] ACV: Forecast T+1@11:T+2@11: UP (p=65.50%)
[2025-09-29T01:25:41.168482] [INFO ] [FORECASTER] Completed predict_future for ACV
[2025-09-29T01:25:41.168700] [INFO ] [sig       ] ACV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:41.325077] [INFO ] [LOCAL     ] Saved forecast: ACV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ACV.txt
[2025-09-29T01:25:41.325371] [INFO ] [sig       ] [23/2211] Completed ACV in 0.3s | 3.64 sym/s | Total: 6.3s | ETA: 10.0m
[2025-09-29T01:25:41.325475] [INFO ] [sig       ] [24/2211] Forecasting ACVA...
[2025-09-29T01:25:41.325561] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-09-29T01:25:41.325672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-09-29T01:25:41.336976] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACVA'.
[2025-09-29T01:25:41.337407] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-09-29T01:25:41.364751] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:41.365601] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-09-29T01:25:41.365704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:41.365779] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:41.365849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:41.365953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:41.385002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:41.386072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:41.386218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:41.386294] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:41.425428] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:41.425631] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:41.425870] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:41.425936] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:41.430049] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: DOWN (p=7.38%)
[2025-09-29T01:25:41.430421] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-09-29T01:25:41.430588] [INFO ] [sig       ] ACVA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:41.589603] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ACVA.txt
[2025-09-29T01:25:41.589908] [INFO ] [sig       ] [24/2211] Completed ACVA in 0.3s | 3.65 sym/s | Total: 6.6s | ETA: 10.0m
[2025-09-29T01:25:41.590014] [INFO ] [sig       ] [25/2211] Forecasting ADC...
[2025-09-29T01:25:41.590100] [INFO ] [sig       ] Generating forecast for: ADC
[2025-09-29T01:25:41.590175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-09-29T01:25:41.600192] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ADC'.
[2025-09-29T01:25:41.600584] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-09-29T01:25:41.629570] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:41.630614] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-09-29T01:25:41.630730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:41.630821] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:41.630916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:41.631096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:41.651469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:41.652342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:41.652459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:41.652547] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:41.690853] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:41.691027] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:41.691077] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:41.691114] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:41.695338] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=37.25%)
[2025-09-29T01:25:41.695730] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-09-29T01:25:41.695909] [INFO ] [sig       ] ADC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:41.855690] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ADC.txt
[2025-09-29T01:25:41.855978] [INFO ] [sig       ] [25/2211] Completed ADC in 0.3s | 3.65 sym/s | Total: 6.8s | ETA: 10.0m
[2025-09-29T01:25:41.856083] [INFO ] [sig       ] [26/2211] Forecasting ADCT...
[2025-09-29T01:25:41.856170] [INFO ] [sig       ] Generating forecast for: ADCT
[2025-09-29T01:25:41.856258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADCT' from 'https://tdm.silogroup.org/data/derivative_storage/ADCT.csv'.
[2025-09-29T01:25:41.866291] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ADCT'.
[2025-09-29T01:25:41.866721] [INFO ] [FORECASTER] Starting predict_future for ADCT
[2025-09-29T01:25:41.901028] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:41.902143] [DEBUG] [LOCAL     ] No optimal features file found for ADCT: ./output/feature-sets/ADCT.txt
[2025-09-29T01:25:41.902234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:41.902321] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:41.902413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:41.902567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:41.921881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:41.922937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:41.923072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:41.923163] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:41.967527] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:41.967762] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:41.967848] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:41.967889] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:41.972202] [DEBUG] [FORECASTER] ADCT: Forecast T+1@11:T+2@11: DOWN (p=23.29%)
[2025-09-29T01:25:41.972674] [INFO ] [FORECASTER] Completed predict_future for ADCT
[2025-09-29T01:25:41.972886] [INFO ] [sig       ] ADCT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:42.159775] [INFO ] [LOCAL     ] Saved forecast: ADCT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ADCT.txt
[2025-09-29T01:25:42.160111] [INFO ] [sig       ] [26/2211] Completed ADCT in 0.3s | 3.64 sym/s | Total: 7.1s | ETA: 10.0m
[2025-09-29T01:25:42.160199] [INFO ] [sig       ] [27/2211] Forecasting ADM...
[2025-09-29T01:25:42.160285] [INFO ] [sig       ] Generating forecast for: ADM
[2025-09-29T01:25:42.160373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-09-29T01:25:42.172177] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ADM'.
[2025-09-29T01:25:42.172733] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-09-29T01:25:42.200202] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:42.201113] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-09-29T01:25:42.201197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:42.201286] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:42.201373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:42.201489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:42.220205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:42.220986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:42.221117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:42.221194] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:42.253277] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:42.253482] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:42.253536] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:42.253574] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:42.257634] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=21.51%)
[2025-09-29T01:25:42.258038] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-09-29T01:25:42.258205] [INFO ] [sig       ] ADM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:42.420980] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ADM.txt
[2025-09-29T01:25:42.421351] [INFO ] [sig       ] [27/2211] Completed ADM in 0.3s | 3.64 sym/s | Total: 7.4s | ETA: 10.0m
[2025-09-29T01:25:42.421437] [INFO ] [sig       ] [28/2211] Forecasting ADNT...
[2025-09-29T01:25:42.421523] [INFO ] [sig       ] Generating forecast for: ADNT
[2025-09-29T01:25:42.421610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADNT' from 'https://tdm.silogroup.org/data/derivative_storage/ADNT.csv'.
[2025-09-29T01:25:42.432634] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ADNT'.
[2025-09-29T01:25:42.433108] [INFO ] [FORECASTER] Starting predict_future for ADNT
[2025-09-29T01:25:42.462097] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:42.463201] [DEBUG] [LOCAL     ] No optimal features file found for ADNT: ./output/feature-sets/ADNT.txt
[2025-09-29T01:25:42.463307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:42.463400] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:42.463488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:42.463615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:42.482618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:42.483403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:42.483524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:42.483610] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:42.516783] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:42.516993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:42.517049] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:42.517086] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:42.521057] [DEBUG] [FORECASTER] ADNT: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-09-29T01:25:42.521442] [INFO ] [FORECASTER] Completed predict_future for ADNT
[2025-09-29T01:25:42.521609] [INFO ] [sig       ] ADNT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:42.680111] [INFO ] [LOCAL     ] Saved forecast: ADNT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ADNT.txt
[2025-09-29T01:25:42.680442] [INFO ] [sig       ] [28/2211] Completed ADNT in 0.3s | 3.65 sym/s | Total: 7.7s | ETA: 10.0m
[2025-09-29T01:25:42.680530] [INFO ] [sig       ] [29/2211] Forecasting ADT...
[2025-09-29T01:25:42.680613] [INFO ] [sig       ] Generating forecast for: ADT
[2025-09-29T01:25:42.680769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADT' from 'https://tdm.silogroup.org/data/derivative_storage/ADT.csv'.
[2025-09-29T01:25:42.690527] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ADT'.
[2025-09-29T01:25:42.690923] [INFO ] [FORECASTER] Starting predict_future for ADT
[2025-09-29T01:25:42.718913] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:42.719864] [DEBUG] [LOCAL     ] No optimal features file found for ADT: ./output/feature-sets/ADT.txt
[2025-09-29T01:25:42.719946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:42.720022] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:42.720094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:42.720203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:42.739413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:42.740377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:42.740500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:42.740573] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:42.768187] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:42.768349] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:42.768397] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:42.768436] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:42.772128] [DEBUG] [FORECASTER] ADT: Forecast T+1@11:T+2@11: DOWN (p=14.44%)
[2025-09-29T01:25:42.772446] [INFO ] [FORECASTER] Completed predict_future for ADT
[2025-09-29T01:25:42.772599] [INFO ] [sig       ] ADT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:42.937640] [INFO ] [LOCAL     ] Saved forecast: ADT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ADT.txt
[2025-09-29T01:25:42.937980] [INFO ] [sig       ] [29/2211] Completed ADT in 0.3s | 3.66 sym/s | Total: 7.9s | ETA: 9.9m
[2025-09-29T01:25:42.938067] [INFO ] [sig       ] [30/2211] Forecasting ADX...
[2025-09-29T01:25:42.938141] [INFO ] [sig       ] Generating forecast for: ADX
[2025-09-29T01:25:42.938219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-09-29T01:25:42.948217] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ADX'.
[2025-09-29T01:25:42.948586] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-09-29T01:25:42.975555] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:42.976420] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-09-29T01:25:42.976501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:42.976574] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:42.976674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:42.976778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:42.994951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:42.995967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:42.996096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:42.996180] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:43.040809] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:43.041026] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:43.041080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:43.041121] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:43.045732] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=12.55%)
[2025-09-29T01:25:43.046074] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-09-29T01:25:43.046260] [INFO ] [sig       ] ADX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:43.205326] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ADX.txt
[2025-09-29T01:25:43.205743] [INFO ] [sig       ] [30/2211] Completed ADX in 0.3s | 3.66 sym/s | Total: 8.2s | ETA: 9.9m
[2025-09-29T01:25:43.205846] [INFO ] [sig       ] [31/2211] Forecasting AEE...
[2025-09-29T01:25:43.205924] [INFO ] [sig       ] Generating forecast for: AEE
[2025-09-29T01:25:43.206008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-09-29T01:25:43.217226] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AEE'.
[2025-09-29T01:25:43.217696] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-09-29T01:25:43.245245] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:43.246141] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-09-29T01:25:43.246229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:43.246304] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:43.246375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:43.246501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:43.265076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:43.266000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:43.266151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:43.266229] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:43.302542] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:43.302771] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:43.302848] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:43.302891] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:43.306660] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: DOWN (p=5.37%)
[2025-09-29T01:25:43.307020] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-09-29T01:25:43.307191] [INFO ] [sig       ] AEE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:43.464530] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AEE.txt
[2025-09-29T01:25:43.464854] [INFO ] [sig       ] [31/2211] Completed AEE in 0.3s | 3.67 sym/s | Total: 8.5s | ETA: 9.9m
[2025-09-29T01:25:43.464933] [INFO ] [sig       ] [32/2211] Forecasting AEFC...
[2025-09-29T01:25:43.465005] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-09-29T01:25:43.465078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-09-29T01:25:43.476158] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AEFC'.
[2025-09-29T01:25:43.476695] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-09-29T01:25:43.505138] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:43.506166] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-09-29T01:25:43.506249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:43.506332] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:43.506406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:43.506526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:43.525083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:43.526047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:43.526168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:43.526247] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:43.559662] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:43.559852] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:43.559922] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:43.559975] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:43.563703] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=20.16%)
[2025-09-29T01:25:43.564016] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-09-29T01:25:43.564171] [INFO ] [sig       ] AEFC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:43.716748] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AEFC.txt
[2025-09-29T01:25:43.717079] [INFO ] [sig       ] [32/2211] Completed AEFC in 0.3s | 3.68 sym/s | Total: 8.7s | ETA: 9.9m
[2025-09-29T01:25:43.717179] [INFO ] [sig       ] [33/2211] Forecasting AEG...
[2025-09-29T01:25:43.717261] [INFO ] [sig       ] Generating forecast for: AEG
[2025-09-29T01:25:43.717355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-09-29T01:25:43.728507] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AEG'.
[2025-09-29T01:25:43.729068] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-09-29T01:25:43.758626] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:43.759545] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-09-29T01:25:43.759628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:43.759724] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:43.759794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:43.759899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:43.780662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:43.781546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:43.781715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:43.781791] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:43.814937] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:43.815118] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:43.815171] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:43.815226] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:43.819125] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: UP (p=94.09%)
[2025-09-29T01:25:43.819470] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-09-29T01:25:43.819627] [INFO ] [sig       ] AEG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:43.971942] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AEG.txt
[2025-09-29T01:25:43.972280] [INFO ] [sig       ] [33/2211] Completed AEG in 0.3s | 3.68 sym/s | Total: 9.0s | ETA: 9.9m
[2025-09-29T01:25:43.972367] [INFO ] [sig       ] [34/2211] Forecasting AEM...
[2025-09-29T01:25:43.972441] [INFO ] [sig       ] Generating forecast for: AEM
[2025-09-29T01:25:43.972516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-09-29T01:25:43.983018] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AEM'.
[2025-09-29T01:25:43.983440] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-09-29T01:25:44.010469] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:44.011413] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-09-29T01:25:44.011498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:44.011584] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:44.011693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:44.011822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:44.030713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:44.031463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:44.031593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:44.031715] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:44.074456] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:44.074701] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:44.074787] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:44.074850] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:44.079905] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2025-09-29T01:25:44.080354] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-09-29T01:25:44.080583] [INFO ] [sig       ] AEM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:44.230583] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AEM.txt
[2025-09-29T01:25:44.230918] [INFO ] [sig       ] [34/2211] Completed AEM in 0.3s | 3.69 sym/s | Total: 9.2s | ETA: 9.8m
[2025-09-29T01:25:44.231017] [INFO ] [sig       ] [35/2211] Forecasting AEO...
[2025-09-29T01:25:44.231109] [INFO ] [sig       ] Generating forecast for: AEO
[2025-09-29T01:25:44.231203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-09-29T01:25:44.244875] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AEO'.
[2025-09-29T01:25:44.245236] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-09-29T01:25:44.273825] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:44.274713] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-09-29T01:25:44.274799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:44.274875] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:44.274947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:44.275066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:44.294063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:44.295082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:44.295220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:44.295297] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:44.333091] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:44.333297] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:44.333349] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:44.333387] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:44.337353] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=91.04%)
[2025-09-29T01:25:44.337698] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-09-29T01:25:44.337932] [INFO ] [sig       ] AEO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:44.505360] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AEO.txt
[2025-09-29T01:25:44.505639] [INFO ] [sig       ] [35/2211] Completed AEO in 0.3s | 3.69 sym/s | Total: 9.5s | ETA: 9.8m
[2025-09-29T01:25:44.505754] [INFO ] [sig       ] [36/2211] Forecasting AER...
[2025-09-29T01:25:44.505829] [INFO ] [sig       ] Generating forecast for: AER
[2025-09-29T01:25:44.505902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AER' from 'https://tdm.silogroup.org/data/derivative_storage/AER.csv'.
[2025-09-29T01:25:44.516303] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AER'.
[2025-09-29T01:25:44.516739] [INFO ] [FORECASTER] Starting predict_future for AER
[2025-09-29T01:25:44.543528] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:44.544490] [DEBUG] [LOCAL     ] No optimal features file found for AER: ./output/feature-sets/AER.txt
[2025-09-29T01:25:44.544586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:44.544714] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:44.544812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:44.544960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:44.563709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:44.564490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:44.564630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:44.564765] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:44.598540] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:44.598751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:44.598830] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:44.598874] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:44.603729] [DEBUG] [FORECASTER] AER: Forecast T+1@11:T+2@11: UP (p=79.63%)
[2025-09-29T01:25:44.604098] [INFO ] [FORECASTER] Completed predict_future for AER
[2025-09-29T01:25:44.604325] [INFO ] [sig       ] AER: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:44.755233] [INFO ] [LOCAL     ] Saved forecast: AER	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AER.txt
[2025-09-29T01:25:44.755591] [INFO ] [sig       ] [36/2211] Completed AER in 0.2s | 3.70 sym/s | Total: 9.7s | ETA: 9.8m
[2025-09-29T01:25:44.755717] [INFO ] [sig       ] [37/2211] Forecasting AES...
[2025-09-29T01:25:44.755832] [INFO ] [sig       ] Generating forecast for: AES
[2025-09-29T01:25:44.755946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-09-29T01:25:44.766741] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AES'.
[2025-09-29T01:25:44.767155] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-09-29T01:25:44.794709] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:44.795583] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-09-29T01:25:44.795693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:44.795785] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:44.795870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:44.796008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:44.814326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:44.815062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:44.815187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:44.815275] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:44.848413] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:44.848579] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:44.848628] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:44.848714] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:44.852925] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=95.51%)
[2025-09-29T01:25:44.853259] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-09-29T01:25:44.853417] [INFO ] [sig       ] AES: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:45.009310] [INFO ] [LOCAL     ] Saved forecast: AES	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AES.txt
[2025-09-29T01:25:45.009779] [INFO ] [sig       ] [37/2211] Completed AES in 0.3s | 3.70 sym/s | Total: 10.0s | ETA: 9.8m
[2025-09-29T01:25:45.009880] [INFO ] [sig       ] [38/2211] Forecasting AESI...
[2025-09-29T01:25:45.010000] [INFO ] [sig       ] Generating forecast for: AESI
[2025-09-29T01:25:45.010111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-09-29T01:25:45.021384] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AESI'.
[2025-09-29T01:25:45.021872] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-09-29T01:25:45.049395] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:45.050252] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-09-29T01:25:45.050333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:45.050416] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:45.050487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:45.050567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:45.068424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:45.069190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:45.069329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:45.069402] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:45.102748] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:45.102955] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:45.103010] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:45.103051] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:45.107480] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: UP (p=83.92%)
[2025-09-29T01:25:45.107841] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-09-29T01:25:45.108006] [INFO ] [sig       ] AESI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:45.263630] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AESI.txt
[2025-09-29T01:25:45.264012] [INFO ] [sig       ] [38/2211] Completed AESI in 0.3s | 3.71 sym/s | Total: 10.3s | ETA: 9.8m
[2025-09-29T01:25:45.264105] [INFO ] [sig       ] [39/2211] Forecasting AFB...
[2025-09-29T01:25:45.264191] [INFO ] [sig       ] Generating forecast for: AFB
[2025-09-29T01:25:45.264279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-09-29T01:25:45.278422] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AFB'.
[2025-09-29T01:25:45.278996] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-09-29T01:25:45.307524] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:45.308437] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-09-29T01:25:45.308523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:45.308599] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:45.308695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:45.308814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:45.329146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:45.329993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:45.330112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:45.330188] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:45.370707] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:45.370875] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:45.370946] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:45.371017] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:45.374926] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=70.18%)
[2025-09-29T01:25:45.375251] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-09-29T01:25:45.375411] [INFO ] [sig       ] AFB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:45.534863] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AFB.txt
[2025-09-29T01:25:45.535160] [INFO ] [sig       ] [39/2211] Completed AFB in 0.3s | 3.71 sym/s | Total: 10.5s | ETA: 9.8m
[2025-09-29T01:25:45.535243] [INFO ] [sig       ] [40/2211] Forecasting AFG...
[2025-09-29T01:25:45.535316] [INFO ] [sig       ] Generating forecast for: AFG
[2025-09-29T01:25:45.535393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-09-29T01:25:45.546607] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AFG'.
[2025-09-29T01:25:45.547059] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-09-29T01:25:45.575393] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:45.576340] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-09-29T01:25:45.576425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:45.576502] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:45.576595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:45.576795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:45.596363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:45.597312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:45.597436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:45.597531] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:45.641909] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:45.642113] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:45.642166] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:45.642220] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:45.646420] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: UP (p=98.63%)
[2025-09-29T01:25:45.646802] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-09-29T01:25:45.647155] [INFO ] [sig       ] AFG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:45.807873] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AFG.txt
[2025-09-29T01:25:45.808159] [INFO ] [sig       ] [40/2211] Completed AFG in 0.3s | 3.71 sym/s | Total: 10.8s | ETA: 9.8m
[2025-09-29T01:25:45.808323] [INFO ] [sig       ] [41/2211] Forecasting AFGB...
[2025-09-29T01:25:45.808428] [INFO ] [sig       ] Generating forecast for: AFGB
[2025-09-29T01:25:45.808503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGB' from 'https://tdm.silogroup.org/data/derivative_storage/AFGB.csv'.
[2025-09-29T01:25:45.819363] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AFGB'.
[2025-09-29T01:25:45.819945] [INFO ] [FORECASTER] Starting predict_future for AFGB
[2025-09-29T01:25:45.849748] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:45.850684] [DEBUG] [LOCAL     ] No optimal features file found for AFGB: ./output/feature-sets/AFGB.txt
[2025-09-29T01:25:45.850768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:45.850844] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:45.850931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:45.851055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:45.872137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:45.872899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:45.873014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:45.873174] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:45.918832] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:45.919064] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:45.919146] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:45.919198] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:45.923609] [DEBUG] [FORECASTER] AFGB: Forecast T+1@11:T+2@11: DOWN (p=30.31%)
[2025-09-29T01:25:45.924017] [INFO ] [FORECASTER] Completed predict_future for AFGB
[2025-09-29T01:25:45.924212] [INFO ] [sig       ] AFGB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:46.090758] [INFO ] [LOCAL     ] Saved forecast: AFGB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AFGB.txt
[2025-09-29T01:25:46.091098] [INFO ] [sig       ] [41/2211] Completed AFGB in 0.3s | 3.70 sym/s | Total: 11.1s | ETA: 9.8m
[2025-09-29T01:25:46.091219] [INFO ] [sig       ] [42/2211] Forecasting AFGC...
[2025-09-29T01:25:46.091316] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-09-29T01:25:46.091416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-09-29T01:25:46.103027] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'AFGC'.
[2025-09-29T01:25:46.103498] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-09-29T01:25:46.132119] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:46.133109] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-09-29T01:25:46.133191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:46.133267] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:46.133341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:46.133446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:46.151934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:46.152691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:46.152806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:46.152879] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:46.191137] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:46.191301] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:46.191351] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:46.191386] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:46.195100] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=26.38%)
[2025-09-29T01:25:46.195420] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-09-29T01:25:46.195584] [INFO ] [sig       ] AFGC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:46.351602] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AFGC.txt
[2025-09-29T01:25:46.351927] [INFO ] [sig       ] [42/2211] Completed AFGC in 0.3s | 3.70 sym/s | Total: 11.3s | ETA: 9.8m
[2025-09-29T01:25:46.352010] [INFO ] [sig       ] [43/2211] Forecasting AFGD...
[2025-09-29T01:25:46.352081] [INFO ] [sig       ] Generating forecast for: AFGD
[2025-09-29T01:25:46.352155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGD' from 'https://tdm.silogroup.org/data/derivative_storage/AFGD.csv'.
[2025-09-29T01:25:46.362344] [DEBUG] [REMOTE    ] Successfully parsed 1818 rows of historical data for symbol 'AFGD'.
[2025-09-29T01:25:46.362786] [INFO ] [FORECASTER] Starting predict_future for AFGD
[2025-09-29T01:25:46.390936] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:46.391920] [DEBUG] [LOCAL     ] No optimal features file found for AFGD: ./output/feature-sets/AFGD.txt
[2025-09-29T01:25:46.392048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:46.392139] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:46.392210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:46.392331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:46.412527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:46.413332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:46.413453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:46.413542] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:46.453815] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:46.454014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:46.454073] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:46.454121] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:46.459127] [DEBUG] [FORECASTER] AFGD: Forecast T+1@11:T+2@11: UP (p=71.63%)
[2025-09-29T01:25:46.459669] [INFO ] [FORECASTER] Completed predict_future for AFGD
[2025-09-29T01:25:46.459911] [INFO ] [sig       ] AFGD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:46.625108] [INFO ] [LOCAL     ] Saved forecast: AFGD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AFGD.txt
[2025-09-29T01:25:46.625444] [INFO ] [sig       ] [43/2211] Completed AFGD in 0.3s | 3.70 sym/s | Total: 11.6s | ETA: 9.8m
[2025-09-29T01:25:46.625533] [INFO ] [sig       ] [44/2211] Forecasting AFGE...
[2025-09-29T01:25:46.625620] [INFO ] [sig       ] Generating forecast for: AFGE
[2025-09-29T01:25:46.625739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGE' from 'https://tdm.silogroup.org/data/derivative_storage/AFGE.csv'.
[2025-09-29T01:25:46.635979] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AFGE'.
[2025-09-29T01:25:46.636381] [INFO ] [FORECASTER] Starting predict_future for AFGE
[2025-09-29T01:25:46.665408] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:46.666315] [DEBUG] [LOCAL     ] No optimal features file found for AFGE: ./output/feature-sets/AFGE.txt
[2025-09-29T01:25:46.666399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:46.666475] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:46.666547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:46.666676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:46.688797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:46.689598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:46.689771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:46.689864] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:46.732339] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:46.732533] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:46.732584] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:46.732621] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:46.736927] [DEBUG] [FORECASTER] AFGE: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2025-09-29T01:25:46.737252] [INFO ] [FORECASTER] Completed predict_future for AFGE
[2025-09-29T01:25:46.737408] [INFO ] [sig       ] AFGE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:46.915097] [INFO ] [LOCAL     ] Saved forecast: AFGE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AFGE.txt
[2025-09-29T01:25:46.915411] [INFO ] [sig       ] [44/2211] Completed AFGE in 0.3s | 3.70 sym/s | Total: 11.9s | ETA: 9.8m
[2025-09-29T01:25:46.915495] [INFO ] [sig       ] [45/2211] Forecasting AFL...
[2025-09-29T01:25:46.915570] [INFO ] [sig       ] Generating forecast for: AFL
[2025-09-29T01:25:46.915670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-09-29T01:25:46.925922] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AFL'.
[2025-09-29T01:25:46.926330] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-09-29T01:25:46.954674] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:46.955605] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-09-29T01:25:46.955714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:46.955790] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:46.955863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:46.955968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:46.975518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:46.976585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:46.976733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:46.976811] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:47.020577] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:47.020943] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:47.021023] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:47.021087] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:47.026211] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2025-09-29T01:25:47.026766] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-09-29T01:25:47.027015] [INFO ] [sig       ] AFL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:47.186396] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AFL.txt
[2025-09-29T01:25:47.186846] [INFO ] [sig       ] [45/2211] Completed AFL in 0.3s | 3.70 sym/s | Total: 12.2s | ETA: 9.8m
[2025-09-29T01:25:47.186947] [INFO ] [sig       ] [46/2211] Forecasting AG...
[2025-09-29T01:25:47.187036] [INFO ] [sig       ] Generating forecast for: AG
[2025-09-29T01:25:47.187112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-09-29T01:25:47.199745] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AG'.
[2025-09-29T01:25:47.200193] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-09-29T01:25:47.228443] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:47.229389] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-09-29T01:25:47.229491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:47.229579] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:47.229679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:47.229787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:47.248370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:47.249180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:47.249335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:47.249410] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:47.285750] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:47.285964] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:47.286016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:47.286052] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:47.290143] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: DOWN (p=21.39%)
[2025-09-29T01:25:47.290539] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-09-29T01:25:47.290755] [INFO ] [sig       ] AG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:47.441672] [INFO ] [LOCAL     ] Saved forecast: AG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AG.txt
[2025-09-29T01:25:47.441934] [INFO ] [sig       ] [46/2211] Completed AG in 0.3s | 3.70 sym/s | Total: 12.4s | ETA: 9.7m
[2025-09-29T01:25:47.442014] [INFO ] [sig       ] [47/2211] Forecasting AGCO...
[2025-09-29T01:25:47.442086] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-09-29T01:25:47.442160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-09-29T01:25:47.452117] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AGCO'.
[2025-09-29T01:25:47.452460] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-09-29T01:25:47.479011] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:47.479941] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-09-29T01:25:47.480024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:47.480099] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:47.480170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:47.480272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:47.498712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:47.499443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:47.499557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:47.499627] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:47.536149] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:47.536296] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:47.536343] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:47.536419] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:47.540169] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: UP (p=88.56%)
[2025-09-29T01:25:47.540473] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-09-29T01:25:47.540632] [INFO ] [sig       ] AGCO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:47.690249] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AGCO.txt
[2025-09-29T01:25:47.690552] [INFO ] [sig       ] [47/2211] Completed AGCO in 0.2s | 3.71 sym/s | Total: 12.7s | ETA: 9.7m
[2025-09-29T01:25:47.690686] [INFO ] [sig       ] [48/2211] Forecasting AGD...
[2025-09-29T01:25:47.690773] [INFO ] [sig       ] Generating forecast for: AGD
[2025-09-29T01:25:47.690862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-09-29T01:25:47.702557] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AGD'.
[2025-09-29T01:25:47.703073] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-09-29T01:25:47.734787] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:47.735744] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-09-29T01:25:47.735826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:47.735914] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:47.735998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:47.736115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:47.755724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:47.756493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:47.756616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:47.756719] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:47.793027] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:47.793211] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:47.793262] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:47.793299] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:47.797561] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=87.56%)
[2025-09-29T01:25:47.797915] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-09-29T01:25:47.798078] [INFO ] [sig       ] AGD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:47.947455] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AGD.txt
[2025-09-29T01:25:47.947783] [INFO ] [sig       ] [48/2211] Completed AGD in 0.3s | 3.71 sym/s | Total: 12.9s | ETA: 9.7m
[2025-09-29T01:25:47.947946] [INFO ] [sig       ] [49/2211] Forecasting AGI...
[2025-09-29T01:25:47.948024] [INFO ] [sig       ] Generating forecast for: AGI
[2025-09-29T01:25:47.948098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-09-29T01:25:47.959933] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AGI'.
[2025-09-29T01:25:47.960382] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-09-29T01:25:47.988129] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:47.989168] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-09-29T01:25:47.989254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:47.989330] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:47.989403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:47.989509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:48.009728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:48.010540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:48.010681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:48.010762] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:48.048845] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:48.049051] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:48.049106] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:48.049143] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:48.053231] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: DOWN (p=41.39%)
[2025-09-29T01:25:48.053568] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-09-29T01:25:48.053764] [INFO ] [sig       ] AGI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:48.207368] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AGI.txt
[2025-09-29T01:25:48.207698] [INFO ] [sig       ] [49/2211] Completed AGI in 0.3s | 3.71 sym/s | Total: 13.2s | ETA: 9.7m
[2025-09-29T01:25:48.207785] [INFO ] [sig       ] [50/2211] Forecasting AGL...
[2025-09-29T01:25:48.207859] [INFO ] [sig       ] Generating forecast for: AGL
[2025-09-29T01:25:48.207935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGL' from 'https://tdm.silogroup.org/data/derivative_storage/AGL.csv'.
[2025-09-29T01:25:48.218796] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AGL'.
[2025-09-29T01:25:48.219164] [INFO ] [FORECASTER] Starting predict_future for AGL
[2025-09-29T01:25:48.251531] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:48.252457] [DEBUG] [LOCAL     ] No optimal features file found for AGL: ./output/feature-sets/AGL.txt
[2025-09-29T01:25:48.252542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:48.252616] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:48.252712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:48.252838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:48.272069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:48.273253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:48.273403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:48.273482] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:48.315197] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:48.315400] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:48.315455] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:48.315492] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:48.319408] [DEBUG] [FORECASTER] AGL: Forecast T+1@11:T+2@11: UP (p=99.24%)
[2025-09-29T01:25:48.319835] [INFO ] [FORECASTER] Completed predict_future for AGL
[2025-09-29T01:25:48.320019] [INFO ] [sig       ] AGL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:48.471697] [INFO ] [LOCAL     ] Saved forecast: AGL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AGL.txt
[2025-09-29T01:25:48.472005] [INFO ] [sig       ] [50/2211] Completed AGL in 0.3s | 3.71 sym/s | Total: 13.5s | ETA: 9.7m
[2025-09-29T01:25:48.472089] [INFO ] [sig       ] [51/2211] Forecasting AGM...
[2025-09-29T01:25:48.472165] [INFO ] [sig       ] Generating forecast for: AGM
[2025-09-29T01:25:48.472236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-09-29T01:25:48.485159] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AGM'.
[2025-09-29T01:25:48.485565] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-09-29T01:25:48.512556] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:48.513389] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-09-29T01:25:48.513471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:48.513545] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:48.513614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:48.513752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:48.532490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:48.533235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:48.533355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:48.533427] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:48.566095] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:48.566252] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:48.566298] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:48.566332] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:48.569987] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: UP (p=86.48%)
[2025-09-29T01:25:48.570287] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-09-29T01:25:48.570480] [INFO ] [sig       ] AGM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:48.719895] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AGM.txt
[2025-09-29T01:25:48.720183] [INFO ] [sig       ] [51/2211] Completed AGM in 0.2s | 3.72 sym/s | Total: 13.7s | ETA: 9.7m
[2025-09-29T01:25:48.720337] [INFO ] [sig       ] [52/2211] Forecasting AGO...
[2025-09-29T01:25:48.720412] [INFO ] [sig       ] Generating forecast for: AGO
[2025-09-29T01:25:48.720487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-09-29T01:25:48.734459] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AGO'.
[2025-09-29T01:25:48.735027] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-09-29T01:25:48.771089] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:48.772022] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-09-29T01:25:48.772109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:48.772185] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:48.772258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:48.772364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:48.791025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:48.791794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:48.791912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:48.791984] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:48.829126] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:48.829346] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:48.829400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:48.829439] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:48.833526] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: UP (p=89.37%)
[2025-09-29T01:25:48.833900] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-09-29T01:25:48.834095] [INFO ] [sig       ] AGO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:48.998926] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AGO.txt
[2025-09-29T01:25:48.999254] [INFO ] [sig       ] [52/2211] Completed AGO in 0.3s | 3.72 sym/s | Total: 14.0s | ETA: 9.7m
[2025-09-29T01:25:48.999336] [INFO ] [sig       ] [53/2211] Forecasting AGRO...
[2025-09-29T01:25:48.999397] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-09-29T01:25:48.999445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-09-29T01:25:49.011327] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AGRO'.
[2025-09-29T01:25:49.011838] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-09-29T01:25:49.040512] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:49.041478] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-09-29T01:25:49.041564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:49.041681] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:49.041769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:49.041900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:49.061758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:49.062621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:49.062759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:49.062845] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:49.100188] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:49.100378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:49.100428] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:49.100466] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:49.104373] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=5.02%)
[2025-09-29T01:25:49.104736] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-09-29T01:25:49.104951] [INFO ] [sig       ] AGRO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:49.292337] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AGRO.txt
[2025-09-29T01:25:49.292746] [INFO ] [sig       ] [53/2211] Completed AGRO in 0.3s | 3.71 sym/s | Total: 14.3s | ETA: 9.7m
[2025-09-29T01:25:49.292859] [INFO ] [sig       ] [54/2211] Forecasting AGX...
[2025-09-29T01:25:49.292947] [INFO ] [sig       ] Generating forecast for: AGX
[2025-09-29T01:25:49.293042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-09-29T01:25:49.306416] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AGX'.
[2025-09-29T01:25:49.306979] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-09-29T01:25:49.335935] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:49.336987] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-09-29T01:25:49.337073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:49.337154] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:49.337236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:49.337405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:49.356629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:49.357462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:49.357621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:49.357727] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:49.398501] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:49.398746] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:49.398823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:49.398871] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:49.403300] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=52.33%)
[2025-09-29T01:25:49.403771] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-09-29T01:25:49.403972] [INFO ] [sig       ] AGX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:49.560426] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AGX.txt
[2025-09-29T01:25:49.560809] [INFO ] [sig       ] [54/2211] Completed AGX in 0.3s | 3.71 sym/s | Total: 14.5s | ETA: 9.7m
[2025-09-29T01:25:49.560921] [INFO ] [sig       ] [55/2211] Forecasting AHH...
[2025-09-29T01:25:49.561011] [INFO ] [sig       ] Generating forecast for: AHH
[2025-09-29T01:25:49.561109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-09-29T01:25:49.573099] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AHH'.
[2025-09-29T01:25:49.573576] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-09-29T01:25:49.600909] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:49.601795] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-09-29T01:25:49.601878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:49.601954] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:49.602023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:49.602199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:49.622138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:49.622934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:49.623053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:49.623143] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:49.667576] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:49.667847] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:49.667910] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:49.667949] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:49.672094] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: DOWN (p=47.27%)
[2025-09-29T01:25:49.672460] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-09-29T01:25:49.672669] [INFO ] [sig       ] AHH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:49.825439] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AHH.txt
[2025-09-29T01:25:49.825807] [INFO ] [sig       ] [55/2211] Completed AHH in 0.3s | 3.71 sym/s | Total: 14.8s | ETA: 9.7m
[2025-09-29T01:25:49.825898] [INFO ] [sig       ] [56/2211] Forecasting AHR...
[2025-09-29T01:25:49.826004] [INFO ] [sig       ] Generating forecast for: AHR
[2025-09-29T01:25:49.826085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHR' from 'https://tdm.silogroup.org/data/derivative_storage/AHR.csv'.
[2025-09-29T01:25:49.841030] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AHR'.
[2025-09-29T01:25:49.841776] [INFO ] [FORECASTER] Starting predict_future for AHR
[2025-09-29T01:25:49.869836] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:49.870847] [DEBUG] [LOCAL     ] No optimal features file found for AHR: ./output/feature-sets/AHR.txt
[2025-09-29T01:25:49.870932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:49.871009] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:49.871081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:49.871190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:49.890089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:49.890799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:49.890944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:49.891019] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:49.935075] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:49.935240] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:49.935289] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:49.935325] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:49.939250] [DEBUG] [FORECASTER] AHR: Forecast T+1@11:T+2@11: DOWN (p=45.51%)
[2025-09-29T01:25:49.939560] [INFO ] [FORECASTER] Completed predict_future for AHR
[2025-09-29T01:25:49.939781] [INFO ] [sig       ] AHR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:50.090530] [INFO ] [LOCAL     ] Saved forecast: AHR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AHR.txt
[2025-09-29T01:25:50.090933] [INFO ] [sig       ] [56/2211] Completed AHR in 0.3s | 3.71 sym/s | Total: 15.1s | ETA: 9.7m
[2025-09-29T01:25:50.091018] [INFO ] [sig       ] [57/2211] Forecasting AHT...
[2025-09-29T01:25:50.091093] [INFO ] [sig       ] Generating forecast for: AHT
[2025-09-29T01:25:50.091170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHT' from 'https://tdm.silogroup.org/data/derivative_storage/AHT.csv'.
[2025-09-29T01:25:50.102541] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AHT'.
[2025-09-29T01:25:50.103074] [INFO ] [FORECASTER] Starting predict_future for AHT
[2025-09-29T01:25:50.130016] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:50.130905] [DEBUG] [LOCAL     ] No optimal features file found for AHT: ./output/feature-sets/AHT.txt
[2025-09-29T01:25:50.130995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:50.131096] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:50.131191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:50.131340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:50.149606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:50.150295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:50.150433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:50.150531] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:50.196711] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:50.196943] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:50.197023] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:50.197087] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:50.201840] [DEBUG] [FORECASTER] AHT: Forecast T+1@11:T+2@11: DOWN (p=8.23%)
[2025-09-29T01:25:50.202289] [INFO ] [FORECASTER] Completed predict_future for AHT
[2025-09-29T01:25:50.202577] [INFO ] [sig       ] AHT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:50.361780] [INFO ] [LOCAL     ] Saved forecast: AHT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AHT.txt
[2025-09-29T01:25:50.362152] [INFO ] [sig       ] [57/2211] Completed AHT in 0.3s | 3.71 sym/s | Total: 15.3s | ETA: 9.7m
[2025-09-29T01:25:50.362242] [INFO ] [sig       ] [58/2211] Forecasting AI...
[2025-09-29T01:25:50.362315] [INFO ] [sig       ] Generating forecast for: AI
[2025-09-29T01:25:50.362399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-09-29T01:25:50.376227] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AI'.
[2025-09-29T01:25:50.376802] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-09-29T01:25:50.407233] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:50.408086] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-09-29T01:25:50.408182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:50.408269] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:50.408354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:50.408530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:50.428398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:50.429139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:50.429312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:50.429389] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:50.476267] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:50.476432] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:50.476479] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:50.476514] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:50.480451] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: DOWN (p=48.96%)
[2025-09-29T01:25:50.480806] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-09-29T01:25:50.481017] [INFO ] [sig       ] AI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:50.631745] [INFO ] [LOCAL     ] Saved forecast: AI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AI.txt
[2025-09-29T01:25:50.632101] [INFO ] [sig       ] [58/2211] Completed AI in 0.3s | 3.71 sym/s | Total: 15.6s | ETA: 9.7m
[2025-09-29T01:25:50.632190] [INFO ] [sig       ] [59/2211] Forecasting AIG...
[2025-09-29T01:25:50.632264] [INFO ] [sig       ] Generating forecast for: AIG
[2025-09-29T01:25:50.632339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-09-29T01:25:50.643913] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AIG'.
[2025-09-29T01:25:50.644366] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-09-29T01:25:50.671542] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:50.672386] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-09-29T01:25:50.672469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:50.672554] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:50.672634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:50.672766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:50.691232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:50.691940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:50.692056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:50.692142] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:50.732237] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:50.732457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:50.732508] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:50.732545] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:50.736535] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=52.00%)
[2025-09-29T01:25:50.736956] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-09-29T01:25:50.737169] [INFO ] [sig       ] AIG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:50.894813] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AIG.txt
[2025-09-29T01:25:50.895179] [INFO ] [sig       ] [59/2211] Completed AIG in 0.3s | 3.71 sym/s | Total: 15.9s | ETA: 9.7m
[2025-09-29T01:25:50.895265] [INFO ] [sig       ] [60/2211] Forecasting AIN...
[2025-09-29T01:25:50.895339] [INFO ] [sig       ] Generating forecast for: AIN
[2025-09-29T01:25:50.895422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIN' from 'https://tdm.silogroup.org/data/derivative_storage/AIN.csv'.
[2025-09-29T01:25:50.905822] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AIN'.
[2025-09-29T01:25:50.906302] [INFO ] [FORECASTER] Starting predict_future for AIN
[2025-09-29T01:25:50.934039] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:50.934999] [DEBUG] [LOCAL     ] No optimal features file found for AIN: ./output/feature-sets/AIN.txt
[2025-09-29T01:25:50.935088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:50.935223] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:50.935301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:50.935443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:50.955129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:50.955932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:50.956049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:50.956138] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:50.994715] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:50.994914] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:50.994992] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:50.995067] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:50.999170] [DEBUG] [FORECASTER] AIN: Forecast T+1@11:T+2@11: DOWN (p=25.60%)
[2025-09-29T01:25:50.999521] [INFO ] [FORECASTER] Completed predict_future for AIN
[2025-09-29T01:25:50.999723] [INFO ] [sig       ] AIN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:51.155068] [INFO ] [LOCAL     ] Saved forecast: AIN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AIN.txt
[2025-09-29T01:25:51.155382] [INFO ] [sig       ] [60/2211] Completed AIN in 0.3s | 3.72 sym/s | Total: 16.1s | ETA: 9.6m
[2025-09-29T01:25:51.155492] [INFO ] [sig       ] [61/2211] Forecasting AIO...
[2025-09-29T01:25:51.155588] [INFO ] [sig       ] Generating forecast for: AIO
[2025-09-29T01:25:51.155691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-09-29T01:25:51.167327] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AIO'.
[2025-09-29T01:25:51.167763] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-09-29T01:25:51.195326] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:51.196207] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-09-29T01:25:51.196291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:51.196367] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:51.196440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:51.196553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:51.216037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:51.216858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:51.216979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:51.217033] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:51.254800] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:51.255015] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:51.255068] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:51.255105] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:51.259028] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: DOWN (p=4.46%)
[2025-09-29T01:25:51.259349] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-09-29T01:25:51.259506] [INFO ] [sig       ] AIO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:51.421700] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AIO.txt
[2025-09-29T01:25:51.422073] [INFO ] [sig       ] [61/2211] Completed AIO in 0.3s | 3.72 sym/s | Total: 16.4s | ETA: 9.6m
[2025-09-29T01:25:51.422180] [INFO ] [sig       ] [62/2211] Forecasting AIR...
[2025-09-29T01:25:51.422252] [INFO ] [sig       ] Generating forecast for: AIR
[2025-09-29T01:25:51.422360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIR' from 'https://tdm.silogroup.org/data/derivative_storage/AIR.csv'.
[2025-09-29T01:25:51.434432] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AIR'.
[2025-09-29T01:25:51.435004] [INFO ] [FORECASTER] Starting predict_future for AIR
[2025-09-29T01:25:51.464278] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:51.465280] [DEBUG] [LOCAL     ] No optimal features file found for AIR: ./output/feature-sets/AIR.txt
[2025-09-29T01:25:51.465362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:51.465451] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:51.465530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:51.465677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:51.486610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:51.487729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:51.487892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:51.487969] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:51.523638] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:51.523875] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:51.523930] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:51.523971] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:51.528539] [DEBUG] [FORECASTER] AIR: Forecast T+1@11:T+2@11: DOWN (p=48.52%)
[2025-09-29T01:25:51.528933] [INFO ] [FORECASTER] Completed predict_future for AIR
[2025-09-29T01:25:51.529115] [INFO ] [sig       ] AIR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:51.682771] [INFO ] [LOCAL     ] Saved forecast: AIR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AIR.txt
[2025-09-29T01:25:51.683067] [INFO ] [sig       ] [62/2211] Completed AIR in 0.3s | 3.72 sym/s | Total: 16.7s | ETA: 9.6m
[2025-09-29T01:25:51.683145] [INFO ] [sig       ] [63/2211] Forecasting AIT...
[2025-09-29T01:25:51.683217] [INFO ] [sig       ] Generating forecast for: AIT
[2025-09-29T01:25:51.683317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIT' from 'https://tdm.silogroup.org/data/derivative_storage/AIT.csv'.
[2025-09-29T01:25:51.694028] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AIT'.
[2025-09-29T01:25:51.694499] [INFO ] [FORECASTER] Starting predict_future for AIT
[2025-09-29T01:25:51.721530] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:51.722473] [DEBUG] [LOCAL     ] No optimal features file found for AIT: ./output/feature-sets/AIT.txt
[2025-09-29T01:25:51.722556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:51.722679] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:51.722752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:51.722877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:51.740959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:51.741911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:51.742028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:51.742132] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:51.775773] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:51.776000] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:51.776056] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:51.776097] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:51.780443] [DEBUG] [FORECASTER] AIT: Forecast T+1@11:T+2@11: UP (p=87.69%)
[2025-09-29T01:25:51.780835] [INFO ] [FORECASTER] Completed predict_future for AIT
[2025-09-29T01:25:51.781017] [INFO ] [sig       ] AIT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:51.943145] [INFO ] [LOCAL     ] Saved forecast: AIT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AIT.txt
[2025-09-29T01:25:51.943480] [INFO ] [sig       ] [63/2211] Completed AIT in 0.3s | 3.72 sym/s | Total: 16.9s | ETA: 9.6m
[2025-09-29T01:25:51.943564] [INFO ] [sig       ] [64/2211] Forecasting AIV...
[2025-09-29T01:25:51.943670] [INFO ] [sig       ] Generating forecast for: AIV
[2025-09-29T01:25:51.943755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIV' from 'https://tdm.silogroup.org/data/derivative_storage/AIV.csv'.
[2025-09-29T01:25:51.956549] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AIV'.
[2025-09-29T01:25:51.957037] [INFO ] [FORECASTER] Starting predict_future for AIV
[2025-09-29T01:25:51.984211] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:51.985157] [DEBUG] [LOCAL     ] No optimal features file found for AIV: ./output/feature-sets/AIV.txt
[2025-09-29T01:25:51.985248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:51.985328] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:51.985404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:51.985519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:52.004369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:52.005278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:52.005399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:52.005477] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:52.035147] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:52.035328] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:52.035387] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:52.035428] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:52.039353] [DEBUG] [FORECASTER] AIV: Forecast T+1@11:T+2@11: UP (p=81.99%)
[2025-09-29T01:25:52.039746] [INFO ] [FORECASTER] Completed predict_future for AIV
[2025-09-29T01:25:52.039932] [INFO ] [sig       ] AIV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:52.189278] [INFO ] [LOCAL     ] Saved forecast: AIV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AIV.txt
[2025-09-29T01:25:52.189568] [INFO ] [sig       ] [64/2211] Completed AIV in 0.2s | 3.73 sym/s | Total: 17.2s | ETA: 9.6m
[2025-09-29T01:25:52.189684] [INFO ] [sig       ] [65/2211] Forecasting AIZ...
[2025-09-29T01:25:52.189763] [INFO ] [sig       ] Generating forecast for: AIZ
[2025-09-29T01:25:52.189836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZ' from 'https://tdm.silogroup.org/data/derivative_storage/AIZ.csv'.
[2025-09-29T01:25:52.200398] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AIZ'.
[2025-09-29T01:25:52.200819] [INFO ] [FORECASTER] Starting predict_future for AIZ
[2025-09-29T01:25:52.233818] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:52.234802] [DEBUG] [LOCAL     ] No optimal features file found for AIZ: ./output/feature-sets/AIZ.txt
[2025-09-29T01:25:52.234888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:52.235039] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:52.235115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:52.235242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:52.254354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:52.255271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:52.255447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:52.255534] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:52.285033] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:52.285196] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:52.285245] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:52.285283] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:52.289080] [DEBUG] [FORECASTER] AIZ: Forecast T+1@11:T+2@11: UP (p=76.03%)
[2025-09-29T01:25:52.289420] [INFO ] [FORECASTER] Completed predict_future for AIZ
[2025-09-29T01:25:52.289586] [INFO ] [sig       ] AIZ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:52.446357] [INFO ] [LOCAL     ] Saved forecast: AIZ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AIZ.txt
[2025-09-29T01:25:52.446697] [INFO ] [sig       ] [65/2211] Completed AIZ in 0.3s | 3.73 sym/s | Total: 17.4s | ETA: 9.6m
[2025-09-29T01:25:52.446785] [INFO ] [sig       ] [66/2211] Forecasting AIZN...
[2025-09-29T01:25:52.447136] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-09-29T01:25:52.447221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-09-29T01:25:52.458997] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AIZN'.
[2025-09-29T01:25:52.459471] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-09-29T01:25:52.488235] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:52.489210] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-09-29T01:25:52.489295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:52.489372] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:52.489444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:52.489550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:52.508564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:52.509268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:52.509389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:52.509471] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:52.543991] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:52.544208] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:52.544261] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:52.544300] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:52.548192] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: DOWN (p=41.76%)
[2025-09-29T01:25:52.548610] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-09-29T01:25:52.548855] [INFO ] [sig       ] AIZN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:52.719818] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AIZN.txt
[2025-09-29T01:25:52.720111] [INFO ] [sig       ] [66/2211] Completed AIZN in 0.3s | 3.73 sym/s | Total: 17.7s | ETA: 9.6m
[2025-09-29T01:25:52.720197] [INFO ] [sig       ] [67/2211] Forecasting AJG...
[2025-09-29T01:25:52.720271] [INFO ] [sig       ] Generating forecast for: AJG
[2025-09-29T01:25:52.720348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-09-29T01:25:52.731327] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AJG'.
[2025-09-29T01:25:52.731741] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-09-29T01:25:52.759910] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:52.760869] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-09-29T01:25:52.760955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:52.761044] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:52.761116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:52.761259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:52.779946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:52.780925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:52.781059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:52.781137] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:52.816052] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:52.816195] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:52.816243] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:52.816281] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:52.819984] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-09-29T01:25:52.820307] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-09-29T01:25:52.820465] [INFO ] [sig       ] AJG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:52.978920] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AJG.txt
[2025-09-29T01:25:52.979293] [INFO ] [sig       ] [67/2211] Completed AJG in 0.3s | 3.73 sym/s | Total: 18.0s | ETA: 9.6m
[2025-09-29T01:25:52.979384] [INFO ] [sig       ] [68/2211] Forecasting AKR...
[2025-09-29T01:25:52.979471] [INFO ] [sig       ] Generating forecast for: AKR
[2025-09-29T01:25:52.979563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKR' from 'https://tdm.silogroup.org/data/derivative_storage/AKR.csv'.
[2025-09-29T01:25:52.991020] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AKR'.
[2025-09-29T01:25:52.991492] [INFO ] [FORECASTER] Starting predict_future for AKR
[2025-09-29T01:25:53.019724] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:53.021133] [DEBUG] [LOCAL     ] No optimal features file found for AKR: ./output/feature-sets/AKR.txt
[2025-09-29T01:25:53.021219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:53.021324] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:53.021410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:53.021603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:53.043194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:53.044046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:53.044167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:53.044253] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:53.080310] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:53.080464] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:53.080510] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:53.080551] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:53.084249] [DEBUG] [FORECASTER] AKR: Forecast T+1@11:T+2@11: DOWN (p=24.23%)
[2025-09-29T01:25:53.084560] [INFO ] [FORECASTER] Completed predict_future for AKR
[2025-09-29T01:25:53.084761] [INFO ] [sig       ] AKR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:53.242787] [INFO ] [LOCAL     ] Saved forecast: AKR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AKR.txt
[2025-09-29T01:25:53.243152] [INFO ] [sig       ] [68/2211] Completed AKR in 0.3s | 3.73 sym/s | Total: 18.2s | ETA: 9.6m
[2025-09-29T01:25:53.243277] [INFO ] [sig       ] [69/2211] Forecasting AL...
[2025-09-29T01:25:53.243369] [INFO ] [sig       ] Generating forecast for: AL
[2025-09-29T01:25:53.243474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-09-29T01:25:53.254242] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AL'.
[2025-09-29T01:25:53.254736] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-09-29T01:25:53.283625] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:53.284492] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-09-29T01:25:53.284610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:53.284731] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:53.284815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:53.284940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:53.305444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:53.306380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:53.306536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:53.306617] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:53.341580] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:53.341802] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:53.341877] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:53.341944] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:53.346221] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=15.31%)
[2025-09-29T01:25:53.346573] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-09-29T01:25:53.346772] [INFO ] [sig       ] AL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:53.501181] [INFO ] [LOCAL     ] Saved forecast: AL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AL.txt
[2025-09-29T01:25:53.501561] [INFO ] [sig       ] [69/2211] Completed AL in 0.3s | 3.73 sym/s | Total: 18.5s | ETA: 9.6m
[2025-09-29T01:25:53.501678] [INFO ] [sig       ] [70/2211] Forecasting ALB...
[2025-09-29T01:25:53.501775] [INFO ] [sig       ] Generating forecast for: ALB
[2025-09-29T01:25:53.501871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-09-29T01:25:53.512981] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALB'.
[2025-09-29T01:25:53.513436] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-09-29T01:25:53.542088] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:53.542974] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-09-29T01:25:53.543059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:53.543132] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:53.543202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:53.543303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:53.560850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:53.561611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:53.561781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:53.561855] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:53.590095] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:53.590269] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:53.590317] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:53.590353] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:53.594122] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=4.23%)
[2025-09-29T01:25:53.594465] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-09-29T01:25:53.594621] [INFO ] [sig       ] ALB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:53.751511] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ALB.txt
[2025-09-29T01:25:53.751854] [INFO ] [sig       ] [70/2211] Completed ALB in 0.3s | 3.74 sym/s | Total: 18.7s | ETA: 9.6m
[2025-09-29T01:25:53.751945] [INFO ] [sig       ] [71/2211] Forecasting ALC...
[2025-09-29T01:25:53.752028] [INFO ] [sig       ] Generating forecast for: ALC
[2025-09-29T01:25:53.752120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-09-29T01:25:53.762877] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALC'.
[2025-09-29T01:25:53.763379] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-09-29T01:25:53.799131] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:53.800447] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-09-29T01:25:53.800551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:53.800679] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:53.800800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:53.800924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:53.821745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:53.822587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:53.822734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:53.822820] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:53.851997] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:53.852160] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:53.852210] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:53.852248] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:53.855979] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: UP (p=74.53%)
[2025-09-29T01:25:53.856316] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-09-29T01:25:53.856472] [INFO ] [sig       ] ALC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:54.018697] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ALC.txt
[2025-09-29T01:25:54.019040] [INFO ] [sig       ] [71/2211] Completed ALC in 0.3s | 3.74 sym/s | Total: 19.0s | ETA: 9.5m
[2025-09-29T01:25:54.019128] [INFO ] [sig       ] [72/2211] Forecasting ALE...
[2025-09-29T01:25:54.019212] [INFO ] [sig       ] Generating forecast for: ALE
[2025-09-29T01:25:54.019307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'.
[2025-09-29T01:25:54.029730] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALE'.
[2025-09-29T01:25:54.030435] [INFO ] [FORECASTER] Starting predict_future for ALE
[2025-09-29T01:25:54.059384] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:54.060323] [DEBUG] [LOCAL     ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt
[2025-09-29T01:25:54.060410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:54.060516] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:54.060598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:54.060786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:54.079525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:54.080309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:54.080440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:54.080537] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:54.110006] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:54.110195] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:54.110251] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:54.110289] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:54.114185] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: DOWN (p=18.84%)
[2025-09-29T01:25:54.114554] [INFO ] [FORECASTER] Completed predict_future for ALE
[2025-09-29T01:25:54.114749] [INFO ] [sig       ] ALE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:54.265621] [INFO ] [LOCAL     ] Saved forecast: ALE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ALE.txt
[2025-09-29T01:25:54.265975] [INFO ] [sig       ] [72/2211] Completed ALE in 0.2s | 3.74 sym/s | Total: 19.3s | ETA: 9.5m
[2025-09-29T01:25:54.266063] [INFO ] [sig       ] [73/2211] Forecasting ALEX...
[2025-09-29T01:25:54.266142] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-09-29T01:25:54.266223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-09-29T01:25:54.276533] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALEX'.
[2025-09-29T01:25:54.276975] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-09-29T01:25:54.305107] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:54.306144] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-09-29T01:25:54.306229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:54.306318] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:54.306423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:54.306582] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:54.326514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:54.327473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:54.327617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:54.327736] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:54.361662] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:54.361920] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:54.361985] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:54.362027] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:54.366599] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: UP (p=50.12%)
[2025-09-29T01:25:54.367105] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-09-29T01:25:54.371275] [INFO ] [sig       ] ALEX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:54.524598] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ALEX.txt
[2025-09-29T01:25:54.524984] [INFO ] [sig       ] [73/2211] Completed ALEX in 0.3s | 3.74 sym/s | Total: 19.5s | ETA: 9.5m
[2025-09-29T01:25:54.525097] [INFO ] [sig       ] [74/2211] Forecasting ALG...
[2025-09-29T01:25:54.525197] [INFO ] [sig       ] Generating forecast for: ALG
[2025-09-29T01:25:54.525296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-09-29T01:25:54.535665] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALG'.
[2025-09-29T01:25:54.536030] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-09-29T01:25:54.563477] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:54.564406] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-09-29T01:25:54.564496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:54.564589] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:54.564690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:54.564809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:54.584303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:54.585096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:54.585229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:54.585310] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:54.620059] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:54.620179] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:54.620223] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:54.620258] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:54.623891] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=20.68%)
[2025-09-29T01:25:54.624186] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-09-29T01:25:54.624337] [INFO ] [sig       ] ALG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:54.781595] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ALG.txt
[2025-09-29T01:25:54.781926] [INFO ] [sig       ] [74/2211] Completed ALG in 0.3s | 3.74 sym/s | Total: 19.8s | ETA: 9.5m
[2025-09-29T01:25:54.782013] [INFO ] [sig       ] [75/2211] Forecasting ALIT...
[2025-09-29T01:25:54.782095] [INFO ] [sig       ] Generating forecast for: ALIT
[2025-09-29T01:25:54.782177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALIT' from 'https://tdm.silogroup.org/data/derivative_storage/ALIT.csv'.
[2025-09-29T01:25:54.792579] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALIT'.
[2025-09-29T01:25:54.792952] [INFO ] [FORECASTER] Starting predict_future for ALIT
[2025-09-29T01:25:54.820437] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:54.821499] [DEBUG] [LOCAL     ] No optimal features file found for ALIT: ./output/feature-sets/ALIT.txt
[2025-09-29T01:25:54.821582] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:54.821706] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:54.821778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:54.821892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:54.841381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:54.842168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:54.842304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:54.842402] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:54.887197] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:54.887396] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:54.887447] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:54.887523] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:54.891522] [DEBUG] [FORECASTER] ALIT: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-09-29T01:25:54.891882] [INFO ] [FORECASTER] Completed predict_future for ALIT
[2025-09-29T01:25:54.892048] [INFO ] [sig       ] ALIT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:55.044787] [INFO ] [LOCAL     ] Saved forecast: ALIT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ALIT.txt
[2025-09-29T01:25:55.045071] [INFO ] [sig       ] [75/2211] Completed ALIT in 0.3s | 3.74 sym/s | Total: 20.0s | ETA: 9.5m
[2025-09-29T01:25:55.045149] [INFO ] [sig       ] [76/2211] Forecasting ALK...
[2025-09-29T01:25:55.045222] [INFO ] [sig       ] Generating forecast for: ALK
[2025-09-29T01:25:55.045327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-09-29T01:25:55.054997] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALK'.
[2025-09-29T01:25:55.055378] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-09-29T01:25:55.081493] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:55.082350] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-09-29T01:25:55.082433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:55.082509] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:55.082580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:55.082714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:55.101392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:55.102109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:55.102229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:55.102327] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:55.138499] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:55.138670] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:55.138744] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:55.138785] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:55.142382] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=64.47%)
[2025-09-29T01:25:55.142716] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-09-29T01:25:55.142885] [INFO ] [sig       ] ALK: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:55.295817] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ALK.txt
[2025-09-29T01:25:55.296128] [INFO ] [sig       ] [76/2211] Completed ALK in 0.3s | 3.75 sym/s | Total: 20.3s | ETA: 9.5m
[2025-09-29T01:25:55.296213] [INFO ] [sig       ] [77/2211] Forecasting ALL...
[2025-09-29T01:25:55.296287] [INFO ] [sig       ] Generating forecast for: ALL
[2025-09-29T01:25:55.296362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-09-29T01:25:55.308362] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALL'.
[2025-09-29T01:25:55.308821] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-09-29T01:25:55.339598] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:55.340804] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-09-29T01:25:55.340903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:55.341016] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:55.341111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:55.341253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:55.361280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:55.362110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:55.362232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:55.362316] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:55.407045] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:55.407227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:55.407280] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:55.407318] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:55.411359] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-09-29T01:25:55.411717] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-09-29T01:25:55.411893] [INFO ] [sig       ] ALL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:55.572110] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ALL.txt
[2025-09-29T01:25:55.572465] [INFO ] [sig       ] [77/2211] Completed ALL in 0.3s | 3.75 sym/s | Total: 20.6s | ETA: 9.5m
[2025-09-29T01:25:55.572562] [INFO ] [sig       ] [78/2211] Forecasting ALLE...
[2025-09-29T01:25:55.572673] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-09-29T01:25:55.572765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-09-29T01:25:55.586590] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALLE'.
[2025-09-29T01:25:55.587080] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-09-29T01:25:55.614548] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:55.615439] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-09-29T01:25:55.615526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:55.615603] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:55.615697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:55.615818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:55.635426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:55.636245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:55.636364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:55.636437] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:55.667559] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:55.667735] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:55.667802] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:55.667841] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:55.671524] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=2.28%)
[2025-09-29T01:25:55.671891] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-09-29T01:25:55.672061] [INFO ] [sig       ] ALLE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:55.828661] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ALLE.txt
[2025-09-29T01:25:55.828962] [INFO ] [sig       ] [78/2211] Completed ALLE in 0.3s | 3.75 sym/s | Total: 20.8s | ETA: 9.5m
[2025-09-29T01:25:55.829046] [INFO ] [sig       ] [79/2211] Forecasting ALLY...
[2025-09-29T01:25:55.829125] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-09-29T01:25:55.829205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-09-29T01:25:55.839614] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALLY'.
[2025-09-29T01:25:55.840016] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-09-29T01:25:55.867374] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:55.868339] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-09-29T01:25:55.868421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:55.868557] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:55.868633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:55.868778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:55.888344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:55.889132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:55.889281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:55.889368] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:55.927919] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:55.928121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:55.928174] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:55.928211] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:55.932096] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=35.47%)
[2025-09-29T01:25:55.932464] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-09-29T01:25:55.932636] [INFO ] [sig       ] ALLY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:56.098610] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ALLY.txt
[2025-09-29T01:25:56.099046] [INFO ] [sig       ] [79/2211] Completed ALLY in 0.3s | 3.75 sym/s | Total: 21.1s | ETA: 9.5m
[2025-09-29T01:25:56.099143] [INFO ] [sig       ] [80/2211] Forecasting ALSN...
[2025-09-29T01:25:56.099220] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-09-29T01:25:56.099296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-09-29T01:25:56.110880] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALSN'.
[2025-09-29T01:25:56.111344] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-09-29T01:25:56.140040] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:56.141135] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-09-29T01:25:56.141246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:56.141355] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:56.141460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:56.141606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:56.162758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:56.163833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:56.163987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:56.164081] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:56.202237] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:56.202434] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:56.202486] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:56.202524] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:56.206321] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: UP (p=98.37%)
[2025-09-29T01:25:56.206728] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-09-29T01:25:56.206932] [INFO ] [sig       ] ALSN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:56.362700] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ALSN.txt
[2025-09-29T01:25:56.363012] [INFO ] [sig       ] [80/2211] Completed ALSN in 0.3s | 3.75 sym/s | Total: 21.4s | ETA: 9.5m
[2025-09-29T01:25:56.363104] [INFO ] [sig       ] [81/2211] Forecasting ALTG...
[2025-09-29T01:25:56.363183] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-09-29T01:25:56.363265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-09-29T01:25:56.374186] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALTG'.
[2025-09-29T01:25:56.374599] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-09-29T01:25:56.403021] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:56.404004] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-09-29T01:25:56.404089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:56.404165] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:56.404242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:56.404362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:56.423877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:56.424942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:56.425064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:56.425138] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:56.462249] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:56.462464] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:56.462517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:56.462556] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:56.466661] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=76.77%)
[2025-09-29T01:25:56.467067] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-09-29T01:25:56.467290] [INFO ] [sig       ] ALTG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:56.621578] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ALTG.txt
[2025-09-29T01:25:56.621942] [INFO ] [sig       ] [81/2211] Completed ALTG in 0.3s | 3.75 sym/s | Total: 21.6s | ETA: 9.5m
[2025-09-29T01:25:56.622026] [INFO ] [sig       ] [82/2211] Forecasting ALUR...
[2025-09-29T01:25:56.622109] [INFO ] [sig       ] Generating forecast for: ALUR
[2025-09-29T01:25:56.622194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALUR' from 'https://tdm.silogroup.org/data/derivative_storage/ALUR.csv'.
[2025-09-29T01:25:56.632354] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALUR'.
[2025-09-29T01:25:56.632856] [INFO ] [FORECASTER] Starting predict_future for ALUR
[2025-09-29T01:25:56.659983] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:56.660984] [DEBUG] [LOCAL     ] No optimal features file found for ALUR: ./output/feature-sets/ALUR.txt
[2025-09-29T01:25:56.661066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:56.661140] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:56.661208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:56.661308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:56.679772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:56.680482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:56.680603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:56.680698] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:56.717537] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:56.717725] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:56.717791] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:56.717829] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:56.721334] [DEBUG] [FORECASTER] ALUR: Forecast T+1@11:T+2@11: DOWN (p=6.83%)
[2025-09-29T01:25:56.721638] [INFO ] [FORECASTER] Completed predict_future for ALUR
[2025-09-29T01:25:56.721837] [INFO ] [sig       ] ALUR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:56.873162] [INFO ] [LOCAL     ] Saved forecast: ALUR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ALUR.txt
[2025-09-29T01:25:56.873455] [INFO ] [sig       ] [82/2211] Completed ALUR in 0.3s | 3.75 sym/s | Total: 21.9s | ETA: 9.5m
[2025-09-29T01:25:56.873537] [INFO ] [sig       ] [83/2211] Forecasting ALV...
[2025-09-29T01:25:56.873609] [INFO ] [sig       ] Generating forecast for: ALV
[2025-09-29T01:25:56.873706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALV' from 'https://tdm.silogroup.org/data/derivative_storage/ALV.csv'.
[2025-09-29T01:25:56.884759] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALV'.
[2025-09-29T01:25:56.885201] [INFO ] [FORECASTER] Starting predict_future for ALV
[2025-09-29T01:25:56.913003] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:56.913879] [DEBUG] [LOCAL     ] No optimal features file found for ALV: ./output/feature-sets/ALV.txt
[2025-09-29T01:25:56.913961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:56.914037] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:56.914108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:56.914211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:56.932761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:56.933459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:56.933575] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:56.933668] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:56.971474] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:56.971697] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:56.971772] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:56.971813] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:56.975751] [DEBUG] [FORECASTER] ALV: Forecast T+1@11:T+2@11: DOWN (p=9.03%)
[2025-09-29T01:25:56.976087] [INFO ] [FORECASTER] Completed predict_future for ALV
[2025-09-29T01:25:56.976245] [INFO ] [sig       ] ALV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:57.147124] [INFO ] [LOCAL     ] Saved forecast: ALV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ALV.txt
[2025-09-29T01:25:57.147425] [INFO ] [sig       ] [83/2211] Completed ALV in 0.3s | 3.75 sym/s | Total: 22.1s | ETA: 9.5m
[2025-09-29T01:25:57.147534] [INFO ] [sig       ] [84/2211] Forecasting ALX...
[2025-09-29T01:25:57.147627] [INFO ] [sig       ] Generating forecast for: ALX
[2025-09-29T01:25:57.147752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-09-29T01:25:57.158265] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALX'.
[2025-09-29T01:25:57.158717] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-09-29T01:25:57.186988] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:57.187970] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-09-29T01:25:57.188054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:57.188150] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:57.188243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:57.188382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:57.212271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:57.213673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:57.213845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:57.213934] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:57.256369] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:57.256612] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:57.256925] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:57.256984] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:57.261157] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=86.08%)
[2025-09-29T01:25:57.261484] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-09-29T01:25:57.261674] [INFO ] [sig       ] ALX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:57.420580] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ALX.txt
[2025-09-29T01:25:57.420992] [INFO ] [sig       ] [84/2211] Completed ALX in 0.3s | 3.75 sym/s | Total: 22.4s | ETA: 9.5m
[2025-09-29T01:25:57.421081] [INFO ] [sig       ] [85/2211] Forecasting AM...
[2025-09-29T01:25:57.421180] [INFO ] [sig       ] Generating forecast for: AM
[2025-09-29T01:25:57.421272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-09-29T01:25:57.434238] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AM'.
[2025-09-29T01:25:57.434815] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-09-29T01:25:57.466031] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:57.467063] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-09-29T01:25:57.467253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:57.467343] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:57.467428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:57.467544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:57.486931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:57.487945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:57.488062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:57.488147] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:57.530280] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:57.530427] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:57.530475] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:57.530510] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:57.534261] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: DOWN (p=15.70%)
[2025-09-29T01:25:57.534578] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-09-29T01:25:57.534781] [INFO ] [sig       ] AM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:57.691020] [INFO ] [LOCAL     ] Saved forecast: AM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AM.txt
[2025-09-29T01:25:57.691337] [INFO ] [sig       ] [85/2211] Completed AM in 0.3s | 3.75 sym/s | Total: 22.7s | ETA: 9.5m
[2025-09-29T01:25:57.691437] [INFO ] [sig       ] [86/2211] Forecasting AMBC...
[2025-09-29T01:25:57.691522] [INFO ] [sig       ] Generating forecast for: AMBC
[2025-09-29T01:25:57.691607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBC' from 'https://tdm.silogroup.org/data/derivative_storage/AMBC.csv'.
[2025-09-29T01:25:57.702260] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMBC'.
[2025-09-29T01:25:57.702734] [INFO ] [FORECASTER] Starting predict_future for AMBC
[2025-09-29T01:25:57.730689] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:57.731687] [DEBUG] [LOCAL     ] No optimal features file found for AMBC: ./output/feature-sets/AMBC.txt
[2025-09-29T01:25:57.731800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:57.731890] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:57.731991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:57.732107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:57.750931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:57.751815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:57.751934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:57.752019] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:57.792371] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:57.792535] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:57.792582] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:57.792617] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:57.796363] [DEBUG] [FORECASTER] AMBC: Forecast T+1@11:T+2@11: DOWN (p=31.69%)
[2025-09-29T01:25:57.796705] [INFO ] [FORECASTER] Completed predict_future for AMBC
[2025-09-29T01:25:57.796913] [INFO ] [sig       ] AMBC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:57.946367] [INFO ] [LOCAL     ] Saved forecast: AMBC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AMBC.txt
[2025-09-29T01:25:57.946717] [INFO ] [sig       ] [86/2211] Completed AMBC in 0.3s | 3.75 sym/s | Total: 22.9s | ETA: 9.4m
[2025-09-29T01:25:57.946802] [INFO ] [sig       ] [87/2211] Forecasting AMBP...
[2025-09-29T01:25:57.946900] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-09-29T01:25:57.946973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-09-29T01:25:57.962291] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMBP'.
[2025-09-29T01:25:57.962986] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-09-29T01:25:58.000167] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:58.001198] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-09-29T01:25:58.001283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:58.001362] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:58.001412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:58.001595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:58.022210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:58.023301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:58.023427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:58.023518] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:58.068192] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:58.068570] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:58.068689] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:58.068761] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:58.073359] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=69.82%)
[2025-09-29T01:25:58.073769] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-09-29T01:25:58.074064] [INFO ] [sig       ] AMBP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:58.233512] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AMBP.txt
[2025-09-29T01:25:58.233825] [INFO ] [sig       ] [87/2211] Completed AMBP in 0.3s | 3.75 sym/s | Total: 23.2s | ETA: 9.4m
[2025-09-29T01:25:58.233931] [INFO ] [sig       ] [88/2211] Forecasting AMC...
[2025-09-29T01:25:58.234017] [INFO ] [sig       ] Generating forecast for: AMC
[2025-09-29T01:25:58.234103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-09-29T01:25:58.246755] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMC'.
[2025-09-29T01:25:58.247164] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-09-29T01:25:58.275076] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:58.276016] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-09-29T01:25:58.276101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:58.276177] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:58.276247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:58.276365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:58.295174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:58.296013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:58.296131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:58.296204] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:58.332874] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:58.333066] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:58.333116] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:58.333153] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:58.337017] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: UP (p=57.82%)
[2025-09-29T01:25:58.337329] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-09-29T01:25:58.337488] [INFO ] [sig       ] AMC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:58.490517] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AMC.txt
[2025-09-29T01:25:58.490858] [INFO ] [sig       ] [88/2211] Completed AMC in 0.3s | 3.75 sym/s | Total: 23.5s | ETA: 9.4m
[2025-09-29T01:25:58.490946] [INFO ] [sig       ] [89/2211] Forecasting AMCR...
[2025-09-29T01:25:58.491020] [INFO ] [sig       ] Generating forecast for: AMCR
[2025-09-29T01:25:58.491096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCR' from 'https://tdm.silogroup.org/data/derivative_storage/AMCR.csv'.
[2025-09-29T01:25:58.502569] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMCR'.
[2025-09-29T01:25:58.502941] [INFO ] [FORECASTER] Starting predict_future for AMCR
[2025-09-29T01:25:58.530434] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:58.531360] [DEBUG] [LOCAL     ] No optimal features file found for AMCR: ./output/feature-sets/AMCR.txt
[2025-09-29T01:25:58.531442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:58.531515] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:58.531599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:58.531771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:58.550920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:58.551812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:58.551941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:58.552046] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:58.593242] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:58.593452] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:58.593502] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:58.593539] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:58.597629] [DEBUG] [FORECASTER] AMCR: Forecast T+1@11:T+2@11: DOWN (p=34.47%)
[2025-09-29T01:25:58.598019] [INFO ] [FORECASTER] Completed predict_future for AMCR
[2025-09-29T01:25:58.598190] [INFO ] [sig       ] AMCR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:58.748268] [INFO ] [LOCAL     ] Saved forecast: AMCR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AMCR.txt
[2025-09-29T01:25:58.748549] [INFO ] [sig       ] [89/2211] Completed AMCR in 0.3s | 3.75 sym/s | Total: 23.7s | ETA: 9.4m
[2025-09-29T01:25:58.748721] [INFO ] [sig       ] [90/2211] Forecasting AME...
[2025-09-29T01:25:58.748799] [INFO ] [sig       ] Generating forecast for: AME
[2025-09-29T01:25:58.748889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-09-29T01:25:58.760301] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AME'.
[2025-09-29T01:25:58.760751] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-09-29T01:25:58.789078] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:58.789980] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-09-29T01:25:58.790062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:58.790136] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:58.790246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:58.790419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:58.809854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:58.810587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:58.810730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:58.810816] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:58.850980] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:58.851160] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:58.851208] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:58.851245] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:58.855393] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=27.00%)
[2025-09-29T01:25:58.855750] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-09-29T01:25:58.855982] [INFO ] [sig       ] AME: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:59.023262] [INFO ] [LOCAL     ] Saved forecast: AME	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AME.txt
[2025-09-29T01:25:59.023677] [INFO ] [sig       ] [90/2211] Completed AME in 0.3s | 3.75 sym/s | Total: 24.0s | ETA: 9.4m
[2025-09-29T01:25:59.023784] [INFO ] [sig       ] [91/2211] Forecasting AMG...
[2025-09-29T01:25:59.023869] [INFO ] [sig       ] Generating forecast for: AMG
[2025-09-29T01:25:59.023956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-09-29T01:25:59.038082] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMG'.
[2025-09-29T01:25:59.038571] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-09-29T01:25:59.070335] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:59.071429] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-09-29T01:25:59.071534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:59.071632] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:59.071754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:59.071913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:59.092036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:59.092950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:59.093074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:59.093145] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:59.132609] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:59.132845] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:59.132921] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:59.132962] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:59.137253] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=94.94%)
[2025-09-29T01:25:59.137618] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-09-29T01:25:59.137840] [INFO ] [sig       ] AMG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:59.293774] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AMG.txt
[2025-09-29T01:25:59.294085] [INFO ] [sig       ] [91/2211] Completed AMG in 0.3s | 3.75 sym/s | Total: 24.3s | ETA: 9.4m
[2025-09-29T01:25:59.294168] [INFO ] [sig       ] [92/2211] Forecasting AMH...
[2025-09-29T01:25:59.294241] [INFO ] [sig       ] Generating forecast for: AMH
[2025-09-29T01:25:59.294317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-09-29T01:25:59.305841] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMH'.
[2025-09-29T01:25:59.306264] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-09-29T01:25:59.334913] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:59.335907] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-09-29T01:25:59.335989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:59.336075] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:59.336178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:59.336302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:59.356147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:59.357109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:59.357229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:59.357335] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:59.395310] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:59.395517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:59.395594] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:59.395694] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:59.399558] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: DOWN (p=25.69%)
[2025-09-29T01:25:59.399942] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-09-29T01:25:59.400115] [INFO ] [sig       ] AMH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:25:59.554949] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AMH.txt
[2025-09-29T01:25:59.555300] [INFO ] [sig       ] [92/2211] Completed AMH in 0.3s | 3.75 sym/s | Total: 24.5s | ETA: 9.4m
[2025-09-29T01:25:59.555412] [INFO ] [sig       ] [93/2211] Forecasting AMN...
[2025-09-29T01:25:59.555499] [INFO ] [sig       ] Generating forecast for: AMN
[2025-09-29T01:25:59.555591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-09-29T01:25:59.566788] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMN'.
[2025-09-29T01:25:59.567262] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-09-29T01:25:59.594345] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:59.595251] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-09-29T01:25:59.595339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:59.595415] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:59.595501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:59.595607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:59.614102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:59.614850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:59.614971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:59.615044] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:59.653901] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:59.654081] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:59.654146] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:59.654193] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:59.658066] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=58.17%)
[2025-09-29T01:25:59.658403] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-09-29T01:25:59.658577] [INFO ] [sig       ] AMN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:25:59.810259] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AMN.txt
[2025-09-29T01:25:59.810528] [INFO ] [sig       ] [93/2211] Completed AMN in 0.3s | 3.75 sym/s | Total: 24.8s | ETA: 9.4m
[2025-09-29T01:25:59.810609] [INFO ] [sig       ] [94/2211] Forecasting AMP...
[2025-09-29T01:25:59.810718] [INFO ] [sig       ] Generating forecast for: AMP
[2025-09-29T01:25:59.810801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-09-29T01:25:59.821933] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMP'.
[2025-09-29T01:25:59.822460] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-09-29T01:25:59.851878] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:25:59.852936] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-09-29T01:25:59.853025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:25:59.853101] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:25:59.853171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:25:59.853277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:25:59.874479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:25:59.875397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:25:59.875523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:25:59.875602] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:25:59.914930] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:25:59.915146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:25:59.915256] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:25:59.915350] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:25:59.919741] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: UP (p=78.34%)
[2025-09-29T01:25:59.920105] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-09-29T01:25:59.920271] [INFO ] [sig       ] AMP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:00.082038] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AMP.txt
[2025-09-29T01:26:00.082381] [INFO ] [sig       ] [94/2211] Completed AMP in 0.3s | 3.75 sym/s | Total: 25.1s | ETA: 9.4m
[2025-09-29T01:26:00.082467] [INFO ] [sig       ] [95/2211] Forecasting AMPX...
[2025-09-29T01:26:00.082541] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-09-29T01:26:00.082627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-09-29T01:26:00.094234] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMPX'.
[2025-09-29T01:26:00.094701] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-09-29T01:26:00.123074] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:00.124049] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-09-29T01:26:00.124136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:00.124212] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:00.124281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:00.124404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:00.143569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:00.144342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:00.144459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:00.144529] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:00.185010] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:00.185207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:00.185259] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:00.185296] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:00.189352] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: DOWN (p=9.10%)
[2025-09-29T01:26:00.189735] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-09-29T01:26:00.189989] [INFO ] [sig       ] AMPX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:00.347285] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AMPX.txt
[2025-09-29T01:26:00.347608] [INFO ] [sig       ] [95/2211] Completed AMPX in 0.3s | 3.75 sym/s | Total: 25.3s | ETA: 9.4m
[2025-09-29T01:26:00.347713] [INFO ] [sig       ] [96/2211] Forecasting AMPY...
[2025-09-29T01:26:00.347794] [INFO ] [sig       ] Generating forecast for: AMPY
[2025-09-29T01:26:00.347870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPY' from 'https://tdm.silogroup.org/data/derivative_storage/AMPY.csv'.
[2025-09-29T01:26:00.366468] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMPY'.
[2025-09-29T01:26:00.368529] [INFO ] [FORECASTER] Starting predict_future for AMPY
[2025-09-29T01:26:00.403942] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:00.405118] [DEBUG] [LOCAL     ] No optimal features file found for AMPY: ./output/feature-sets/AMPY.txt
[2025-09-29T01:26:00.405230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:00.405307] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:00.405379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:00.405545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:00.427030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:00.428240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:00.428446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:00.428523] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:00.476586] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:00.476884] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:00.476958] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:00.477000] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:00.481541] [DEBUG] [FORECASTER] AMPY: Forecast T+1@11:T+2@11: DOWN (p=11.42%)
[2025-09-29T01:26:00.482056] [INFO ] [FORECASTER] Completed predict_future for AMPY
[2025-09-29T01:26:00.482261] [INFO ] [sig       ] AMPY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:00.644853] [INFO ] [LOCAL     ] Saved forecast: AMPY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AMPY.txt
[2025-09-29T01:26:00.645261] [INFO ] [sig       ] [96/2211] Completed AMPY in 0.3s | 3.75 sym/s | Total: 25.6s | ETA: 9.4m
[2025-09-29T01:26:00.645352] [INFO ] [sig       ] [97/2211] Forecasting AMR...
[2025-09-29T01:26:00.645438] [INFO ] [sig       ] Generating forecast for: AMR
[2025-09-29T01:26:00.645516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMR' from 'https://tdm.silogroup.org/data/derivative_storage/AMR.csv'.
[2025-09-29T01:26:00.663918] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMR'.
[2025-09-29T01:26:00.664487] [INFO ] [FORECASTER] Starting predict_future for AMR
[2025-09-29T01:26:00.694767] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:00.695912] [DEBUG] [LOCAL     ] No optimal features file found for AMR: ./output/feature-sets/AMR.txt
[2025-09-29T01:26:00.696008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:00.696127] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:00.696200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:00.696306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:00.717306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:00.718321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:00.718455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:00.718529] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:00.772018] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:00.772256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:00.772318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:00.772365] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:00.777594] [DEBUG] [FORECASTER] AMR: Forecast T+1@11:T+2@11: DOWN (p=39.34%)
[2025-09-29T01:26:00.778163] [INFO ] [FORECASTER] Completed predict_future for AMR
[2025-09-29T01:26:00.778389] [INFO ] [sig       ] AMR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:00.934582] [INFO ] [LOCAL     ] Saved forecast: AMR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AMR.txt
[2025-09-29T01:26:00.934940] [INFO ] [sig       ] [97/2211] Completed AMR in 0.3s | 3.74 sym/s | Total: 25.9s | ETA: 9.4m
[2025-09-29T01:26:00.935027] [INFO ] [sig       ] [98/2211] Forecasting AMRC...
[2025-09-29T01:26:00.935101] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-09-29T01:26:00.935177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-09-29T01:26:00.946678] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMRC'.
[2025-09-29T01:26:00.947163] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-09-29T01:26:00.973560] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:00.974552] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-09-29T01:26:00.974682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:00.974760] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:00.974830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:00.974967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:00.992811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:00.993707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:00.993825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:00.993903] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:01.035243] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:01.035451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:01.035579] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:01.035674] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:01.040028] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: UP (p=68.47%)
[2025-09-29T01:26:01.040441] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-09-29T01:26:01.040619] [INFO ] [sig       ] AMRC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:01.206135] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AMRC.txt
[2025-09-29T01:26:01.206448] [INFO ] [sig       ] [98/2211] Completed AMRC in 0.3s | 3.74 sym/s | Total: 26.2s | ETA: 9.4m
[2025-09-29T01:26:01.206683] [INFO ] [sig       ] [99/2211] Forecasting AMT...
[2025-09-29T01:26:01.206764] [INFO ] [sig       ] Generating forecast for: AMT
[2025-09-29T01:26:01.206874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMT' from 'https://tdm.silogroup.org/data/derivative_storage/AMT.csv'.
[2025-09-29T01:26:01.217879] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMT'.
[2025-09-29T01:26:01.218368] [INFO ] [FORECASTER] Starting predict_future for AMT
[2025-09-29T01:26:01.245972] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:01.247166] [DEBUG] [LOCAL     ] No optimal features file found for AMT: ./output/feature-sets/AMT.txt
[2025-09-29T01:26:01.247260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:01.247334] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:01.247417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:01.247565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:01.266602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:01.267619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:01.267783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:01.267869] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:01.309161] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:01.309367] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:01.309419] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:01.309458] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:01.313534] [DEBUG] [FORECASTER] AMT: Forecast T+1@11:T+2@11: DOWN (p=7.90%)
[2025-09-29T01:26:01.313965] [INFO ] [FORECASTER] Completed predict_future for AMT
[2025-09-29T01:26:01.314138] [INFO ] [sig       ] AMT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:01.490365] [INFO ] [LOCAL     ] Saved forecast: AMT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AMT.txt
[2025-09-29T01:26:01.490721] [INFO ] [sig       ] [99/2211] Completed AMT in 0.3s | 3.74 sym/s | Total: 26.5s | ETA: 9.4m
[2025-09-29T01:26:01.490807] [INFO ] [sig       ] [100/2211] Forecasting AMTB...
[2025-09-29T01:26:01.490891] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-09-29T01:26:01.490977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-09-29T01:26:01.502312] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMTB'.
[2025-09-29T01:26:01.502724] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-09-29T01:26:01.530777] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:01.531844] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-09-29T01:26:01.531928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:01.532003] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:01.532088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:01.532247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:01.551747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:01.552522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:01.552667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:01.552763] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:01.602620] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:01.603012] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:01.603116] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:01.603185] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:01.609695] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=86.42%)
[2025-09-29T01:26:01.610386] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-09-29T01:26:01.610667] [INFO ] [sig       ] AMTB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:01.773906] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AMTB.txt
[2025-09-29T01:26:01.774235] [INFO ] [sig       ] [100/2211] Completed AMTB in 0.3s | 3.74 sym/s | Total: 26.8s | ETA: 9.4m
[2025-09-29T01:26:01.774342] [INFO ] [sig       ] [101/2211] Forecasting AMTD...
[2025-09-29T01:26:01.774421] [INFO ] [sig       ] Generating forecast for: AMTD
[2025-09-29T01:26:01.774511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTD' from 'https://tdm.silogroup.org/data/derivative_storage/AMTD.csv'.
[2025-09-29T01:26:01.788335] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMTD'.
[2025-09-29T01:26:01.788905] [INFO ] [FORECASTER] Starting predict_future for AMTD
[2025-09-29T01:26:01.831418] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:01.832421] [DEBUG] [LOCAL     ] No optimal features file found for AMTD: ./output/feature-sets/AMTD.txt
[2025-09-29T01:26:01.832506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:01.832594] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:01.832688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:01.832792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:01.851974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:01.852925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:01.853043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:01.853116] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:01.891190] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:01.891404] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:01.891456] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:01.891494] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:01.895918] [DEBUG] [FORECASTER] AMTD: Forecast T+1@11:T+2@11: UP (p=98.15%)
[2025-09-29T01:26:01.896396] [INFO ] [FORECASTER] Completed predict_future for AMTD
[2025-09-29T01:26:01.896612] [INFO ] [sig       ] AMTD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:02.058110] [INFO ] [LOCAL     ] Saved forecast: AMTD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AMTD.txt
[2025-09-29T01:26:02.058447] [INFO ] [sig       ] [101/2211] Completed AMTD in 0.3s | 3.73 sym/s | Total: 27.0s | ETA: 9.4m
[2025-09-29T01:26:02.058531] [INFO ] [sig       ] [102/2211] Forecasting AMTM...
[2025-09-29T01:26:02.058605] [INFO ] [sig       ] Generating forecast for: AMTM
[2025-09-29T01:26:02.058715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTM' from 'https://tdm.silogroup.org/data/derivative_storage/AMTM.csv'.
[2025-09-29T01:26:02.072127] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMTM'.
[2025-09-29T01:26:02.072749] [INFO ] [FORECASTER] Starting predict_future for AMTM
[2025-09-29T01:26:02.103234] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:02.104254] [DEBUG] [LOCAL     ] No optimal features file found for AMTM: ./output/feature-sets/AMTM.txt
[2025-09-29T01:26:02.104344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:02.104425] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:02.104499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:02.104611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:02.124538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:02.125755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:02.125895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:02.125970] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:02.166253] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:02.166465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:02.166517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:02.166556] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:02.171192] [DEBUG] [FORECASTER] AMTM: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2025-09-29T01:26:02.171823] [INFO ] [FORECASTER] Completed predict_future for AMTM
[2025-09-29T01:26:02.172075] [INFO ] [sig       ] AMTM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:02.344212] [INFO ] [LOCAL     ] Saved forecast: AMTM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AMTM.txt
[2025-09-29T01:26:02.344522] [INFO ] [sig       ] [102/2211] Completed AMTM in 0.3s | 3.73 sym/s | Total: 27.3s | ETA: 9.4m
[2025-09-29T01:26:02.344605] [INFO ] [sig       ] [103/2211] Forecasting AMWL...
[2025-09-29T01:26:02.344703] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-09-29T01:26:02.344778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-09-29T01:26:02.355780] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMWL'.
[2025-09-29T01:26:02.356274] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-09-29T01:26:02.384444] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:02.385430] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-09-29T01:26:02.385518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:02.385595] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:02.385703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:02.385890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:02.405485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:02.406427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:02.406552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:02.406669] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:02.443426] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:02.443672] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:02.443755] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:02.443800] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:02.449129] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=16.24%)
[2025-09-29T01:26:02.449684] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-09-29T01:26:02.449926] [INFO ] [sig       ] AMWL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:02.606441] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AMWL.txt
[2025-09-29T01:26:02.606762] [INFO ] [sig       ] [103/2211] Completed AMWL in 0.3s | 3.73 sym/s | Total: 27.6s | ETA: 9.4m
[2025-09-29T01:26:02.606879] [INFO ] [sig       ] [104/2211] Forecasting AMX...
[2025-09-29T01:26:02.606961] [INFO ] [sig       ] Generating forecast for: AMX
[2025-09-29T01:26:02.607047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-09-29T01:26:02.617467] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMX'.
[2025-09-29T01:26:02.617910] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-09-29T01:26:02.645280] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:02.646200] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-09-29T01:26:02.646282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:02.646355] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:02.646423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:02.646526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:02.664236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:02.664928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:02.665038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:02.665109] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:02.699510] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:02.699732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:02.699799] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:02.699836] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:02.703591] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: UP (p=69.13%)
[2025-09-29T01:26:02.703945] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-09-29T01:26:02.704107] [INFO ] [sig       ] AMX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:02.853461] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AMX.txt
[2025-09-29T01:26:02.853792] [INFO ] [sig       ] [104/2211] Completed AMX in 0.2s | 3.74 sym/s | Total: 27.8s | ETA: 9.4m
[2025-09-29T01:26:02.853875] [INFO ] [sig       ] [105/2211] Forecasting AN...
[2025-09-29T01:26:02.853946] [INFO ] [sig       ] Generating forecast for: AN
[2025-09-29T01:26:02.854019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-09-29T01:26:02.863992] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AN'.
[2025-09-29T01:26:02.864330] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-09-29T01:26:02.891928] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:02.892900] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-09-29T01:26:02.892983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:02.893120] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:02.893199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:02.893322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:02.912297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:02.913430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:02.913568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:02.913684] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:02.947769] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:02.947973] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:02.948043] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:02.948083] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:02.952366] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: DOWN (p=31.84%)
[2025-09-29T01:26:02.952834] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-09-29T01:26:02.953094] [INFO ] [sig       ] AN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:03.112315] [INFO ] [LOCAL     ] Saved forecast: AN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AN.txt
[2025-09-29T01:26:03.112630] [INFO ] [sig       ] [105/2211] Completed AN in 0.3s | 3.74 sym/s | Total: 28.1s | ETA: 9.4m
[2025-09-29T01:26:03.112758] [INFO ] [sig       ] [106/2211] Forecasting ANET...
[2025-09-29T01:26:03.112843] [INFO ] [sig       ] Generating forecast for: ANET
[2025-09-29T01:26:03.112931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANET' from 'https://tdm.silogroup.org/data/derivative_storage/ANET.csv'.
[2025-09-29T01:26:03.124588] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ANET'.
[2025-09-29T01:26:03.125112] [INFO ] [FORECASTER] Starting predict_future for ANET
[2025-09-29T01:26:03.153250] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:03.154185] [DEBUG] [LOCAL     ] No optimal features file found for ANET: ./output/feature-sets/ANET.txt
[2025-09-29T01:26:03.154268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:03.154343] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:03.154427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:03.154571] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:03.174192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:03.175004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:03.175124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:03.175209] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:03.206510] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:03.206704] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:03.206781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:03.206821] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:03.210535] [DEBUG] [FORECASTER] ANET: Forecast T+1@11:T+2@11: UP (p=57.75%)
[2025-09-29T01:26:03.210881] [INFO ] [FORECASTER] Completed predict_future for ANET
[2025-09-29T01:26:03.211045] [INFO ] [sig       ] ANET: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:03.364112] [INFO ] [LOCAL     ] Saved forecast: ANET	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ANET.txt
[2025-09-29T01:26:03.364409] [INFO ] [sig       ] [106/2211] Completed ANET in 0.3s | 3.74 sym/s | Total: 28.4s | ETA: 9.4m
[2025-09-29T01:26:03.364510] [INFO ] [sig       ] [107/2211] Forecasting ANF...
[2025-09-29T01:26:03.364593] [INFO ] [sig       ] Generating forecast for: ANF
[2025-09-29T01:26:03.364700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-09-29T01:26:03.375554] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ANF'.
[2025-09-29T01:26:03.376012] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-09-29T01:26:03.404390] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:03.405264] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-09-29T01:26:03.405345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:03.405418] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:03.405488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:03.405607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:03.423753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:03.424541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:03.424680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:03.424754] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:03.463150] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:03.463358] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:03.463407] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:03.463443] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:03.467148] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=29.85%)
[2025-09-29T01:26:03.467465] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-09-29T01:26:03.467630] [INFO ] [sig       ] ANF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:03.625724] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ANF.txt
[2025-09-29T01:26:03.626046] [INFO ] [sig       ] [107/2211] Completed ANF in 0.3s | 3.74 sym/s | Total: 28.6s | ETA: 9.4m
[2025-09-29T01:26:03.626130] [INFO ] [sig       ] [108/2211] Forecasting ANRO...
[2025-09-29T01:26:03.626203] [INFO ] [sig       ] Generating forecast for: ANRO
[2025-09-29T01:26:03.626295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANRO' from 'https://tdm.silogroup.org/data/derivative_storage/ANRO.csv'.
[2025-09-29T01:26:03.637129] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ANRO'.
[2025-09-29T01:26:03.637608] [INFO ] [FORECASTER] Starting predict_future for ANRO
[2025-09-29T01:26:03.666031] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:03.667240] [DEBUG] [LOCAL     ] No optimal features file found for ANRO: ./output/feature-sets/ANRO.txt
[2025-09-29T01:26:03.667339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:03.667415] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:03.667486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:03.667593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:03.687499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:03.688464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:03.688594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:03.688699] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:03.725168] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:03.725407] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:03.725464] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:03.725501] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:03.729684] [DEBUG] [FORECASTER] ANRO: Forecast T+1@11:T+2@11: UP (p=94.42%)
[2025-09-29T01:26:03.730277] [INFO ] [FORECASTER] Completed predict_future for ANRO
[2025-09-29T01:26:03.730452] [INFO ] [sig       ] ANRO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:03.894308] [INFO ] [LOCAL     ] Saved forecast: ANRO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ANRO.txt
[2025-09-29T01:26:03.894616] [INFO ] [sig       ] [108/2211] Completed ANRO in 0.3s | 3.74 sym/s | Total: 28.9s | ETA: 9.4m
[2025-09-29T01:26:03.894721] [INFO ] [sig       ] [109/2211] Forecasting ANVS...
[2025-09-29T01:26:03.894792] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-09-29T01:26:03.894865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-09-29T01:26:03.905504] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ANVS'.
[2025-09-29T01:26:03.905958] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-09-29T01:26:03.933664] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:03.934684] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-09-29T01:26:03.934770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:03.934846] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:03.934922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:03.935033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:03.954692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:03.955744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:03.955869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:03.955974] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:03.995232] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:03.995493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:03.995553] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:03.995592] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:04.001202] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=26.90%)
[2025-09-29T01:26:04.001778] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-09-29T01:26:04.002024] [INFO ] [sig       ] ANVS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:04.159269] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ANVS.txt
[2025-09-29T01:26:04.159566] [INFO ] [sig       ] [109/2211] Completed ANVS in 0.3s | 3.74 sym/s | Total: 29.1s | ETA: 9.4m
[2025-09-29T01:26:04.159673] [INFO ] [sig       ] [110/2211] Forecasting AOD...
[2025-09-29T01:26:04.159747] [INFO ] [sig       ] Generating forecast for: AOD
[2025-09-29T01:26:04.159804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-09-29T01:26:04.170344] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AOD'.
[2025-09-29T01:26:04.170741] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-09-29T01:26:04.198852] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:04.199774] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-09-29T01:26:04.199860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:04.199984] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:04.200055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:04.200167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:04.218432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:04.219159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:04.219272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:04.219343] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:04.261576] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:04.261806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:04.261898] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:04.261966] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:04.265871] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: DOWN (p=10.57%)
[2025-09-29T01:26:04.266276] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-09-29T01:26:04.266453] [INFO ] [sig       ] AOD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:04.424942] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AOD.txt
[2025-09-29T01:26:04.425289] [INFO ] [sig       ] [110/2211] Completed AOD in 0.3s | 3.74 sym/s | Total: 29.4s | ETA: 9.4m
[2025-09-29T01:26:04.425373] [INFO ] [sig       ] [111/2211] Forecasting AOMR...
[2025-09-29T01:26:04.425445] [INFO ] [sig       ] Generating forecast for: AOMR
[2025-09-29T01:26:04.425519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOMR' from 'https://tdm.silogroup.org/data/derivative_storage/AOMR.csv'.
[2025-09-29T01:26:04.435760] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AOMR'.
[2025-09-29T01:26:04.436111] [INFO ] [FORECASTER] Starting predict_future for AOMR
[2025-09-29T01:26:04.462528] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:04.463390] [DEBUG] [LOCAL     ] No optimal features file found for AOMR: ./output/feature-sets/AOMR.txt
[2025-09-29T01:26:04.463473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:04.463549] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:04.463619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:04.463750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:04.482153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:04.482914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:04.483035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:04.483108] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:04.524001] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:04.524187] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:04.524236] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:04.524271] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:04.528071] [DEBUG] [FORECASTER] AOMR: Forecast T+1@11:T+2@11: DOWN (p=2.73%)
[2025-09-29T01:26:04.528445] [INFO ] [FORECASTER] Completed predict_future for AOMR
[2025-09-29T01:26:04.528616] [INFO ] [sig       ] AOMR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:04.677517] [INFO ] [LOCAL     ] Saved forecast: AOMR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AOMR.txt
[2025-09-29T01:26:04.677852] [INFO ] [sig       ] [111/2211] Completed AOMR in 0.3s | 3.74 sym/s | Total: 29.7s | ETA: 9.4m
[2025-09-29T01:26:04.677948] [INFO ] [sig       ] [112/2211] Forecasting AON...
[2025-09-29T01:26:04.678023] [INFO ] [sig       ] Generating forecast for: AON
[2025-09-29T01:26:04.678123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-09-29T01:26:04.691737] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AON'.
[2025-09-29T01:26:04.692269] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-09-29T01:26:04.720066] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:04.721050] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-09-29T01:26:04.721136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:04.721225] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:04.721309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:04.721438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:04.741219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:04.742226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:04.742354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:04.742439] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:04.780110] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:04.780303] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:04.780443] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:04.780513] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:04.784473] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: UP (p=65.16%)
[2025-09-29T01:26:04.784855] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-09-29T01:26:04.785036] [INFO ] [sig       ] AON: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:04.941576] [INFO ] [LOCAL     ] Saved forecast: AON	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AON.txt
[2025-09-29T01:26:04.941922] [INFO ] [sig       ] [112/2211] Completed AON in 0.3s | 3.74 sym/s | Total: 29.9s | ETA: 9.3m
[2025-09-29T01:26:04.942004] [INFO ] [sig       ] [113/2211] Forecasting AORT...
[2025-09-29T01:26:04.942076] [INFO ] [sig       ] Generating forecast for: AORT
[2025-09-29T01:26:04.942156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AORT' from 'https://tdm.silogroup.org/data/derivative_storage/AORT.csv'.
[2025-09-29T01:26:04.954988] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AORT'.
[2025-09-29T01:26:04.955458] [INFO ] [FORECASTER] Starting predict_future for AORT
[2025-09-29T01:26:04.982900] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:04.983877] [DEBUG] [LOCAL     ] No optimal features file found for AORT: ./output/feature-sets/AORT.txt
[2025-09-29T01:26:04.983960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:04.984051] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:04.984125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:04.984245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:05.004713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:05.005715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:05.005838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:05.005925] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:05.045338] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:05.045532] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:05.045580] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:05.045616] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:05.049419] [DEBUG] [FORECASTER] AORT: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2025-09-29T01:26:05.049794] [INFO ] [FORECASTER] Completed predict_future for AORT
[2025-09-29T01:26:05.049966] [INFO ] [sig       ] AORT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:05.207029] [INFO ] [LOCAL     ] Saved forecast: AORT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AORT.txt
[2025-09-29T01:26:05.207355] [INFO ] [sig       ] [113/2211] Completed AORT in 0.3s | 3.74 sym/s | Total: 30.2s | ETA: 9.3m
[2025-09-29T01:26:05.207482] [INFO ] [sig       ] [114/2211] Forecasting AOS...
[2025-09-29T01:26:05.207587] [INFO ] [sig       ] Generating forecast for: AOS
[2025-09-29T01:26:05.207741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-09-29T01:26:05.218908] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AOS'.
[2025-09-29T01:26:05.219452] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-09-29T01:26:05.248868] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:05.250001] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-09-29T01:26:05.250088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:05.250179] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:05.250263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:05.250409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:05.269038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:05.270062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:05.270198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:05.270276] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:05.311741] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:05.311948] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:05.312000] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:05.312037] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:05.315874] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=93.90%)
[2025-09-29T01:26:05.316195] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-09-29T01:26:05.316351] [INFO ] [sig       ] AOS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:05.479277] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AOS.txt
[2025-09-29T01:26:05.479677] [INFO ] [sig       ] [114/2211] Completed AOS in 0.3s | 3.74 sym/s | Total: 30.5s | ETA: 9.3m
[2025-09-29T01:26:05.479768] [INFO ] [sig       ] [115/2211] Forecasting AP...
[2025-09-29T01:26:05.479867] [INFO ] [sig       ] Generating forecast for: AP
[2025-09-29T01:26:05.479965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-09-29T01:26:05.491367] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AP'.
[2025-09-29T01:26:05.491927] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-09-29T01:26:05.521708] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:05.522722] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-09-29T01:26:05.522815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:05.522914] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:05.523018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:05.523170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:05.542421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:05.543353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:05.543582] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:05.543704] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:05.592316] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:05.592498] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:05.592552] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:05.592593] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:05.597425] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: UP (p=59.57%)
[2025-09-29T01:26:05.597833] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-09-29T01:26:05.598047] [INFO ] [sig       ] AP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:05.751713] [INFO ] [LOCAL     ] Saved forecast: AP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AP.txt
[2025-09-29T01:26:05.752051] [INFO ] [sig       ] [115/2211] Completed AP in 0.3s | 3.74 sym/s | Total: 30.7s | ETA: 9.3m
[2025-09-29T01:26:05.752139] [INFO ] [sig       ] [116/2211] Forecasting APAM...
[2025-09-29T01:26:05.752267] [INFO ] [sig       ] Generating forecast for: APAM
[2025-09-29T01:26:05.752351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-09-29T01:26:05.763161] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'APAM'.
[2025-09-29T01:26:05.763578] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-09-29T01:26:05.791177] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:05.792128] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-09-29T01:26:05.792212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:05.792288] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:05.792361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:05.792466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:05.811519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:05.812243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:05.812362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:05.812434] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:05.850753] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:05.850925] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:05.850985] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:05.851026] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:05.854721] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-09-29T01:26:05.855043] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-09-29T01:26:05.855218] [INFO ] [sig       ] APAM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:06.017170] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/APAM.txt
[2025-09-29T01:26:06.017512] [INFO ] [sig       ] [116/2211] Completed APAM in 0.3s | 3.74 sym/s | Total: 31.0s | ETA: 9.3m
[2025-09-29T01:26:06.017605] [INFO ] [sig       ] [117/2211] Forecasting APD...
[2025-09-29T01:26:06.017704] [INFO ] [sig       ] Generating forecast for: APD
[2025-09-29T01:26:06.017784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-09-29T01:26:06.028342] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'APD'.
[2025-09-29T01:26:06.028782] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-09-29T01:26:06.056689] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:06.057705] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-09-29T01:26:06.057792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:06.057868] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:06.057940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:06.058058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:06.078338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:06.079076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:06.079192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:06.079262] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:06.118262] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:06.118425] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:06.118476] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:06.118524] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:06.122483] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: UP (p=99.04%)
[2025-09-29T01:26:06.122896] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-09-29T01:26:06.123071] [INFO ] [sig       ] APD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:06.280980] [INFO ] [LOCAL     ] Saved forecast: APD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/APD.txt
[2025-09-29T01:26:06.281284] [INFO ] [sig       ] [117/2211] Completed APD in 0.3s | 3.74 sym/s | Total: 31.3s | ETA: 9.3m
[2025-09-29T01:26:06.281398] [INFO ] [sig       ] [118/2211] Forecasting APG...
[2025-09-29T01:26:06.281472] [INFO ] [sig       ] Generating forecast for: APG
[2025-09-29T01:26:06.281552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-09-29T01:26:06.292524] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'APG'.
[2025-09-29T01:26:06.293024] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-09-29T01:26:06.321235] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:06.322206] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-09-29T01:26:06.322289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:06.322367] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:06.322440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:06.322550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:06.342574] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:06.343362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:06.343482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:06.343554] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:06.383982] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:06.384170] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:06.384222] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:06.384260] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:06.388344] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: UP (p=79.35%)
[2025-09-29T01:26:06.388701] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-09-29T01:26:06.388895] [INFO ] [sig       ] APG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:06.549110] [INFO ] [LOCAL     ] Saved forecast: APG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/APG.txt
[2025-09-29T01:26:06.549410] [INFO ] [sig       ] [118/2211] Completed APG in 0.3s | 3.74 sym/s | Total: 31.5s | ETA: 9.3m
[2025-09-29T01:26:06.549522] [INFO ] [sig       ] [119/2211] Forecasting APH...
[2025-09-29T01:26:06.549603] [INFO ] [sig       ] Generating forecast for: APH
[2025-09-29T01:26:06.549710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-09-29T01:26:06.560229] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'APH'.
[2025-09-29T01:26:06.560627] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-09-29T01:26:06.587559] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:06.588421] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-09-29T01:26:06.588502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:06.588578] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:06.588673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:06.588779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:06.607323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:06.608132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:06.608250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:06.608324] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:06.648118] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:06.648301] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:06.648356] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:06.648443] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:06.652760] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: UP (p=96.82%)
[2025-09-29T01:26:06.653110] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-09-29T01:26:06.653326] [INFO ] [sig       ] APH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:06.813301] [INFO ] [LOCAL     ] Saved forecast: APH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/APH.txt
[2025-09-29T01:26:06.813628] [INFO ] [sig       ] [119/2211] Completed APH in 0.3s | 3.74 sym/s | Total: 31.8s | ETA: 9.3m
[2025-09-29T01:26:06.813747] [INFO ] [sig       ] [120/2211] Forecasting APLE...
[2025-09-29T01:26:06.813828] [INFO ] [sig       ] Generating forecast for: APLE
[2025-09-29T01:26:06.813907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-09-29T01:26:06.825099] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'APLE'.
[2025-09-29T01:26:06.825524] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-09-29T01:26:06.853297] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:06.854217] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-09-29T01:26:06.854302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:06.854391] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:06.854479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:06.854599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:06.874997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:06.875815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:06.875931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:06.876016] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:06.911963] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:06.912112] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:06.912158] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:06.912242] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:06.915959] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: UP (p=98.60%)
[2025-09-29T01:26:06.916266] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-09-29T01:26:06.916422] [INFO ] [sig       ] APLE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:07.084878] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/APLE.txt
[2025-09-29T01:26:07.085185] [INFO ] [sig       ] [120/2211] Completed APLE in 0.3s | 3.74 sym/s | Total: 32.1s | ETA: 9.3m
[2025-09-29T01:26:07.085269] [INFO ] [sig       ] [121/2211] Forecasting APO...
[2025-09-29T01:26:07.085416] [INFO ] [sig       ] Generating forecast for: APO
[2025-09-29T01:26:07.085491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-09-29T01:26:07.096362] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'APO'.
[2025-09-29T01:26:07.096813] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-09-29T01:26:07.124323] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:07.125306] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-09-29T01:26:07.125390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:07.125465] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:07.125536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:07.125664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:07.144765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:07.145501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:07.145619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:07.145714] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:07.183210] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:07.183378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:07.183432] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:07.183471] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:07.187180] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=6.16%)
[2025-09-29T01:26:07.187505] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-09-29T01:26:07.187726] [INFO ] [sig       ] APO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:07.335904] [INFO ] [LOCAL     ] Saved forecast: APO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/APO.txt
[2025-09-29T01:26:07.336196] [INFO ] [sig       ] [121/2211] Completed APO in 0.3s | 3.74 sym/s | Total: 32.3s | ETA: 9.3m
[2025-09-29T01:26:07.336277] [INFO ] [sig       ] [122/2211] Forecasting APOS...
[2025-09-29T01:26:07.336348] [INFO ] [sig       ] Generating forecast for: APOS
[2025-09-29T01:26:07.336421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOS' from 'https://tdm.silogroup.org/data/derivative_storage/APOS.csv'.
[2025-09-29T01:26:07.347726] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'APOS'.
[2025-09-29T01:26:07.348247] [INFO ] [FORECASTER] Starting predict_future for APOS
[2025-09-29T01:26:07.379881] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:07.380830] [DEBUG] [LOCAL     ] No optimal features file found for APOS: ./output/feature-sets/APOS.txt
[2025-09-29T01:26:07.380913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:07.380988] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:07.381059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:07.381178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:07.400796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:07.401549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:07.401689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:07.401766] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:07.441838] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:07.442012] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:07.442061] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:07.442097] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:07.446197] [DEBUG] [FORECASTER] APOS: Forecast T+1@11:T+2@11: DOWN (p=46.20%)
[2025-09-29T01:26:07.446613] [INFO ] [FORECASTER] Completed predict_future for APOS
[2025-09-29T01:26:07.446813] [INFO ] [sig       ] APOS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:07.619939] [INFO ] [LOCAL     ] Saved forecast: APOS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/APOS.txt
[2025-09-29T01:26:07.620242] [INFO ] [sig       ] [122/2211] Completed APOS in 0.3s | 3.74 sym/s | Total: 32.6s | ETA: 9.3m
[2025-09-29T01:26:07.620325] [INFO ] [sig       ] [123/2211] Forecasting APTV...
[2025-09-29T01:26:07.620396] [INFO ] [sig       ] Generating forecast for: APTV
[2025-09-29T01:26:07.620470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APTV' from 'https://tdm.silogroup.org/data/derivative_storage/APTV.csv'.
[2025-09-29T01:26:07.630366] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'APTV'.
[2025-09-29T01:26:07.630786] [INFO ] [FORECASTER] Starting predict_future for APTV
[2025-09-29T01:26:07.658511] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:07.659443] [DEBUG] [LOCAL     ] No optimal features file found for APTV: ./output/feature-sets/APTV.txt
[2025-09-29T01:26:07.659526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:07.659600] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:07.659703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:07.659813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:07.678920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:07.679724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:07.679841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:07.679933] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:07.719237] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:07.719453] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:07.719504] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:07.719539] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:07.723460] [DEBUG] [FORECASTER] APTV: Forecast T+1@11:T+2@11: UP (p=63.90%)
[2025-09-29T01:26:07.723874] [INFO ] [FORECASTER] Completed predict_future for APTV
[2025-09-29T01:26:07.724056] [INFO ] [sig       ] APTV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:07.882625] [INFO ] [LOCAL     ] Saved forecast: APTV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/APTV.txt
[2025-09-29T01:26:07.882978] [INFO ] [sig       ] [123/2211] Completed APTV in 0.3s | 3.74 sym/s | Total: 32.9s | ETA: 9.3m
[2025-09-29T01:26:07.883089] [INFO ] [sig       ] [124/2211] Forecasting AQN...
[2025-09-29T01:26:07.883176] [INFO ] [sig       ] Generating forecast for: AQN
[2025-09-29T01:26:07.883265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-09-29T01:26:07.894369] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AQN'.
[2025-09-29T01:26:07.894834] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-09-29T01:26:07.921721] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:07.922564] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-09-29T01:26:07.922670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:07.922745] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:07.922813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:07.922917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:07.941549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:07.942414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:07.942539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:07.942611] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:07.979100] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:07.979261] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:07.979308] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:07.979342] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:07.983245] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=16.23%)
[2025-09-29T01:26:07.983567] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-09-29T01:26:07.983802] [INFO ] [sig       ] AQN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:08.137968] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AQN.txt
[2025-09-29T01:26:08.138274] [INFO ] [sig       ] [124/2211] Completed AQN in 0.3s | 3.74 sym/s | Total: 33.1s | ETA: 9.3m
[2025-09-29T01:26:08.138369] [INFO ] [sig       ] [125/2211] Forecasting AQNB...
[2025-09-29T01:26:08.138444] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-09-29T01:26:08.138521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-09-29T01:26:08.149137] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'AQNB'.
[2025-09-29T01:26:08.149557] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-09-29T01:26:08.179499] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:08.180629] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-09-29T01:26:08.180754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:08.180858] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:08.180949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:08.181057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:08.200476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:08.201476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:08.202003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:08.202078] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:08.240704] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:08.240907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:08.240957] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:08.240995] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:08.244978] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: DOWN (p=45.34%)
[2025-09-29T01:26:08.245300] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-09-29T01:26:08.245462] [INFO ] [sig       ] AQNB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:08.396545] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AQNB.txt
[2025-09-29T01:26:08.396914] [INFO ] [sig       ] [125/2211] Completed AQNB in 0.3s | 3.74 sym/s | Total: 33.4s | ETA: 9.3m
[2025-09-29T01:26:08.397000] [INFO ] [sig       ] [126/2211] Forecasting AR...
[2025-09-29T01:26:08.397072] [INFO ] [sig       ] Generating forecast for: AR
[2025-09-29T01:26:08.397147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AR' from 'https://tdm.silogroup.org/data/derivative_storage/AR.csv'.
[2025-09-29T01:26:08.408478] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AR'.
[2025-09-29T01:26:08.408978] [INFO ] [FORECASTER] Starting predict_future for AR
[2025-09-29T01:26:08.436730] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:08.437776] [DEBUG] [LOCAL     ] No optimal features file found for AR: ./output/feature-sets/AR.txt
[2025-09-29T01:26:08.437862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:08.437939] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:08.438009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:08.438114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:08.457269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:08.458317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:08.458446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:08.458519] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:08.508555] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:08.508873] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:08.508981] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:08.509082] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:08.513485] [DEBUG] [FORECASTER] AR: Forecast T+1@11:T+2@11: UP (p=72.71%)
[2025-09-29T01:26:08.513985] [INFO ] [FORECASTER] Completed predict_future for AR
[2025-09-29T01:26:08.514171] [INFO ] [sig       ] AR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:08.673803] [INFO ] [LOCAL     ] Saved forecast: AR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AR.txt
[2025-09-29T01:26:08.674148] [INFO ] [sig       ] [126/2211] Completed AR in 0.3s | 3.74 sym/s | Total: 33.7s | ETA: 9.3m
[2025-09-29T01:26:08.674237] [INFO ] [sig       ] [127/2211] Forecasting ARCO...
[2025-09-29T01:26:08.674310] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-09-29T01:26:08.674510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-09-29T01:26:08.685772] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARCO'.
[2025-09-29T01:26:08.686247] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-09-29T01:26:08.717542] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:08.718610] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-09-29T01:26:08.718715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:08.718808] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:08.718895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:08.719018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:08.737459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:08.738463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:08.738586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:08.738695] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:08.770054] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:08.770251] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:08.770303] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:08.770341] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:08.774431] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: DOWN (p=46.78%)
[2025-09-29T01:26:08.774833] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-09-29T01:26:08.775048] [INFO ] [sig       ] ARCO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:08.927594] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ARCO.txt
[2025-09-29T01:26:08.927942] [INFO ] [sig       ] [127/2211] Completed ARCO in 0.3s | 3.74 sym/s | Total: 33.9s | ETA: 9.3m
[2025-09-29T01:26:08.928029] [INFO ] [sig       ] [128/2211] Forecasting ARDC...
[2025-09-29T01:26:08.928113] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-09-29T01:26:08.928201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-09-29T01:26:08.938469] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARDC'.
[2025-09-29T01:26:08.938893] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-09-29T01:26:08.967151] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:08.968263] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-09-29T01:26:08.968375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:08.968482] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:08.968603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:08.968776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:08.988426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:08.989473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:08.989598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:08.989700] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:09.021780] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:09.021990] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:09.022050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:09.022087] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:09.026270] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=71.38%)
[2025-09-29T01:26:09.026615] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-09-29T01:26:09.026874] [INFO ] [sig       ] ARDC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:09.179850] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ARDC.txt
[2025-09-29T01:26:09.180201] [INFO ] [sig       ] [128/2211] Completed ARDC in 0.3s | 3.75 sym/s | Total: 34.2s | ETA: 9.3m
[2025-09-29T01:26:09.180299] [INFO ] [sig       ] [129/2211] Forecasting ARDT...
[2025-09-29T01:26:09.180386] [INFO ] [sig       ] Generating forecast for: ARDT
[2025-09-29T01:26:09.180481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDT' from 'https://tdm.silogroup.org/data/derivative_storage/ARDT.csv'.
[2025-09-29T01:26:09.191002] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARDT'.
[2025-09-29T01:26:09.191360] [INFO ] [FORECASTER] Starting predict_future for ARDT
[2025-09-29T01:26:09.219723] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:09.220622] [DEBUG] [LOCAL     ] No optimal features file found for ARDT: ./output/feature-sets/ARDT.txt
[2025-09-29T01:26:09.220730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:09.220803] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:09.220873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:09.220975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:09.240332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:09.241250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:09.241394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:09.241491] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:09.277523] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:09.277747] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:09.277816] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:09.277854] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:09.282065] [DEBUG] [FORECASTER] ARDT: Forecast T+1@11:T+2@11: DOWN (p=42.68%)
[2025-09-29T01:26:09.282430] [INFO ] [FORECASTER] Completed predict_future for ARDT
[2025-09-29T01:26:09.282599] [INFO ] [sig       ] ARDT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:09.449472] [INFO ] [LOCAL     ] Saved forecast: ARDT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ARDT.txt
[2025-09-29T01:26:09.449810] [INFO ] [sig       ] [129/2211] Completed ARDT in 0.3s | 3.75 sym/s | Total: 34.4s | ETA: 9.3m
[2025-09-29T01:26:09.449896] [INFO ] [sig       ] [130/2211] Forecasting ARE...
[2025-09-29T01:26:09.449968] [INFO ] [sig       ] Generating forecast for: ARE
[2025-09-29T01:26:09.450042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-09-29T01:26:09.459997] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARE'.
[2025-09-29T01:26:09.460334] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-09-29T01:26:09.487826] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:09.488716] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-09-29T01:26:09.488802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:09.488877] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:09.488948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:09.489054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:09.507706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:09.509186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:09.509310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:09.509381] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:09.547991] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:09.548194] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:09.548288] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:09.548338] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:09.552550] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: UP (p=86.58%)
[2025-09-29T01:26:09.553007] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-09-29T01:26:09.553245] [INFO ] [sig       ] ARE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:09.714298] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ARE.txt
[2025-09-29T01:26:09.714608] [INFO ] [sig       ] [130/2211] Completed ARE in 0.3s | 3.75 sym/s | Total: 34.7s | ETA: 9.3m
[2025-09-29T01:26:09.714716] [INFO ] [sig       ] [131/2211] Forecasting ARES...
[2025-09-29T01:26:09.714790] [INFO ] [sig       ] Generating forecast for: ARES
[2025-09-29T01:26:09.714840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-09-29T01:26:09.727373] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARES'.
[2025-09-29T01:26:09.727890] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-09-29T01:26:09.756385] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:09.757458] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-09-29T01:26:09.757545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:09.757622] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:09.757746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:09.757855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:09.777172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:09.778190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:09.778313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:09.778386] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:09.825905] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:09.826119] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:09.826170] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:09.826205] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:09.830089] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: DOWN (p=14.09%)
[2025-09-29T01:26:09.830408] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-09-29T01:26:09.830574] [INFO ] [sig       ] ARES: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:09.993269] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ARES.txt
[2025-09-29T01:26:09.993672] [INFO ] [sig       ] [131/2211] Completed ARES in 0.3s | 3.74 sym/s | Total: 35.0s | ETA: 9.3m
[2025-09-29T01:26:09.993818] [INFO ] [sig       ] [132/2211] Forecasting ARI...
[2025-09-29T01:26:09.993912] [INFO ] [sig       ] Generating forecast for: ARI
[2025-09-29T01:26:09.993993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-09-29T01:26:10.005917] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARI'.
[2025-09-29T01:26:10.006448] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-09-29T01:26:10.034609] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:10.035598] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-09-29T01:26:10.035708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:10.035800] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:10.035887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:10.036012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:10.055128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:10.056128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:10.056245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:10.056326] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:10.103585] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:10.103821] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:10.103877] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:10.103913] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:10.107991] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: UP (p=88.13%)
[2025-09-29T01:26:10.108337] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-09-29T01:26:10.108507] [INFO ] [sig       ] ARI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:10.270341] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ARI.txt
[2025-09-29T01:26:10.270685] [INFO ] [sig       ] [132/2211] Completed ARI in 0.3s | 3.74 sym/s | Total: 35.3s | ETA: 9.3m
[2025-09-29T01:26:10.270787] [INFO ] [sig       ] [133/2211] Forecasting ARIS...
[2025-09-29T01:26:10.270875] [INFO ] [sig       ] Generating forecast for: ARIS
[2025-09-29T01:26:10.270963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARIS' from 'https://tdm.silogroup.org/data/derivative_storage/ARIS.csv'.
[2025-09-29T01:26:10.283700] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARIS'.
[2025-09-29T01:26:10.284241] [INFO ] [FORECASTER] Starting predict_future for ARIS
[2025-09-29T01:26:10.311847] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:10.312822] [DEBUG] [LOCAL     ] No optimal features file found for ARIS: ./output/feature-sets/ARIS.txt
[2025-09-29T01:26:10.312905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:10.312982] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:10.313052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:10.313160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:10.330637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:10.331434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:10.331562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:10.331634] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:10.373586] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:10.373846] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:10.373906] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:10.373967] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:10.378018] [DEBUG] [FORECASTER] ARIS: Forecast T+1@11:T+2@11: UP (p=61.08%)
[2025-09-29T01:26:10.378352] [INFO ] [FORECASTER] Completed predict_future for ARIS
[2025-09-29T01:26:10.378520] [INFO ] [sig       ] ARIS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:10.525428] [INFO ] [LOCAL     ] Saved forecast: ARIS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ARIS.txt
[2025-09-29T01:26:10.525913] [INFO ] [sig       ] [133/2211] Completed ARIS in 0.3s | 3.75 sym/s | Total: 35.5s | ETA: 9.2m
[2025-09-29T01:26:10.526007] [INFO ] [sig       ] [134/2211] Forecasting ARLO...
[2025-09-29T01:26:10.526080] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-09-29T01:26:10.526156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-09-29T01:26:10.539615] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARLO'.
[2025-09-29T01:26:10.540320] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-09-29T01:26:10.577163] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:10.578473] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-09-29T01:26:10.578578] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:10.578745] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:10.578836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:10.578992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:10.598063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:10.599171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:10.599301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:10.599375] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:10.655366] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:10.655681] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:10.655761] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:10.655802] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:10.660202] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: UP (p=62.70%)
[2025-09-29T01:26:10.660680] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-09-29T01:26:10.660958] [INFO ] [sig       ] ARLO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:10.841490] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ARLO.txt
[2025-09-29T01:26:10.841910] [INFO ] [sig       ] [134/2211] Completed ARLO in 0.3s | 3.74 sym/s | Total: 35.8s | ETA: 9.3m
[2025-09-29T01:26:10.842002] [INFO ] [sig       ] [135/2211] Forecasting ARMK...
[2025-09-29T01:26:10.842092] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-09-29T01:26:10.842181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-09-29T01:26:10.853516] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARMK'.
[2025-09-29T01:26:10.853911] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-09-29T01:26:10.884594] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:10.885473] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-09-29T01:26:10.885558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:10.885636] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:10.885824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:10.885932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:10.904900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:10.905557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:10.905695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:10.905796] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:10.951057] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:10.951174] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:10.951218] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:10.951252] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:10.954718] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: DOWN (p=36.71%)
[2025-09-29T01:26:10.955029] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-09-29T01:26:10.955193] [INFO ] [sig       ] ARMK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:11.133767] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ARMK.txt
[2025-09-29T01:26:11.134120] [INFO ] [sig       ] [135/2211] Completed ARMK in 0.3s | 3.74 sym/s | Total: 36.1s | ETA: 9.3m
[2025-09-29T01:26:11.134231] [INFO ] [sig       ] [136/2211] Forecasting AROC...
[2025-09-29T01:26:11.134320] [INFO ] [sig       ] Generating forecast for: AROC
[2025-09-29T01:26:11.134414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-09-29T01:26:11.145330] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AROC'.
[2025-09-29T01:26:11.145816] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-09-29T01:26:11.172698] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:11.173693] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-09-29T01:26:11.173780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:11.173860] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:11.173938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:11.174042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:11.192436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:11.193389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:11.193511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:11.193586] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:11.237365] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:11.237584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:11.237637] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:11.237731] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:11.241780] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: DOWN (p=21.08%)
[2025-09-29T01:26:11.242122] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-09-29T01:26:11.242298] [INFO ] [sig       ] AROC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:11.541811] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AROC.txt
[2025-09-29T01:26:11.542126] [INFO ] [sig       ] [136/2211] Completed AROC in 0.4s | 3.72 sym/s | Total: 36.5s | ETA: 9.3m
[2025-09-29T01:26:11.542210] [INFO ] [sig       ] [137/2211] Forecasting ARR...
[2025-09-29T01:26:11.542282] [INFO ] [sig       ] Generating forecast for: ARR
[2025-09-29T01:26:11.542355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARR' from 'https://tdm.silogroup.org/data/derivative_storage/ARR.csv'.
[2025-09-29T01:26:11.553768] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARR'.
[2025-09-29T01:26:11.554245] [INFO ] [FORECASTER] Starting predict_future for ARR
[2025-09-29T01:26:11.581281] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:11.582279] [DEBUG] [LOCAL     ] No optimal features file found for ARR: ./output/feature-sets/ARR.txt
[2025-09-29T01:26:11.582363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:11.582439] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:11.582510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:11.582613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:11.601147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:11.601972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:11.602094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:11.602169] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:11.647207] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:11.647467] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:11.647532] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:11.647570] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:11.651739] [DEBUG] [FORECASTER] ARR: Forecast T+1@11:T+2@11: UP (p=87.80%)
[2025-09-29T01:26:11.652110] [INFO ] [FORECASTER] Completed predict_future for ARR
[2025-09-29T01:26:11.652286] [INFO ] [sig       ] ARR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:11.805353] [INFO ] [LOCAL     ] Saved forecast: ARR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ARR.txt
[2025-09-29T01:26:11.805741] [INFO ] [sig       ] [137/2211] Completed ARR in 0.3s | 3.72 sym/s | Total: 36.8s | ETA: 9.3m
[2025-09-29T01:26:11.805847] [INFO ] [sig       ] [138/2211] Forecasting ARW...
[2025-09-29T01:26:11.805950] [INFO ] [sig       ] Generating forecast for: ARW
[2025-09-29T01:26:11.806028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARW' from 'https://tdm.silogroup.org/data/derivative_storage/ARW.csv'.
[2025-09-29T01:26:11.819190] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARW'.
[2025-09-29T01:26:11.819717] [INFO ] [FORECASTER] Starting predict_future for ARW
[2025-09-29T01:26:11.846419] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:11.847363] [DEBUG] [LOCAL     ] No optimal features file found for ARW: ./output/feature-sets/ARW.txt
[2025-09-29T01:26:11.847448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:11.847525] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:11.847598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:11.847732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:11.866297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:11.867141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:11.867272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:11.867350] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:11.915288] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:11.915505] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:11.915556] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:11.915595] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:11.919593] [DEBUG] [FORECASTER] ARW: Forecast T+1@11:T+2@11: DOWN (p=11.15%)
[2025-09-29T01:26:11.919941] [INFO ] [FORECASTER] Completed predict_future for ARW
[2025-09-29T01:26:11.920124] [INFO ] [sig       ] ARW: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:12.069411] [INFO ] [LOCAL     ] Saved forecast: ARW	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ARW.txt
[2025-09-29T01:26:12.069735] [INFO ] [sig       ] [138/2211] Completed ARW in 0.3s | 3.72 sym/s | Total: 37.1s | ETA: 9.3m
[2025-09-29T01:26:12.069829] [INFO ] [sig       ] [139/2211] Forecasting AS...
[2025-09-29T01:26:12.069901] [INFO ] [sig       ] Generating forecast for: AS
[2025-09-29T01:26:12.069975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AS' from 'https://tdm.silogroup.org/data/derivative_storage/AS.csv'.
[2025-09-29T01:26:12.081230] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AS'.
[2025-09-29T01:26:12.081723] [INFO ] [FORECASTER] Starting predict_future for AS
[2025-09-29T01:26:12.108167] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:12.109172] [DEBUG] [LOCAL     ] No optimal features file found for AS: ./output/feature-sets/AS.txt
[2025-09-29T01:26:12.109255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:12.109337] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:12.109411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:12.109516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:12.127433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:12.128284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:12.128403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:12.128474] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:12.176372] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:12.176588] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:12.176671] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:12.176746] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:12.180805] [DEBUG] [FORECASTER] AS: Forecast T+1@11:T+2@11: UP (p=87.30%)
[2025-09-29T01:26:12.181154] [INFO ] [FORECASTER] Completed predict_future for AS
[2025-09-29T01:26:12.181327] [INFO ] [sig       ] AS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:12.331764] [INFO ] [LOCAL     ] Saved forecast: AS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AS.txt
[2025-09-29T01:26:12.332056] [INFO ] [sig       ] [139/2211] Completed AS in 0.3s | 3.72 sym/s | Total: 37.3s | ETA: 9.3m
[2025-09-29T01:26:12.332139] [INFO ] [sig       ] [140/2211] Forecasting ASA...
[2025-09-29T01:26:12.332211] [INFO ] [sig       ] Generating forecast for: ASA
[2025-09-29T01:26:12.332287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-09-29T01:26:12.342771] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASA'.
[2025-09-29T01:26:12.343156] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-09-29T01:26:12.369436] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:12.370337] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-09-29T01:26:12.370420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:12.370496] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:12.370567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:12.370701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:12.388929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:12.389840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:12.389963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:12.390036] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:12.438405] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:12.438667] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:12.438748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:12.438831] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:12.443028] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: DOWN (p=22.20%)
[2025-09-29T01:26:12.443415] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-09-29T01:26:12.443595] [INFO ] [sig       ] ASA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:12.597419] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ASA.txt
[2025-09-29T01:26:12.597747] [INFO ] [sig       ] [140/2211] Completed ASA in 0.3s | 3.72 sym/s | Total: 37.6s | ETA: 9.3m
[2025-09-29T01:26:12.597832] [INFO ] [sig       ] [141/2211] Forecasting ASAN...
[2025-09-29T01:26:12.597908] [INFO ] [sig       ] Generating forecast for: ASAN
[2025-09-29T01:26:12.597983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASAN' from 'https://tdm.silogroup.org/data/derivative_storage/ASAN.csv'.
[2025-09-29T01:26:12.609438] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASAN'.
[2025-09-29T01:26:12.609917] [INFO ] [FORECASTER] Starting predict_future for ASAN
[2025-09-29T01:26:12.637399] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:12.638421] [DEBUG] [LOCAL     ] No optimal features file found for ASAN: ./output/feature-sets/ASAN.txt
[2025-09-29T01:26:12.638518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:12.638595] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:12.638697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:12.638805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:12.657286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:12.658273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:12.658402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:12.658475] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:12.702226] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:12.702459] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:12.702511] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:12.702549] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:12.706711] [DEBUG] [FORECASTER] ASAN: Forecast T+1@11:T+2@11: DOWN (p=22.28%)
[2025-09-29T01:26:12.707111] [INFO ] [FORECASTER] Completed predict_future for ASAN
[2025-09-29T01:26:12.707293] [INFO ] [sig       ] ASAN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:12.856974] [INFO ] [LOCAL     ] Saved forecast: ASAN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ASAN.txt
[2025-09-29T01:26:12.857299] [INFO ] [sig       ] [141/2211] Completed ASAN in 0.3s | 3.73 sym/s | Total: 37.8s | ETA: 9.3m
[2025-09-29T01:26:12.857389] [INFO ] [sig       ] [142/2211] Forecasting ASB...
[2025-09-29T01:26:12.857464] [INFO ] [sig       ] Generating forecast for: ASB
[2025-09-29T01:26:12.857540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-09-29T01:26:12.870234] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASB'.
[2025-09-29T01:26:12.870963] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-09-29T01:26:12.900796] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:12.901910] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-09-29T01:26:12.901999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:12.902076] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:12.902148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:12.902257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:12.921309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:12.922691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:12.922836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:12.922911] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:12.969956] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:12.970269] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:12.970326] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:12.970363] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:12.974818] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=9.20%)
[2025-09-29T01:26:12.975283] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-09-29T01:26:12.975473] [INFO ] [sig       ] ASB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:13.134815] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ASB.txt
[2025-09-29T01:26:13.135216] [INFO ] [sig       ] [142/2211] Completed ASB in 0.3s | 3.72 sym/s | Total: 38.1s | ETA: 9.3m
[2025-09-29T01:26:13.135303] [INFO ] [sig       ] [143/2211] Forecasting ASBA...
[2025-09-29T01:26:13.135377] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-09-29T01:26:13.135453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-09-29T01:26:13.147607] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASBA'.
[2025-09-29T01:26:13.148154] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-09-29T01:26:13.175058] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:13.176081] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-09-29T01:26:13.176167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:13.176249] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:13.176323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:13.176433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:13.194605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:13.195489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:13.195620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:13.195716] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:13.239235] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:13.239527] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:13.239592] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:13.239632] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:13.243874] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=94.02%)
[2025-09-29T01:26:13.244260] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-09-29T01:26:13.244459] [INFO ] [sig       ] ASBA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:13.401663] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ASBA.txt
[2025-09-29T01:26:13.402024] [INFO ] [sig       ] [143/2211] Completed ASBA in 0.3s | 3.73 sym/s | Total: 38.4s | ETA: 9.3m
[2025-09-29T01:26:13.402105] [INFO ] [sig       ] [144/2211] Forecasting ASC...
[2025-09-29T01:26:13.402150] [INFO ] [sig       ] Generating forecast for: ASC
[2025-09-29T01:26:13.402191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-09-29T01:26:13.414097] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASC'.
[2025-09-29T01:26:13.414902] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-09-29T01:26:13.447059] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:13.448294] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-09-29T01:26:13.448382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:13.448479] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:13.448568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:13.448731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:13.466763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:13.467734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:13.467865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:13.467956] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:13.513878] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:13.514078] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:13.514126] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:13.514161] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:13.518079] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: DOWN (p=31.27%)
[2025-09-29T01:26:13.518415] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-09-29T01:26:13.518589] [INFO ] [sig       ] ASC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:13.665056] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ASC.txt
[2025-09-29T01:26:13.665485] [INFO ] [sig       ] [144/2211] Completed ASC in 0.3s | 3.73 sym/s | Total: 38.7s | ETA: 9.2m
[2025-09-29T01:26:13.665573] [INFO ] [sig       ] [145/2211] Forecasting ASG...
[2025-09-29T01:26:13.665685] [INFO ] [sig       ] Generating forecast for: ASG
[2025-09-29T01:26:13.665780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-09-29T01:26:13.677271] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASG'.
[2025-09-29T01:26:13.677782] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-09-29T01:26:13.705599] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:13.706513] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-09-29T01:26:13.706601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:13.706720] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:13.706812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:13.706975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:13.725296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:13.726069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:13.726198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:13.726285] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:13.771027] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:13.771321] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:13.771383] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:13.771421] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:13.775517] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-09-29T01:26:13.775889] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-09-29T01:26:13.776088] [INFO ] [sig       ] ASG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:13.926584] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ASG.txt
[2025-09-29T01:26:13.927050] [INFO ] [sig       ] [145/2211] Completed ASG in 0.3s | 3.73 sym/s | Total: 38.9s | ETA: 9.2m
[2025-09-29T01:26:13.927153] [INFO ] [sig       ] [146/2211] Forecasting ASGI...
[2025-09-29T01:26:13.927243] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-09-29T01:26:13.927339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-09-29T01:26:13.939552] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASGI'.
[2025-09-29T01:26:13.940093] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-09-29T01:26:13.969452] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:13.970492] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-09-29T01:26:13.970579] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:13.970684] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:13.970762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:13.970868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:13.990769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:13.991490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:13.991616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:13.991715] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:14.040269] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:14.040497] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:14.040550] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:14.040588] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:14.044983] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=9.38%)
[2025-09-29T01:26:14.045466] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-09-29T01:26:14.045707] [INFO ] [sig       ] ASGI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:14.216748] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ASGI.txt
[2025-09-29T01:26:14.217104] [INFO ] [sig       ] [146/2211] Completed ASGI in 0.3s | 3.72 sym/s | Total: 39.2s | ETA: 9.2m
[2025-09-29T01:26:14.217192] [INFO ] [sig       ] [147/2211] Forecasting ASGN...
[2025-09-29T01:26:14.217268] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-09-29T01:26:14.217346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-09-29T01:26:14.229464] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASGN'.
[2025-09-29T01:26:14.230032] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-09-29T01:26:14.258177] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:14.259713] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-09-29T01:26:14.259858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:14.259969] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:14.260060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:14.260204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:14.281384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:14.282750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:14.282904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:14.282998] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:14.331614] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:14.331952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:14.332016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:14.332055] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:14.336969] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2025-09-29T01:26:14.337526] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-09-29T01:26:14.337747] [INFO ] [sig       ] ASGN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:14.495216] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ASGN.txt
[2025-09-29T01:26:14.495684] [INFO ] [sig       ] [147/2211] Completed ASGN in 0.3s | 3.72 sym/s | Total: 39.5s | ETA: 9.2m
[2025-09-29T01:26:14.495773] [INFO ] [sig       ] [148/2211] Forecasting ASH...
[2025-09-29T01:26:14.495849] [INFO ] [sig       ] Generating forecast for: ASH
[2025-09-29T01:26:14.495928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-09-29T01:26:14.508524] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASH'.
[2025-09-29T01:26:14.509009] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-09-29T01:26:14.538828] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:14.539862] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-09-29T01:26:14.539954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:14.540012] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:14.540081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:14.540171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:14.558282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:14.559271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:14.559408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:14.559482] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:14.616172] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:14.616523] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:14.616591] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:14.616631] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:14.622785] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: UP (p=91.01%)
[2025-09-29T01:26:14.623521] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-09-29T01:26:14.623895] [INFO ] [sig       ] ASH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:14.797536] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ASH.txt
[2025-09-29T01:26:14.797877] [INFO ] [sig       ] [148/2211] Completed ASH in 0.3s | 3.72 sym/s | Total: 39.8s | ETA: 9.2m
[2025-09-29T01:26:14.797962] [INFO ] [sig       ] [149/2211] Forecasting ASIX...
[2025-09-29T01:26:14.798035] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-09-29T01:26:14.798111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-09-29T01:26:14.809670] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASIX'.
[2025-09-29T01:26:14.810054] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-09-29T01:26:14.836430] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:14.837273] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-09-29T01:26:14.837355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:14.837431] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:14.837502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:14.837607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:14.855677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:14.856348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:14.856474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:14.856545] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:14.902766] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:14.902926] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:14.902971] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:14.903006] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:14.906662] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: DOWN (p=17.70%)
[2025-09-29T01:26:14.907033] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-09-29T01:26:14.907204] [INFO ] [sig       ] ASIX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:15.070249] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ASIX.txt
[2025-09-29T01:26:15.070769] [INFO ] [sig       ] [149/2211] Completed ASIX in 0.3s | 3.72 sym/s | Total: 40.1s | ETA: 9.2m
[2025-09-29T01:26:15.070862] [INFO ] [sig       ] [150/2211] Forecasting ASPN...
[2025-09-29T01:26:15.070938] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-09-29T01:26:15.071015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-09-29T01:26:15.085127] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASPN'.
[2025-09-29T01:26:15.085824] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-09-29T01:26:15.114195] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:15.115211] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-09-29T01:26:15.115324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:15.115403] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:15.115475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:15.115582] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:15.135233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:15.136389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:15.136520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:15.136596] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:15.185920] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:15.186171] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:15.186237] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:15.186277] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:15.190695] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=64.87%)
[2025-09-29T01:26:15.191047] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-09-29T01:26:15.191222] [INFO ] [sig       ] ASPN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:15.355984] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ASPN.txt
[2025-09-29T01:26:15.356334] [INFO ] [sig       ] [150/2211] Completed ASPN in 0.3s | 3.72 sym/s | Total: 40.3s | ETA: 9.2m
[2025-09-29T01:26:15.356421] [INFO ] [sig       ] [151/2211] Forecasting ASR...
[2025-09-29T01:26:15.356497] [INFO ] [sig       ] Generating forecast for: ASR
[2025-09-29T01:26:15.356574] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASR' from 'https://tdm.silogroup.org/data/derivative_storage/ASR.csv'.
[2025-09-29T01:26:15.368499] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASR'.
[2025-09-29T01:26:15.369115] [INFO ] [FORECASTER] Starting predict_future for ASR
[2025-09-29T01:26:15.401176] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:15.402307] [DEBUG] [LOCAL     ] No optimal features file found for ASR: ./output/feature-sets/ASR.txt
[2025-09-29T01:26:15.402410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:15.402488] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:15.402574] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:15.402746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:15.423506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:15.424585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:15.424732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:15.424823] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:15.471921] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:15.472155] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:15.472210] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:15.472249] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:15.476750] [DEBUG] [FORECASTER] ASR: Forecast T+1@11:T+2@11: UP (p=96.32%)
[2025-09-29T01:26:15.477172] [INFO ] [FORECASTER] Completed predict_future for ASR
[2025-09-29T01:26:15.477361] [INFO ] [sig       ] ASR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:15.632665] [INFO ] [LOCAL     ] Saved forecast: ASR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ASR.txt
[2025-09-29T01:26:15.633036] [INFO ] [sig       ] [151/2211] Completed ASR in 0.3s | 3.72 sym/s | Total: 40.6s | ETA: 9.2m
[2025-09-29T01:26:15.633127] [INFO ] [sig       ] [152/2211] Forecasting ASX...
[2025-09-29T01:26:15.633214] [INFO ] [sig       ] Generating forecast for: ASX
[2025-09-29T01:26:15.633307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-09-29T01:26:15.645340] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASX'.
[2025-09-29T01:26:15.646026] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-09-29T01:26:15.674069] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:15.675154] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-09-29T01:26:15.675242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:15.675332] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:15.675404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:15.675554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:15.694899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:15.696035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:15.696201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:15.696267] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:15.740410] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:15.740666] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:15.740765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:15.740809] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:15.745926] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: UP (p=90.81%)
[2025-09-29T01:26:15.746336] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-09-29T01:26:15.746538] [INFO ] [sig       ] ASX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:15.916278] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ASX.txt
[2025-09-29T01:26:15.916808] [INFO ] [sig       ] [152/2211] Completed ASX in 0.3s | 3.72 sym/s | Total: 40.9s | ETA: 9.2m
[2025-09-29T01:26:15.916925] [INFO ] [sig       ] [153/2211] Forecasting ATEN...
[2025-09-29T01:26:15.917024] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-09-29T01:26:15.917122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-09-29T01:26:15.930509] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ATEN'.
[2025-09-29T01:26:15.931231] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-09-29T01:26:15.961834] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:15.963117] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-09-29T01:26:15.963238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:15.963351] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:15.963443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:15.963580] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:15.984905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:15.985990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:15.986135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:15.986212] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:16.036954] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:16.037171] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:16.037225] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:16.037262] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:16.041301] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: UP (p=93.39%)
[2025-09-29T01:26:16.041813] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-09-29T01:26:16.042009] [INFO ] [sig       ] ATEN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:16.203595] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ATEN.txt
[2025-09-29T01:26:16.203950] [INFO ] [sig       ] [153/2211] Completed ATEN in 0.3s | 3.71 sym/s | Total: 41.2s | ETA: 9.2m
[2025-09-29T01:26:16.204035] [INFO ] [sig       ] [154/2211] Forecasting ATGE...
[2025-09-29T01:26:16.204109] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-09-29T01:26:16.204185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-09-29T01:26:16.215894] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ATGE'.
[2025-09-29T01:26:16.216265] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-09-29T01:26:16.245009] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:16.245996] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-09-29T01:26:16.246083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:16.246166] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:16.246240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:16.246348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:16.265456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:16.266376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:16.266511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:16.266586] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:16.314873] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:16.315103] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:16.315156] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:16.315193] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:16.319608] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: DOWN (p=9.76%)
[2025-09-29T01:26:16.320025] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-09-29T01:26:16.320231] [INFO ] [sig       ] ATGE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:16.486180] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ATGE.txt
[2025-09-29T01:26:16.486563] [INFO ] [sig       ] [154/2211] Completed ATGE in 0.3s | 3.71 sym/s | Total: 41.5s | ETA: 9.2m
[2025-09-29T01:26:16.486712] [INFO ] [sig       ] [155/2211] Forecasting ATHM...
[2025-09-29T01:26:16.486799] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-09-29T01:26:16.486928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-09-29T01:26:16.499279] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ATHM'.
[2025-09-29T01:26:16.499820] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-09-29T01:26:16.526181] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:16.527044] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-09-29T01:26:16.527128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:16.527203] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:16.527273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:16.527376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:16.544980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:16.545696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:16.545818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:16.545889] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:16.586089] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:16.586260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:16.586306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:16.586343] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:16.590205] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: UP (p=97.98%)
[2025-09-29T01:26:16.590549] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-09-29T01:26:16.590743] [INFO ] [sig       ] ATHM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:16.734847] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ATHM.txt
[2025-09-29T01:26:16.735170] [INFO ] [sig       ] [155/2211] Completed ATHM in 0.2s | 3.72 sym/s | Total: 41.7s | ETA: 9.2m
[2025-09-29T01:26:16.735252] [INFO ] [sig       ] [156/2211] Forecasting ATHS...
[2025-09-29T01:26:16.735319] [INFO ] [sig       ] Generating forecast for: ATHS
[2025-09-29T01:26:16.735374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHS' from 'https://tdm.silogroup.org/data/derivative_storage/ATHS.csv'.
[2025-09-29T01:26:16.747777] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ATHS'.
[2025-09-29T01:26:16.748387] [INFO ] [FORECASTER] Starting predict_future for ATHS
[2025-09-29T01:26:16.776130] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:16.777122] [DEBUG] [LOCAL     ] No optimal features file found for ATHS: ./output/feature-sets/ATHS.txt
[2025-09-29T01:26:16.777209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:16.777288] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:16.777361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:16.777476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:16.798318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:16.799591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:16.799757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:16.799841] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:16.848861] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:16.848984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:16.849030] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:16.849064] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:16.852589] [DEBUG] [FORECASTER] ATHS: Forecast T+1@11:T+2@11: UP (p=80.88%)
[2025-09-29T01:26:16.852933] [INFO ] [FORECASTER] Completed predict_future for ATHS
[2025-09-29T01:26:16.853129] [INFO ] [sig       ] ATHS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:17.013191] [INFO ] [LOCAL     ] Saved forecast: ATHS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ATHS.txt
[2025-09-29T01:26:17.013586] [INFO ] [sig       ] [156/2211] Completed ATHS in 0.3s | 3.71 sym/s | Total: 42.0s | ETA: 9.2m
[2025-09-29T01:26:17.013721] [INFO ] [sig       ] [157/2211] Forecasting ATI...
[2025-09-29T01:26:17.013826] [INFO ] [sig       ] Generating forecast for: ATI
[2025-09-29T01:26:17.013931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-09-29T01:26:17.025439] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ATI'.
[2025-09-29T01:26:17.025866] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-09-29T01:26:17.052664] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:17.053458] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-09-29T01:26:17.053557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:17.053681] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:17.053859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:17.054098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:17.072319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:17.072997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:17.073125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:17.073219] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:17.130723] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:17.130896] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:17.130948] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:17.130987] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:17.135313] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: DOWN (p=40.58%)
[2025-09-29T01:26:17.135689] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-09-29T01:26:17.135886] [INFO ] [sig       ] ATI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:17.290794] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ATI.txt
[2025-09-29T01:26:17.291097] [INFO ] [sig       ] [157/2211] Completed ATI in 0.3s | 3.71 sym/s | Total: 42.3s | ETA: 9.2m
[2025-09-29T01:26:17.291203] [INFO ] [sig       ] [158/2211] Forecasting ATKR...
[2025-09-29T01:26:17.291299] [INFO ] [sig       ] Generating forecast for: ATKR
[2025-09-29T01:26:17.291397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATKR' from 'https://tdm.silogroup.org/data/derivative_storage/ATKR.csv'.
[2025-09-29T01:26:17.302980] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ATKR'.
[2025-09-29T01:26:17.303362] [INFO ] [FORECASTER] Starting predict_future for ATKR
[2025-09-29T01:26:17.330299] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:17.331179] [DEBUG] [LOCAL     ] No optimal features file found for ATKR: ./output/feature-sets/ATKR.txt
[2025-09-29T01:26:17.331264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:17.331343] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:17.331431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:17.331624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:17.350859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:17.351522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:17.351668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:17.351761] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:17.409014] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:17.409149] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:17.409196] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:17.409233] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:17.413586] [DEBUG] [FORECASTER] ATKR: Forecast T+1@11:T+2@11: DOWN (p=4.38%)
[2025-09-29T01:26:17.413954] [INFO ] [FORECASTER] Completed predict_future for ATKR
[2025-09-29T01:26:17.414147] [INFO ] [sig       ] ATKR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:17.572823] [INFO ] [LOCAL     ] Saved forecast: ATKR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ATKR.txt
[2025-09-29T01:26:17.573082] [INFO ] [sig       ] [158/2211] Completed ATKR in 0.3s | 3.71 sym/s | Total: 42.6s | ETA: 9.2m
[2025-09-29T01:26:17.573165] [INFO ] [sig       ] [159/2211] Forecasting ATMU...
[2025-09-29T01:26:17.573239] [INFO ] [sig       ] Generating forecast for: ATMU
[2025-09-29T01:26:17.573313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATMU' from 'https://tdm.silogroup.org/data/derivative_storage/ATMU.csv'.
[2025-09-29T01:26:17.584119] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ATMU'.
[2025-09-29T01:26:17.584471] [INFO ] [FORECASTER] Starting predict_future for ATMU
[2025-09-29T01:26:17.611212] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:17.612195] [DEBUG] [LOCAL     ] No optimal features file found for ATMU: ./output/feature-sets/ATMU.txt
[2025-09-29T01:26:17.612297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:17.612442] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:17.612543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:17.612724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:17.631277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:17.632060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:17.632205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:17.632307] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:17.686584] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:17.686751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:17.686814] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:17.686895] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:17.690476] [DEBUG] [FORECASTER] ATMU: Forecast T+1@11:T+2@11: UP (p=78.88%)
[2025-09-29T01:26:17.690840] [INFO ] [FORECASTER] Completed predict_future for ATMU
[2025-09-29T01:26:17.691028] [INFO ] [sig       ] ATMU: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:17.842246] [INFO ] [LOCAL     ] Saved forecast: ATMU	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ATMU.txt
[2025-09-29T01:26:17.842503] [INFO ] [sig       ] [159/2211] Completed ATMU in 0.3s | 3.71 sym/s | Total: 42.8s | ETA: 9.2m
[2025-09-29T01:26:17.842598] [INFO ] [sig       ] [160/2211] Forecasting ATO...
[2025-09-29T01:26:17.842703] [INFO ] [sig       ] Generating forecast for: ATO
[2025-09-29T01:26:17.842779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-09-29T01:26:17.856410] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ATO'.
[2025-09-29T01:26:17.857023] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-09-29T01:26:17.884463] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:17.885474] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-09-29T01:26:17.885562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:17.885663] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:17.885754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:17.885912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:17.905605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:17.906690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:17.906859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:17.906950] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:17.969340] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:17.969737] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:17.969821] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:17.969862] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:17.974595] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: DOWN (p=23.61%)
[2025-09-29T01:26:17.974989] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-09-29T01:26:17.975189] [INFO ] [sig       ] ATO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:18.123842] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ATO.txt
[2025-09-29T01:26:18.124216] [INFO ] [sig       ] [160/2211] Completed ATO in 0.3s | 3.71 sym/s | Total: 43.1s | ETA: 9.2m
[2025-09-29T01:26:18.124317] [INFO ] [sig       ] [161/2211] Forecasting ATR...
[2025-09-29T01:26:18.124408] [INFO ] [sig       ] Generating forecast for: ATR
[2025-09-29T01:26:18.124505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATR' from 'https://tdm.silogroup.org/data/derivative_storage/ATR.csv'.
[2025-09-29T01:26:18.137795] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ATR'.
[2025-09-29T01:26:18.138246] [INFO ] [FORECASTER] Starting predict_future for ATR
[2025-09-29T01:26:18.164948] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:18.165862] [DEBUG] [LOCAL     ] No optimal features file found for ATR: ./output/feature-sets/ATR.txt
[2025-09-29T01:26:18.165948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:18.166026] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:18.166114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:18.166260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:18.184498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:18.185671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:18.185826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:18.185905] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:18.231563] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:18.231806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:18.231870] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:18.231907] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:18.235763] [DEBUG] [FORECASTER] ATR: Forecast T+1@11:T+2@11: DOWN (p=8.35%)
[2025-09-29T01:26:18.236095] [INFO ] [FORECASTER] Completed predict_future for ATR
[2025-09-29T01:26:18.236269] [INFO ] [sig       ] ATR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:18.388721] [INFO ] [LOCAL     ] Saved forecast: ATR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ATR.txt
[2025-09-29T01:26:18.389054] [INFO ] [sig       ] [161/2211] Completed ATR in 0.3s | 3.71 sym/s | Total: 43.4s | ETA: 9.2m
[2025-09-29T01:26:18.389228] [INFO ] [sig       ] [162/2211] Forecasting ATS...
[2025-09-29T01:26:18.389308] [INFO ] [sig       ] Generating forecast for: ATS
[2025-09-29T01:26:18.389383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATS' from 'https://tdm.silogroup.org/data/derivative_storage/ATS.csv'.
[2025-09-29T01:26:18.401244] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ATS'.
[2025-09-29T01:26:18.401882] [INFO ] [FORECASTER] Starting predict_future for ATS
[2025-09-29T01:26:18.431068] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:18.432442] [DEBUG] [LOCAL     ] No optimal features file found for ATS: ./output/feature-sets/ATS.txt
[2025-09-29T01:26:18.432540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:18.432620] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:18.432767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:18.432892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:18.451132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:18.451931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:18.452066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:18.452157] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:18.500692] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:18.500867] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:18.500918] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:18.500956] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:18.505178] [DEBUG] [FORECASTER] ATS: Forecast T+1@11:T+2@11: DOWN (p=46.40%)
[2025-09-29T01:26:18.505529] [INFO ] [FORECASTER] Completed predict_future for ATS
[2025-09-29T01:26:18.505745] [INFO ] [sig       ] ATS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:18.659625] [INFO ] [LOCAL     ] Saved forecast: ATS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ATS.txt
[2025-09-29T01:26:18.660094] [INFO ] [sig       ] [162/2211] Completed ATS in 0.3s | 3.71 sym/s | Total: 43.6s | ETA: 9.2m
[2025-09-29T01:26:18.660186] [INFO ] [sig       ] [163/2211] Forecasting ATUS...
[2025-09-29T01:26:18.660277] [INFO ] [sig       ] Generating forecast for: ATUS
[2025-09-29T01:26:18.660373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATUS' from 'https://tdm.silogroup.org/data/derivative_storage/ATUS.csv'.
[2025-09-29T01:26:18.671925] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ATUS'.
[2025-09-29T01:26:18.672383] [INFO ] [FORECASTER] Starting predict_future for ATUS
[2025-09-29T01:26:18.700286] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:18.701313] [DEBUG] [LOCAL     ] No optimal features file found for ATUS: ./output/feature-sets/ATUS.txt
[2025-09-29T01:26:18.701401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:18.701483] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:18.701572] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:18.701733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:18.719858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:18.720586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:18.720740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:18.720831] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:18.769953] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:18.770168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:18.770218] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:18.770254] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:18.774247] [DEBUG] [FORECASTER] ATUS: Forecast T+1@11:T+2@11: DOWN (p=11.30%)
[2025-09-29T01:26:18.774578] [INFO ] [FORECASTER] Completed predict_future for ATUS
[2025-09-29T01:26:18.774791] [INFO ] [sig       ] ATUS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:18.928853] [INFO ] [LOCAL     ] Saved forecast: ATUS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ATUS.txt
[2025-09-29T01:26:18.929227] [INFO ] [sig       ] [163/2211] Completed ATUS in 0.3s | 3.71 sym/s | Total: 43.9s | ETA: 9.2m
[2025-09-29T01:26:18.929342] [INFO ] [sig       ] [164/2211] Forecasting AU...
[2025-09-29T01:26:18.929430] [INFO ] [sig       ] Generating forecast for: AU
[2025-09-29T01:26:18.929510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AU' from 'https://tdm.silogroup.org/data/derivative_storage/AU.csv'.
[2025-09-29T01:26:18.941961] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AU'.
[2025-09-29T01:26:18.942436] [INFO ] [FORECASTER] Starting predict_future for AU
[2025-09-29T01:26:18.970241] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:18.971232] [DEBUG] [LOCAL     ] No optimal features file found for AU: ./output/feature-sets/AU.txt
[2025-09-29T01:26:18.971319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:18.971399] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:18.971471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:18.971580] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:18.989920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:18.990833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:18.990971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:18.991044] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:19.043004] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:19.043246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:19.043295] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:19.043332] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:19.047212] [DEBUG] [FORECASTER] AU: Forecast T+1@11:T+2@11: UP (p=71.40%)
[2025-09-29T01:26:19.047557] [INFO ] [FORECASTER] Completed predict_future for AU
[2025-09-29T01:26:19.047783] [INFO ] [sig       ] AU: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:19.202004] [INFO ] [LOCAL     ] Saved forecast: AU	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AU.txt
[2025-09-29T01:26:19.202401] [INFO ] [sig       ] [164/2211] Completed AU in 0.3s | 3.71 sym/s | Total: 44.2s | ETA: 9.2m
[2025-09-29T01:26:19.202491] [INFO ] [sig       ] [165/2211] Forecasting AUB...
[2025-09-29T01:26:19.202580] [INFO ] [sig       ] Generating forecast for: AUB
[2025-09-29T01:26:19.202699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-09-29T01:26:19.215333] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AUB'.
[2025-09-29T01:26:19.215978] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-09-29T01:26:19.243241] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:19.244277] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-09-29T01:26:19.244362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:19.244438] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:19.244508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:19.244609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:19.263041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:19.263824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:19.263950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:19.264021] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:19.308911] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:19.309119] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:19.309170] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:19.309206] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:19.313254] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: DOWN (p=28.82%)
[2025-09-29T01:26:19.313621] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-09-29T01:26:19.313875] [INFO ] [sig       ] AUB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:19.463706] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AUB.txt
[2025-09-29T01:26:19.464057] [INFO ] [sig       ] [165/2211] Completed AUB in 0.3s | 3.71 sym/s | Total: 44.5s | ETA: 9.2m
[2025-09-29T01:26:19.464143] [INFO ] [sig       ] [166/2211] Forecasting AUNA...
[2025-09-29T01:26:19.464217] [INFO ] [sig       ] Generating forecast for: AUNA
[2025-09-29T01:26:19.464293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUNA' from 'https://tdm.silogroup.org/data/derivative_storage/AUNA.csv'.
[2025-09-29T01:26:19.475870] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AUNA'.
[2025-09-29T01:26:19.476429] [INFO ] [FORECASTER] Starting predict_future for AUNA
[2025-09-29T01:26:19.504092] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:19.505046] [DEBUG] [LOCAL     ] No optimal features file found for AUNA: ./output/feature-sets/AUNA.txt
[2025-09-29T01:26:19.505134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:19.505213] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:19.505301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:19.505493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:19.524273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:19.525054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:19.525186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:19.525280] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:19.578056] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:19.578205] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:19.578250] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:19.578285] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:19.582039] [DEBUG] [FORECASTER] AUNA: Forecast T+1@11:T+2@11: UP (p=88.35%)
[2025-09-29T01:26:19.582350] [INFO ] [FORECASTER] Completed predict_future for AUNA
[2025-09-29T01:26:19.582527] [INFO ] [sig       ] AUNA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:19.733489] [INFO ] [LOCAL     ] Saved forecast: AUNA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AUNA.txt
[2025-09-29T01:26:19.733996] [INFO ] [sig       ] [166/2211] Completed AUNA in 0.3s | 3.71 sym/s | Total: 44.7s | ETA: 9.2m
[2025-09-29T01:26:19.734090] [INFO ] [sig       ] [167/2211] Forecasting AVA...
[2025-09-29T01:26:19.734191] [INFO ] [sig       ] Generating forecast for: AVA
[2025-09-29T01:26:19.734286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-09-29T01:26:19.746926] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AVA'.
[2025-09-29T01:26:19.747364] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-09-29T01:26:19.775557] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:19.776711] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-09-29T01:26:19.776796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:19.776899] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:19.776971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:19.777057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:19.795273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:19.795965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:19.796087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:19.796160] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:19.840744] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:19.840896] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:19.840942] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:19.840977] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:19.844486] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=4.65%)
[2025-09-29T01:26:19.844841] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-09-29T01:26:19.845034] [INFO ] [sig       ] AVA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:20.006253] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AVA.txt
[2025-09-29T01:26:20.006579] [INFO ] [sig       ] [167/2211] Completed AVA in 0.3s | 3.71 sym/s | Total: 45.0s | ETA: 9.2m
[2025-09-29T01:26:20.006689] [INFO ] [sig       ] [168/2211] Forecasting AVAL...
[2025-09-29T01:26:20.006765] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-09-29T01:26:20.006872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-09-29T01:26:20.021808] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AVAL'.
[2025-09-29T01:26:20.022587] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-09-29T01:26:20.052529] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:20.053519] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-09-29T01:26:20.053607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:20.053715] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:20.053790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:20.053877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:20.071960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:20.073013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:20.073138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:20.073210] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:20.109702] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:20.109918] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:20.109970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:20.110005] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:20.113794] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=76.44%)
[2025-09-29T01:26:20.114107] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-09-29T01:26:20.114268] [INFO ] [sig       ] AVAL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:20.269324] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AVAL.txt
[2025-09-29T01:26:20.269739] [INFO ] [sig       ] [168/2211] Completed AVAL in 0.3s | 3.71 sym/s | Total: 45.3s | ETA: 9.2m
[2025-09-29T01:26:20.269824] [INFO ] [sig       ] [169/2211] Forecasting AVB...
[2025-09-29T01:26:20.269896] [INFO ] [sig       ] Generating forecast for: AVB
[2025-09-29T01:26:20.269970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-09-29T01:26:20.285784] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AVB'.
[2025-09-29T01:26:20.286583] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-09-29T01:26:20.316202] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:20.317369] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-09-29T01:26:20.317471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:20.317570] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:20.317683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:20.317956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:20.336458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:20.337856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:20.338041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:20.338121] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:20.387784] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:20.388104] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:20.388166] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:20.388204] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:20.392873] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: DOWN (p=16.42%)
[2025-09-29T01:26:20.393225] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-09-29T01:26:20.393411] [INFO ] [sig       ] AVB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:20.541413] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AVB.txt
[2025-09-29T01:26:20.541843] [INFO ] [sig       ] [169/2211] Completed AVB in 0.3s | 3.71 sym/s | Total: 45.5s | ETA: 9.2m
[2025-09-29T01:26:20.541964] [INFO ] [sig       ] [170/2211] Forecasting AVD...
[2025-09-29T01:26:20.542056] [INFO ] [sig       ] Generating forecast for: AVD
[2025-09-29T01:26:20.542153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-09-29T01:26:20.554707] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AVD'.
[2025-09-29T01:26:20.555316] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-09-29T01:26:20.583672] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:20.584630] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-09-29T01:26:20.584742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:20.584823] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:20.584913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:20.585108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:20.604058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:20.605099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:20.605268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:20.605364] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:20.646920] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:20.647217] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:20.647297] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:20.647357] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:20.651924] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: DOWN (p=11.70%)
[2025-09-29T01:26:20.652288] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-09-29T01:26:20.652479] [INFO ] [sig       ] AVD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:20.814433] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AVD.txt
[2025-09-29T01:26:20.814945] [INFO ] [sig       ] [170/2211] Completed AVD in 0.3s | 3.71 sym/s | Total: 45.8s | ETA: 9.2m
[2025-09-29T01:26:20.815038] [INFO ] [sig       ] [171/2211] Forecasting AVK...
[2025-09-29T01:26:20.815128] [INFO ] [sig       ] Generating forecast for: AVK
[2025-09-29T01:26:20.815223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-09-29T01:26:20.827247] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AVK'.
[2025-09-29T01:26:20.827730] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-09-29T01:26:20.854853] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:20.855706] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-09-29T01:26:20.855791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:20.855868] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:20.855955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:20.856093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:20.873795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:20.874513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:20.874634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:20.874749] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:20.920495] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:20.920710] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:20.920782] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:20.920823] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:20.924596] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: DOWN (p=41.24%)
[2025-09-29T01:26:20.924962] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-09-29T01:26:20.925158] [INFO ] [sig       ] AVK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:21.077975] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AVK.txt
[2025-09-29T01:26:21.078425] [INFO ] [sig       ] [171/2211] Completed AVK in 0.3s | 3.71 sym/s | Total: 46.1s | ETA: 9.2m
[2025-09-29T01:26:21.078514] [INFO ] [sig       ] [172/2211] Forecasting AVNS...
[2025-09-29T01:26:21.078603] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-09-29T01:26:21.078717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-09-29T01:26:21.091398] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AVNS'.
[2025-09-29T01:26:21.091990] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-09-29T01:26:21.121512] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:21.122667] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-09-29T01:26:21.122795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:21.122891] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:21.122977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:21.123112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:21.143607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:21.144740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:21.144867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:21.144958] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:21.188531] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:21.188852] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:21.188923] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:21.188966] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:21.193780] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: DOWN (p=31.89%)
[2025-09-29T01:26:21.194424] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-09-29T01:26:21.194682] [INFO ] [sig       ] AVNS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:21.354614] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AVNS.txt
[2025-09-29T01:26:21.354959] [INFO ] [sig       ] [172/2211] Completed AVNS in 0.3s | 3.71 sym/s | Total: 46.3s | ETA: 9.2m
[2025-09-29T01:26:21.355041] [INFO ] [sig       ] [173/2211] Forecasting AVNT...
[2025-09-29T01:26:21.355119] [INFO ] [sig       ] Generating forecast for: AVNT
[2025-09-29T01:26:21.355193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNT' from 'https://tdm.silogroup.org/data/derivative_storage/AVNT.csv'.
[2025-09-29T01:26:21.367725] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AVNT'.
[2025-09-29T01:26:21.368279] [INFO ] [FORECASTER] Starting predict_future for AVNT
[2025-09-29T01:26:21.398487] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:21.399577] [DEBUG] [LOCAL     ] No optimal features file found for AVNT: ./output/feature-sets/AVNT.txt
[2025-09-29T01:26:21.399694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:21.399790] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:21.399880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:21.400022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:21.419111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:21.419988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:21.420127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:21.420217] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:21.466012] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:21.466292] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:21.466346] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:21.466383] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:21.470512] [DEBUG] [FORECASTER] AVNT: Forecast T+1@11:T+2@11: UP (p=92.39%)
[2025-09-29T01:26:21.470883] [INFO ] [FORECASTER] Completed predict_future for AVNT
[2025-09-29T01:26:21.471077] [INFO ] [sig       ] AVNT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:21.621352] [INFO ] [LOCAL     ] Saved forecast: AVNT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AVNT.txt
[2025-09-29T01:26:21.621857] [INFO ] [sig       ] [173/2211] Completed AVNT in 0.3s | 3.71 sym/s | Total: 46.6s | ETA: 9.2m
[2025-09-29T01:26:21.621976] [INFO ] [sig       ] [174/2211] Forecasting AVTR...
[2025-09-29T01:26:21.622059] [INFO ] [sig       ] Generating forecast for: AVTR
[2025-09-29T01:26:21.622154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTR' from 'https://tdm.silogroup.org/data/derivative_storage/AVTR.csv'.
[2025-09-29T01:26:21.636548] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AVTR'.
[2025-09-29T01:26:21.637259] [INFO ] [FORECASTER] Starting predict_future for AVTR
[2025-09-29T01:26:21.668531] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:21.669676] [DEBUG] [LOCAL     ] No optimal features file found for AVTR: ./output/feature-sets/AVTR.txt
[2025-09-29T01:26:21.669777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:21.669855] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:21.669931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:21.670048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:21.697061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:21.698322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:21.698466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:21.698539] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:21.745927] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:21.746159] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:21.746212] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:21.746250] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:21.750827] [DEBUG] [FORECASTER] AVTR: Forecast T+1@11:T+2@11: UP (p=98.09%)
[2025-09-29T01:26:21.751142] [INFO ] [FORECASTER] Completed predict_future for AVTR
[2025-09-29T01:26:21.751306] [INFO ] [sig       ] AVTR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:21.949116] [INFO ] [LOCAL     ] Saved forecast: AVTR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AVTR.txt
[2025-09-29T01:26:21.949464] [INFO ] [sig       ] [174/2211] Completed AVTR in 0.3s | 3.71 sym/s | Total: 46.9s | ETA: 9.2m
[2025-09-29T01:26:21.949550] [INFO ] [sig       ] [175/2211] Forecasting AVY...
[2025-09-29T01:26:21.949627] [INFO ] [sig       ] Generating forecast for: AVY
[2025-09-29T01:26:21.949728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-09-29T01:26:21.960746] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AVY'.
[2025-09-29T01:26:21.961206] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-09-29T01:26:21.992089] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:21.993092] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-09-29T01:26:21.993177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:21.993255] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:21.993331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:21.993437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:22.013333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:22.014342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:22.014470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:22.014545] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:22.064017] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:22.064247] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:22.064302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:22.064344] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:22.068343] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: UP (p=59.34%)
[2025-09-29T01:26:22.068797] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-09-29T01:26:22.068985] [INFO ] [sig       ] AVY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:22.222898] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AVY.txt
[2025-09-29T01:26:22.223196] [INFO ] [sig       ] [175/2211] Completed AVY in 0.3s | 3.71 sym/s | Total: 47.2s | ETA: 9.2m
[2025-09-29T01:26:22.223280] [INFO ] [sig       ] [176/2211] Forecasting AWF...
[2025-09-29T01:26:22.223382] [INFO ] [sig       ] Generating forecast for: AWF
[2025-09-29T01:26:22.223477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-09-29T01:26:22.236225] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AWF'.
[2025-09-29T01:26:22.236804] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-09-29T01:26:22.263815] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:22.264811] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-09-29T01:26:22.264897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:22.264973] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:22.265148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:22.265261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:22.282766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:22.283614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:22.283824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:22.283901] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:22.323593] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:22.323907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:22.323969] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:22.324006] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:22.328199] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: DOWN (p=36.19%)
[2025-09-29T01:26:22.328532] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-09-29T01:26:22.328736] [INFO ] [sig       ] AWF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:22.474816] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AWF.txt
[2025-09-29T01:26:22.475132] [INFO ] [sig       ] [176/2211] Completed AWF in 0.3s | 3.71 sym/s | Total: 47.5s | ETA: 9.1m
[2025-09-29T01:26:22.475214] [INFO ] [sig       ] [177/2211] Forecasting AWI...
[2025-09-29T01:26:22.475338] [INFO ] [sig       ] Generating forecast for: AWI
[2025-09-29T01:26:22.475429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-09-29T01:26:22.487633] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AWI'.
[2025-09-29T01:26:22.488082] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-09-29T01:26:22.514740] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:22.515561] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-09-29T01:26:22.515667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:22.515770] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:22.515858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:22.515995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:22.534254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:22.534992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:22.535143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:22.535235] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:22.585729] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:22.585875] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:22.585921] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:22.585958] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:22.589544] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2025-09-29T01:26:22.589886] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-09-29T01:26:22.590070] [INFO ] [sig       ] AWI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:22.741532] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AWI.txt
[2025-09-29T01:26:22.742341] [INFO ] [sig       ] [177/2211] Completed AWI in 0.3s | 3.71 sym/s | Total: 47.7s | ETA: 9.1m
[2025-09-29T01:26:22.742437] [INFO ] [sig       ] [178/2211] Forecasting AWK...
[2025-09-29T01:26:22.742512] [INFO ] [sig       ] Generating forecast for: AWK
[2025-09-29T01:26:22.742617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-09-29T01:26:22.755746] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AWK'.
[2025-09-29T01:26:22.756338] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-09-29T01:26:22.786521] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:22.788821] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-09-29T01:26:22.789030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:22.789109] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:22.789179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:22.789303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:22.809888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:22.810844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:22.810965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:22.811036] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:22.851468] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:22.851728] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:22.851844] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:22.851889] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:22.856379] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: DOWN (p=22.97%)
[2025-09-29T01:26:22.856927] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-09-29T01:26:22.857121] [INFO ] [sig       ] AWK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:23.019217] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AWK.txt
[2025-09-29T01:26:23.019537] [INFO ] [sig       ] [178/2211] Completed AWK in 0.3s | 3.71 sym/s | Total: 48.0s | ETA: 9.1m
[2025-09-29T01:26:23.019622] [INFO ] [sig       ] [179/2211] Forecasting AWP...
[2025-09-29T01:26:23.019724] [INFO ] [sig       ] Generating forecast for: AWP
[2025-09-29T01:26:23.019799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-09-29T01:26:23.036015] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AWP'.
[2025-09-29T01:26:23.036575] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-09-29T01:26:23.065542] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:23.066495] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-09-29T01:26:23.066598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:23.066706] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:23.066780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:23.066913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:23.086091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:23.086877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:23.087017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:23.087093] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:23.123741] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:23.123902] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:23.123949] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:23.123983] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:23.127606] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2025-09-29T01:26:23.127944] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-09-29T01:26:23.128115] [INFO ] [sig       ] AWP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:23.284471] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AWP.txt
[2025-09-29T01:26:23.284926] [INFO ] [sig       ] [179/2211] Completed AWP in 0.3s | 3.71 sym/s | Total: 48.3s | ETA: 9.1m
[2025-09-29T01:26:23.285059] [INFO ] [sig       ] [180/2211] Forecasting AWR...
[2025-09-29T01:26:23.285155] [INFO ] [sig       ] Generating forecast for: AWR
[2025-09-29T01:26:23.285249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWR' from 'https://tdm.silogroup.org/data/derivative_storage/AWR.csv'.
[2025-09-29T01:26:23.296458] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AWR'.
[2025-09-29T01:26:23.296888] [INFO ] [FORECASTER] Starting predict_future for AWR
[2025-09-29T01:26:23.324374] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:23.325376] [DEBUG] [LOCAL     ] No optimal features file found for AWR: ./output/feature-sets/AWR.txt
[2025-09-29T01:26:23.325462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:23.325537] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:23.325608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:23.325738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:23.344370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:23.345230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:23.345351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:23.345424] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:23.388172] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:23.388388] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:23.388442] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:23.388480] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:23.392432] [DEBUG] [FORECASTER] AWR: Forecast T+1@11:T+2@11: DOWN (p=30.86%)
[2025-09-29T01:26:23.392856] [INFO ] [FORECASTER] Completed predict_future for AWR
[2025-09-29T01:26:23.393040] [INFO ] [sig       ] AWR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:23.549308] [INFO ] [LOCAL     ] Saved forecast: AWR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AWR.txt
[2025-09-29T01:26:23.549715] [INFO ] [sig       ] [180/2211] Completed AWR in 0.3s | 3.71 sym/s | Total: 48.5s | ETA: 9.1m
[2025-09-29T01:26:23.549805] [INFO ] [sig       ] [181/2211] Forecasting AX...
[2025-09-29T01:26:23.549880] [INFO ] [sig       ] Generating forecast for: AX
[2025-09-29T01:26:23.550073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AX' from 'https://tdm.silogroup.org/data/derivative_storage/AX.csv'.
[2025-09-29T01:26:23.562052] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AX'.
[2025-09-29T01:26:23.562539] [INFO ] [FORECASTER] Starting predict_future for AX
[2025-09-29T01:26:23.591049] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:23.592074] [DEBUG] [LOCAL     ] No optimal features file found for AX: ./output/feature-sets/AX.txt
[2025-09-29T01:26:23.592160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:23.592240] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:23.592313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:23.592420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:23.611255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:23.612271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:23.612419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:23.612522] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:23.664974] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:23.665224] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:23.665302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:23.665365] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:23.669556] [DEBUG] [FORECASTER] AX: Forecast T+1@11:T+2@11: UP (p=72.88%)
[2025-09-29T01:26:23.669970] [INFO ] [FORECASTER] Completed predict_future for AX
[2025-09-29T01:26:23.670155] [INFO ] [sig       ] AX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:23.835860] [INFO ] [LOCAL     ] Saved forecast: AX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AX.txt
[2025-09-29T01:26:23.836185] [INFO ] [sig       ] [181/2211] Completed AX in 0.3s | 3.71 sym/s | Total: 48.8s | ETA: 9.1m
[2025-09-29T01:26:23.836272] [INFO ] [sig       ] [182/2211] Forecasting AXL...
[2025-09-29T01:26:23.836347] [INFO ] [sig       ] Generating forecast for: AXL
[2025-09-29T01:26:23.836422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-09-29T01:26:23.848677] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AXL'.
[2025-09-29T01:26:23.849130] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-09-29T01:26:23.878064] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:23.879104] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-09-29T01:26:23.879190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:23.879265] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:23.879334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:23.879439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:23.898685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:23.899487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:23.899607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:23.899702] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:23.941575] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:23.941812] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:23.941869] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:23.941904] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:23.946044] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: UP (p=51.61%)
[2025-09-29T01:26:23.946369] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-09-29T01:26:23.946802] [INFO ] [sig       ] AXL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:24.114331] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AXL.txt
[2025-09-29T01:26:24.114676] [INFO ] [sig       ] [182/2211] Completed AXL in 0.3s | 3.71 sym/s | Total: 49.1s | ETA: 9.1m
[2025-09-29T01:26:24.114771] [INFO ] [sig       ] [183/2211] Forecasting AXP...
[2025-09-29T01:26:24.114850] [INFO ] [sig       ] Generating forecast for: AXP
[2025-09-29T01:26:24.114901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-09-29T01:26:24.128229] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AXP'.
[2025-09-29T01:26:24.128857] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-09-29T01:26:24.158489] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:24.159517] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-09-29T01:26:24.159611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:24.159709] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:24.159780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:24.159886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:24.178739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:24.179765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:24.179904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:24.179981] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:24.222909] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:24.223142] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:24.223194] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:24.223230] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:24.227935] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=34.40%)
[2025-09-29T01:26:24.228364] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-09-29T01:26:24.228542] [INFO ] [sig       ] AXP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:24.411530] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AXP.txt
[2025-09-29T01:26:24.411930] [INFO ] [sig       ] [183/2211] Completed AXP in 0.3s | 3.70 sym/s | Total: 49.4s | ETA: 9.1m
[2025-09-29T01:26:24.412016] [INFO ] [sig       ] [184/2211] Forecasting AXR...
[2025-09-29T01:26:24.412090] [INFO ] [sig       ] Generating forecast for: AXR
[2025-09-29T01:26:24.412170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXR' from 'https://tdm.silogroup.org/data/derivative_storage/AXR.csv'.
[2025-09-29T01:26:24.424230] [DEBUG] [REMOTE    ] Successfully parsed 1818 rows of historical data for symbol 'AXR'.
[2025-09-29T01:26:24.424795] [INFO ] [FORECASTER] Starting predict_future for AXR
[2025-09-29T01:26:24.459705] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:24.461096] [DEBUG] [LOCAL     ] No optimal features file found for AXR: ./output/feature-sets/AXR.txt
[2025-09-29T01:26:24.461212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:24.461301] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:24.461379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:24.461505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:24.487949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:24.489285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:24.489448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:24.489566] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:24.532602] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:24.532870] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:24.532938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:24.532989] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:24.538064] [DEBUG] [FORECASTER] AXR: Forecast T+1@11:T+2@11: DOWN (p=12.74%)
[2025-09-29T01:26:24.538573] [INFO ] [FORECASTER] Completed predict_future for AXR
[2025-09-29T01:26:24.538805] [INFO ] [sig       ] AXR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:24.803356] [INFO ] [LOCAL     ] Saved forecast: AXR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AXR.txt
[2025-09-29T01:26:24.803826] [INFO ] [sig       ] [184/2211] Completed AXR in 0.4s | 3.70 sym/s | Total: 49.8s | ETA: 9.1m
[2025-09-29T01:26:24.805480] [INFO ] [sig       ] [185/2211] Forecasting AXS...
[2025-09-29T01:26:24.805549] [INFO ] [sig       ] Generating forecast for: AXS
[2025-09-29T01:26:24.805609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-09-29T01:26:24.823159] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AXS'.
[2025-09-29T01:26:24.823933] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-09-29T01:26:24.876025] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:24.878526] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-09-29T01:26:24.878674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:24.878768] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:24.878905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:24.879110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:24.908232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:24.910191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:24.910419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:24.910509] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:24.977582] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:24.977891] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:24.977979] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:24.978046] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:24.984968] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: DOWN (p=3.25%)
[2025-09-29T01:26:24.985859] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-09-29T01:26:24.986205] [INFO ] [sig       ] AXS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:25.188187] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AXS.txt
[2025-09-29T01:26:25.188595] [INFO ] [sig       ] [185/2211] Completed AXS in 0.4s | 3.69 sym/s | Total: 50.2s | ETA: 9.2m
[2025-09-29T01:26:25.188724] [INFO ] [sig       ] [186/2211] Forecasting AXTA...
[2025-09-29T01:26:25.188802] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-09-29T01:26:25.188878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-09-29T01:26:25.202164] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AXTA'.
[2025-09-29T01:26:25.202770] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-09-29T01:26:25.237620] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:25.238690] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-09-29T01:26:25.238811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:25.238892] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:25.238965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:25.239082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:25.260150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:25.261251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:25.261389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:25.261472] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:25.305370] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:25.305587] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:25.305639] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:25.305732] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:25.309865] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: UP (p=86.29%)
[2025-09-29T01:26:25.310256] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-09-29T01:26:25.310429] [INFO ] [sig       ] AXTA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:25.500294] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/AXTA.txt
[2025-09-29T01:26:25.500666] [INFO ] [sig       ] [186/2211] Completed AXTA in 0.3s | 3.68 sym/s | Total: 50.5s | ETA: 9.2m
[2025-09-29T01:26:25.500752] [INFO ] [sig       ] [187/2211] Forecasting AYI...
[2025-09-29T01:26:25.500826] [INFO ] [sig       ] Generating forecast for: AYI
[2025-09-29T01:26:25.500907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-09-29T01:26:25.512538] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'AYI'.
[2025-09-29T01:26:25.513077] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-09-29T01:26:25.544619] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:25.545739] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-09-29T01:26:25.545823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:25.545898] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:25.545969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:25.546072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:25.566320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:25.567476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:25.567638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:25.567737] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:25.607457] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:25.607716] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:25.607817] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:25.607881] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:25.612070] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=3.49%)
[2025-09-29T01:26:25.612558] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-09-29T01:26:25.612772] [INFO ] [sig       ] AYI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:25.802858] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AYI.txt
[2025-09-29T01:26:25.803154] [INFO ] [sig       ] [187/2211] Completed AYI in 0.3s | 3.68 sym/s | Total: 50.8s | ETA: 9.2m
[2025-09-29T01:26:25.803236] [INFO ] [sig       ] [188/2211] Forecasting AZO...
[2025-09-29T01:26:25.803307] [INFO ] [sig       ] Generating forecast for: AZO
[2025-09-29T01:26:25.803380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-09-29T01:26:25.818937] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AZO'.
[2025-09-29T01:26:25.819428] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-09-29T01:26:25.846628] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:25.847480] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-09-29T01:26:25.847563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:25.847639] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:25.847733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:25.847838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:25.867157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:25.867883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:25.867995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:25.868066] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:25.902260] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:25.902419] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:25.902467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:25.902503] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:25.907212] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: DOWN (p=13.35%)
[2025-09-29T01:26:25.907573] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-09-29T01:26:25.907777] [INFO ] [sig       ] AZO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:26.063561] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AZO.txt
[2025-09-29T01:26:26.063916] [INFO ] [sig       ] [188/2211] Completed AZO in 0.3s | 3.68 sym/s | Total: 51.1s | ETA: 9.2m
[2025-09-29T01:26:26.064001] [INFO ] [sig       ] [189/2211] Forecasting AZZ...
[2025-09-29T01:26:26.064085] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-09-29T01:26:26.064160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-09-29T01:26:26.075856] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AZZ'.
[2025-09-29T01:26:26.076353] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-09-29T01:26:26.110700] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:26.111669] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-09-29T01:26:26.111756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:26.111833] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:26.111903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:26.112009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:26.132365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:26.133427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:26.133570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:26.133666] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:26.165397] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:26.165567] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:26.165618] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:26.165691] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:26.169983] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=19.02%)
[2025-09-29T01:26:26.170385] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-09-29T01:26:26.170572] [INFO ] [sig       ] AZZ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:26.328954] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/AZZ.txt
[2025-09-29T01:26:26.329334] [INFO ] [sig       ] [189/2211] Completed AZZ in 0.3s | 3.68 sym/s | Total: 51.3s | ETA: 9.2m
[2025-09-29T01:26:26.329429] [INFO ] [sig       ] [190/2211] Forecasting BA...
[2025-09-29T01:26:26.329504] [INFO ] [sig       ] Generating forecast for: BA
[2025-09-29T01:26:26.329585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-09-29T01:26:26.341154] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BA'.
[2025-09-29T01:26:26.341670] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-09-29T01:26:26.370249] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:26.371245] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-09-29T01:26:26.371335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:26.371439] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:26.371538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:26.371674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:26.399759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:26.400800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:26.400938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:26.401108] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:26.440166] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:26.440368] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:26.440419] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:26.440456] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:26.444511] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: DOWN (p=8.62%)
[2025-09-29T01:26:26.444885] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-09-29T01:26:26.445057] [INFO ] [sig       ] BA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:26.606023] [INFO ] [LOCAL     ] Saved forecast: BA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BA.txt
[2025-09-29T01:26:26.606360] [INFO ] [sig       ] [190/2211] Completed BA in 0.3s | 3.68 sym/s | Total: 51.6s | ETA: 9.1m
[2025-09-29T01:26:26.606443] [INFO ] [sig       ] [191/2211] Forecasting BABA...
[2025-09-29T01:26:26.606521] [INFO ] [sig       ] Generating forecast for: BABA
[2025-09-29T01:26:26.606598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-09-29T01:26:26.620462] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BABA'.
[2025-09-29T01:26:26.620991] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-09-29T01:26:26.658204] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:26.659383] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-09-29T01:26:26.659486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:26.659594] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:26.659687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:26.659800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:26.685889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:26.686727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:26.686892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:26.686994] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:26.740166] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:26.740326] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:26.740380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:26.740424] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:26.745232] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=32.53%)
[2025-09-29T01:26:26.745601] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-09-29T01:26:26.745832] [INFO ] [sig       ] BABA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:26.961179] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BABA.txt
[2025-09-29T01:26:26.961499] [INFO ] [sig       ] [191/2211] Completed BABA in 0.4s | 3.68 sym/s | Total: 51.9s | ETA: 9.2m
[2025-09-29T01:26:26.961594] [INFO ] [sig       ] [192/2211] Forecasting BAC...
[2025-09-29T01:26:26.961708] [INFO ] [sig       ] Generating forecast for: BAC
[2025-09-29T01:26:26.961797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-09-29T01:26:26.974888] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BAC'.
[2025-09-29T01:26:26.975311] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-09-29T01:26:27.016300] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:27.017743] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-09-29T01:26:27.017838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:27.017942] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:27.018043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:27.018183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:27.037625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:27.038362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:27.038487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:27.038574] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:27.069621] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:27.069807] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:27.069859] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:27.069896] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:27.073797] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: UP (p=52.07%)
[2025-09-29T01:26:27.074145] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-09-29T01:26:27.074338] [INFO ] [sig       ] BAC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:27.228685] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BAC.txt
[2025-09-29T01:26:27.229040] [INFO ] [sig       ] [192/2211] Completed BAC in 0.3s | 3.68 sym/s | Total: 52.2s | ETA: 9.2m
[2025-09-29T01:26:27.229129] [INFO ] [sig       ] [193/2211] Forecasting BAH...
[2025-09-29T01:26:27.229217] [INFO ] [sig       ] Generating forecast for: BAH
[2025-09-29T01:26:27.229292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-09-29T01:26:27.241036] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BAH'.
[2025-09-29T01:26:27.241489] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-09-29T01:26:27.269460] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:27.270355] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-09-29T01:26:27.270438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:27.270533] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:27.270605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:27.270741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:27.290640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:27.291405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:27.291524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:27.291597] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:27.333772] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:27.333982] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:27.334033] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:27.334071] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:27.338253] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-09-29T01:26:27.338618] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-09-29T01:26:27.338820] [INFO ] [sig       ] BAH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:27.502926] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BAH.txt
[2025-09-29T01:26:27.503216] [INFO ] [sig       ] [193/2211] Completed BAH in 0.3s | 3.68 sym/s | Total: 52.5s | ETA: 9.1m
[2025-09-29T01:26:27.503302] [INFO ] [sig       ] [194/2211] Forecasting BAK...
[2025-09-29T01:26:27.503377] [INFO ] [sig       ] Generating forecast for: BAK
[2025-09-29T01:26:27.503452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-09-29T01:26:27.514999] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BAK'.
[2025-09-29T01:26:27.515416] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-09-29T01:26:27.542247] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:27.543161] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-09-29T01:26:27.543247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:27.543328] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:27.543404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:27.543505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:27.561367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:27.562119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:27.562260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:27.562332] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:27.603914] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:27.604104] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:27.604158] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:27.604196] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:27.608094] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: UP (p=75.13%)
[2025-09-29T01:26:27.608448] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-09-29T01:26:27.608634] [INFO ] [sig       ] BAK: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:27.775767] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BAK.txt
[2025-09-29T01:26:27.776330] [INFO ] [sig       ] [194/2211] Completed BAK in 0.3s | 3.68 sym/s | Total: 52.8s | ETA: 9.1m
[2025-09-29T01:26:27.776423] [INFO ] [sig       ] [195/2211] Forecasting BALL...
[2025-09-29T01:26:27.776501] [INFO ] [sig       ] Generating forecast for: BALL
[2025-09-29T01:26:27.776579] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-09-29T01:26:27.790060] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BALL'.
[2025-09-29T01:26:27.790555] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-09-29T01:26:27.819326] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:27.820339] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-09-29T01:26:27.820425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:27.820500] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:27.820570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:27.820694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:27.840304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:27.841350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:27.841532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:27.841668] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:27.882411] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:27.882623] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:27.882713] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:27.882768] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:27.886920] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: UP (p=60.54%)
[2025-09-29T01:26:27.887380] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-09-29T01:26:27.887562] [INFO ] [sig       ] BALL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:28.051372] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BALL.txt
[2025-09-29T01:26:28.051723] [INFO ] [sig       ] [195/2211] Completed BALL in 0.3s | 3.68 sym/s | Total: 53.0s | ETA: 9.1m
[2025-09-29T01:26:28.051809] [INFO ] [sig       ] [196/2211] Forecasting BAM...
[2025-09-29T01:26:28.051880] [INFO ] [sig       ] Generating forecast for: BAM
[2025-09-29T01:26:28.051957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-09-29T01:26:28.064171] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BAM'.
[2025-09-29T01:26:28.064719] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-09-29T01:26:28.093746] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:28.094849] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-09-29T01:26:28.094954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:28.095045] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:28.095128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:28.095281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:28.114009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:28.114822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:28.114940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:28.115030] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:28.151320] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:28.151514] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:28.151565] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:28.151602] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:28.155928] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=86.45%)
[2025-09-29T01:26:28.156278] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-09-29T01:26:28.156432] [INFO ] [sig       ] BAM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:28.311137] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BAM.txt
[2025-09-29T01:26:28.311430] [INFO ] [sig       ] [196/2211] Completed BAM in 0.3s | 3.68 sym/s | Total: 53.3s | ETA: 9.1m
[2025-09-29T01:26:28.311531] [INFO ] [sig       ] [197/2211] Forecasting BANC...
[2025-09-29T01:26:28.311615] [INFO ] [sig       ] Generating forecast for: BANC
[2025-09-29T01:26:28.311709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-09-29T01:26:28.323147] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BANC'.
[2025-09-29T01:26:28.323603] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-09-29T01:26:28.351172] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:28.352141] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-09-29T01:26:28.352225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:28.352300] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:28.352372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:28.352484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:28.371256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:28.372209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:28.372329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:28.372401] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:28.411003] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:28.411215] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:28.411264] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:28.411301] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:28.416552] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=22.09%)
[2025-09-29T01:26:28.417269] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-09-29T01:26:28.417540] [INFO ] [sig       ] BANC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:28.595053] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BANC.txt
[2025-09-29T01:26:28.595407] [INFO ] [sig       ] [197/2211] Completed BANC in 0.3s | 3.68 sym/s | Total: 53.6s | ETA: 9.1m
[2025-09-29T01:26:28.595493] [INFO ] [sig       ] [198/2211] Forecasting BAP...
[2025-09-29T01:26:28.595573] [INFO ] [sig       ] Generating forecast for: BAP
[2025-09-29T01:26:28.595675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-09-29T01:26:28.608896] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BAP'.
[2025-09-29T01:26:28.609405] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-09-29T01:26:28.638419] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:28.639594] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-09-29T01:26:28.639753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:28.639861] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:28.639933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:28.640084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:28.659499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:28.660288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:28.660448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:28.660527] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:28.699616] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:28.699872] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:28.699946] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:28.699988] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:28.704186] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2025-09-29T01:26:28.704597] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-09-29T01:26:28.704807] [INFO ] [sig       ] BAP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:28.867886] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BAP.txt
[2025-09-29T01:26:28.868264] [INFO ] [sig       ] [198/2211] Completed BAP in 0.3s | 3.68 sym/s | Total: 53.9s | ETA: 9.1m
[2025-09-29T01:26:28.868351] [INFO ] [sig       ] [199/2211] Forecasting BARK...
[2025-09-29T01:26:28.868425] [INFO ] [sig       ] Generating forecast for: BARK
[2025-09-29T01:26:28.868477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BARK' from 'https://tdm.silogroup.org/data/derivative_storage/BARK.csv'.
[2025-09-29T01:26:28.880344] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BARK'.
[2025-09-29T01:26:28.880845] [INFO ] [FORECASTER] Starting predict_future for BARK
[2025-09-29T01:26:28.910077] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:28.911014] [DEBUG] [LOCAL     ] No optimal features file found for BARK: ./output/feature-sets/BARK.txt
[2025-09-29T01:26:28.911097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:28.911174] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:28.911246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:28.911356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:28.931302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:28.932053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:28.932213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:28.932290] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:28.974185] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:28.974309] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:28.974410] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:28.974455] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:28.978012] [DEBUG] [FORECASTER] BARK: Forecast T+1@11:T+2@11: DOWN (p=11.44%)
[2025-09-29T01:26:28.978312] [INFO ] [FORECASTER] Completed predict_future for BARK
[2025-09-29T01:26:28.978477] [INFO ] [sig       ] BARK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:29.138540] [INFO ] [LOCAL     ] Saved forecast: BARK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BARK.txt
[2025-09-29T01:26:29.138874] [INFO ] [sig       ] [199/2211] Completed BARK in 0.3s | 3.68 sym/s | Total: 54.1s | ETA: 9.1m
[2025-09-29T01:26:29.138964] [INFO ] [sig       ] [200/2211] Forecasting BAX...
[2025-09-29T01:26:29.139036] [INFO ] [sig       ] Generating forecast for: BAX
[2025-09-29T01:26:29.139110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-09-29T01:26:29.152444] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BAX'.
[2025-09-29T01:26:29.153115] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-09-29T01:26:29.190604] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:29.191846] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-09-29T01:26:29.191954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:29.192066] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:29.192151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:29.192289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:29.218786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:29.219859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:29.220012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:29.220104] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:29.270129] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:29.270353] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:29.270423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:29.270488] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:29.274607] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: DOWN (p=41.19%)
[2025-09-29T01:26:29.274999] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-09-29T01:26:29.275210] [INFO ] [sig       ] BAX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:29.438985] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BAX.txt
[2025-09-29T01:26:29.439373] [INFO ] [sig       ] [200/2211] Completed BAX in 0.3s | 3.67 sym/s | Total: 54.4s | ETA: 9.1m
[2025-09-29T01:26:29.439465] [INFO ] [sig       ] [201/2211] Forecasting BB...
[2025-09-29T01:26:29.439537] [INFO ] [sig       ] Generating forecast for: BB
[2025-09-29T01:26:29.439611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-09-29T01:26:29.451977] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BB'.
[2025-09-29T01:26:29.452491] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-09-29T01:26:29.482693] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:29.483955] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-09-29T01:26:29.484058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:29.484149] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:29.484236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:29.484394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:29.506678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:29.507732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:29.507856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:29.507928] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:29.553370] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:29.553597] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:29.553698] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:29.553758] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:29.557932] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: DOWN (p=35.60%)
[2025-09-29T01:26:29.558269] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-09-29T01:26:29.558432] [INFO ] [sig       ] BB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:29.717238] [INFO ] [LOCAL     ] Saved forecast: BB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BB.txt
[2025-09-29T01:26:29.717562] [INFO ] [sig       ] [201/2211] Completed BB in 0.3s | 3.67 sym/s | Total: 54.7s | ETA: 9.1m
[2025-09-29T01:26:29.717670] [INFO ] [sig       ] [202/2211] Forecasting BBAI...
[2025-09-29T01:26:29.717747] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-09-29T01:26:29.717824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-09-29T01:26:29.729758] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBAI'.
[2025-09-29T01:26:29.730222] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-09-29T01:26:29.759006] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:29.760300] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-09-29T01:26:29.760411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:29.760514] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:29.760606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:29.760770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:29.781920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:29.782869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:29.782999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:29.783095] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:29.823951] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:29.824123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:29.824173] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:29.824210] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:29.827932] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: UP (p=63.38%)
[2025-09-29T01:26:29.828238] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-09-29T01:26:29.828395] [INFO ] [sig       ] BBAI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:29.975016] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BBAI.txt
[2025-09-29T01:26:29.975300] [INFO ] [sig       ] [202/2211] Completed BBAI in 0.3s | 3.68 sym/s | Total: 55.0s | ETA: 9.1m
[2025-09-29T01:26:29.975382] [INFO ] [sig       ] [203/2211] Forecasting BBAR...
[2025-09-29T01:26:29.975453] [INFO ] [sig       ] Generating forecast for: BBAR
[2025-09-29T01:26:29.975526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAR' from 'https://tdm.silogroup.org/data/derivative_storage/BBAR.csv'.
[2025-09-29T01:26:29.986241] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBAR'.
[2025-09-29T01:26:29.986575] [INFO ] [FORECASTER] Starting predict_future for BBAR
[2025-09-29T01:26:30.012675] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:30.013465] [DEBUG] [LOCAL     ] No optimal features file found for BBAR: ./output/feature-sets/BBAR.txt
[2025-09-29T01:26:30.013545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:30.013618] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:30.013709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:30.013811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:30.031576] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:30.032225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:30.032336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:30.032407] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:30.069969] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:30.070137] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:30.070184] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:30.070219] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:30.073977] [DEBUG] [FORECASTER] BBAR: Forecast T+1@11:T+2@11: UP (p=64.29%)
[2025-09-29T01:26:30.074281] [INFO ] [FORECASTER] Completed predict_future for BBAR
[2025-09-29T01:26:30.074436] [INFO ] [sig       ] BBAR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:30.227149] [INFO ] [LOCAL     ] Saved forecast: BBAR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BBAR.txt
[2025-09-29T01:26:30.227523] [INFO ] [sig       ] [203/2211] Completed BBAR in 0.3s | 3.68 sym/s | Total: 55.2s | ETA: 9.1m
[2025-09-29T01:26:30.227612] [INFO ] [sig       ] [204/2211] Forecasting BBD...
[2025-09-29T01:26:30.227706] [INFO ] [sig       ] Generating forecast for: BBD
[2025-09-29T01:26:30.227818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-09-29T01:26:30.242664] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBD'.
[2025-09-29T01:26:30.243109] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-09-29T01:26:30.270524] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:30.271467] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-09-29T01:26:30.271553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:30.271674] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:30.271755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:30.271885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:30.291524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:30.292391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:30.292532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:30.292608] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:30.331358] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:30.331538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:30.331586] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:30.331620] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:30.335448] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: UP (p=80.87%)
[2025-09-29T01:26:30.335812] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-09-29T01:26:30.335978] [INFO ] [sig       ] BBD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:30.483629] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BBD.txt
[2025-09-29T01:26:30.483993] [INFO ] [sig       ] [204/2211] Completed BBD in 0.3s | 3.68 sym/s | Total: 55.5s | ETA: 9.1m
[2025-09-29T01:26:30.484087] [INFO ] [sig       ] [205/2211] Forecasting BBDC...
[2025-09-29T01:26:30.484168] [INFO ] [sig       ] Generating forecast for: BBDC
[2025-09-29T01:26:30.484256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDC' from 'https://tdm.silogroup.org/data/derivative_storage/BBDC.csv'.
[2025-09-29T01:26:30.495071] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBDC'.
[2025-09-29T01:26:30.495549] [INFO ] [FORECASTER] Starting predict_future for BBDC
[2025-09-29T01:26:30.523307] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:30.524278] [DEBUG] [LOCAL     ] No optimal features file found for BBDC: ./output/feature-sets/BBDC.txt
[2025-09-29T01:26:30.524366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:30.524419] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:30.524489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:30.524608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:30.544351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:30.545349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:30.545513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:30.545593] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:30.589387] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:30.589634] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:30.589742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:30.589789] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:30.594219] [DEBUG] [FORECASTER] BBDC: Forecast T+1@11:T+2@11: DOWN (p=13.60%)
[2025-09-29T01:26:30.594577] [INFO ] [FORECASTER] Completed predict_future for BBDC
[2025-09-29T01:26:30.594782] [INFO ] [sig       ] BBDC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:30.753101] [INFO ] [LOCAL     ] Saved forecast: BBDC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BBDC.txt
[2025-09-29T01:26:30.753414] [INFO ] [sig       ] [205/2211] Completed BBDC in 0.3s | 3.68 sym/s | Total: 55.7s | ETA: 9.1m
[2025-09-29T01:26:30.753501] [INFO ] [sig       ] [206/2211] Forecasting BBDO...
[2025-09-29T01:26:30.753582] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-09-29T01:26:30.753691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-09-29T01:26:30.764796] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBDO'.
[2025-09-29T01:26:30.765487] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-09-29T01:26:30.794289] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:30.795221] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-09-29T01:26:30.795307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:30.795393] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:30.795475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:30.795597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:30.815098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:30.816121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:30.816266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:30.816340] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:30.851958] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:30.852139] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:30.852189] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:30.852225] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:30.856078] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: DOWN (p=4.38%)
[2025-09-29T01:26:30.856408] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-09-29T01:26:30.856574] [INFO ] [sig       ] BBDO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:31.015705] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BBDO.txt
[2025-09-29T01:26:31.016012] [INFO ] [sig       ] [206/2211] Completed BBDO in 0.3s | 3.68 sym/s | Total: 56.0s | ETA: 9.1m
[2025-09-29T01:26:31.016097] [INFO ] [sig       ] [207/2211] Forecasting BBN...
[2025-09-29T01:26:31.016170] [INFO ] [sig       ] Generating forecast for: BBN
[2025-09-29T01:26:31.016246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-09-29T01:26:31.027098] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBN'.
[2025-09-29T01:26:31.027546] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-09-29T01:26:31.056025] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:31.057107] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-09-29T01:26:31.057196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:31.057311] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:31.057405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:31.057547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:31.076474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:31.077440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:31.077562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:31.077684] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:31.115479] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:31.115684] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:31.115759] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:31.115800] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:31.119692] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: UP (p=95.11%)
[2025-09-29T01:26:31.120023] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-09-29T01:26:31.120181] [INFO ] [sig       ] BBN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:31.277048] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BBN.txt
[2025-09-29T01:26:31.277351] [INFO ] [sig       ] [207/2211] Completed BBN in 0.3s | 3.68 sym/s | Total: 56.3s | ETA: 9.1m
[2025-09-29T01:26:31.277433] [INFO ] [sig       ] [208/2211] Forecasting BBU...
[2025-09-29T01:26:31.277511] [INFO ] [sig       ] Generating forecast for: BBU
[2025-09-29T01:26:31.277590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBU' from 'https://tdm.silogroup.org/data/derivative_storage/BBU.csv'.
[2025-09-29T01:26:31.287320] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'BBU'.
[2025-09-29T01:26:31.287783] [INFO ] [FORECASTER] Starting predict_future for BBU
[2025-09-29T01:26:31.315031] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:31.315908] [DEBUG] [LOCAL     ] No optimal features file found for BBU: ./output/feature-sets/BBU.txt
[2025-09-29T01:26:31.315992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:31.316068] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:31.316139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:31.316246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:31.336071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:31.336841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:31.336960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:31.337032] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:31.373294] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:31.373479] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:31.373529] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:31.373566] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:31.377377] [DEBUG] [FORECASTER] BBU: Forecast T+1@11:T+2@11: DOWN (p=8.88%)
[2025-09-29T01:26:31.377803] [INFO ] [FORECASTER] Completed predict_future for BBU
[2025-09-29T01:26:31.377975] [INFO ] [sig       ] BBU: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:31.546114] [INFO ] [LOCAL     ] Saved forecast: BBU	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BBU.txt
[2025-09-29T01:26:31.546423] [INFO ] [sig       ] [208/2211] Completed BBU in 0.3s | 3.68 sym/s | Total: 56.5s | ETA: 9.1m
[2025-09-29T01:26:31.546522] [INFO ] [sig       ] [209/2211] Forecasting BBUC...
[2025-09-29T01:26:31.546597] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-09-29T01:26:31.546714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-09-29T01:26:31.560579] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBUC'.
[2025-09-29T01:26:31.561443] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-09-29T01:26:31.600602] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:31.601526] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-09-29T01:26:31.601610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:31.601711] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:31.601783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:31.601909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:31.621689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:31.622724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:31.622884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:31.622961] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:31.666203] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:31.666496] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:31.666572] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:31.666613] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:31.670988] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2025-09-29T01:26:31.671365] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-09-29T01:26:31.671543] [INFO ] [sig       ] BBUC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:31.837354] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BBUC.txt
[2025-09-29T01:26:31.837677] [INFO ] [sig       ] [209/2211] Completed BBUC in 0.3s | 3.68 sym/s | Total: 56.8s | ETA: 9.1m
[2025-09-29T01:26:31.837762] [INFO ] [sig       ] [210/2211] Forecasting BBVA...
[2025-09-29T01:26:31.837916] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-09-29T01:26:31.837968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-09-29T01:26:31.849745] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBVA'.
[2025-09-29T01:26:31.850209] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-09-29T01:26:31.879573] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:31.880610] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-09-29T01:26:31.880733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:31.880808] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:31.880880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:31.880985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:31.899467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:31.900421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:31.900578] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:31.900696] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:31.938026] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:31.938225] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:31.938278] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:31.938314] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:31.942457] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: UP (p=74.70%)
[2025-09-29T01:26:31.942824] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-09-29T01:26:31.942994] [INFO ] [sig       ] BBVA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:32.092919] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BBVA.txt
[2025-09-29T01:26:32.093306] [INFO ] [sig       ] [210/2211] Completed BBVA in 0.3s | 3.68 sym/s | Total: 57.1s | ETA: 9.1m
[2025-09-29T01:26:32.093404] [INFO ] [sig       ] [211/2211] Forecasting BBW...
[2025-09-29T01:26:32.093495] [INFO ] [sig       ] Generating forecast for: BBW
[2025-09-29T01:26:32.093590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBW' from 'https://tdm.silogroup.org/data/derivative_storage/BBW.csv'.
[2025-09-29T01:26:32.106528] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBW'.
[2025-09-29T01:26:32.107011] [INFO ] [FORECASTER] Starting predict_future for BBW
[2025-09-29T01:26:32.134120] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:32.134974] [DEBUG] [LOCAL     ] No optimal features file found for BBW: ./output/feature-sets/BBW.txt
[2025-09-29T01:26:32.135055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:32.135129] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:32.135199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:32.135302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:32.155206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:32.155901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:32.156018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:32.156090] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:32.194273] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:32.194433] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:32.194481] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:32.194518] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:32.198206] [DEBUG] [FORECASTER] BBW: Forecast T+1@11:T+2@11: DOWN (p=28.38%)
[2025-09-29T01:26:32.198515] [INFO ] [FORECASTER] Completed predict_future for BBW
[2025-09-29T01:26:32.198702] [INFO ] [sig       ] BBW: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:32.355822] [INFO ] [LOCAL     ] Saved forecast: BBW	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BBW.txt
[2025-09-29T01:26:32.356113] [INFO ] [sig       ] [211/2211] Completed BBW in 0.3s | 3.68 sym/s | Total: 57.3s | ETA: 9.1m
[2025-09-29T01:26:32.356195] [INFO ] [sig       ] [212/2211] Forecasting BBWI...
[2025-09-29T01:26:32.356266] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-09-29T01:26:32.356338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-09-29T01:26:32.366886] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBWI'.
[2025-09-29T01:26:32.367298] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-09-29T01:26:32.394418] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:32.395434] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-09-29T01:26:32.395521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:32.395604] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:32.395710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:32.395824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:32.415554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:32.416522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:32.416673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:32.416753] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:32.457206] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:32.457463] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:32.457580] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:32.457630] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:32.461604] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: UP (p=91.47%)
[2025-09-29T01:26:32.462025] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-09-29T01:26:32.462205] [INFO ] [sig       ] BBWI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:32.643433] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BBWI.txt
[2025-09-29T01:26:32.643755] [INFO ] [sig       ] [212/2211] Completed BBWI in 0.3s | 3.68 sym/s | Total: 57.6s | ETA: 9.1m
[2025-09-29T01:26:32.643841] [INFO ] [sig       ] [213/2211] Forecasting BBY...
[2025-09-29T01:26:32.643938] [INFO ] [sig       ] Generating forecast for: BBY
[2025-09-29T01:26:32.644015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-09-29T01:26:32.655090] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBY'.
[2025-09-29T01:26:32.655526] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-09-29T01:26:32.683080] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:32.683974] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-09-29T01:26:32.684057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:32.684131] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:32.684207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:32.684319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:32.702781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:32.703442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:32.703558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:32.703636] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:32.745754] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:32.745954] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:32.746029] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:32.746101] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:32.751034] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: DOWN (p=36.87%)
[2025-09-29T01:26:32.751474] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-09-29T01:26:32.751699] [INFO ] [sig       ] BBY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:32.921726] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BBY.txt
[2025-09-29T01:26:32.922143] [INFO ] [sig       ] [213/2211] Completed BBY in 0.3s | 3.68 sym/s | Total: 57.9s | ETA: 9.1m
[2025-09-29T01:26:32.922300] [INFO ] [sig       ] [214/2211] Forecasting BC...
[2025-09-29T01:26:32.922429] [INFO ] [sig       ] Generating forecast for: BC
[2025-09-29T01:26:32.922519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-09-29T01:26:32.938666] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BC'.
[2025-09-29T01:26:32.939294] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-09-29T01:26:32.993064] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:32.994080] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-09-29T01:26:32.994165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:32.994323] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:32.994400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:32.994553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:33.012611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:33.013709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:33.013851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:33.013974] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:33.054925] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:33.055138] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:33.055199] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:33.055239] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:33.059099] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=0.56%)
[2025-09-29T01:26:33.059420] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-09-29T01:26:33.059575] [INFO ] [sig       ] BC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:33.207381] [INFO ] [LOCAL     ] Saved forecast: BC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BC.txt
[2025-09-29T01:26:33.207703] [INFO ] [sig       ] [214/2211] Completed BC in 0.3s | 3.68 sym/s | Total: 58.2s | ETA: 9.1m
[2025-09-29T01:26:33.207790] [INFO ] [sig       ] [215/2211] Forecasting BCAT...
[2025-09-29T01:26:33.207937] [INFO ] [sig       ] Generating forecast for: BCAT
[2025-09-29T01:26:33.207990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAT' from 'https://tdm.silogroup.org/data/derivative_storage/BCAT.csv'.
[2025-09-29T01:26:33.219241] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BCAT'.
[2025-09-29T01:26:33.219766] [INFO ] [FORECASTER] Starting predict_future for BCAT
[2025-09-29T01:26:33.248512] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:33.249443] [DEBUG] [LOCAL     ] No optimal features file found for BCAT: ./output/feature-sets/BCAT.txt
[2025-09-29T01:26:33.249558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:33.249637] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:33.249733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:33.249840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:33.268949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:33.269975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:33.270094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:33.270167] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:33.307666] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:33.307865] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:33.307915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:33.307951] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:33.311802] [DEBUG] [FORECASTER] BCAT: Forecast T+1@11:T+2@11: UP (p=90.99%)
[2025-09-29T01:26:33.312175] [INFO ] [FORECASTER] Completed predict_future for BCAT
[2025-09-29T01:26:33.312355] [INFO ] [sig       ] BCAT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:33.463463] [INFO ] [LOCAL     ] Saved forecast: BCAT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BCAT.txt
[2025-09-29T01:26:33.463835] [INFO ] [sig       ] [215/2211] Completed BCAT in 0.3s | 3.68 sym/s | Total: 58.5s | ETA: 9.0m
[2025-09-29T01:26:33.463924] [INFO ] [sig       ] [216/2211] Forecasting BCC...
[2025-09-29T01:26:33.464006] [INFO ] [sig       ] Generating forecast for: BCC
[2025-09-29T01:26:33.464084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-09-29T01:26:33.475804] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BCC'.
[2025-09-29T01:26:33.476331] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-09-29T01:26:33.514755] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:33.516026] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-09-29T01:26:33.516165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:33.516264] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:33.516381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:33.516517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:33.535658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:33.536329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:33.536443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:33.536515] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:33.581034] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:33.581247] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:33.581349] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:33.581410] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:33.586087] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: UP (p=98.95%)
[2025-09-29T01:26:33.586476] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-09-29T01:26:33.586722] [INFO ] [sig       ] BCC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:33.745545] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BCC.txt
[2025-09-29T01:26:33.745974] [INFO ] [sig       ] [216/2211] Completed BCC in 0.3s | 3.68 sym/s | Total: 58.7s | ETA: 9.0m
[2025-09-29T01:26:33.746078] [INFO ] [sig       ] [217/2211] Forecasting BCE...
[2025-09-29T01:26:33.746156] [INFO ] [sig       ] Generating forecast for: BCE
[2025-09-29T01:26:33.746243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-09-29T01:26:33.758865] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BCE'.
[2025-09-29T01:26:33.759315] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-09-29T01:26:33.788853] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:33.789784] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-09-29T01:26:33.789869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:33.789946] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:33.790018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:33.790124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:33.814531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:33.815399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:33.815518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:33.815591] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:33.857979] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:33.858176] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:33.858228] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:33.858265] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:33.862936] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=28.10%)
[2025-09-29T01:26:33.863461] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-09-29T01:26:33.863733] [INFO ] [sig       ] BCE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:34.054750] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BCE.txt
[2025-09-29T01:26:34.055066] [INFO ] [sig       ] [217/2211] Completed BCE in 0.3s | 3.68 sym/s | Total: 59.0s | ETA: 9.0m
[2025-09-29T01:26:34.055166] [INFO ] [sig       ] [218/2211] Forecasting BCH...
[2025-09-29T01:26:34.055245] [INFO ] [sig       ] Generating forecast for: BCH
[2025-09-29T01:26:34.055324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-09-29T01:26:34.067782] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BCH'.
[2025-09-29T01:26:34.068221] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-09-29T01:26:34.095581] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:34.096488] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-09-29T01:26:34.096577] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:34.096690] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:34.096766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:34.096898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:34.116354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:34.117377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:34.117509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:34.117584] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:34.156091] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:34.156305] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:34.156358] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:34.156394] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:34.160489] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: DOWN (p=7.99%)
[2025-09-29T01:26:34.160939] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-09-29T01:26:34.161140] [INFO ] [sig       ] BCH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:34.314775] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BCH.txt
[2025-09-29T01:26:34.315077] [INFO ] [sig       ] [218/2211] Completed BCH in 0.3s | 3.68 sym/s | Total: 59.3s | ETA: 9.0m
[2025-09-29T01:26:34.315183] [INFO ] [sig       ] [219/2211] Forecasting BCO...
[2025-09-29T01:26:34.315270] [INFO ] [sig       ] Generating forecast for: BCO
[2025-09-29T01:26:34.315345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-09-29T01:26:34.326329] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BCO'.
[2025-09-29T01:26:34.326880] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-09-29T01:26:34.356543] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:34.358451] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-09-29T01:26:34.358638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:34.358741] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:34.358824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:34.358945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:34.379410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:34.380328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:34.380449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:34.380534] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:34.421317] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:34.421514] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:34.421583] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:34.421621] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:34.425628] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=4.18%)
[2025-09-29T01:26:34.425982] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-09-29T01:26:34.426156] [INFO ] [sig       ] BCO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:34.575062] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BCO.txt
[2025-09-29T01:26:34.575524] [INFO ] [sig       ] [219/2211] Completed BCO in 0.3s | 3.68 sym/s | Total: 59.6s | ETA: 9.0m
[2025-09-29T01:26:34.575609] [INFO ] [sig       ] [220/2211] Forecasting BCS...
[2025-09-29T01:26:34.575722] [INFO ] [sig       ] Generating forecast for: BCS
[2025-09-29T01:26:34.575856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-09-29T01:26:34.587039] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BCS'.
[2025-09-29T01:26:34.587430] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-09-29T01:26:34.619095] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:34.620160] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-09-29T01:26:34.620246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:34.620319] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:34.620388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:34.620492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:34.638742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:34.639686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:34.639818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:34.639891] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:34.679760] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:34.679988] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:34.680047] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:34.680085] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:34.685064] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: DOWN (p=7.46%)
[2025-09-29T01:26:34.685418] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-09-29T01:26:34.685587] [INFO ] [sig       ] BCS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:34.833283] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BCS.txt
[2025-09-29T01:26:34.833617] [INFO ] [sig       ] [220/2211] Completed BCS in 0.3s | 3.68 sym/s | Total: 59.8s | ETA: 9.0m
[2025-09-29T01:26:34.833727] [INFO ] [sig       ] [221/2211] Forecasting BCSF...
[2025-09-29T01:26:34.833809] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-09-29T01:26:34.833896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-09-29T01:26:34.846199] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BCSF'.
[2025-09-29T01:26:34.846731] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-09-29T01:26:34.878217] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:34.879333] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-09-29T01:26:34.879443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:34.879553] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:34.879708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:34.879864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:34.900234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:34.901370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:34.901513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:34.901620] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:34.942436] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:34.942687] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:34.942781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:34.942825] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:34.947437] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: UP (p=87.34%)
[2025-09-29T01:26:34.947863] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-09-29T01:26:34.948054] [INFO ] [sig       ] BCSF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:35.103315] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BCSF.txt
[2025-09-29T01:26:35.103744] [INFO ] [sig       ] [221/2211] Completed BCSF in 0.3s | 3.68 sym/s | Total: 1.0m | ETA: 9.0m
[2025-09-29T01:26:35.103865] [INFO ] [sig       ] [222/2211] Forecasting BCX...
[2025-09-29T01:26:35.103966] [INFO ] [sig       ] Generating forecast for: BCX
[2025-09-29T01:26:35.104061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-09-29T01:26:35.115949] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BCX'.
[2025-09-29T01:26:35.116492] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-09-29T01:26:35.144839] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:35.146074] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-09-29T01:26:35.146158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:35.146240] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:35.146320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:35.146468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:35.165925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:35.166900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:35.167025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:35.167104] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:35.209774] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:35.209986] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:35.210036] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:35.210072] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:35.213971] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: UP (p=75.91%)
[2025-09-29T01:26:35.214298] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-09-29T01:26:35.214456] [INFO ] [sig       ] BCX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:35.370319] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BCX.txt
[2025-09-29T01:26:35.370688] [INFO ] [sig       ] [222/2211] Completed BCX in 0.3s | 3.68 sym/s | Total: 1.0m | ETA: 9.0m
[2025-09-29T01:26:35.370774] [INFO ] [sig       ] [223/2211] Forecasting BDC...
[2025-09-29T01:26:35.370855] [INFO ] [sig       ] Generating forecast for: BDC
[2025-09-29T01:26:35.370938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-09-29T01:26:35.381824] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BDC'.
[2025-09-29T01:26:35.382273] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-09-29T01:26:35.408876] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:35.409784] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-09-29T01:26:35.409866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:35.409940] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:35.410009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:35.410113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:35.428170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:35.428861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:35.428972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:35.429043] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:35.470842] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:35.471010] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:35.471056] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:35.471090] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:35.474997] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: UP (p=80.50%)
[2025-09-29T01:26:35.475302] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-09-29T01:26:35.475458] [INFO ] [sig       ] BDC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:35.630217] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BDC.txt
[2025-09-29T01:26:35.630515] [INFO ] [sig       ] [223/2211] Completed BDC in 0.3s | 3.68 sym/s | Total: 1.0m | ETA: 9.0m
[2025-09-29T01:26:35.630597] [INFO ] [sig       ] [224/2211] Forecasting BDJ...
[2025-09-29T01:26:35.630768] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-09-29T01:26:35.630844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-09-29T01:26:35.641270] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BDJ'.
[2025-09-29T01:26:35.641725] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-09-29T01:26:35.668440] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:35.669406] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-09-29T01:26:35.669491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:35.669580] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:35.669689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:35.669795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:35.688007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:35.688914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:35.689029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:35.689114] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:35.728189] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:35.728390] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:35.728447] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:35.728484] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:35.732508] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: UP (p=96.65%)
[2025-09-29T01:26:35.732864] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-09-29T01:26:35.733039] [INFO ] [sig       ] BDJ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:35.894749] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BDJ.txt
[2025-09-29T01:26:35.895183] [INFO ] [sig       ] [224/2211] Completed BDJ in 0.3s | 3.68 sym/s | Total: 1.0m | ETA: 9.0m
[2025-09-29T01:26:35.895269] [INFO ] [sig       ] [225/2211] Forecasting BDN...
[2025-09-29T01:26:35.895354] [INFO ] [sig       ] Generating forecast for: BDN
[2025-09-29T01:26:35.895441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-09-29T01:26:35.908158] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BDN'.
[2025-09-29T01:26:35.908754] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-09-29T01:26:35.940553] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:35.941599] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-09-29T01:26:35.941711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:35.941788] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:35.941860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:35.941966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:35.963882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:35.965045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:35.965194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:35.965273] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:36.008149] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:36.008367] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:36.008420] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:36.008456] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:36.012717] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: DOWN (p=22.83%)
[2025-09-29T01:26:36.013154] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-09-29T01:26:36.013333] [INFO ] [sig       ] BDN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:36.171560] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BDN.txt
[2025-09-29T01:26:36.171896] [INFO ] [sig       ] [225/2211] Completed BDN in 0.3s | 3.68 sym/s | Total: 1.0m | ETA: 9.0m
[2025-09-29T01:26:36.171982] [INFO ] [sig       ] [226/2211] Forecasting BDX...
[2025-09-29T01:26:36.172056] [INFO ] [sig       ] Generating forecast for: BDX
[2025-09-29T01:26:36.172132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-09-29T01:26:36.183884] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BDX'.
[2025-09-29T01:26:36.184373] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-09-29T01:26:36.211193] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:36.212123] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-09-29T01:26:36.212206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:36.212279] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:36.212363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:36.212469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:36.231479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:36.232381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:36.232501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:36.232587] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:36.274235] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:36.274445] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:36.274513] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:36.274551] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:36.278499] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: DOWN (p=21.09%)
[2025-09-29T01:26:36.279004] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-09-29T01:26:36.279202] [INFO ] [sig       ] BDX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:36.429906] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BDX.txt
[2025-09-29T01:26:36.430196] [INFO ] [sig       ] [226/2211] Completed BDX in 0.3s | 3.68 sym/s | Total: 1.0m | ETA: 9.0m
[2025-09-29T01:26:36.430275] [INFO ] [sig       ] [227/2211] Forecasting BE...
[2025-09-29T01:26:36.430347] [INFO ] [sig       ] Generating forecast for: BE
[2025-09-29T01:26:36.430421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-09-29T01:26:36.441147] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BE'.
[2025-09-29T01:26:36.441589] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-09-29T01:26:36.468287] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:36.469265] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-09-29T01:26:36.469348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:36.469424] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:36.469494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:36.469598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:36.487860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:36.488733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:36.488848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:36.488919] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:36.532000] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:36.532192] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:36.532240] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:36.532275] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:36.536185] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: UP (p=69.58%)
[2025-09-29T01:26:36.536490] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-09-29T01:26:36.536669] [INFO ] [sig       ] BE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:36.690983] [INFO ] [LOCAL     ] Saved forecast: BE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BE.txt
[2025-09-29T01:26:36.691272] [INFO ] [sig       ] [227/2211] Completed BE in 0.3s | 3.68 sym/s | Total: 1.0m | ETA: 9.0m
[2025-09-29T01:26:36.691355] [INFO ] [sig       ] [228/2211] Forecasting BEKE...
[2025-09-29T01:26:36.691426] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-09-29T01:26:36.691474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-09-29T01:26:36.702524] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BEKE'.
[2025-09-29T01:26:36.703042] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-09-29T01:26:36.731629] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:36.732599] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-09-29T01:26:36.732721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:36.732798] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:36.732870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:36.732995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:36.753846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:36.754729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:36.754848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:36.754920] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:36.806085] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:36.806345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:36.806433] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:36.806496] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:36.811218] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: UP (p=51.09%)
[2025-09-29T01:26:36.811625] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-09-29T01:26:36.811833] [INFO ] [sig       ] BEKE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:36.969941] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BEKE.txt
[2025-09-29T01:26:36.970281] [INFO ] [sig       ] [228/2211] Completed BEKE in 0.3s | 3.68 sym/s | Total: 1.0m | ETA: 9.0m
[2025-09-29T01:26:36.970369] [INFO ] [sig       ] [229/2211] Forecasting BEN...
[2025-09-29T01:26:36.970444] [INFO ] [sig       ] Generating forecast for: BEN
[2025-09-29T01:26:36.970520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-09-29T01:26:36.982902] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BEN'.
[2025-09-29T01:26:36.983331] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-09-29T01:26:37.010943] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:37.011914] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-09-29T01:26:37.012001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:37.012078] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:37.012150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:37.012283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:37.031122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:37.032158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:37.032317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:37.032394] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:37.074303] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:37.074497] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:37.074547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:37.074585] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:37.078686] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=9.92%)
[2025-09-29T01:26:37.079018] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-09-29T01:26:37.079187] [INFO ] [sig       ] BEN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:37.238552] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BEN.txt
[2025-09-29T01:26:37.238904] [INFO ] [sig       ] [229/2211] Completed BEN in 0.3s | 3.68 sym/s | Total: 1.0m | ETA: 9.0m
[2025-09-29T01:26:37.238990] [INFO ] [sig       ] [230/2211] Forecasting BEP...
[2025-09-29T01:26:37.239064] [INFO ] [sig       ] Generating forecast for: BEP
[2025-09-29T01:26:37.239139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-09-29T01:26:37.250462] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BEP'.
[2025-09-29T01:26:37.250980] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-09-29T01:26:37.278594] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:37.279492] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-09-29T01:26:37.279580] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:37.279681] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:37.279756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:37.279864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:37.298293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:37.299132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:37.299252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:37.299327] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:37.338727] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:37.338941] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:37.338995] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:37.339033] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:37.342881] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: DOWN (p=19.05%)
[2025-09-29T01:26:37.343272] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-09-29T01:26:37.343461] [INFO ] [sig       ] BEP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:37.500836] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BEP.txt
[2025-09-29T01:26:37.501141] [INFO ] [sig       ] [230/2211] Completed BEP in 0.3s | 3.68 sym/s | Total: 1.0m | ETA: 9.0m
[2025-09-29T01:26:37.501228] [INFO ] [sig       ] [231/2211] Forecasting BEPC...
[2025-09-29T01:26:37.501301] [INFO ] [sig       ] Generating forecast for: BEPC
[2025-09-29T01:26:37.501377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPC' from 'https://tdm.silogroup.org/data/derivative_storage/BEPC.csv'.
[2025-09-29T01:26:37.512336] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BEPC'.
[2025-09-29T01:26:37.512808] [INFO ] [FORECASTER] Starting predict_future for BEPC
[2025-09-29T01:26:37.540161] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:37.541099] [DEBUG] [LOCAL     ] No optimal features file found for BEPC: ./output/feature-sets/BEPC.txt
[2025-09-29T01:26:37.541182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:37.541257] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:37.541344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:37.541464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:37.562262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:37.563257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:37.563387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:37.563479] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:37.610179] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:37.610432] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:37.610523] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:37.610607] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:37.615188] [DEBUG] [FORECASTER] BEPC: Forecast T+1@11:T+2@11: DOWN (p=23.51%)
[2025-09-29T01:26:37.615693] [INFO ] [FORECASTER] Completed predict_future for BEPC
[2025-09-29T01:26:37.615932] [INFO ] [sig       ] BEPC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:37.800545] [INFO ] [LOCAL     ] Saved forecast: BEPC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BEPC.txt
[2025-09-29T01:26:37.800933] [INFO ] [sig       ] [231/2211] Completed BEPC in 0.3s | 3.68 sym/s | Total: 1.0m | ETA: 9.0m
[2025-09-29T01:26:37.801024] [INFO ] [sig       ] [232/2211] Forecasting BEPH...
[2025-09-29T01:26:37.801099] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-09-29T01:26:37.801176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-09-29T01:26:37.812445] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BEPH'.
[2025-09-29T01:26:37.812860] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-09-29T01:26:37.844434] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:37.845510] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-09-29T01:26:37.845601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:37.845705] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:37.845778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:37.845928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:37.868179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:37.869174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:37.869312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:37.869389] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:37.911443] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:37.911679] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:37.911757] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:37.911798] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:37.916119] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: UP (p=51.58%)
[2025-09-29T01:26:37.916505] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-09-29T01:26:37.916713] [INFO ] [sig       ] BEPH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:38.076858] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BEPH.txt
[2025-09-29T01:26:38.077188] [INFO ] [sig       ] [232/2211] Completed BEPH in 0.3s | 3.68 sym/s | Total: 1.1m | ETA: 9.0m
[2025-09-29T01:26:38.077272] [INFO ] [sig       ] [233/2211] Forecasting BEPI...
[2025-09-29T01:26:38.077346] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-09-29T01:26:38.077421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-09-29T01:26:38.087696] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BEPI'.
[2025-09-29T01:26:38.088186] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-09-29T01:26:38.116053] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:38.117093] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-09-29T01:26:38.117178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:38.117253] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:38.117338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:38.117460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:38.135959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:38.136804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:38.136942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:38.137030] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:38.174370] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:38.174560] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:38.174659] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:38.174763] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:38.178903] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=98.57%)
[2025-09-29T01:26:38.179253] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-09-29T01:26:38.179415] [INFO ] [sig       ] BEPI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:38.334150] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BEPI.txt
[2025-09-29T01:26:38.334430] [INFO ] [sig       ] [233/2211] Completed BEPI in 0.3s | 3.68 sym/s | Total: 1.1m | ETA: 9.0m
[2025-09-29T01:26:38.334512] [INFO ] [sig       ] [234/2211] Forecasting BEPJ...
[2025-09-29T01:26:38.334694] [INFO ] [sig       ] Generating forecast for: BEPJ
[2025-09-29T01:26:38.334772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPJ' from 'https://tdm.silogroup.org/data/derivative_storage/BEPJ.csv'.
[2025-09-29T01:26:38.345135] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BEPJ'.
[2025-09-29T01:26:38.345528] [INFO ] [FORECASTER] Starting predict_future for BEPJ
[2025-09-29T01:26:38.379098] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:38.380139] [DEBUG] [LOCAL     ] No optimal features file found for BEPJ: ./output/feature-sets/BEPJ.txt
[2025-09-29T01:26:38.380232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:38.380316] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:38.380388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:38.380522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:38.398949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:38.399935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:38.400066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:38.400141] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:38.438202] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:38.438379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:38.438441] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:38.438504] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:38.442485] [DEBUG] [FORECASTER] BEPJ: Forecast T+1@11:T+2@11: UP (p=67.26%)
[2025-09-29T01:26:38.442990] [INFO ] [FORECASTER] Completed predict_future for BEPJ
[2025-09-29T01:26:38.443165] [INFO ] [sig       ] BEPJ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:38.593954] [INFO ] [LOCAL     ] Saved forecast: BEPJ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BEPJ.txt
[2025-09-29T01:26:38.594253] [INFO ] [sig       ] [234/2211] Completed BEPJ in 0.3s | 3.68 sym/s | Total: 1.1m | ETA: 9.0m
[2025-09-29T01:26:38.594337] [INFO ] [sig       ] [235/2211] Forecasting BFAM...
[2025-09-29T01:26:38.594409] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-09-29T01:26:38.594509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-09-29T01:26:38.605874] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BFAM'.
[2025-09-29T01:26:38.606250] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-09-29T01:26:38.639732] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:38.640954] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-09-29T01:26:38.641056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:38.641142] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:38.641231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:38.641406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:38.661076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:38.662106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:38.662238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:38.662326] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:38.706478] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:38.706716] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:38.706790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:38.706862] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:38.711129] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: DOWN (p=8.26%)
[2025-09-29T01:26:38.711576] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-09-29T01:26:38.711835] [INFO ] [sig       ] BFAM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:38.877909] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BFAM.txt
[2025-09-29T01:26:38.878211] [INFO ] [sig       ] [235/2211] Completed BFAM in 0.3s | 3.68 sym/s | Total: 1.1m | ETA: 9.0m
[2025-09-29T01:26:38.878294] [INFO ] [sig       ] [236/2211] Forecasting BFH...
[2025-09-29T01:26:38.878447] [INFO ] [sig       ] Generating forecast for: BFH
[2025-09-29T01:26:38.878521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-09-29T01:26:38.890401] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BFH'.
[2025-09-29T01:26:38.891020] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-09-29T01:26:38.919204] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:38.920106] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-09-29T01:26:38.920189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:38.920273] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:38.920344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:38.920455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:38.939260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:38.940034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:38.940152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:38.940224] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:38.982284] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:38.982484] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:38.982535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:38.982572] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:38.986382] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=32.62%)
[2025-09-29T01:26:38.986778] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-09-29T01:26:38.987032] [INFO ] [sig       ] BFH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:39.138275] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BFH.txt
[2025-09-29T01:26:39.138599] [INFO ] [sig       ] [236/2211] Completed BFH in 0.3s | 3.68 sym/s | Total: 1.1m | ETA: 8.9m
[2025-09-29T01:26:39.138711] [INFO ] [sig       ] [237/2211] Forecasting BFK...
[2025-09-29T01:26:39.138789] [INFO ] [sig       ] Generating forecast for: BFK
[2025-09-29T01:26:39.138874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-09-29T01:26:39.149578] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BFK'.
[2025-09-29T01:26:39.149996] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-09-29T01:26:39.177715] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:39.178730] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-09-29T01:26:39.178813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:39.178887] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:39.178940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:39.179052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:39.197954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:39.198789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:39.198906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:39.198988] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:39.240733] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:39.240948] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:39.241048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:39.241102] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:39.245090] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: UP (p=85.82%)
[2025-09-29T01:26:39.245406] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-09-29T01:26:39.245563] [INFO ] [sig       ] BFK: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:39.404156] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BFK.txt
[2025-09-29T01:26:39.404473] [INFO ] [sig       ] [237/2211] Completed BFK in 0.3s | 3.68 sym/s | Total: 1.1m | ETA: 8.9m
[2025-09-29T01:26:39.404593] [INFO ] [sig       ] [238/2211] Forecasting BFLY...
[2025-09-29T01:26:39.404701] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-09-29T01:26:39.404830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-09-29T01:26:39.416869] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BFLY'.
[2025-09-29T01:26:39.417319] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-09-29T01:26:39.445245] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:39.446153] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-09-29T01:26:39.446238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:39.446338] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:39.446426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:39.446568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:39.465274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:39.466232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:39.466399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:39.466477] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:39.507614] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:39.507822] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:39.507877] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:39.507914] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:39.511680] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2025-09-29T01:26:39.512005] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-09-29T01:26:39.512177] [INFO ] [sig       ] BFLY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:39.675385] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BFLY.txt
[2025-09-29T01:26:39.675736] [INFO ] [sig       ] [238/2211] Completed BFLY in 0.3s | 3.68 sym/s | Total: 1.1m | ETA: 8.9m
[2025-09-29T01:26:39.675833] [INFO ] [sig       ] [239/2211] Forecasting BFS...
[2025-09-29T01:26:39.675908] [INFO ] [sig       ] Generating forecast for: BFS
[2025-09-29T01:26:39.676003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-09-29T01:26:39.686784] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BFS'.
[2025-09-29T01:26:39.687378] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-09-29T01:26:39.718547] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:39.719698] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-09-29T01:26:39.719808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:39.719901] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:39.719987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:39.720123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:39.742243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:39.743285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:39.743408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:39.743498] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:39.781613] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:39.781856] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:39.781911] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:39.781948] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:39.785869] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: UP (p=51.92%)
[2025-09-29T01:26:39.786245] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-09-29T01:26:39.786425] [INFO ] [sig       ] BFS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:39.936416] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BFS.txt
[2025-09-29T01:26:39.936737] [INFO ] [sig       ] [239/2211] Completed BFS in 0.3s | 3.68 sym/s | Total: 1.1m | ETA: 8.9m
[2025-09-29T01:26:39.936849] [INFO ] [sig       ] [240/2211] Forecasting BFZ...
[2025-09-29T01:26:39.936963] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-09-29T01:26:39.937053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-09-29T01:26:39.949372] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BFZ'.
[2025-09-29T01:26:39.949900] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-09-29T01:26:39.978781] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:39.980126] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-09-29T01:26:39.980229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:39.980319] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:39.980405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:39.980547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:40.002737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:40.003833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:40.003960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:40.004033] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:40.045340] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:40.045553] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:40.045607] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:40.045688] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:40.049918] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: DOWN (p=28.91%)
[2025-09-29T01:26:40.050250] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-09-29T01:26:40.050411] [INFO ] [sig       ] BFZ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:40.208197] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BFZ.txt
[2025-09-29T01:26:40.208517] [INFO ] [sig       ] [240/2211] Completed BFZ in 0.3s | 3.68 sym/s | Total: 1.1m | ETA: 8.9m
[2025-09-29T01:26:40.208632] [INFO ] [sig       ] [241/2211] Forecasting BG...
[2025-09-29T01:26:40.208728] [INFO ] [sig       ] Generating forecast for: BG
[2025-09-29T01:26:40.208804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-09-29T01:26:40.219444] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BG'.
[2025-09-29T01:26:40.219943] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-09-29T01:26:40.247814] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:40.248951] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-09-29T01:26:40.249038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:40.249114] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:40.249194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:40.249278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:40.269564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:40.270336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:40.270453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:40.270529] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:40.307362] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:40.307546] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:40.307597] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:40.307634] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:40.311627] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: UP (p=85.96%)
[2025-09-29T01:26:40.311977] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-09-29T01:26:40.312134] [INFO ] [sig       ] BG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:40.468219] [INFO ] [LOCAL     ] Saved forecast: BG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BG.txt
[2025-09-29T01:26:40.468507] [INFO ] [sig       ] [241/2211] Completed BG in 0.3s | 3.68 sym/s | Total: 1.1m | ETA: 8.9m
[2025-09-29T01:26:40.468592] [INFO ] [sig       ] [242/2211] Forecasting BGB...
[2025-09-29T01:26:40.468693] [INFO ] [sig       ] Generating forecast for: BGB
[2025-09-29T01:26:40.468769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-09-29T01:26:40.480419] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BGB'.
[2025-09-29T01:26:40.480873] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-09-29T01:26:40.508894] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:40.509972] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-09-29T01:26:40.510057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:40.510140] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:40.510227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:40.510361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:40.532377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:40.533350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:40.533468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:40.533540] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:40.575001] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:40.575282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:40.575356] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:40.575399] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:40.580365] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: DOWN (p=45.04%)
[2025-09-29T01:26:40.580815] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-09-29T01:26:40.581017] [INFO ] [sig       ] BGB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:40.733767] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BGB.txt
[2025-09-29T01:26:40.734156] [INFO ] [sig       ] [242/2211] Completed BGB in 0.3s | 3.68 sym/s | Total: 1.1m | ETA: 8.9m
[2025-09-29T01:26:40.734257] [INFO ] [sig       ] [243/2211] Forecasting BGH...
[2025-09-29T01:26:40.734342] [INFO ] [sig       ] Generating forecast for: BGH
[2025-09-29T01:26:40.734443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-09-29T01:26:40.752034] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BGH'.
[2025-09-29T01:26:40.752599] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-09-29T01:26:40.791708] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:40.792608] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-09-29T01:26:40.792720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:40.792797] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:40.792870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:40.792976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:40.812282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:40.813042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:40.813162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:40.813235] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:40.857750] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:40.857934] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:40.857987] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:40.858023] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:40.861788] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: DOWN (p=47.36%)
[2025-09-29T01:26:40.862092] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-09-29T01:26:40.862244] [INFO ] [sig       ] BGH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:41.022611] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BGH.txt
[2025-09-29T01:26:41.022945] [INFO ] [sig       ] [243/2211] Completed BGH in 0.3s | 3.68 sym/s | Total: 1.1m | ETA: 8.9m
[2025-09-29T01:26:41.023032] [INFO ] [sig       ] [244/2211] Forecasting BGR...
[2025-09-29T01:26:41.023110] [INFO ] [sig       ] Generating forecast for: BGR
[2025-09-29T01:26:41.023184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGR' from 'https://tdm.silogroup.org/data/derivative_storage/BGR.csv'.
[2025-09-29T01:26:41.033760] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BGR'.
[2025-09-29T01:26:41.034123] [INFO ] [FORECASTER] Starting predict_future for BGR
[2025-09-29T01:26:41.062286] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:41.063211] [DEBUG] [LOCAL     ] No optimal features file found for BGR: ./output/feature-sets/BGR.txt
[2025-09-29T01:26:41.063296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:41.063394] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:41.063466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:41.063572] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:41.084700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:41.085805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:41.085950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:41.086025] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:41.124405] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:41.124598] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:41.124671] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:41.124740] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:41.128902] [DEBUG] [FORECASTER] BGR: Forecast T+1@11:T+2@11: UP (p=84.11%)
[2025-09-29T01:26:41.129243] [INFO ] [FORECASTER] Completed predict_future for BGR
[2025-09-29T01:26:41.129426] [INFO ] [sig       ] BGR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:41.304514] [INFO ] [LOCAL     ] Saved forecast: BGR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BGR.txt
[2025-09-29T01:26:41.304851] [INFO ] [sig       ] [244/2211] Completed BGR in 0.3s | 3.68 sym/s | Total: 1.1m | ETA: 8.9m
[2025-09-29T01:26:41.304936] [INFO ] [sig       ] [245/2211] Forecasting BGS...
[2025-09-29T01:26:41.305010] [INFO ] [sig       ] Generating forecast for: BGS
[2025-09-29T01:26:41.305085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-09-29T01:26:41.316079] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BGS'.
[2025-09-29T01:26:41.316537] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-09-29T01:26:41.345185] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:41.346229] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-09-29T01:26:41.346313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:41.346410] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:41.346502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:41.346666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:41.366721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:41.367796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:41.367921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:41.368018] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:41.408989] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:41.409208] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:41.409263] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:41.409300] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:41.413295] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: DOWN (p=45.18%)
[2025-09-29T01:26:41.413683] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-09-29T01:26:41.413909] [INFO ] [sig       ] BGS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:41.577327] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BGS.txt
[2025-09-29T01:26:41.577609] [INFO ] [sig       ] [245/2211] Completed BGS in 0.3s | 3.68 sym/s | Total: 1.1m | ETA: 8.9m
[2025-09-29T01:26:41.577751] [INFO ] [sig       ] [246/2211] Forecasting BGSF...
[2025-09-29T01:26:41.577847] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-09-29T01:26:41.577946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-09-29T01:26:41.588402] [DEBUG] [REMOTE    ] Successfully parsed 1818 rows of historical data for symbol 'BGSF'.
[2025-09-29T01:26:41.588826] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-09-29T01:26:41.617267] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:41.618280] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-09-29T01:26:41.618369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:41.618445] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:41.618518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:41.618624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:41.638118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:41.639032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:41.639155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:41.639228] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:41.680079] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:41.680295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:41.680347] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:41.680384] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:41.684604] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=26.64%)
[2025-09-29T01:26:41.685023] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-09-29T01:26:41.685200] [INFO ] [sig       ] BGSF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:41.861271] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BGSF.txt
[2025-09-29T01:26:41.861688] [INFO ] [sig       ] [246/2211] Completed BGSF in 0.3s | 3.68 sym/s | Total: 1.1m | ETA: 8.9m
[2025-09-29T01:26:41.861786] [INFO ] [sig       ] [247/2211] Forecasting BGT...
[2025-09-29T01:26:41.861863] [INFO ] [sig       ] Generating forecast for: BGT
[2025-09-29T01:26:41.861944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGT' from 'https://tdm.silogroup.org/data/derivative_storage/BGT.csv'.
[2025-09-29T01:26:41.873852] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BGT'.
[2025-09-29T01:26:41.874310] [INFO ] [FORECASTER] Starting predict_future for BGT
[2025-09-29T01:26:41.903723] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:41.904884] [DEBUG] [LOCAL     ] No optimal features file found for BGT: ./output/feature-sets/BGT.txt
[2025-09-29T01:26:41.904987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:41.905083] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:41.905178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:41.905322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:41.924285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:41.925230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:41.925400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:41.925486] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:41.963830] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:41.964070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:41.964124] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:41.964187] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:41.968436] [DEBUG] [FORECASTER] BGT: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2025-09-29T01:26:41.968880] [INFO ] [FORECASTER] Completed predict_future for BGT
[2025-09-29T01:26:41.969061] [INFO ] [sig       ] BGT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:42.128679] [INFO ] [LOCAL     ] Saved forecast: BGT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BGT.txt
[2025-09-29T01:26:42.128967] [INFO ] [sig       ] [247/2211] Completed BGT in 0.3s | 3.68 sym/s | Total: 1.1m | ETA: 8.9m
[2025-09-29T01:26:42.129049] [INFO ] [sig       ] [248/2211] Forecasting BGX...
[2025-09-29T01:26:42.129121] [INFO ] [sig       ] Generating forecast for: BGX
[2025-09-29T01:26:42.129194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-09-29T01:26:42.140425] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BGX'.
[2025-09-29T01:26:42.140942] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-09-29T01:26:42.169127] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:42.170099] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-09-29T01:26:42.170185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:42.170260] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:42.170331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:42.170458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:42.189036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:42.189883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:42.190006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:42.190090] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:42.229546] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:42.229784] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:42.229850] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:42.229890] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:42.234213] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=92.70%)
[2025-09-29T01:26:42.234550] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-09-29T01:26:42.234738] [INFO ] [sig       ] BGX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:42.400148] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BGX.txt
[2025-09-29T01:26:42.400484] [INFO ] [sig       ] [248/2211] Completed BGX in 0.3s | 3.68 sym/s | Total: 1.1m | ETA: 8.9m
[2025-09-29T01:26:42.400574] [INFO ] [sig       ] [249/2211] Forecasting BGY...
[2025-09-29T01:26:42.400683] [INFO ] [sig       ] Generating forecast for: BGY
[2025-09-29T01:26:42.400769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-09-29T01:26:42.410964] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BGY'.
[2025-09-29T01:26:42.411407] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-09-29T01:26:42.440993] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:42.441981] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-09-29T01:26:42.442072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:42.442152] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:42.442228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:42.442335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:42.463578] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:42.464330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:42.464449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:42.464522] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:42.502217] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:42.502374] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:42.502426] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:42.502469] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:42.506585] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=10.08%)
[2025-09-29T01:26:42.507003] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-09-29T01:26:42.507188] [INFO ] [sig       ] BGY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:42.674564] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BGY.txt
[2025-09-29T01:26:42.674932] [INFO ] [sig       ] [249/2211] Completed BGY in 0.3s | 3.68 sym/s | Total: 1.1m | ETA: 8.9m
[2025-09-29T01:26:42.675014] [INFO ] [sig       ] [250/2211] Forecasting BH...
[2025-09-29T01:26:42.675110] [INFO ] [sig       ] Generating forecast for: BH
[2025-09-29T01:26:42.675212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BH' from 'https://tdm.silogroup.org/data/derivative_storage/BH.csv'.
[2025-09-29T01:26:42.684998] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BH'.
[2025-09-29T01:26:42.685349] [INFO ] [FORECASTER] Starting predict_future for BH
[2025-09-29T01:26:42.713336] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:42.714250] [DEBUG] [LOCAL     ] No optimal features file found for BH: ./output/feature-sets/BH.txt
[2025-09-29T01:26:42.714335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:42.714413] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:42.714488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:42.714593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:42.733934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:42.734937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:42.735057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:42.735133] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:42.774425] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:42.774623] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:42.774710] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:42.774767] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:42.778717] [DEBUG] [FORECASTER] BH: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-09-29T01:26:42.779060] [INFO ] [FORECASTER] Completed predict_future for BH
[2025-09-29T01:26:42.779216] [INFO ] [sig       ] BH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:42.941135] [INFO ] [LOCAL     ] Saved forecast: BH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BH.txt
[2025-09-29T01:26:42.941435] [INFO ] [sig       ] [250/2211] Completed BH in 0.3s | 3.68 sym/s | Total: 1.1m | ETA: 8.9m
[2025-09-29T01:26:42.941519] [INFO ] [sig       ] [251/2211] Forecasting BHC...
[2025-09-29T01:26:42.941597] [INFO ] [sig       ] Generating forecast for: BHC
[2025-09-29T01:26:42.941697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-09-29T01:26:42.951439] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BHC'.
[2025-09-29T01:26:42.951835] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-09-29T01:26:42.979551] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:42.980533] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-09-29T01:26:42.980620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:42.980719] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:42.980790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:42.980895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:42.999622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:43.000342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:43.000461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:43.000533] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:43.040462] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:43.040761] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:43.040835] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:43.040876] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:43.045430] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: UP (p=78.17%)
[2025-09-29T01:26:43.045858] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-09-29T01:26:43.046063] [INFO ] [sig       ] BHC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:43.201858] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BHC.txt
[2025-09-29T01:26:43.202159] [INFO ] [sig       ] [251/2211] Completed BHC in 0.3s | 3.68 sym/s | Total: 1.1m | ETA: 8.9m
[2025-09-29T01:26:43.202266] [INFO ] [sig       ] [252/2211] Forecasting BHE...
[2025-09-29T01:26:43.202350] [INFO ] [sig       ] Generating forecast for: BHE
[2025-09-29T01:26:43.202437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-09-29T01:26:43.213956] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BHE'.
[2025-09-29T01:26:43.214410] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-09-29T01:26:43.242006] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:43.242926] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-09-29T01:26:43.243009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:43.243086] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:43.243157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:43.243263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:43.262025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:43.262745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:43.262862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:43.262936] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:43.303236] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:43.303367] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:43.303411] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:43.303447] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:43.307098] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=78.40%)
[2025-09-29T01:26:43.307390] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-09-29T01:26:43.307596] [INFO ] [sig       ] BHE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:43.468131] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BHE.txt
[2025-09-29T01:26:43.468385] [INFO ] [sig       ] [252/2211] Completed BHE in 0.3s | 3.68 sym/s | Total: 1.1m | ETA: 8.9m
[2025-09-29T01:26:43.468464] [INFO ] [sig       ] [253/2211] Forecasting BHK...
[2025-09-29T01:26:43.468566] [INFO ] [sig       ] Generating forecast for: BHK
[2025-09-29T01:26:43.468665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-09-29T01:26:43.481305] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BHK'.
[2025-09-29T01:26:43.481930] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-09-29T01:26:43.517466] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:43.518439] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-09-29T01:26:43.518532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:43.518610] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:43.518712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:43.518832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:43.539197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:43.540207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:43.540338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:43.540408] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:43.583517] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:43.583749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:43.583819] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:43.583858] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:43.587924] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: DOWN (p=21.52%)
[2025-09-29T01:26:43.588318] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-09-29T01:26:43.588521] [INFO ] [sig       ] BHK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:43.752971] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BHK.txt
[2025-09-29T01:26:43.753296] [INFO ] [sig       ] [253/2211] Completed BHK in 0.3s | 3.68 sym/s | Total: 1.1m | ETA: 8.9m
[2025-09-29T01:26:43.753379] [INFO ] [sig       ] [254/2211] Forecasting BHP...
[2025-09-29T01:26:43.753452] [INFO ] [sig       ] Generating forecast for: BHP
[2025-09-29T01:26:43.753527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-09-29T01:26:43.764892] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BHP'.
[2025-09-29T01:26:43.765396] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-09-29T01:26:43.792992] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:43.793958] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-09-29T01:26:43.794047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:43.794125] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:43.794197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:43.794305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:43.813185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:43.814105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:43.814227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:43.814301] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:43.853977] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:43.854133] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:43.854179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:43.854212] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:43.857967] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: UP (p=68.89%)
[2025-09-29T01:26:43.858346] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-09-29T01:26:43.858517] [INFO ] [sig       ] BHP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:44.022754] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BHP.txt
[2025-09-29T01:26:44.023183] [INFO ] [sig       ] [254/2211] Completed BHP in 0.3s | 3.68 sym/s | Total: 1.2m | ETA: 8.9m
[2025-09-29T01:26:44.023278] [INFO ] [sig       ] [255/2211] Forecasting BHR...
[2025-09-29T01:26:44.023353] [INFO ] [sig       ] Generating forecast for: BHR
[2025-09-29T01:26:44.023429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHR' from 'https://tdm.silogroup.org/data/derivative_storage/BHR.csv'.
[2025-09-29T01:26:44.035536] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BHR'.
[2025-09-29T01:26:44.036085] [INFO ] [FORECASTER] Starting predict_future for BHR
[2025-09-29T01:26:44.065666] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:44.066549] [DEBUG] [LOCAL     ] No optimal features file found for BHR: ./output/feature-sets/BHR.txt
[2025-09-29T01:26:44.066631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:44.066729] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:44.066777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:44.066986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:44.085280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:44.086048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:44.086205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:44.086282] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:44.125383] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:44.125504] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:44.125547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:44.125581] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:44.129517] [DEBUG] [FORECASTER] BHR: Forecast T+1@11:T+2@11: DOWN (p=9.56%)
[2025-09-29T01:26:44.129884] [INFO ] [FORECASTER] Completed predict_future for BHR
[2025-09-29T01:26:44.130083] [INFO ] [sig       ] BHR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:44.281493] [INFO ] [LOCAL     ] Saved forecast: BHR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BHR.txt
[2025-09-29T01:26:44.281838] [INFO ] [sig       ] [255/2211] Completed BHR in 0.3s | 3.68 sym/s | Total: 1.2m | ETA: 8.9m
[2025-09-29T01:26:44.281948] [INFO ] [sig       ] [256/2211] Forecasting BHVN...
[2025-09-29T01:26:44.282033] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-09-29T01:26:44.282120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-09-29T01:26:44.293195] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BHVN'.
[2025-09-29T01:26:44.293785] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-09-29T01:26:44.321596] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:44.322562] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-09-29T01:26:44.322685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:44.322769] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:44.322852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:44.322973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:44.341524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:44.342221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:44.342356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:44.342429] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:44.377580] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:44.377825] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:44.377881] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:44.377919] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:44.381725] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=71.66%)
[2025-09-29T01:26:44.382056] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-09-29T01:26:44.382209] [INFO ] [sig       ] BHVN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:44.540995] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BHVN.txt
[2025-09-29T01:26:44.541388] [INFO ] [sig       ] [256/2211] Completed BHVN in 0.3s | 3.68 sym/s | Total: 1.2m | ETA: 8.8m
[2025-09-29T01:26:44.541490] [INFO ] [sig       ] [257/2211] Forecasting BILL...
[2025-09-29T01:26:44.541589] [INFO ] [sig       ] Generating forecast for: BILL
[2025-09-29T01:26:44.541713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-09-29T01:26:44.552446] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BILL'.
[2025-09-29T01:26:44.552958] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-09-29T01:26:44.580701] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:44.581878] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-09-29T01:26:44.581981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:44.582060] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:44.582112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:44.582190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:44.619736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:44.621134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:44.621300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:44.621398] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:44.669016] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:44.669207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:44.669258] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:44.669294] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:44.672999] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=82.09%)
[2025-09-29T01:26:44.673314] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-09-29T01:26:44.673463] [INFO ] [sig       ] BILL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:44.827842] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BILL.txt
[2025-09-29T01:26:44.828128] [INFO ] [sig       ] [257/2211] Completed BILL in 0.3s | 3.68 sym/s | Total: 1.2m | ETA: 8.8m
[2025-09-29T01:26:44.828209] [INFO ] [sig       ] [258/2211] Forecasting BIO...
[2025-09-29T01:26:44.828282] [INFO ] [sig       ] Generating forecast for: BIO
[2025-09-29T01:26:44.828356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-09-29T01:26:44.838215] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BIO'.
[2025-09-29T01:26:44.838623] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-09-29T01:26:44.866708] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:44.867762] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-09-29T01:26:44.867866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:44.867955] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:44.868040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:44.868171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:44.887377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:44.888187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:44.888333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:44.888410] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:44.928707] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:44.928900] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:44.928954] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:44.928992] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:44.932776] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=29.54%)
[2025-09-29T01:26:44.933104] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-09-29T01:26:44.933258] [INFO ] [sig       ] BIO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:45.094165] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BIO.txt
[2025-09-29T01:26:45.094606] [INFO ] [sig       ] [258/2211] Completed BIO in 0.3s | 3.68 sym/s | Total: 1.2m | ETA: 8.8m
[2025-09-29T01:26:45.094720] [INFO ] [sig       ] [259/2211] Forecasting BIP...
[2025-09-29T01:26:45.094814] [INFO ] [sig       ] Generating forecast for: BIP
[2025-09-29T01:26:45.094904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-09-29T01:26:45.107295] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BIP'.
[2025-09-29T01:26:45.107833] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-09-29T01:26:45.136174] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:45.137180] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-09-29T01:26:45.137265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:45.137342] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:45.137413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:45.137519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:45.156430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:45.157468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:45.157623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:45.157731] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:45.199472] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:45.199701] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:45.199774] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:45.199813] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:45.203800] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=26.70%)
[2025-09-29T01:26:45.204121] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-09-29T01:26:45.204311] [INFO ] [sig       ] BIP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:45.366541] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BIP.txt
[2025-09-29T01:26:45.366888] [INFO ] [sig       ] [259/2211] Completed BIP in 0.3s | 3.68 sym/s | Total: 1.2m | ETA: 8.8m
[2025-09-29T01:26:45.366977] [INFO ] [sig       ] [260/2211] Forecasting BIPC...
[2025-09-29T01:26:45.367051] [INFO ] [sig       ] Generating forecast for: BIPC
[2025-09-29T01:26:45.367135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPC' from 'https://tdm.silogroup.org/data/derivative_storage/BIPC.csv'.
[2025-09-29T01:26:45.378769] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BIPC'.
[2025-09-29T01:26:45.379219] [INFO ] [FORECASTER] Starting predict_future for BIPC
[2025-09-29T01:26:45.407393] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:45.408317] [DEBUG] [LOCAL     ] No optimal features file found for BIPC: ./output/feature-sets/BIPC.txt
[2025-09-29T01:26:45.408401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:45.408476] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:45.408548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:45.408683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:45.428432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:45.429281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:45.429404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:45.429480] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:45.470417] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:45.470626] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:45.470717] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:45.470772] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:45.474554] [DEBUG] [FORECASTER] BIPC: Forecast T+1@11:T+2@11: DOWN (p=14.06%)
[2025-09-29T01:26:45.474905] [INFO ] [FORECASTER] Completed predict_future for BIPC
[2025-09-29T01:26:45.475082] [INFO ] [sig       ] BIPC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:45.640059] [INFO ] [LOCAL     ] Saved forecast: BIPC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BIPC.txt
[2025-09-29T01:26:45.640361] [INFO ] [sig       ] [260/2211] Completed BIPC in 0.3s | 3.68 sym/s | Total: 1.2m | ETA: 8.8m
[2025-09-29T01:26:45.640445] [INFO ] [sig       ] [261/2211] Forecasting BIPH...
[2025-09-29T01:26:45.640517] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-09-29T01:26:45.640592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-09-29T01:26:45.651957] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BIPH'.
[2025-09-29T01:26:45.652417] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-09-29T01:26:45.680862] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:45.681791] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-09-29T01:26:45.681874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:45.681951] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:45.682022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:45.682127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:45.700879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:45.701514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:45.701632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:45.701731] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:45.738697] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:45.738879] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:45.738928] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:45.738965] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:45.742706] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=90.99%)
[2025-09-29T01:26:45.743045] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-09-29T01:26:45.743209] [INFO ] [sig       ] BIPH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:45.931339] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BIPH.txt
[2025-09-29T01:26:45.931679] [INFO ] [sig       ] [261/2211] Completed BIPH in 0.3s | 3.68 sym/s | Total: 1.2m | ETA: 8.8m
[2025-09-29T01:26:45.931777] [INFO ] [sig       ] [262/2211] Forecasting BIPI...
[2025-09-29T01:26:45.931853] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-09-29T01:26:45.931930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-09-29T01:26:45.948062] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BIPI'.
[2025-09-29T01:26:45.948704] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-09-29T01:26:45.987793] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:45.988764] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-09-29T01:26:45.988846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:45.988917] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:45.988997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:45.989130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:46.010194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:46.011090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:46.011212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:46.011302] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:46.054367] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:46.054582] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:46.054665] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:46.054735] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:46.059119] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: DOWN (p=17.56%)
[2025-09-29T01:26:46.059493] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-09-29T01:26:46.059693] [INFO ] [sig       ] BIPI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:46.215003] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BIPI.txt
[2025-09-29T01:26:46.215327] [INFO ] [sig       ] [262/2211] Completed BIPI in 0.3s | 3.68 sym/s | Total: 1.2m | ETA: 8.8m
[2025-09-29T01:26:46.215412] [INFO ] [sig       ] [263/2211] Forecasting BIPJ...
[2025-09-29T01:26:46.215500] [INFO ] [sig       ] Generating forecast for: BIPJ
[2025-09-29T01:26:46.215589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPJ' from 'https://tdm.silogroup.org/data/derivative_storage/BIPJ.csv'.
[2025-09-29T01:26:46.226348] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BIPJ'.
[2025-09-29T01:26:46.226786] [INFO ] [FORECASTER] Starting predict_future for BIPJ
[2025-09-29T01:26:46.253443] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:46.254367] [DEBUG] [LOCAL     ] No optimal features file found for BIPJ: ./output/feature-sets/BIPJ.txt
[2025-09-29T01:26:46.254451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:46.254541] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:46.254624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:46.254830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:46.274513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:46.275291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:46.275437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:46.275513] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:46.313840] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:46.314013] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:46.314059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:46.314095] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:46.317773] [DEBUG] [FORECASTER] BIPJ: Forecast T+1@11:T+2@11: UP (p=94.96%)
[2025-09-29T01:26:46.318092] [INFO ] [FORECASTER] Completed predict_future for BIPJ
[2025-09-29T01:26:46.318243] [INFO ] [sig       ] BIPJ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:46.469289] [INFO ] [LOCAL     ] Saved forecast: BIPJ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BIPJ.txt
[2025-09-29T01:26:46.469600] [INFO ] [sig       ] [263/2211] Completed BIPJ in 0.3s | 3.68 sym/s | Total: 1.2m | ETA: 8.8m
[2025-09-29T01:26:46.469723] [INFO ] [sig       ] [264/2211] Forecasting BIRK...
[2025-09-29T01:26:46.469801] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-09-29T01:26:46.469891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-09-29T01:26:46.481697] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BIRK'.
[2025-09-29T01:26:46.482139] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-09-29T01:26:46.509767] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:46.510715] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-09-29T01:26:46.510798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:46.510874] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:46.510947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:46.511053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:46.532212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:46.533149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:46.533273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:46.533323] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:46.574506] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:46.574738] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:46.574806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:46.574845] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:46.579026] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: DOWN (p=2.20%)
[2025-09-29T01:26:46.579398] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-09-29T01:26:46.579565] [INFO ] [sig       ] BIRK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:46.728421] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BIRK.txt
[2025-09-29T01:26:46.728724] [INFO ] [sig       ] [264/2211] Completed BIRK in 0.3s | 3.68 sym/s | Total: 1.2m | ETA: 8.8m
[2025-09-29T01:26:46.728803] [INFO ] [sig       ] [265/2211] Forecasting BIT...
[2025-09-29T01:26:46.728870] [INFO ] [sig       ] Generating forecast for: BIT
[2025-09-29T01:26:46.728941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIT' from 'https://tdm.silogroup.org/data/derivative_storage/BIT.csv'.
[2025-09-29T01:26:46.740243] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BIT'.
[2025-09-29T01:26:46.740616] [INFO ] [FORECASTER] Starting predict_future for BIT
[2025-09-29T01:26:46.766898] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:46.767745] [DEBUG] [LOCAL     ] No optimal features file found for BIT: ./output/feature-sets/BIT.txt
[2025-09-29T01:26:46.767843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:46.767917] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:46.767987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:46.768088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:46.785832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:46.786445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:46.786558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:46.786629] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:46.818208] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:46.818349] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:46.818396] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:46.818434] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:46.821941] [DEBUG] [FORECASTER] BIT: Forecast T+1@11:T+2@11: DOWN (p=37.72%)
[2025-09-29T01:26:46.822246] [INFO ] [FORECASTER] Completed predict_future for BIT
[2025-09-29T01:26:46.822396] [INFO ] [sig       ] BIT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:46.974080] [INFO ] [LOCAL     ] Saved forecast: BIT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BIT.txt
[2025-09-29T01:26:46.974458] [INFO ] [sig       ] [265/2211] Completed BIT in 0.2s | 3.68 sym/s | Total: 1.2m | ETA: 8.8m
[2025-09-29T01:26:46.974548] [INFO ] [sig       ] [266/2211] Forecasting BJ...
[2025-09-29T01:26:46.974666] [INFO ] [sig       ] Generating forecast for: BJ
[2025-09-29T01:26:46.974763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-09-29T01:26:46.985783] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BJ'.
[2025-09-29T01:26:46.986132] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-09-29T01:26:47.015528] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:47.016542] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-09-29T01:26:47.016625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:47.016739] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:47.016812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:47.016944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:47.036035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:47.037068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:47.037198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:47.037272] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:47.079746] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:47.079957] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:47.080009] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:47.080046] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:47.083997] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: UP (p=98.32%)
[2025-09-29T01:26:47.084441] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-09-29T01:26:47.084619] [INFO ] [sig       ] BJ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:47.239168] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BJ.txt
[2025-09-29T01:26:47.239458] [INFO ] [sig       ] [266/2211] Completed BJ in 0.3s | 3.68 sym/s | Total: 1.2m | ETA: 8.8m
[2025-09-29T01:26:47.239541] [INFO ] [sig       ] [267/2211] Forecasting BK...
[2025-09-29T01:26:47.239614] [INFO ] [sig       ] Generating forecast for: BK
[2025-09-29T01:26:47.239717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-09-29T01:26:47.250084] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BK'.
[2025-09-29T01:26:47.250457] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-09-29T01:26:47.279037] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:47.280045] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-09-29T01:26:47.280131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:47.280208] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:47.280279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:47.280385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:47.299139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:47.300014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:47.300129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:47.300202] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:47.344445] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:47.344703] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:47.344795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:47.344856] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:47.350067] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: UP (p=92.17%)
[2025-09-29T01:26:47.350473] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-09-29T01:26:47.350663] [INFO ] [sig       ] BK: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:47.505996] [INFO ] [LOCAL     ] Saved forecast: BK	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BK.txt
[2025-09-29T01:26:47.506327] [INFO ] [sig       ] [267/2211] Completed BK in 0.3s | 3.68 sym/s | Total: 1.2m | ETA: 8.8m
[2025-09-29T01:26:47.506411] [INFO ] [sig       ] [268/2211] Forecasting BKD...
[2025-09-29T01:26:47.506484] [INFO ] [sig       ] Generating forecast for: BKD
[2025-09-29T01:26:47.506557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-09-29T01:26:47.519895] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BKD'.
[2025-09-29T01:26:47.520307] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-09-29T01:26:47.548837] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:47.549714] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-09-29T01:26:47.549797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:47.549871] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:47.549941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:47.550056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:47.569896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:47.570760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:47.570880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:47.570953] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:47.611800] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:47.611994] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:47.612045] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:47.612081] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:47.616269] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=79.65%)
[2025-09-29T01:26:47.616708] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-09-29T01:26:47.616918] [INFO ] [sig       ] BKD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:47.784417] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BKD.txt
[2025-09-29T01:26:47.784784] [INFO ] [sig       ] [268/2211] Completed BKD in 0.3s | 3.68 sym/s | Total: 1.2m | ETA: 8.8m
[2025-09-29T01:26:47.784871] [INFO ] [sig       ] [269/2211] Forecasting BKE...
[2025-09-29T01:26:47.784945] [INFO ] [sig       ] Generating forecast for: BKE
[2025-09-29T01:26:47.785024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-09-29T01:26:47.795873] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BKE'.
[2025-09-29T01:26:47.796259] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-09-29T01:26:47.824719] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:47.825601] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-09-29T01:26:47.825706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:47.825782] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:47.825854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:47.825960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:47.846040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:47.846802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:47.846945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:47.847017] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:47.889908] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:47.890130] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:47.890204] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:47.890245] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:47.894450] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: UP (p=89.43%)
[2025-09-29T01:26:47.894818] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-09-29T01:26:47.895054] [INFO ] [sig       ] BKE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:48.215586] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BKE.txt
[2025-09-29T01:26:48.216220] [INFO ] [sig       ] [269/2211] Completed BKE in 0.4s | 3.67 sym/s | Total: 1.2m | ETA: 8.8m
[2025-09-29T01:26:48.216311] [INFO ] [sig       ] [270/2211] Forecasting BKH...
[2025-09-29T01:26:48.216386] [INFO ] [sig       ] Generating forecast for: BKH
[2025-09-29T01:26:48.216461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-09-29T01:26:48.239299] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BKH'.
[2025-09-29T01:26:48.239912] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-09-29T01:26:48.272003] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:48.273055] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-09-29T01:26:48.273163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:48.273251] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:48.273413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:48.273551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:48.295810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:48.296915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:48.297058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:48.297174] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:48.340691] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:48.340884] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:48.340934] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:48.341009] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:48.344962] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=54.43%)
[2025-09-29T01:26:48.345319] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-09-29T01:26:48.345481] [INFO ] [sig       ] BKH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:48.501766] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BKH.txt
[2025-09-29T01:26:48.502067] [INFO ] [sig       ] [270/2211] Completed BKH in 0.3s | 3.67 sym/s | Total: 1.2m | ETA: 8.8m
[2025-09-29T01:26:48.502193] [INFO ] [sig       ] [271/2211] Forecasting BKKT...
[2025-09-29T01:26:48.502280] [INFO ] [sig       ] Generating forecast for: BKKT
[2025-09-29T01:26:48.502353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKKT.csv'.
[2025-09-29T01:26:48.515336] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BKKT'.
[2025-09-29T01:26:48.515908] [INFO ] [FORECASTER] Starting predict_future for BKKT
[2025-09-29T01:26:48.543668] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:48.544539] [DEBUG] [LOCAL     ] No optimal features file found for BKKT: ./output/feature-sets/BKKT.txt
[2025-09-29T01:26:48.544624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:48.544716] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:48.544787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:48.544892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:48.563465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:48.564364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:48.564511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:48.564586] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:48.606136] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:48.606334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:48.606384] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:48.606421] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:48.610333] [DEBUG] [FORECASTER] BKKT: Forecast T+1@11:T+2@11: UP (p=75.13%)
[2025-09-29T01:26:48.610680] [INFO ] [FORECASTER] Completed predict_future for BKKT
[2025-09-29T01:26:48.610867] [INFO ] [sig       ] BKKT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:48.761441] [INFO ] [LOCAL     ] Saved forecast: BKKT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BKKT.txt
[2025-09-29T01:26:48.761765] [INFO ] [sig       ] [271/2211] Completed BKKT in 0.3s | 3.67 sym/s | Total: 1.2m | ETA: 8.8m
[2025-09-29T01:26:48.761849] [INFO ] [sig       ] [272/2211] Forecasting BKN...
[2025-09-29T01:26:48.761927] [INFO ] [sig       ] Generating forecast for: BKN
[2025-09-29T01:26:48.762003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-09-29T01:26:48.772981] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BKN'.
[2025-09-29T01:26:48.773477] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-09-29T01:26:48.801933] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:48.802912] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-09-29T01:26:48.803024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:48.803104] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:48.803207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:48.803313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:48.822500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:48.823203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:48.823320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:48.823394] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:48.863094] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:48.863296] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:48.863363] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:48.863403] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:48.867321] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=23.77%)
[2025-09-29T01:26:48.867675] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-09-29T01:26:48.867886] [INFO ] [sig       ] BKN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:49.025889] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BKN.txt
[2025-09-29T01:26:49.026212] [INFO ] [sig       ] [272/2211] Completed BKN in 0.3s | 3.68 sym/s | Total: 1.2m | ETA: 8.8m
[2025-09-29T01:26:49.026408] [INFO ] [sig       ] [273/2211] Forecasting BKSY...
[2025-09-29T01:26:49.026483] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-09-29T01:26:49.026575] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-09-29T01:26:49.038761] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BKSY'.
[2025-09-29T01:26:49.039205] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-09-29T01:26:49.067027] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:49.068039] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-09-29T01:26:49.068129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:49.068213] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:49.068291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:49.068401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:49.087244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:49.087974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:49.088092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:49.088174] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:49.129152] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:49.129338] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:49.129389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:49.129429] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:49.133236] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: UP (p=58.84%)
[2025-09-29T01:26:49.133609] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-09-29T01:26:49.133822] [INFO ] [sig       ] BKSY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:49.288672] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BKSY.txt
[2025-09-29T01:26:49.288995] [INFO ] [sig       ] [273/2211] Completed BKSY in 0.3s | 3.68 sym/s | Total: 1.2m | ETA: 8.8m
[2025-09-29T01:26:49.289109] [INFO ] [sig       ] [274/2211] Forecasting BKT...
[2025-09-29T01:26:49.289181] [INFO ] [sig       ] Generating forecast for: BKT
[2025-09-29T01:26:49.289257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKT.csv'.
[2025-09-29T01:26:49.300275] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BKT'.
[2025-09-29T01:26:49.300631] [INFO ] [FORECASTER] Starting predict_future for BKT
[2025-09-29T01:26:49.328425] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:49.329322] [DEBUG] [LOCAL     ] No optimal features file found for BKT: ./output/feature-sets/BKT.txt
[2025-09-29T01:26:49.329406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:49.329482] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:49.329555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:49.329699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:49.350384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:49.351240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:49.351385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:49.351474] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:49.391721] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:49.391949] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:49.392019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:49.392059] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:49.396104] [DEBUG] [FORECASTER] BKT: Forecast T+1@11:T+2@11: UP (p=52.75%)
[2025-09-29T01:26:49.396430] [INFO ] [FORECASTER] Completed predict_future for BKT
[2025-09-29T01:26:49.396599] [INFO ] [sig       ] BKT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:49.545253] [INFO ] [LOCAL     ] Saved forecast: BKT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BKT.txt
[2025-09-29T01:26:49.545582] [INFO ] [sig       ] [274/2211] Completed BKT in 0.3s | 3.68 sym/s | Total: 1.2m | ETA: 8.8m
[2025-09-29T01:26:49.545699] [INFO ] [sig       ] [275/2211] Forecasting BKU...
[2025-09-29T01:26:49.545775] [INFO ] [sig       ] Generating forecast for: BKU
[2025-09-29T01:26:49.545851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKU' from 'https://tdm.silogroup.org/data/derivative_storage/BKU.csv'.
[2025-09-29T01:26:49.559338] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BKU'.
[2025-09-29T01:26:49.559827] [INFO ] [FORECASTER] Starting predict_future for BKU
[2025-09-29T01:26:49.587257] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:49.588351] [DEBUG] [LOCAL     ] No optimal features file found for BKU: ./output/feature-sets/BKU.txt
[2025-09-29T01:26:49.588442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:49.588490] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:49.588526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:49.588637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:49.607715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:49.608484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:49.608601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:49.608710] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:49.649870] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:49.650037] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:49.650086] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:49.650124] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:49.653928] [DEBUG] [FORECASTER] BKU: Forecast T+1@11:T+2@11: UP (p=90.98%)
[2025-09-29T01:26:49.654247] [INFO ] [FORECASTER] Completed predict_future for BKU
[2025-09-29T01:26:49.654448] [INFO ] [sig       ] BKU: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:49.807889] [INFO ] [LOCAL     ] Saved forecast: BKU	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BKU.txt
[2025-09-29T01:26:49.808230] [INFO ] [sig       ] [275/2211] Completed BKU in 0.3s | 3.68 sym/s | Total: 1.2m | ETA: 8.8m
[2025-09-29T01:26:49.808317] [INFO ] [sig       ] [276/2211] Forecasting BKV...
[2025-09-29T01:26:49.808404] [INFO ] [sig       ] Generating forecast for: BKV
[2025-09-29T01:26:49.808492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKV' from 'https://tdm.silogroup.org/data/derivative_storage/BKV.csv'.
[2025-09-29T01:26:49.821354] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BKV'.
[2025-09-29T01:26:49.821965] [INFO ] [FORECASTER] Starting predict_future for BKV
[2025-09-29T01:26:49.850008] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:49.850960] [DEBUG] [LOCAL     ] No optimal features file found for BKV: ./output/feature-sets/BKV.txt
[2025-09-29T01:26:49.851044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:49.851120] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:49.851191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:49.851302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:49.871063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:49.872036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:49.872163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:49.872236] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:49.916885] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:49.917080] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:49.917129] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:49.917165] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:49.921000] [DEBUG] [FORECASTER] BKV: Forecast T+1@11:T+2@11: UP (p=74.00%)
[2025-09-29T01:26:49.921327] [INFO ] [FORECASTER] Completed predict_future for BKV
[2025-09-29T01:26:49.921487] [INFO ] [sig       ] BKV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:50.081811] [INFO ] [LOCAL     ] Saved forecast: BKV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BKV.txt
[2025-09-29T01:26:50.082120] [INFO ] [sig       ] [276/2211] Completed BKV in 0.3s | 3.68 sym/s | Total: 1.3m | ETA: 8.8m
[2025-09-29T01:26:50.082214] [INFO ] [sig       ] [277/2211] Forecasting BLCO...
[2025-09-29T01:26:50.082290] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-09-29T01:26:50.082364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-09-29T01:26:50.093945] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BLCO'.
[2025-09-29T01:26:50.094334] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-09-29T01:26:50.122467] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:50.123428] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-09-29T01:26:50.123514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:50.123590] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:50.123695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:50.123840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:50.143102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:50.144072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:50.144196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:50.144269] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:50.193672] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:50.193882] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:50.193933] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:50.193970] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:50.197891] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: UP (p=91.92%)
[2025-09-29T01:26:50.198218] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-09-29T01:26:50.198379] [INFO ] [sig       ] BLCO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:50.353983] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BLCO.txt
[2025-09-29T01:26:50.354308] [INFO ] [sig       ] [277/2211] Completed BLCO in 0.3s | 3.68 sym/s | Total: 1.3m | ETA: 8.8m
[2025-09-29T01:26:50.354390] [INFO ] [sig       ] [278/2211] Forecasting BLD...
[2025-09-29T01:26:50.354462] [INFO ] [sig       ] Generating forecast for: BLD
[2025-09-29T01:26:50.354536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-09-29T01:26:50.365487] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BLD'.
[2025-09-29T01:26:50.365905] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-09-29T01:26:50.392785] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:50.393727] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-09-29T01:26:50.393811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:50.393885] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:50.393955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:50.394058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:50.411600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:50.412367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:50.412486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:50.412558] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:50.451826] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:50.452018] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:50.452066] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:50.452102] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:50.456140] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: UP (p=77.91%)
[2025-09-29T01:26:50.456549] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-09-29T01:26:50.456773] [INFO ] [sig       ] BLD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:50.606553] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BLD.txt
[2025-09-29T01:26:50.606890] [INFO ] [sig       ] [278/2211] Completed BLD in 0.3s | 3.68 sym/s | Total: 1.3m | ETA: 8.8m
[2025-09-29T01:26:50.606976] [INFO ] [sig       ] [279/2211] Forecasting BLDR...
[2025-09-29T01:26:50.607048] [INFO ] [sig       ] Generating forecast for: BLDR
[2025-09-29T01:26:50.607123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDR' from 'https://tdm.silogroup.org/data/derivative_storage/BLDR.csv'.
[2025-09-29T01:26:50.617846] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BLDR'.
[2025-09-29T01:26:50.618219] [INFO ] [FORECASTER] Starting predict_future for BLDR
[2025-09-29T01:26:50.644871] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:50.645778] [DEBUG] [LOCAL     ] No optimal features file found for BLDR: ./output/feature-sets/BLDR.txt
[2025-09-29T01:26:50.645863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:50.646032] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:50.646107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:50.646214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:50.664492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:50.665326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:50.665446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:50.665520] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:50.706888] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:50.707094] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:50.707148] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:50.707186] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:50.711107] [DEBUG] [FORECASTER] BLDR: Forecast T+1@11:T+2@11: UP (p=88.80%)
[2025-09-29T01:26:50.711438] [INFO ] [FORECASTER] Completed predict_future for BLDR
[2025-09-29T01:26:50.711607] [INFO ] [sig       ] BLDR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:50.867326] [INFO ] [LOCAL     ] Saved forecast: BLDR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BLDR.txt
[2025-09-29T01:26:50.867632] [INFO ] [sig       ] [279/2211] Completed BLDR in 0.3s | 3.68 sym/s | Total: 1.3m | ETA: 8.8m
[2025-09-29T01:26:50.867751] [INFO ] [sig       ] [280/2211] Forecasting BLE...
[2025-09-29T01:26:50.867825] [INFO ] [sig       ] Generating forecast for: BLE
[2025-09-29T01:26:50.867900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-09-29T01:26:50.883446] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BLE'.
[2025-09-29T01:26:50.883983] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-09-29T01:26:50.912742] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:50.913634] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-09-29T01:26:50.913756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:50.913848] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:50.913938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:50.914068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:50.932907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:50.933760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:50.933895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:50.933986] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:50.981559] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:50.981789] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:50.981895] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:50.981956] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:50.986932] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=81.80%)
[2025-09-29T01:26:50.987380] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-09-29T01:26:50.987583] [INFO ] [sig       ] BLE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:51.156716] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BLE.txt
[2025-09-29T01:26:51.157070] [INFO ] [sig       ] [280/2211] Completed BLE in 0.3s | 3.68 sym/s | Total: 1.3m | ETA: 8.8m
[2025-09-29T01:26:51.157182] [INFO ] [sig       ] [281/2211] Forecasting BLK...
[2025-09-29T01:26:51.157273] [INFO ] [sig       ] Generating forecast for: BLK
[2025-09-29T01:26:51.157362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-09-29T01:26:51.168087] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BLK'.
[2025-09-29T01:26:51.168470] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-09-29T01:26:51.195461] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:51.196332] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-09-29T01:26:51.196419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:51.196495] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:51.196566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:51.196694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:51.217146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:51.218118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:51.218239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:51.218313] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:51.259480] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:51.259683] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:51.259756] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:51.259795] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:51.264092] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: UP (p=60.62%)
[2025-09-29T01:26:51.264474] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-09-29T01:26:51.264694] [INFO ] [sig       ] BLK: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:51.456526] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BLK.txt
[2025-09-29T01:26:51.456885] [INFO ] [sig       ] [281/2211] Completed BLK in 0.3s | 3.68 sym/s | Total: 1.3m | ETA: 8.8m
[2025-09-29T01:26:51.456972] [INFO ] [sig       ] [282/2211] Forecasting BLND...
[2025-09-29T01:26:51.457047] [INFO ] [sig       ] Generating forecast for: BLND
[2025-09-29T01:26:51.457123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-09-29T01:26:51.467957] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BLND'.
[2025-09-29T01:26:51.468394] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-09-29T01:26:51.496120] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:51.497120] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-09-29T01:26:51.497207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:51.497284] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:51.497363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:51.497470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:51.516207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:51.517001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:51.517117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:51.517192] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:51.557968] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:51.558147] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:51.558195] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:51.558231] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:51.561901] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=25.02%)
[2025-09-29T01:26:51.562223] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-09-29T01:26:51.562391] [INFO ] [sig       ] BLND: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:51.710239] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BLND.txt
[2025-09-29T01:26:51.710527] [INFO ] [sig       ] [282/2211] Completed BLND in 0.3s | 3.68 sym/s | Total: 1.3m | ETA: 8.7m
[2025-09-29T01:26:51.710609] [INFO ] [sig       ] [283/2211] Forecasting BLW...
[2025-09-29T01:26:51.710713] [INFO ] [sig       ] Generating forecast for: BLW
[2025-09-29T01:26:51.710791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLW' from 'https://tdm.silogroup.org/data/derivative_storage/BLW.csv'.
[2025-09-29T01:26:51.721484] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BLW'.
[2025-09-29T01:26:51.721930] [INFO ] [FORECASTER] Starting predict_future for BLW
[2025-09-29T01:26:51.750580] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:51.751812] [DEBUG] [LOCAL     ] No optimal features file found for BLW: ./output/feature-sets/BLW.txt
[2025-09-29T01:26:51.751898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:51.751974] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:51.752045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:51.752147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:51.774129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:51.775061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:51.775214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:51.775316] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:51.818350] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:51.818567] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:51.818621] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:51.818698] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:51.823172] [DEBUG] [FORECASTER] BLW: Forecast T+1@11:T+2@11: UP (p=70.63%)
[2025-09-29T01:26:51.823678] [INFO ] [FORECASTER] Completed predict_future for BLW
[2025-09-29T01:26:51.823917] [INFO ] [sig       ] BLW: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:51.977727] [INFO ] [LOCAL     ] Saved forecast: BLW	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BLW.txt
[2025-09-29T01:26:51.978023] [INFO ] [sig       ] [283/2211] Completed BLW in 0.3s | 3.68 sym/s | Total: 1.3m | ETA: 8.7m
[2025-09-29T01:26:51.978106] [INFO ] [sig       ] [284/2211] Forecasting BLX...
[2025-09-29T01:26:51.978179] [INFO ] [sig       ] Generating forecast for: BLX
[2025-09-29T01:26:51.978253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-09-29T01:26:51.988842] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BLX'.
[2025-09-29T01:26:51.989261] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-09-29T01:26:52.016706] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:52.017596] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-09-29T01:26:52.017700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:52.017775] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:52.017848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:52.017952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:52.036146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:52.037095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:52.037211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:52.037283] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:52.076282] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:52.076496] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:52.076548] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:52.076585] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:52.080409] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2025-09-29T01:26:52.080766] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-09-29T01:26:52.080935] [INFO ] [sig       ] BLX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:52.242340] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BLX.txt
[2025-09-29T01:26:52.242673] [INFO ] [sig       ] [284/2211] Completed BLX in 0.3s | 3.68 sym/s | Total: 1.3m | ETA: 8.7m
[2025-09-29T01:26:52.242759] [INFO ] [sig       ] [285/2211] Forecasting BMA...
[2025-09-29T01:26:52.242832] [INFO ] [sig       ] Generating forecast for: BMA
[2025-09-29T01:26:52.242907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-09-29T01:26:52.258143] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BMA'.
[2025-09-29T01:26:52.258543] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-09-29T01:26:52.285830] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:52.286782] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-09-29T01:26:52.286892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:52.286968] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:52.287054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:52.287245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:52.306401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:52.307413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:52.307543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:52.307616] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:52.348639] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:52.348882] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:52.348940] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:52.348978] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:52.352843] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: UP (p=66.52%)
[2025-09-29T01:26:52.353221] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-09-29T01:26:52.353436] [INFO ] [sig       ] BMA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:52.514238] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BMA.txt
[2025-09-29T01:26:52.514526] [INFO ] [sig       ] [285/2211] Completed BMA in 0.3s | 3.68 sym/s | Total: 1.3m | ETA: 8.7m
[2025-09-29T01:26:52.514607] [INFO ] [sig       ] [286/2211] Forecasting BME...
[2025-09-29T01:26:52.514705] [INFO ] [sig       ] Generating forecast for: BME
[2025-09-29T01:26:52.514779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-09-29T01:26:52.526342] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BME'.
[2025-09-29T01:26:52.527056] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-09-29T01:26:52.556219] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:52.557231] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-09-29T01:26:52.557318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:52.557414] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:52.557489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:52.557598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:52.579825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:52.580908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:52.581032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:52.581105] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:52.630923] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:52.631169] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:52.631239] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:52.631284] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:52.636256] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: UP (p=94.85%)
[2025-09-29T01:26:52.636707] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-09-29T01:26:52.636953] [INFO ] [sig       ] BME: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:52.796801] [INFO ] [LOCAL     ] Saved forecast: BME	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BME.txt
[2025-09-29T01:26:52.797108] [INFO ] [sig       ] [286/2211] Completed BME in 0.3s | 3.68 sym/s | Total: 1.3m | ETA: 8.7m
[2025-09-29T01:26:52.797228] [INFO ] [sig       ] [287/2211] Forecasting BMEZ...
[2025-09-29T01:26:52.797325] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-09-29T01:26:52.797425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-09-29T01:26:52.808437] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BMEZ'.
[2025-09-29T01:26:52.808826] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-09-29T01:26:52.836506] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:52.837416] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-09-29T01:26:52.837499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:52.837589] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:52.837741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:52.837879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:52.857925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:52.858733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:52.858855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:52.858949] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:52.898344] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:52.898548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:52.898599] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:52.898636] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:52.902705] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: UP (p=76.69%)
[2025-09-29T01:26:52.903024] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-09-29T01:26:52.903231] [INFO ] [sig       ] BMEZ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:53.054824] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BMEZ.txt
[2025-09-29T01:26:53.055129] [INFO ] [sig       ] [287/2211] Completed BMEZ in 0.3s | 3.68 sym/s | Total: 1.3m | ETA: 8.7m
[2025-09-29T01:26:53.055233] [INFO ] [sig       ] [288/2211] Forecasting BMI...
[2025-09-29T01:26:53.055326] [INFO ] [sig       ] Generating forecast for: BMI
[2025-09-29T01:26:53.055462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-09-29T01:26:53.067369] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BMI'.
[2025-09-29T01:26:53.068055] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-09-29T01:26:53.097781] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:53.098797] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-09-29T01:26:53.098882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:53.098957] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:53.099029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:53.099141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:53.117978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:53.118617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:53.118755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:53.118825] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:53.161980] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:53.162106] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:53.162150] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:53.162191] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:53.165902] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-09-29T01:26:53.166218] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-09-29T01:26:53.166388] [INFO ] [sig       ] BMI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:53.317320] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BMI.txt
[2025-09-29T01:26:53.317576] [INFO ] [sig       ] [288/2211] Completed BMI in 0.3s | 3.68 sym/s | Total: 1.3m | ETA: 8.7m
[2025-09-29T01:26:53.317680] [INFO ] [sig       ] [289/2211] Forecasting BMN...
[2025-09-29T01:26:53.317755] [INFO ] [sig       ] Generating forecast for: BMN
[2025-09-29T01:26:53.317828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMN' from 'https://tdm.silogroup.org/data/derivative_storage/BMN.csv'.
[2025-09-29T01:26:53.328578] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BMN'.
[2025-09-29T01:26:53.329018] [INFO ] [FORECASTER] Starting predict_future for BMN
[2025-09-29T01:26:53.356764] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:53.357740] [DEBUG] [LOCAL     ] No optimal features file found for BMN: ./output/feature-sets/BMN.txt
[2025-09-29T01:26:53.357823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:53.357899] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:53.357985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:53.358116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:53.377422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:53.378113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:53.378230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:53.378317] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:53.416200] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:53.416363] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:53.416411] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:53.416446] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:53.420164] [DEBUG] [FORECASTER] BMN: Forecast T+1@11:T+2@11: UP (p=63.59%)
[2025-09-29T01:26:53.420471] [INFO ] [FORECASTER] Completed predict_future for BMN
[2025-09-29T01:26:53.420626] [INFO ] [sig       ] BMN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:53.584353] [INFO ] [LOCAL     ] Saved forecast: BMN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BMN.txt
[2025-09-29T01:26:53.584868] [INFO ] [sig       ] [289/2211] Completed BMN in 0.3s | 3.68 sym/s | Total: 1.3m | ETA: 8.7m
[2025-09-29T01:26:53.584962] [INFO ] [sig       ] [290/2211] Forecasting BMO...
[2025-09-29T01:26:53.585037] [INFO ] [sig       ] Generating forecast for: BMO
[2025-09-29T01:26:53.585130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-09-29T01:26:53.598667] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BMO'.
[2025-09-29T01:26:53.599246] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-09-29T01:26:53.627997] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:53.629016] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-09-29T01:26:53.629107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:53.629184] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:53.629254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:53.629360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:53.647987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:53.649040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:53.649178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:53.649251] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:53.688716] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:53.688941] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:53.689003] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:53.689042] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:53.693187] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=79.16%)
[2025-09-29T01:26:53.693524] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-09-29T01:26:53.693714] [INFO ] [sig       ] BMO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:53.843813] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BMO.txt
[2025-09-29T01:26:53.844123] [INFO ] [sig       ] [290/2211] Completed BMO in 0.3s | 3.68 sym/s | Total: 1.3m | ETA: 8.7m
[2025-09-29T01:26:53.844203] [INFO ] [sig       ] [291/2211] Forecasting BMY...
[2025-09-29T01:26:53.844275] [INFO ] [sig       ] Generating forecast for: BMY
[2025-09-29T01:26:53.844348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-09-29T01:26:53.856494] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BMY'.
[2025-09-29T01:26:53.857044] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-09-29T01:26:53.884392] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:53.885476] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-09-29T01:26:53.885567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:53.885668] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:53.885740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:53.885848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:53.904001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:53.904972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:53.905094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:53.905168] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:53.947549] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:53.947764] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:53.947845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:53.947885] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:53.951790] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: UP (p=65.91%)
[2025-09-29T01:26:53.952119] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-09-29T01:26:53.952280] [INFO ] [sig       ] BMY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:54.111312] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BMY.txt
[2025-09-29T01:26:54.111610] [INFO ] [sig       ] [291/2211] Completed BMY in 0.3s | 3.68 sym/s | Total: 1.3m | ETA: 8.7m
[2025-09-29T01:26:54.111714] [INFO ] [sig       ] [292/2211] Forecasting BN...
[2025-09-29T01:26:54.111786] [INFO ] [sig       ] Generating forecast for: BN
[2025-09-29T01:26:54.111860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-09-29T01:26:54.123349] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BN'.
[2025-09-29T01:26:54.123864] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-09-29T01:26:54.152760] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:54.153729] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-09-29T01:26:54.153814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:54.153890] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:54.153967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:54.154075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:54.172713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:54.173403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:54.173520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:54.173593] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:54.209991] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:54.210176] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:54.210225] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:54.210261] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:54.214004] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-09-29T01:26:54.214331] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-09-29T01:26:54.214488] [INFO ] [sig       ] BN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:54.368007] [INFO ] [LOCAL     ] Saved forecast: BN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BN.txt
[2025-09-29T01:26:54.368290] [INFO ] [sig       ] [292/2211] Completed BN in 0.3s | 3.68 sym/s | Total: 1.3m | ETA: 8.7m
[2025-09-29T01:26:54.368371] [INFO ] [sig       ] [293/2211] Forecasting BNED...
[2025-09-29T01:26:54.368443] [INFO ] [sig       ] Generating forecast for: BNED
[2025-09-29T01:26:54.368520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-09-29T01:26:54.379591] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BNED'.
[2025-09-29T01:26:54.380042] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-09-29T01:26:54.407003] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:54.407924] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-09-29T01:26:54.408006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:54.408080] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:54.408164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:54.408268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:54.427627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:54.428546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:54.428692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:54.428767] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:54.472736] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:54.472950] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:54.473002] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:54.473042] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:54.477922] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: DOWN (p=42.06%)
[2025-09-29T01:26:54.478413] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-09-29T01:26:54.478606] [INFO ] [sig       ] BNED: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:54.633830] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BNED.txt
[2025-09-29T01:26:54.634178] [INFO ] [sig       ] [293/2211] Completed BNED in 0.3s | 3.68 sym/s | Total: 1.3m | ETA: 8.7m
[2025-09-29T01:26:54.634278] [INFO ] [sig       ] [294/2211] Forecasting BNH...
[2025-09-29T01:26:54.634453] [INFO ] [sig       ] Generating forecast for: BNH
[2025-09-29T01:26:54.634535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-09-29T01:26:54.646250] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BNH'.
[2025-09-29T01:26:54.646808] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-09-29T01:26:54.676224] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:54.677287] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-09-29T01:26:54.677370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:54.677446] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:54.677533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:54.677725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:54.696511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:54.697225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:54.697338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:54.697424] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:54.735405] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:54.735528] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:54.735572] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:54.735609] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:54.739301] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: UP (p=89.85%)
[2025-09-29T01:26:54.739610] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-09-29T01:26:54.739811] [INFO ] [sig       ] BNH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:54.897750] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BNH.txt
[2025-09-29T01:26:54.898046] [INFO ] [sig       ] [294/2211] Completed BNH in 0.3s | 3.68 sym/s | Total: 1.3m | ETA: 8.7m
[2025-09-29T01:26:54.898145] [INFO ] [sig       ] [295/2211] Forecasting BNJ...
[2025-09-29T01:26:54.898237] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-09-29T01:26:54.898339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-09-29T01:26:54.909074] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BNJ'.
[2025-09-29T01:26:54.909566] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-09-29T01:26:54.937879] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:54.938860] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-09-29T01:26:54.938951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:54.939035] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:54.939113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:54.939232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:54.958941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:54.959703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:54.959824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:54.959897] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:55.000304] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:55.000468] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:55.000515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:55.000550] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:55.004439] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=67.85%)
[2025-09-29T01:26:55.004823] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-09-29T01:26:55.005009] [INFO ] [sig       ] BNJ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:55.154345] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BNJ.txt
[2025-09-29T01:26:55.154631] [INFO ] [sig       ] [295/2211] Completed BNJ in 0.3s | 3.68 sym/s | Total: 1.3m | ETA: 8.7m
[2025-09-29T01:26:55.154756] [INFO ] [sig       ] [296/2211] Forecasting BNL...
[2025-09-29T01:26:55.154845] [INFO ] [sig       ] Generating forecast for: BNL
[2025-09-29T01:26:55.154938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-09-29T01:26:55.166297] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BNL'.
[2025-09-29T01:26:55.166769] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-09-29T01:26:55.194680] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:55.195719] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-09-29T01:26:55.195802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:55.195884] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:55.195954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:55.196073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:55.215044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:55.215853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:55.215972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:55.216044] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:55.248446] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:55.248628] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:55.248717] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:55.248768] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:55.252431] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: UP (p=82.58%)
[2025-09-29T01:26:55.252830] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-09-29T01:26:55.253009] [INFO ] [sig       ] BNL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:55.415701] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BNL.txt
[2025-09-29T01:26:55.416043] [INFO ] [sig       ] [296/2211] Completed BNL in 0.3s | 3.68 sym/s | Total: 1.3m | ETA: 8.7m
[2025-09-29T01:26:55.416129] [INFO ] [sig       ] [297/2211] Forecasting BNS...
[2025-09-29T01:26:55.416202] [INFO ] [sig       ] Generating forecast for: BNS
[2025-09-29T01:26:55.416276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-09-29T01:26:55.427006] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BNS'.
[2025-09-29T01:26:55.427407] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-09-29T01:26:55.454789] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:55.455767] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-09-29T01:26:55.455858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:55.455934] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:55.456009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:55.456112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:55.475165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:55.476179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:55.476308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:55.476386] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:55.512790] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:55.512990] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:55.513091] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:55.513136] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:55.517314] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=88.13%)
[2025-09-29T01:26:55.517686] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-09-29T01:26:55.517924] [INFO ] [sig       ] BNS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:55.678576] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BNS.txt
[2025-09-29T01:26:55.678913] [INFO ] [sig       ] [297/2211] Completed BNS in 0.3s | 3.68 sym/s | Total: 1.3m | ETA: 8.7m
[2025-09-29T01:26:55.678996] [INFO ] [sig       ] [298/2211] Forecasting BNT...
[2025-09-29T01:26:55.679070] [INFO ] [sig       ] Generating forecast for: BNT
[2025-09-29T01:26:55.679159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNT' from 'https://tdm.silogroup.org/data/derivative_storage/BNT.csv'.
[2025-09-29T01:26:55.689365] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BNT'.
[2025-09-29T01:26:55.689803] [INFO ] [FORECASTER] Starting predict_future for BNT
[2025-09-29T01:26:55.716817] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:55.717692] [DEBUG] [LOCAL     ] No optimal features file found for BNT: ./output/feature-sets/BNT.txt
[2025-09-29T01:26:55.717776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:55.717864] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:55.717949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:55.718080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:55.736092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:55.736749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:55.736896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:55.736970] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:55.773530] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:55.773742] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:55.773866] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:55.773932] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:55.777783] [DEBUG] [FORECASTER] BNT: Forecast T+1@11:T+2@11: DOWN (p=22.58%)
[2025-09-29T01:26:55.778089] [INFO ] [FORECASTER] Completed predict_future for BNT
[2025-09-29T01:26:55.778243] [INFO ] [sig       ] BNT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:55.931771] [INFO ] [LOCAL     ] Saved forecast: BNT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BNT.txt
[2025-09-29T01:26:55.932080] [INFO ] [sig       ] [298/2211] Completed BNT in 0.3s | 3.68 sym/s | Total: 1.3m | ETA: 8.7m
[2025-09-29T01:26:55.932165] [INFO ] [sig       ] [299/2211] Forecasting BNY...
[2025-09-29T01:26:55.932244] [INFO ] [sig       ] Generating forecast for: BNY
[2025-09-29T01:26:55.932328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-09-29T01:26:55.942838] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BNY'.
[2025-09-29T01:26:55.943320] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-09-29T01:26:55.972596] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:55.973787] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-09-29T01:26:55.973871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:55.973948] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:55.974019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:55.974126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:55.994367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:55.995118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:55.995249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:55.995327] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:56.038713] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:56.038912] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:56.038964] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:56.039002] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:56.042993] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=4.94%)
[2025-09-29T01:26:56.043316] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-09-29T01:26:56.043510] [INFO ] [sig       ] BNY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:56.199618] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BNY.txt
[2025-09-29T01:26:56.199963] [INFO ] [sig       ] [299/2211] Completed BNY in 0.3s | 3.68 sym/s | Total: 1.4m | ETA: 8.7m
[2025-09-29T01:26:56.200048] [INFO ] [sig       ] [300/2211] Forecasting BOC...
[2025-09-29T01:26:56.200139] [INFO ] [sig       ] Generating forecast for: BOC
[2025-09-29T01:26:56.200218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-09-29T01:26:56.211744] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BOC'.
[2025-09-29T01:26:56.212160] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-09-29T01:26:56.238685] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:56.239538] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-09-29T01:26:56.239621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:56.239717] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:56.239801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:56.239954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:56.258886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:56.259794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:56.259911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:56.259998] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:56.303195] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:56.303455] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:56.303551] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:56.303616] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:56.308209] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=99.68%)
[2025-09-29T01:26:56.308638] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-09-29T01:26:56.308963] [INFO ] [sig       ] BOC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:56.479514] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BOC.txt
[2025-09-29T01:26:56.479910] [INFO ] [sig       ] [300/2211] Completed BOC in 0.3s | 3.68 sym/s | Total: 1.4m | ETA: 8.6m
[2025-09-29T01:26:56.480025] [INFO ] [sig       ] [301/2211] Forecasting BOE...
[2025-09-29T01:26:56.480114] [INFO ] [sig       ] Generating forecast for: BOE
[2025-09-29T01:26:56.480204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-09-29T01:26:56.492935] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BOE'.
[2025-09-29T01:26:56.493445] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-09-29T01:26:56.521550] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:56.522715] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-09-29T01:26:56.522823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:56.522900] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:56.522972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:56.523079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:56.542296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:56.543342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:56.543468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:56.543545] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:56.583251] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:56.583458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:56.583510] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:56.583548] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:56.587555] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: UP (p=73.64%)
[2025-09-29T01:26:56.587943] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-09-29T01:26:56.588126] [INFO ] [sig       ] BOE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:56.745080] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BOE.txt
[2025-09-29T01:26:56.745398] [INFO ] [sig       ] [301/2211] Completed BOE in 0.3s | 3.68 sym/s | Total: 1.4m | ETA: 8.6m
[2025-09-29T01:26:56.745482] [INFO ] [sig       ] [302/2211] Forecasting BOH...
[2025-09-29T01:26:56.745555] [INFO ] [sig       ] Generating forecast for: BOH
[2025-09-29T01:26:56.745631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-09-29T01:26:56.756536] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BOH'.
[2025-09-29T01:26:56.757056] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-09-29T01:26:56.786660] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:56.787774] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-09-29T01:26:56.787870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:56.787969] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:56.788077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:56.788228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:56.809387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:56.810187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:56.810327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:56.810424] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:56.855459] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:56.855636] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:56.855737] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:56.855783] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:56.860387] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: UP (p=70.69%)
[2025-09-29T01:26:56.860789] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-09-29T01:26:56.860995] [INFO ] [sig       ] BOH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:57.018235] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BOH.txt
[2025-09-29T01:26:57.018588] [INFO ] [sig       ] [302/2211] Completed BOH in 0.3s | 3.68 sym/s | Total: 1.4m | ETA: 8.6m
[2025-09-29T01:26:57.018723] [INFO ] [sig       ] [303/2211] Forecasting BOND...
[2025-09-29T01:26:57.018849] [INFO ] [sig       ] Generating forecast for: BOND
[2025-09-29T01:26:57.018949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-09-29T01:26:57.028946] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BOND'.
[2025-09-29T01:26:57.029432] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-09-29T01:26:57.057752] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:57.058861] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-09-29T01:26:57.058950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:57.059026] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:57.059137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:57.059260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:57.078617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:57.079498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:57.079632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:57.079729] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:57.114600] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:57.114830] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:57.114901] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:57.114943] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:57.119244] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=86.95%)
[2025-09-29T01:26:57.119617] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-09-29T01:26:57.119830] [INFO ] [sig       ] BOND: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:57.274926] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BOND.txt
[2025-09-29T01:26:57.275306] [INFO ] [sig       ] [303/2211] Completed BOND in 0.3s | 3.68 sym/s | Total: 1.4m | ETA: 8.6m
[2025-09-29T01:26:57.275397] [INFO ] [sig       ] [304/2211] Forecasting BOOT...
[2025-09-29T01:26:57.275471] [INFO ] [sig       ] Generating forecast for: BOOT
[2025-09-29T01:26:57.275546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOT' from 'https://tdm.silogroup.org/data/derivative_storage/BOOT.csv'.
[2025-09-29T01:26:57.285860] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BOOT'.
[2025-09-29T01:26:57.286258] [INFO ] [FORECASTER] Starting predict_future for BOOT
[2025-09-29T01:26:57.314129] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:57.315253] [DEBUG] [LOCAL     ] No optimal features file found for BOOT: ./output/feature-sets/BOOT.txt
[2025-09-29T01:26:57.315364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:57.315479] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:57.315585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:57.315774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:57.334593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:57.335627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:57.335808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:57.335912] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:57.370212] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:57.370422] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:57.370478] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:57.370518] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:57.375269] [DEBUG] [FORECASTER] BOOT: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-09-29T01:26:57.375709] [INFO ] [FORECASTER] Completed predict_future for BOOT
[2025-09-29T01:26:57.375912] [INFO ] [sig       ] BOOT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:57.528139] [INFO ] [LOCAL     ] Saved forecast: BOOT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BOOT.txt
[2025-09-29T01:26:57.528489] [INFO ] [sig       ] [304/2211] Completed BOOT in 0.3s | 3.68 sym/s | Total: 1.4m | ETA: 8.6m
[2025-09-29T01:26:57.528589] [INFO ] [sig       ] [305/2211] Forecasting BORR...
[2025-09-29T01:26:57.528722] [INFO ] [sig       ] Generating forecast for: BORR
[2025-09-29T01:26:57.528836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BORR' from 'https://tdm.silogroup.org/data/derivative_storage/BORR.csv'.
[2025-09-29T01:26:57.539569] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BORR'.
[2025-09-29T01:26:57.540023] [INFO ] [FORECASTER] Starting predict_future for BORR
[2025-09-29T01:26:57.567212] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:57.568106] [DEBUG] [LOCAL     ] No optimal features file found for BORR: ./output/feature-sets/BORR.txt
[2025-09-29T01:26:57.568191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:57.568264] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:57.568346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:57.568492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:57.587079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:57.587840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:57.587952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:57.588034] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:57.616319] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:57.616494] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:57.616544] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:57.616600] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:57.620468] [DEBUG] [FORECASTER] BORR: Forecast T+1@11:T+2@11: UP (p=99.16%)
[2025-09-29T01:26:57.620847] [INFO ] [FORECASTER] Completed predict_future for BORR
[2025-09-29T01:26:57.621011] [INFO ] [sig       ] BORR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:57.803969] [INFO ] [LOCAL     ] Saved forecast: BORR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BORR.txt
[2025-09-29T01:26:57.804287] [INFO ] [sig       ] [305/2211] Completed BORR in 0.3s | 3.68 sym/s | Total: 1.4m | ETA: 8.6m
[2025-09-29T01:26:57.804394] [INFO ] [sig       ] [306/2211] Forecasting BOW...
[2025-09-29T01:26:57.804483] [INFO ] [sig       ] Generating forecast for: BOW
[2025-09-29T01:26:57.804574] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOW' from 'https://tdm.silogroup.org/data/derivative_storage/BOW.csv'.
[2025-09-29T01:26:57.815826] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BOW'.
[2025-09-29T01:26:57.816413] [INFO ] [FORECASTER] Starting predict_future for BOW
[2025-09-29T01:26:57.849154] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:57.850365] [DEBUG] [LOCAL     ] No optimal features file found for BOW: ./output/feature-sets/BOW.txt
[2025-09-29T01:26:57.850456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:57.850532] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:57.850604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:57.850733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:57.871823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:57.872704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:57.872846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:57.872917] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:57.911314] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:57.911508] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:57.911597] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:57.911699] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:57.915550] [DEBUG] [FORECASTER] BOW: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-09-29T01:26:57.916005] [INFO ] [FORECASTER] Completed predict_future for BOW
[2025-09-29T01:26:57.916185] [INFO ] [sig       ] BOW: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:58.076676] [INFO ] [LOCAL     ] Saved forecast: BOW	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BOW.txt
[2025-09-29T01:26:58.077019] [INFO ] [sig       ] [306/2211] Completed BOW in 0.3s | 3.68 sym/s | Total: 1.4m | ETA: 8.6m
[2025-09-29T01:26:58.077104] [INFO ] [sig       ] [307/2211] Forecasting BOX...
[2025-09-29T01:26:58.077176] [INFO ] [sig       ] Generating forecast for: BOX
[2025-09-29T01:26:58.077251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-09-29T01:26:58.087085] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BOX'.
[2025-09-29T01:26:58.087433] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-09-29T01:26:58.116042] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:58.117036] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-09-29T01:26:58.117120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:58.117194] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:58.117264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:58.117385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:58.137022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:58.137684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:58.137795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:58.137866] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:58.175184] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:58.175354] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:58.175432] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:58.175479] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:58.179457] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=57.33%)
[2025-09-29T01:26:58.179815] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-09-29T01:26:58.179981] [INFO ] [sig       ] BOX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:58.335555] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BOX.txt
[2025-09-29T01:26:58.335951] [INFO ] [sig       ] [307/2211] Completed BOX in 0.3s | 3.68 sym/s | Total: 1.4m | ETA: 8.6m
[2025-09-29T01:26:58.336035] [INFO ] [sig       ] [308/2211] Forecasting BP...
[2025-09-29T01:26:58.336106] [INFO ] [sig       ] Generating forecast for: BP
[2025-09-29T01:26:58.336181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-09-29T01:26:58.346717] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BP'.
[2025-09-29T01:26:58.347124] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-09-29T01:26:58.375179] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:58.376139] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-09-29T01:26:58.376224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:58.376308] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:58.376398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:58.376575] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:58.396411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:58.397598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:58.397760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:58.397837] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:58.437797] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:58.438008] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:58.438063] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:58.438099] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:58.441943] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: UP (p=86.28%)
[2025-09-29T01:26:58.442257] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-09-29T01:26:58.442482] [INFO ] [sig       ] BP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:58.592203] [INFO ] [LOCAL     ] Saved forecast: BP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BP.txt
[2025-09-29T01:26:58.592521] [INFO ] [sig       ] [308/2211] Completed BP in 0.3s | 3.69 sym/s | Total: 1.4m | ETA: 8.6m
[2025-09-29T01:26:58.592628] [INFO ] [sig       ] [309/2211] Forecasting BR...
[2025-09-29T01:26:58.592748] [INFO ] [sig       ] Generating forecast for: BR
[2025-09-29T01:26:58.592828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BR' from 'https://tdm.silogroup.org/data/derivative_storage/BR.csv'.
[2025-09-29T01:26:58.603012] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BR'.
[2025-09-29T01:26:58.603365] [INFO ] [FORECASTER] Starting predict_future for BR
[2025-09-29T01:26:58.630200] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:58.631106] [DEBUG] [LOCAL     ] No optimal features file found for BR: ./output/feature-sets/BR.txt
[2025-09-29T01:26:58.631188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:58.631263] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:58.631333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:58.631478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:58.649211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:58.650207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:58.650329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:58.650403] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:58.690099] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:58.690307] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:58.690356] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:58.690393] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:58.694244] [DEBUG] [FORECASTER] BR: Forecast T+1@11:T+2@11: DOWN (p=47.02%)
[2025-09-29T01:26:58.694618] [INFO ] [FORECASTER] Completed predict_future for BR
[2025-09-29T01:26:58.694824] [INFO ] [sig       ] BR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:58.852423] [INFO ] [LOCAL     ] Saved forecast: BR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BR.txt
[2025-09-29T01:26:58.852759] [INFO ] [sig       ] [309/2211] Completed BR in 0.3s | 3.69 sym/s | Total: 1.4m | ETA: 8.6m
[2025-09-29T01:26:58.852846] [INFO ] [sig       ] [310/2211] Forecasting BRBR...
[2025-09-29T01:26:58.852917] [INFO ] [sig       ] Generating forecast for: BRBR
[2025-09-29T01:26:58.852990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRBR' from 'https://tdm.silogroup.org/data/derivative_storage/BRBR.csv'.
[2025-09-29T01:26:58.863367] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRBR'.
[2025-09-29T01:26:58.863849] [INFO ] [FORECASTER] Starting predict_future for BRBR
[2025-09-29T01:26:58.891941] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:58.892929] [DEBUG] [LOCAL     ] No optimal features file found for BRBR: ./output/feature-sets/BRBR.txt
[2025-09-29T01:26:58.893013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:58.893099] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:58.893182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:58.893313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:58.911912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:58.912893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:58.913054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:58.913130] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:58.949862] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:58.950065] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:58.950115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:58.950150] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:58.954066] [DEBUG] [FORECASTER] BRBR: Forecast T+1@11:T+2@11: DOWN (p=8.88%)
[2025-09-29T01:26:58.954481] [INFO ] [FORECASTER] Completed predict_future for BRBR
[2025-09-29T01:26:58.954676] [INFO ] [sig       ] BRBR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:59.110832] [INFO ] [LOCAL     ] Saved forecast: BRBR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BRBR.txt
[2025-09-29T01:26:59.111171] [INFO ] [sig       ] [310/2211] Completed BRBR in 0.3s | 3.69 sym/s | Total: 1.4m | ETA: 8.6m
[2025-09-29T01:26:59.111262] [INFO ] [sig       ] [311/2211] Forecasting BRC...
[2025-09-29T01:26:59.111344] [INFO ] [sig       ] Generating forecast for: BRC
[2025-09-29T01:26:59.111421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-09-29T01:26:59.121761] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRC'.
[2025-09-29T01:26:59.122248] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-09-29T01:26:59.151160] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:59.152174] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-09-29T01:26:59.152258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:59.152334] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:59.152414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:59.152520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:59.173716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:59.174717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:59.174837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:59.174911] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:59.213333] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:59.213544] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:59.213595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:59.213631] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:59.217506] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: UP (p=84.25%)
[2025-09-29T01:26:59.217864] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-09-29T01:26:59.218047] [INFO ] [sig       ] BRC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:26:59.373353] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BRC.txt
[2025-09-29T01:26:59.373704] [INFO ] [sig       ] [311/2211] Completed BRC in 0.3s | 3.69 sym/s | Total: 1.4m | ETA: 8.6m
[2025-09-29T01:26:59.373791] [INFO ] [sig       ] [312/2211] Forecasting BRCC...
[2025-09-29T01:26:59.373864] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-09-29T01:26:59.373941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-09-29T01:26:59.384258] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRCC'.
[2025-09-29T01:26:59.384757] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-09-29T01:26:59.412461] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:59.413438] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-09-29T01:26:59.413523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:59.413613] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:59.413715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:59.413844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:59.433492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:59.434532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:59.434677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:59.434763] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:59.472948] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:59.473178] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:59.473253] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:59.473314] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:59.477468] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: DOWN (p=38.51%)
[2025-09-29T01:26:59.477883] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-09-29T01:26:59.478069] [INFO ] [sig       ] BRCC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:59.653674] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BRCC.txt
[2025-09-29T01:26:59.654009] [INFO ] [sig       ] [312/2211] Completed BRCC in 0.3s | 3.69 sym/s | Total: 1.4m | ETA: 8.6m
[2025-09-29T01:26:59.654135] [INFO ] [sig       ] [313/2211] Forecasting BRO...
[2025-09-29T01:26:59.654221] [INFO ] [sig       ] Generating forecast for: BRO
[2025-09-29T01:26:59.654311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-09-29T01:26:59.665419] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRO'.
[2025-09-29T01:26:59.665972] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-09-29T01:26:59.694107] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:59.695051] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-09-29T01:26:59.695140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:59.695217] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:59.695288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:59.695392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:59.713979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:59.714821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:59.714943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:59.715016] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:26:59.757427] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:26:59.757634] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:26:59.757750] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:26:59.757811] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:26:59.761837] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: DOWN (p=9.52%)
[2025-09-29T01:26:59.762222] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-09-29T01:26:59.762412] [INFO ] [sig       ] BRO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:26:59.920150] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BRO.txt
[2025-09-29T01:26:59.920473] [INFO ] [sig       ] [313/2211] Completed BRO in 0.3s | 3.69 sym/s | Total: 1.4m | ETA: 8.6m
[2025-09-29T01:26:59.920557] [INFO ] [sig       ] [314/2211] Forecasting BROS...
[2025-09-29T01:26:59.920631] [INFO ] [sig       ] Generating forecast for: BROS
[2025-09-29T01:26:59.920730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-09-29T01:26:59.931319] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BROS'.
[2025-09-29T01:26:59.931815] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-09-29T01:26:59.961496] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:26:59.962588] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-09-29T01:26:59.962716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:26:59.962797] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:26:59.962869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:26:59.963013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:26:59.982504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:26:59.983456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:26:59.983602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:26:59.983710] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:00.027195] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:00.027401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:00.027452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:00.027489] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:00.031440] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=74.26%)
[2025-09-29T01:27:00.031946] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-09-29T01:27:00.032160] [INFO ] [sig       ] BROS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:00.192474] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BROS.txt
[2025-09-29T01:27:00.192838] [INFO ] [sig       ] [314/2211] Completed BROS in 0.3s | 3.69 sym/s | Total: 1.4m | ETA: 8.6m
[2025-09-29T01:27:00.192940] [INFO ] [sig       ] [315/2211] Forecasting BRSP...
[2025-09-29T01:27:00.193017] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-09-29T01:27:00.193136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-09-29T01:27:00.203203] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRSP'.
[2025-09-29T01:27:00.203633] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-09-29T01:27:00.232224] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:00.233155] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-09-29T01:27:00.233239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:00.233313] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:00.233396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:00.233522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:00.252601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:00.253407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:00.253522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:00.253608] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:00.294178] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:00.294378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:00.294427] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:00.294463] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:00.298474] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: DOWN (p=0.94%)
[2025-09-29T01:27:00.298869] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-09-29T01:27:00.299046] [INFO ] [sig       ] BRSP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:00.453443] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BRSP.txt
[2025-09-29T01:27:00.453794] [INFO ] [sig       ] [315/2211] Completed BRSP in 0.3s | 3.69 sym/s | Total: 1.4m | ETA: 8.6m
[2025-09-29T01:27:00.453905] [INFO ] [sig       ] [316/2211] Forecasting BRT...
[2025-09-29T01:27:00.453990] [INFO ] [sig       ] Generating forecast for: BRT
[2025-09-29T01:27:00.454079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRT' from 'https://tdm.silogroup.org/data/derivative_storage/BRT.csv'.
[2025-09-29T01:27:00.464969] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRT'.
[2025-09-29T01:27:00.465589] [INFO ] [FORECASTER] Starting predict_future for BRT
[2025-09-29T01:27:00.496149] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:00.497270] [DEBUG] [LOCAL     ] No optimal features file found for BRT: ./output/feature-sets/BRT.txt
[2025-09-29T01:27:00.497368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:00.497443] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:00.497513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:00.497618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:00.517234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:00.518271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:00.518403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:00.518476] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:00.560270] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:00.560477] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:00.560527] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:00.560565] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:00.564629] [DEBUG] [FORECASTER] BRT: Forecast T+1@11:T+2@11: DOWN (p=12.39%)
[2025-09-29T01:27:00.565038] [INFO ] [FORECASTER] Completed predict_future for BRT
[2025-09-29T01:27:00.565208] [INFO ] [sig       ] BRT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:00.732140] [INFO ] [LOCAL     ] Saved forecast: BRT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BRT.txt
[2025-09-29T01:27:00.732513] [INFO ] [sig       ] [316/2211] Completed BRT in 0.3s | 3.69 sym/s | Total: 1.4m | ETA: 8.6m
[2025-09-29T01:27:00.732597] [INFO ] [sig       ] [317/2211] Forecasting BRW...
[2025-09-29T01:27:00.732697] [INFO ] [sig       ] Generating forecast for: BRW
[2025-09-29T01:27:00.732774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRW' from 'https://tdm.silogroup.org/data/derivative_storage/BRW.csv'.
[2025-09-29T01:27:00.744812] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRW'.
[2025-09-29T01:27:00.745296] [INFO ] [FORECASTER] Starting predict_future for BRW
[2025-09-29T01:27:00.772540] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:00.773471] [DEBUG] [LOCAL     ] No optimal features file found for BRW: ./output/feature-sets/BRW.txt
[2025-09-29T01:27:00.773561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:00.773635] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:00.773733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:00.773836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:00.792050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:00.793000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:00.793118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:00.793189] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:00.831561] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:00.831757] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:00.831821] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:00.831858] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:00.835412] [DEBUG] [FORECASTER] BRW: Forecast T+1@11:T+2@11: DOWN (p=8.98%)
[2025-09-29T01:27:00.835832] [INFO ] [FORECASTER] Completed predict_future for BRW
[2025-09-29T01:27:00.836001] [INFO ] [sig       ] BRW: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:00.990768] [INFO ] [LOCAL     ] Saved forecast: BRW	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BRW.txt
[2025-09-29T01:27:00.991076] [INFO ] [sig       ] [317/2211] Completed BRW in 0.3s | 3.69 sym/s | Total: 1.4m | ETA: 8.6m
[2025-09-29T01:27:00.991166] [INFO ] [sig       ] [318/2211] Forecasting BRX...
[2025-09-29T01:27:00.991238] [INFO ] [sig       ] Generating forecast for: BRX
[2025-09-29T01:27:00.991312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-09-29T01:27:01.002092] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRX'.
[2025-09-29T01:27:01.002609] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-09-29T01:27:01.031725] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:01.032562] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-09-29T01:27:01.032664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:01.032742] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:01.032811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:01.032914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:01.051380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:01.052170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:01.052285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:01.052357] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:01.088620] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:01.088804] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:01.089385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:01.089461] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:01.094214] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=82.78%)
[2025-09-29T01:27:01.095030] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-09-29T01:27:01.095243] [INFO ] [sig       ] BRX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:01.275868] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BRX.txt
[2025-09-29T01:27:01.276182] [INFO ] [sig       ] [318/2211] Completed BRX in 0.3s | 3.69 sym/s | Total: 1.4m | ETA: 8.6m
[2025-09-29T01:27:01.276291] [INFO ] [sig       ] [319/2211] Forecasting BSAC...
[2025-09-29T01:27:01.276380] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-09-29T01:27:01.276470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-09-29T01:27:01.288215] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BSAC'.
[2025-09-29T01:27:01.288748] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-09-29T01:27:01.316867] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:01.317766] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-09-29T01:27:01.317849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:01.317924] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:01.318008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:01.318174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:01.336884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:01.337813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:01.337931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:01.338021] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:01.379367] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:01.379616] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:01.379727] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:01.379828] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:01.384217] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: DOWN (p=24.48%)
[2025-09-29T01:27:01.384605] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-09-29T01:27:01.384812] [INFO ] [sig       ] BSAC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:01.546173] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BSAC.txt
[2025-09-29T01:27:01.546491] [INFO ] [sig       ] [319/2211] Completed BSAC in 0.3s | 3.69 sym/s | Total: 1.4m | ETA: 8.6m
[2025-09-29T01:27:01.546573] [INFO ] [sig       ] [320/2211] Forecasting BSBR...
[2025-09-29T01:27:01.546667] [INFO ] [sig       ] Generating forecast for: BSBR
[2025-09-29T01:27:01.546768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSBR' from 'https://tdm.silogroup.org/data/derivative_storage/BSBR.csv'.
[2025-09-29T01:27:01.556973] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BSBR'.
[2025-09-29T01:27:01.557357] [INFO ] [FORECASTER] Starting predict_future for BSBR
[2025-09-29T01:27:01.584449] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:01.585371] [DEBUG] [LOCAL     ] No optimal features file found for BSBR: ./output/feature-sets/BSBR.txt
[2025-09-29T01:27:01.585455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:01.585541] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:01.585623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:01.585778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:01.604822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:01.605856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:01.605973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:01.606045] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:01.647671] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:01.647859] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:01.647912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:01.647949] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:01.651896] [DEBUG] [FORECASTER] BSBR: Forecast T+1@11:T+2@11: DOWN (p=9.76%)
[2025-09-29T01:27:01.652227] [INFO ] [FORECASTER] Completed predict_future for BSBR
[2025-09-29T01:27:01.652387] [INFO ] [sig       ] BSBR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:01.812319] [INFO ] [LOCAL     ] Saved forecast: BSBR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BSBR.txt
[2025-09-29T01:27:01.812628] [INFO ] [sig       ] [320/2211] Completed BSBR in 0.3s | 3.69 sym/s | Total: 1.4m | ETA: 8.5m
[2025-09-29T01:27:01.812734] [INFO ] [sig       ] [321/2211] Forecasting BSL...
[2025-09-29T01:27:01.812805] [INFO ] [sig       ] Generating forecast for: BSL
[2025-09-29T01:27:01.812898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-09-29T01:27:01.823833] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BSL'.
[2025-09-29T01:27:01.824182] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-09-29T01:27:01.852446] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:01.853406] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-09-29T01:27:01.853490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:01.853571] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:01.853674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:01.853804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:01.873205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:01.873916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:01.874054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:01.874137] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:01.918454] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:01.918584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:01.918632] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:01.918725] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:01.922786] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=92.40%)
[2025-09-29T01:27:01.923115] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-09-29T01:27:01.923283] [INFO ] [sig       ] BSL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:02.073032] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BSL.txt
[2025-09-29T01:27:02.073327] [INFO ] [sig       ] [321/2211] Completed BSL in 0.3s | 3.69 sym/s | Total: 1.5m | ETA: 8.5m
[2025-09-29T01:27:02.073428] [INFO ] [sig       ] [322/2211] Forecasting BSM...
[2025-09-29T01:27:02.073522] [INFO ] [sig       ] Generating forecast for: BSM
[2025-09-29T01:27:02.073620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-09-29T01:27:02.083889] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BSM'.
[2025-09-29T01:27:02.084210] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-09-29T01:27:02.110469] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:02.111481] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-09-29T01:27:02.111568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:02.111670] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:02.111744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:02.111849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:02.130213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:02.131193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:02.131321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:02.131393] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:02.167330] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:02.167514] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:02.167564] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:02.167602] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:02.171300] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: UP (p=99.80%)
[2025-09-29T01:27:02.171614] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-09-29T01:27:02.171811] [INFO ] [sig       ] BSM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:02.319709] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BSM.txt
[2025-09-29T01:27:02.319991] [INFO ] [sig       ] [322/2211] Completed BSM in 0.2s | 3.69 sym/s | Total: 1.5m | ETA: 8.5m
[2025-09-29T01:27:02.320076] [INFO ] [sig       ] [323/2211] Forecasting BST...
[2025-09-29T01:27:02.320158] [INFO ] [sig       ] Generating forecast for: BST
[2025-09-29T01:27:02.320235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BST' from 'https://tdm.silogroup.org/data/derivative_storage/BST.csv'.
[2025-09-29T01:27:02.330346] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BST'.
[2025-09-29T01:27:02.330700] [INFO ] [FORECASTER] Starting predict_future for BST
[2025-09-29T01:27:02.361481] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:02.362486] [DEBUG] [LOCAL     ] No optimal features file found for BST: ./output/feature-sets/BST.txt
[2025-09-29T01:27:02.362570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:02.362664] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:02.362743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:02.362849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:02.382751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:02.383388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:02.383502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:02.383574] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:02.422072] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:02.422200] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:02.422244] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:02.422279] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:02.426089] [DEBUG] [FORECASTER] BST: Forecast T+1@11:T+2@11: DOWN (p=45.61%)
[2025-09-29T01:27:02.426395] [INFO ] [FORECASTER] Completed predict_future for BST
[2025-09-29T01:27:02.426575] [INFO ] [sig       ] BST: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:02.585598] [INFO ] [LOCAL     ] Saved forecast: BST	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BST.txt
[2025-09-29T01:27:02.585896] [INFO ] [sig       ] [323/2211] Completed BST in 0.3s | 3.69 sym/s | Total: 1.5m | ETA: 8.5m
[2025-09-29T01:27:02.585978] [INFO ] [sig       ] [324/2211] Forecasting BSTZ...
[2025-09-29T01:27:02.586050] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-09-29T01:27:02.586124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-09-29T01:27:02.596179] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BSTZ'.
[2025-09-29T01:27:02.596505] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-09-29T01:27:02.622732] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:02.623508] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-09-29T01:27:02.623590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:02.623690] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:02.623762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:02.623872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:02.643017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:02.643673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:02.643793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:02.643872] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:02.682111] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:02.682238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:02.682319] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:02.682373] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:02.685909] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: UP (p=81.66%)
[2025-09-29T01:27:02.686211] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-09-29T01:27:02.686364] [INFO ] [sig       ] BSTZ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:02.836376] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BSTZ.txt
[2025-09-29T01:27:02.836632] [INFO ] [sig       ] [324/2211] Completed BSTZ in 0.3s | 3.69 sym/s | Total: 1.5m | ETA: 8.5m
[2025-09-29T01:27:02.836736] [INFO ] [sig       ] [325/2211] Forecasting BSX...
[2025-09-29T01:27:02.836843] [INFO ] [sig       ] Generating forecast for: BSX
[2025-09-29T01:27:02.836935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-09-29T01:27:02.847253] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BSX'.
[2025-09-29T01:27:02.847591] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-09-29T01:27:02.874712] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:02.875510] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-09-29T01:27:02.875592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:02.875693] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:02.875768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:02.875875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:02.895282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:02.895970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:02.896087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:02.896156] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:02.940016] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:02.940194] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:02.940242] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:02.940279] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:02.944310] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: DOWN (p=46.95%)
[2025-09-29T01:27:02.944636] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-09-29T01:27:02.944840] [INFO ] [sig       ] BSX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:03.096170] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BSX.txt
[2025-09-29T01:27:03.096453] [INFO ] [sig       ] [325/2211] Completed BSX in 0.3s | 3.69 sym/s | Total: 1.5m | ETA: 8.5m
[2025-09-29T01:27:03.096534] [INFO ] [sig       ] [326/2211] Forecasting BTA...
[2025-09-29T01:27:03.096607] [INFO ] [sig       ] Generating forecast for: BTA
[2025-09-29T01:27:03.096708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-09-29T01:27:03.106331] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BTA'.
[2025-09-29T01:27:03.106685] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-09-29T01:27:03.133704] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:03.134539] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-09-29T01:27:03.134622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:03.134721] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:03.134791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:03.134893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:03.152931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:03.153848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:03.153969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:03.154040] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:03.190556] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:03.190783] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:03.190848] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:03.190885] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:03.194830] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: DOWN (p=16.39%)
[2025-09-29T01:27:03.195146] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-09-29T01:27:03.195299] [INFO ] [sig       ] BTA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:03.346481] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BTA.txt
[2025-09-29T01:27:03.346782] [INFO ] [sig       ] [326/2211] Completed BTA in 0.3s | 3.69 sym/s | Total: 1.5m | ETA: 8.5m
[2025-09-29T01:27:03.346894] [INFO ] [sig       ] [327/2211] Forecasting BTCM...
[2025-09-29T01:27:03.346967] [INFO ] [sig       ] Generating forecast for: BTCM
[2025-09-29T01:27:03.347042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCM' from 'https://tdm.silogroup.org/data/derivative_storage/BTCM.csv'.
[2025-09-29T01:27:03.357108] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BTCM'.
[2025-09-29T01:27:03.357420] [INFO ] [FORECASTER] Starting predict_future for BTCM
[2025-09-29T01:27:03.384021] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:03.384955] [DEBUG] [LOCAL     ] No optimal features file found for BTCM: ./output/feature-sets/BTCM.txt
[2025-09-29T01:27:03.385040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:03.385129] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:03.385214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:03.385347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:03.405027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:03.405818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:03.405936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:03.406029] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:03.444252] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:03.444374] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:03.444421] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:03.444461] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:03.447951] [DEBUG] [FORECASTER] BTCM: Forecast T+1@11:T+2@11: DOWN (p=35.08%)
[2025-09-29T01:27:03.448273] [INFO ] [FORECASTER] Completed predict_future for BTCM
[2025-09-29T01:27:03.448425] [INFO ] [sig       ] BTCM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:03.602739] [INFO ] [LOCAL     ] Saved forecast: BTCM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BTCM.txt
[2025-09-29T01:27:03.602995] [INFO ] [sig       ] [327/2211] Completed BTCM in 0.3s | 3.69 sym/s | Total: 1.5m | ETA: 8.5m
[2025-09-29T01:27:03.603150] [INFO ] [sig       ] [328/2211] Forecasting BTE...
[2025-09-29T01:27:03.603228] [INFO ] [sig       ] Generating forecast for: BTE
[2025-09-29T01:27:03.603302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-09-29T01:27:03.613987] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BTE'.
[2025-09-29T01:27:03.614376] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-09-29T01:27:03.641720] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:03.642571] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-09-29T01:27:03.642680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:03.642773] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:03.642860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:03.642989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:03.662212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:03.662924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:03.663035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:03.663123] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:03.700686] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:03.700814] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:03.700868] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:03.700909] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:03.704347] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=32.92%)
[2025-09-29T01:27:03.704661] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-09-29T01:27:03.704839] [INFO ] [sig       ] BTE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:03.861984] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BTE.txt
[2025-09-29T01:27:03.862247] [INFO ] [sig       ] [328/2211] Completed BTE in 0.3s | 3.69 sym/s | Total: 1.5m | ETA: 8.5m
[2025-09-29T01:27:03.862348] [INFO ] [sig       ] [329/2211] Forecasting BTI...
[2025-09-29T01:27:03.862421] [INFO ] [sig       ] Generating forecast for: BTI
[2025-09-29T01:27:03.862509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-09-29T01:27:03.873603] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BTI'.
[2025-09-29T01:27:03.874079] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-09-29T01:27:03.901402] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:03.902297] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-09-29T01:27:03.902379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:03.902467] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:03.902550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:03.902701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:03.921937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:03.922729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:03.922892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:03.922993] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:03.961210] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:03.961446] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:03.961505] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:03.961545] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:03.965487] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-09-29T01:27:03.965846] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-09-29T01:27:03.966012] [INFO ] [sig       ] BTI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:04.118751] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BTI.txt
[2025-09-29T01:27:04.119067] [INFO ] [sig       ] [329/2211] Completed BTI in 0.3s | 3.69 sym/s | Total: 1.5m | ETA: 8.5m
[2025-09-29T01:27:04.119187] [INFO ] [sig       ] [330/2211] Forecasting BTO...
[2025-09-29T01:27:04.119273] [INFO ] [sig       ] Generating forecast for: BTO
[2025-09-29T01:27:04.119350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTO' from 'https://tdm.silogroup.org/data/derivative_storage/BTO.csv'.
[2025-09-29T01:27:04.130142] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BTO'.
[2025-09-29T01:27:04.130702] [INFO ] [FORECASTER] Starting predict_future for BTO
[2025-09-29T01:27:04.158270] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:04.159189] [DEBUG] [LOCAL     ] No optimal features file found for BTO: ./output/feature-sets/BTO.txt
[2025-09-29T01:27:04.159271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:04.159346] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:04.159415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:04.159520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:04.178932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:04.179824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:04.179937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:04.180008] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:04.219343] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:04.219586] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:04.219667] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:04.219737] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:04.223569] [DEBUG] [FORECASTER] BTO: Forecast T+1@11:T+2@11: DOWN (p=11.13%)
[2025-09-29T01:27:04.223978] [INFO ] [FORECASTER] Completed predict_future for BTO
[2025-09-29T01:27:04.224161] [INFO ] [sig       ] BTO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:04.375441] [INFO ] [LOCAL     ] Saved forecast: BTO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BTO.txt
[2025-09-29T01:27:04.375776] [INFO ] [sig       ] [330/2211] Completed BTO in 0.3s | 3.69 sym/s | Total: 1.5m | ETA: 8.5m
[2025-09-29T01:27:04.375861] [INFO ] [sig       ] [331/2211] Forecasting BTT...
[2025-09-29T01:27:04.375934] [INFO ] [sig       ] Generating forecast for: BTT
[2025-09-29T01:27:04.376006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTT' from 'https://tdm.silogroup.org/data/derivative_storage/BTT.csv'.
[2025-09-29T01:27:04.385822] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BTT'.
[2025-09-29T01:27:04.386132] [INFO ] [FORECASTER] Starting predict_future for BTT
[2025-09-29T01:27:04.412282] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:04.413106] [DEBUG] [LOCAL     ] No optimal features file found for BTT: ./output/feature-sets/BTT.txt
[2025-09-29T01:27:04.413188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:04.413261] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:04.413333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:04.413439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:04.431664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:04.432592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:04.432745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:04.432819] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:04.468770] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:04.468970] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:04.469019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:04.469055] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:04.472840] [DEBUG] [FORECASTER] BTT: Forecast T+1@11:T+2@11: DOWN (p=30.80%)
[2025-09-29T01:27:04.473160] [INFO ] [FORECASTER] Completed predict_future for BTT
[2025-09-29T01:27:04.473315] [INFO ] [sig       ] BTT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:04.622898] [INFO ] [LOCAL     ] Saved forecast: BTT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BTT.txt
[2025-09-29T01:27:04.623234] [INFO ] [sig       ] [331/2211] Completed BTT in 0.2s | 3.69 sym/s | Total: 1.5m | ETA: 8.5m
[2025-09-29T01:27:04.623320] [INFO ] [sig       ] [332/2211] Forecasting BTU...
[2025-09-29T01:27:04.623425] [INFO ] [sig       ] Generating forecast for: BTU
[2025-09-29T01:27:04.623503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTU' from 'https://tdm.silogroup.org/data/derivative_storage/BTU.csv'.
[2025-09-29T01:27:04.634712] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BTU'.
[2025-09-29T01:27:04.635159] [INFO ] [FORECASTER] Starting predict_future for BTU
[2025-09-29T01:27:04.662795] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:04.663701] [DEBUG] [LOCAL     ] No optimal features file found for BTU: ./output/feature-sets/BTU.txt
[2025-09-29T01:27:04.663785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:04.663860] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:04.663931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:04.664035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:04.683377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:04.684147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:04.684264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:04.684336] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:04.721200] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:04.721403] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:04.721454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:04.721491] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:04.725506] [DEBUG] [FORECASTER] BTU: Forecast T+1@11:T+2@11: UP (p=98.50%)
[2025-09-29T01:27:04.725996] [INFO ] [FORECASTER] Completed predict_future for BTU
[2025-09-29T01:27:04.726172] [INFO ] [sig       ] BTU: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:04.884183] [INFO ] [LOCAL     ] Saved forecast: BTU	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BTU.txt
[2025-09-29T01:27:04.884514] [INFO ] [sig       ] [332/2211] Completed BTU in 0.3s | 3.69 sym/s | Total: 1.5m | ETA: 8.5m
[2025-09-29T01:27:04.884600] [INFO ] [sig       ] [333/2211] Forecasting BTZ...
[2025-09-29T01:27:04.884698] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-09-29T01:27:04.884774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-09-29T01:27:04.895588] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BTZ'.
[2025-09-29T01:27:04.896003] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-09-29T01:27:04.923040] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:04.923986] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-09-29T01:27:04.924069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:04.924143] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:04.924213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:04.924317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:04.943036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:04.943754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:04.943872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:04.943946] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:04.977741] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:04.977907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:04.977954] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:04.977990] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:04.981820] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: UP (p=98.31%)
[2025-09-29T01:27:04.982149] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-09-29T01:27:04.982316] [INFO ] [sig       ] BTZ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:05.132598] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BTZ.txt
[2025-09-29T01:27:05.132981] [INFO ] [sig       ] [333/2211] Completed BTZ in 0.2s | 3.70 sym/s | Total: 1.5m | ETA: 8.5m
[2025-09-29T01:27:05.133069] [INFO ] [sig       ] [334/2211] Forecasting BUD...
[2025-09-29T01:27:05.133141] [INFO ] [sig       ] Generating forecast for: BUD
[2025-09-29T01:27:05.133216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-09-29T01:27:05.144340] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BUD'.
[2025-09-29T01:27:05.144873] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-09-29T01:27:05.174213] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:05.175445] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-09-29T01:27:05.175587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:05.175716] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:05.175799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:05.175929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:05.197498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:05.198515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:05.198672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:05.198783] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:05.235382] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:05.235579] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:05.235628] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:05.235705] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:05.239429] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: DOWN (p=27.35%)
[2025-09-29T01:27:05.239785] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-09-29T01:27:05.239956] [INFO ] [sig       ] BUD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:05.391269] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BUD.txt
[2025-09-29T01:27:05.391568] [INFO ] [sig       ] [334/2211] Completed BUD in 0.3s | 3.70 sym/s | Total: 1.5m | ETA: 8.5m
[2025-09-29T01:27:05.391674] [INFO ] [sig       ] [335/2211] Forecasting BUI...
[2025-09-29T01:27:05.391749] [INFO ] [sig       ] Generating forecast for: BUI
[2025-09-29T01:27:05.391823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-09-29T01:27:05.403477] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BUI'.
[2025-09-29T01:27:05.403978] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-09-29T01:27:05.432407] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:05.433426] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-09-29T01:27:05.433514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:05.433615] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:05.433731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:05.433876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:05.453533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:05.454427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:05.454579] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:05.454679] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:05.492104] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:05.492281] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:05.492331] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:05.492369] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:05.496178] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=52.11%)
[2025-09-29T01:27:05.496622] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-09-29T01:27:05.496860] [INFO ] [sig       ] BUI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:05.658198] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BUI.txt
[2025-09-29T01:27:05.658485] [INFO ] [sig       ] [335/2211] Completed BUI in 0.3s | 3.70 sym/s | Total: 1.5m | ETA: 8.5m
[2025-09-29T01:27:05.658566] [INFO ] [sig       ] [336/2211] Forecasting BUR...
[2025-09-29T01:27:05.658732] [INFO ] [sig       ] Generating forecast for: BUR
[2025-09-29T01:27:05.658805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUR' from 'https://tdm.silogroup.org/data/derivative_storage/BUR.csv'.
[2025-09-29T01:27:05.669786] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BUR'.
[2025-09-29T01:27:05.670149] [INFO ] [FORECASTER] Starting predict_future for BUR
[2025-09-29T01:27:05.697274] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:05.698156] [DEBUG] [LOCAL     ] No optimal features file found for BUR: ./output/feature-sets/BUR.txt
[2025-09-29T01:27:05.698241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:05.698319] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:05.698407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:05.698568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:05.716975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:05.717736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:05.717849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:05.717931] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:05.755683] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:05.755797] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:05.755840] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:05.755878] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:05.760049] [DEBUG] [FORECASTER] BUR: Forecast T+1@11:T+2@11: DOWN (p=38.60%)
[2025-09-29T01:27:05.760409] [INFO ] [FORECASTER] Completed predict_future for BUR
[2025-09-29T01:27:05.760581] [INFO ] [sig       ] BUR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:05.919365] [INFO ] [LOCAL     ] Saved forecast: BUR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BUR.txt
[2025-09-29T01:27:05.919668] [INFO ] [sig       ] [336/2211] Completed BUR in 0.3s | 3.70 sym/s | Total: 1.5m | ETA: 8.5m
[2025-09-29T01:27:05.919749] [INFO ] [sig       ] [337/2211] Forecasting BURL...
[2025-09-29T01:27:05.919904] [INFO ] [sig       ] Generating forecast for: BURL
[2025-09-29T01:27:05.920006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-09-29T01:27:05.931225] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BURL'.
[2025-09-29T01:27:05.931617] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-09-29T01:27:05.959624] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:05.960531] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-09-29T01:27:05.960745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:05.960822] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:05.960892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:05.960994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:05.981710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:05.982749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:05.982899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:05.982985] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:06.019064] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:06.019284] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:06.019339] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:06.019547] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:06.024234] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: UP (p=93.99%)
[2025-09-29T01:27:06.024685] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-09-29T01:27:06.024904] [INFO ] [sig       ] BURL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:06.197326] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BURL.txt
[2025-09-29T01:27:06.197741] [INFO ] [sig       ] [337/2211] Completed BURL in 0.3s | 3.70 sym/s | Total: 1.5m | ETA: 8.5m
[2025-09-29T01:27:06.197831] [INFO ] [sig       ] [338/2211] Forecasting BUXX...
[2025-09-29T01:27:06.197907] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-09-29T01:27:06.197982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-09-29T01:27:06.209752] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'BUXX'.
[2025-09-29T01:27:06.210317] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-09-29T01:27:06.242215] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:06.243260] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-09-29T01:27:06.243352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:06.243427] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:06.243512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:06.243680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:06.267481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:06.268554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:06.268715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:06.268789] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:06.305711] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:06.305897] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:06.305949] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:06.305984] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:06.310500] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: DOWN (p=24.96%)
[2025-09-29T01:27:06.310900] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-09-29T01:27:06.311189] [INFO ] [sig       ] BUXX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:06.491887] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BUXX.txt
[2025-09-29T01:27:06.492287] [INFO ] [sig       ] [338/2211] Completed BUXX in 0.3s | 3.69 sym/s | Total: 1.5m | ETA: 8.4m
[2025-09-29T01:27:06.492374] [INFO ] [sig       ] [339/2211] Forecasting BV...
[2025-09-29T01:27:06.492465] [INFO ] [sig       ] Generating forecast for: BV
[2025-09-29T01:27:06.492566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BV' from 'https://tdm.silogroup.org/data/derivative_storage/BV.csv'.
[2025-09-29T01:27:06.503574] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BV'.
[2025-09-29T01:27:06.504049] [INFO ] [FORECASTER] Starting predict_future for BV
[2025-09-29T01:27:06.532117] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:06.533048] [DEBUG] [LOCAL     ] No optimal features file found for BV: ./output/feature-sets/BV.txt
[2025-09-29T01:27:06.533131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:06.533206] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:06.533283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:06.533454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:06.552853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:06.553788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:06.553909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:06.553996] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:06.606882] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:06.607095] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:06.607146] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:06.607183] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:06.611625] [DEBUG] [FORECASTER] BV: Forecast T+1@11:T+2@11: DOWN (p=42.04%)
[2025-09-29T01:27:06.612022] [INFO ] [FORECASTER] Completed predict_future for BV
[2025-09-29T01:27:06.612221] [INFO ] [sig       ] BV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:06.779674] [INFO ] [LOCAL     ] Saved forecast: BV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BV.txt
[2025-09-29T01:27:06.780010] [INFO ] [sig       ] [339/2211] Completed BV in 0.3s | 3.69 sym/s | Total: 1.5m | ETA: 8.4m
[2025-09-29T01:27:06.780204] [INFO ] [sig       ] [340/2211] Forecasting BVN...
[2025-09-29T01:27:06.780279] [INFO ] [sig       ] Generating forecast for: BVN
[2025-09-29T01:27:06.780350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-09-29T01:27:06.794681] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BVN'.
[2025-09-29T01:27:06.795307] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-09-29T01:27:06.835898] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:06.837249] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-09-29T01:27:06.837353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:06.837449] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:06.837541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:06.837730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:06.860484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:06.861473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:06.861594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:06.861693] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:06.899875] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:06.900064] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:06.900113] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:06.900152] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:06.904210] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: DOWN (p=10.79%)
[2025-09-29T01:27:06.904554] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-09-29T01:27:06.904766] [INFO ] [sig       ] BVN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:07.070559] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BVN.txt
[2025-09-29T01:27:07.070917] [INFO ] [sig       ] [340/2211] Completed BVN in 0.3s | 3.69 sym/s | Total: 1.5m | ETA: 8.4m
[2025-09-29T01:27:07.071000] [INFO ] [sig       ] [341/2211] Forecasting BW...
[2025-09-29T01:27:07.071071] [INFO ] [sig       ] Generating forecast for: BW
[2025-09-29T01:27:07.071145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BW' from 'https://tdm.silogroup.org/data/derivative_storage/BW.csv'.
[2025-09-29T01:27:07.082923] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BW'.
[2025-09-29T01:27:07.083414] [INFO ] [FORECASTER] Starting predict_future for BW
[2025-09-29T01:27:07.112335] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:07.113315] [DEBUG] [LOCAL     ] No optimal features file found for BW: ./output/feature-sets/BW.txt
[2025-09-29T01:27:07.113406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:07.113483] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:07.113551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:07.113679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:07.135314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:07.136332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:07.136455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:07.136527] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:07.178261] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:07.178466] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:07.178518] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:07.178579] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:07.182912] [DEBUG] [FORECASTER] BW: Forecast T+1@11:T+2@11: UP (p=87.83%)
[2025-09-29T01:27:07.183391] [INFO ] [FORECASTER] Completed predict_future for BW
[2025-09-29T01:27:07.183580] [INFO ] [sig       ] BW: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:07.354942] [INFO ] [LOCAL     ] Saved forecast: BW	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BW.txt
[2025-09-29T01:27:07.355252] [INFO ] [sig       ] [341/2211] Completed BW in 0.3s | 3.69 sym/s | Total: 1.5m | ETA: 8.4m
[2025-09-29T01:27:07.355336] [INFO ] [sig       ] [342/2211] Forecasting BWA...
[2025-09-29T01:27:07.355407] [INFO ] [sig       ] Generating forecast for: BWA
[2025-09-29T01:27:07.355480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-09-29T01:27:07.366155] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BWA'.
[2025-09-29T01:27:07.366569] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-09-29T01:27:07.395858] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:07.396778] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-09-29T01:27:07.396894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:07.396972] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:07.397044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:07.397150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:07.416974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:07.417989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:07.418117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:07.418261] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:07.459334] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:07.459522] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:07.459578] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:07.459614] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:07.463567] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: UP (p=95.50%)
[2025-09-29T01:27:07.463972] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-09-29T01:27:07.464153] [INFO ] [sig       ] BWA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:07.644089] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BWA.txt
[2025-09-29T01:27:07.644517] [INFO ] [sig       ] [342/2211] Completed BWA in 0.3s | 3.69 sym/s | Total: 1.5m | ETA: 8.4m
[2025-09-29T01:27:07.644627] [INFO ] [sig       ] [343/2211] Forecasting BWG...
[2025-09-29T01:27:07.644723] [INFO ] [sig       ] Generating forecast for: BWG
[2025-09-29T01:27:07.644796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-09-29T01:27:07.655163] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BWG'.
[2025-09-29T01:27:07.655596] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-09-29T01:27:07.684263] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:07.685218] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-09-29T01:27:07.685302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:07.685377] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:07.685449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:07.685583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:07.706935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:07.707906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:07.708055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:07.708128] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:07.747626] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:07.747823] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:07.747873] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:07.747910] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:07.751715] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: UP (p=93.98%)
[2025-09-29T01:27:07.752019] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-09-29T01:27:07.752169] [INFO ] [sig       ] BWG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:07.913608] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BWG.txt
[2025-09-29T01:27:07.914052] [INFO ] [sig       ] [343/2211] Completed BWG in 0.3s | 3.69 sym/s | Total: 1.5m | ETA: 8.4m
[2025-09-29T01:27:07.914176] [INFO ] [sig       ] [344/2211] Forecasting BWLP...
[2025-09-29T01:27:07.914280] [INFO ] [sig       ] Generating forecast for: BWLP
[2025-09-29T01:27:07.914380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWLP' from 'https://tdm.silogroup.org/data/derivative_storage/BWLP.csv'.
[2025-09-29T01:27:07.925442] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BWLP'.
[2025-09-29T01:27:07.925925] [INFO ] [FORECASTER] Starting predict_future for BWLP
[2025-09-29T01:27:07.954257] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:07.955201] [DEBUG] [LOCAL     ] No optimal features file found for BWLP: ./output/feature-sets/BWLP.txt
[2025-09-29T01:27:07.955301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:07.955414] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:07.955504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:07.955636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:07.976030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:07.976954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:07.977091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:07.977185] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:08.025768] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:08.026031] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:08.026089] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:08.026159] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:08.030262] [DEBUG] [FORECASTER] BWLP: Forecast T+1@11:T+2@11: UP (p=92.91%)
[2025-09-29T01:27:08.030604] [INFO ] [FORECASTER] Completed predict_future for BWLP
[2025-09-29T01:27:08.030842] [INFO ] [sig       ] BWLP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:08.195766] [INFO ] [LOCAL     ] Saved forecast: BWLP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BWLP.txt
[2025-09-29T01:27:08.196037] [INFO ] [sig       ] [344/2211] Completed BWLP in 0.3s | 3.69 sym/s | Total: 1.6m | ETA: 8.4m
[2025-09-29T01:27:08.196117] [INFO ] [sig       ] [345/2211] Forecasting BWMX...
[2025-09-29T01:27:08.196188] [INFO ] [sig       ] Generating forecast for: BWMX
[2025-09-29T01:27:08.196260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMX' from 'https://tdm.silogroup.org/data/derivative_storage/BWMX.csv'.
[2025-09-29T01:27:08.206994] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BWMX'.
[2025-09-29T01:27:08.207473] [INFO ] [FORECASTER] Starting predict_future for BWMX
[2025-09-29T01:27:08.235971] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:08.237155] [DEBUG] [LOCAL     ] No optimal features file found for BWMX: ./output/feature-sets/BWMX.txt
[2025-09-29T01:27:08.237256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:08.237331] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:08.237401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:08.237534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:08.255785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:08.256490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:08.256606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:08.256700] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:08.294390] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:08.294572] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:08.294620] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:08.294691] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:08.298609] [DEBUG] [FORECASTER] BWMX: Forecast T+1@11:T+2@11: UP (p=83.45%)
[2025-09-29T01:27:08.298974] [INFO ] [FORECASTER] Completed predict_future for BWMX
[2025-09-29T01:27:08.299153] [INFO ] [sig       ] BWMX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:08.458345] [INFO ] [LOCAL     ] Saved forecast: BWMX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BWMX.txt
[2025-09-29T01:27:08.458779] [INFO ] [sig       ] [345/2211] Completed BWMX in 0.3s | 3.69 sym/s | Total: 1.6m | ETA: 8.4m
[2025-09-29T01:27:08.458864] [INFO ] [sig       ] [346/2211] Forecasting BWNB...
[2025-09-29T01:27:08.458935] [INFO ] [sig       ] Generating forecast for: BWNB
[2025-09-29T01:27:08.459009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWNB' from 'https://tdm.silogroup.org/data/derivative_storage/BWNB.csv'.
[2025-09-29T01:27:08.471471] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'BWNB'.
[2025-09-29T01:27:08.471939] [INFO ] [FORECASTER] Starting predict_future for BWNB
[2025-09-29T01:27:08.503614] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:08.504664] [DEBUG] [LOCAL     ] No optimal features file found for BWNB: ./output/feature-sets/BWNB.txt
[2025-09-29T01:27:08.504765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:08.504840] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:08.504910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:08.505051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:08.526191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:08.527385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:08.527528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:08.527604] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:08.569551] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:08.569789] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:08.569855] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:08.569893] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:08.574479] [DEBUG] [FORECASTER] BWNB: Forecast T+1@11:T+2@11: UP (p=96.02%)
[2025-09-29T01:27:08.575075] [INFO ] [FORECASTER] Completed predict_future for BWNB
[2025-09-29T01:27:08.575305] [INFO ] [sig       ] BWNB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:08.732986] [INFO ] [LOCAL     ] Saved forecast: BWNB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BWNB.txt
[2025-09-29T01:27:08.733318] [INFO ] [sig       ] [346/2211] Completed BWNB in 0.3s | 3.69 sym/s | Total: 1.6m | ETA: 8.4m
[2025-09-29T01:27:08.733400] [INFO ] [sig       ] [347/2211] Forecasting BWSN...
[2025-09-29T01:27:08.733473] [INFO ] [sig       ] Generating forecast for: BWSN
[2025-09-29T01:27:08.733549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWSN' from 'https://tdm.silogroup.org/data/derivative_storage/BWSN.csv'.
[2025-09-29T01:27:08.743851] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BWSN'.
[2025-09-29T01:27:08.744272] [INFO ] [FORECASTER] Starting predict_future for BWSN
[2025-09-29T01:27:08.773421] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:08.774488] [DEBUG] [LOCAL     ] No optimal features file found for BWSN: ./output/feature-sets/BWSN.txt
[2025-09-29T01:27:08.774592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:08.774698] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:08.774771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:08.774875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:08.793459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:08.794378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:08.794496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:08.794567] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:08.833941] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:08.834140] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:08.834200] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:08.834238] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:08.838119] [DEBUG] [FORECASTER] BWSN: Forecast T+1@11:T+2@11: UP (p=53.58%)
[2025-09-29T01:27:08.838439] [INFO ] [FORECASTER] Completed predict_future for BWSN
[2025-09-29T01:27:08.838682] [INFO ] [sig       ] BWSN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:09.001165] [INFO ] [LOCAL     ] Saved forecast: BWSN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BWSN.txt
[2025-09-29T01:27:09.001557] [INFO ] [sig       ] [347/2211] Completed BWSN in 0.3s | 3.69 sym/s | Total: 1.6m | ETA: 8.4m
[2025-09-29T01:27:09.001665] [INFO ] [sig       ] [348/2211] Forecasting BWXT...
[2025-09-29T01:27:09.001740] [INFO ] [sig       ] Generating forecast for: BWXT
[2025-09-29T01:27:09.001816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWXT' from 'https://tdm.silogroup.org/data/derivative_storage/BWXT.csv'.
[2025-09-29T01:27:09.012096] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BWXT'.
[2025-09-29T01:27:09.012452] [INFO ] [FORECASTER] Starting predict_future for BWXT
[2025-09-29T01:27:09.043008] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:09.044064] [DEBUG] [LOCAL     ] No optimal features file found for BWXT: ./output/feature-sets/BWXT.txt
[2025-09-29T01:27:09.044146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:09.044221] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:09.044360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:09.044497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:09.065223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:09.066031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:09.066145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:09.066230] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:09.110024] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:09.110194] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:09.110271] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:09.110312] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:09.114277] [DEBUG] [FORECASTER] BWXT: Forecast T+1@11:T+2@11: DOWN (p=6.69%)
[2025-09-29T01:27:09.114607] [INFO ] [FORECASTER] Completed predict_future for BWXT
[2025-09-29T01:27:09.114816] [INFO ] [sig       ] BWXT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:09.288261] [INFO ] [LOCAL     ] Saved forecast: BWXT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BWXT.txt
[2025-09-29T01:27:09.288623] [INFO ] [sig       ] [348/2211] Completed BWXT in 0.3s | 3.69 sym/s | Total: 1.6m | ETA: 8.4m
[2025-09-29T01:27:09.288746] [INFO ] [sig       ] [349/2211] Forecasting BX...
[2025-09-29T01:27:09.288855] [INFO ] [sig       ] Generating forecast for: BX
[2025-09-29T01:27:09.288950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BX' from 'https://tdm.silogroup.org/data/derivative_storage/BX.csv'.
[2025-09-29T01:27:09.301097] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BX'.
[2025-09-29T01:27:09.301485] [INFO ] [FORECASTER] Starting predict_future for BX
[2025-09-29T01:27:09.327816] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:09.328684] [DEBUG] [LOCAL     ] No optimal features file found for BX: ./output/feature-sets/BX.txt
[2025-09-29T01:27:09.328768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:09.328856] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:09.328941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:09.329058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:09.347493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:09.348147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:09.348266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:09.348411] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:09.387427] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:09.387555] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:09.387599] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:09.387634] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:09.391044] [DEBUG] [FORECASTER] BX: Forecast T+1@11:T+2@11: DOWN (p=38.43%)
[2025-09-29T01:27:09.391362] [INFO ] [FORECASTER] Completed predict_future for BX
[2025-09-29T01:27:09.391577] [INFO ] [sig       ] BX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:09.543829] [INFO ] [LOCAL     ] Saved forecast: BX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BX.txt
[2025-09-29T01:27:09.544159] [INFO ] [sig       ] [349/2211] Completed BX in 0.3s | 3.69 sym/s | Total: 1.6m | ETA: 8.4m
[2025-09-29T01:27:09.544282] [INFO ] [sig       ] [350/2211] Forecasting BXC...
[2025-09-29T01:27:09.544371] [INFO ] [sig       ] Generating forecast for: BXC
[2025-09-29T01:27:09.544447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-09-29T01:27:09.555663] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BXC'.
[2025-09-29T01:27:09.556084] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-09-29T01:27:09.584566] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:09.585720] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-09-29T01:27:09.585805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:09.585880] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:09.585955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:09.586067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:09.606878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:09.607690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:09.607805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:09.607874] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:09.649006] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:09.649204] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:09.649256] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:09.649291] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:09.653190] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: UP (p=98.06%)
[2025-09-29T01:27:09.653492] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-09-29T01:27:09.653710] [INFO ] [sig       ] BXC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:09.821160] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BXC.txt
[2025-09-29T01:27:09.821466] [INFO ] [sig       ] [350/2211] Completed BXC in 0.3s | 3.69 sym/s | Total: 1.6m | ETA: 8.4m
[2025-09-29T01:27:09.821553] [INFO ] [sig       ] [351/2211] Forecasting BXMT...
[2025-09-29T01:27:09.821627] [INFO ] [sig       ] Generating forecast for: BXMT
[2025-09-29T01:27:09.821725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMT' from 'https://tdm.silogroup.org/data/derivative_storage/BXMT.csv'.
[2025-09-29T01:27:09.832415] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BXMT'.
[2025-09-29T01:27:09.832955] [INFO ] [FORECASTER] Starting predict_future for BXMT
[2025-09-29T01:27:09.860116] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:09.860991] [DEBUG] [LOCAL     ] No optimal features file found for BXMT: ./output/feature-sets/BXMT.txt
[2025-09-29T01:27:09.861111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:09.861231] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:09.861307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:09.861413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:09.879852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:09.880530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:09.880663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:09.880738] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:09.920199] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:09.920355] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:09.920403] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:09.920439] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:09.924042] [DEBUG] [FORECASTER] BXMT: Forecast T+1@11:T+2@11: UP (p=85.51%)
[2025-09-29T01:27:09.924347] [INFO ] [FORECASTER] Completed predict_future for BXMT
[2025-09-29T01:27:09.924501] [INFO ] [sig       ] BXMT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:10.081978] [INFO ] [LOCAL     ] Saved forecast: BXMT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BXMT.txt
[2025-09-29T01:27:10.082281] [INFO ] [sig       ] [351/2211] Completed BXMT in 0.3s | 3.69 sym/s | Total: 1.6m | ETA: 8.4m
[2025-09-29T01:27:10.082363] [INFO ] [sig       ] [352/2211] Forecasting BXMX...
[2025-09-29T01:27:10.082447] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-09-29T01:27:10.082532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-09-29T01:27:10.093495] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BXMX'.
[2025-09-29T01:27:10.093912] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-09-29T01:27:10.120202] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:10.121148] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-09-29T01:27:10.121229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:10.121318] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:10.121402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:10.121530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:10.139558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:10.140298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:10.140415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:10.140502] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:10.179124] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:10.179291] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:10.179340] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:10.179376] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:10.183106] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=38.61%)
[2025-09-29T01:27:10.183456] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-09-29T01:27:10.183625] [INFO ] [sig       ] BXMX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:10.340693] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BXMX.txt
[2025-09-29T01:27:10.340993] [INFO ] [sig       ] [352/2211] Completed BXMX in 0.3s | 3.69 sym/s | Total: 1.6m | ETA: 8.4m
[2025-09-29T01:27:10.341078] [INFO ] [sig       ] [353/2211] Forecasting BXP...
[2025-09-29T01:27:10.341190] [INFO ] [sig       ] Generating forecast for: BXP
[2025-09-29T01:27:10.341285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-09-29T01:27:10.351697] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BXP'.
[2025-09-29T01:27:10.352081] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-09-29T01:27:10.380519] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:10.381447] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-09-29T01:27:10.381540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:10.381674] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:10.381754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:10.381894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:10.401855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:10.402495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:10.402610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:10.402702] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:10.445821] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:10.446075] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:10.446168] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:10.446266] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:10.451382] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=5.41%)
[2025-09-29T01:27:10.451869] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-09-29T01:27:10.452074] [INFO ] [sig       ] BXP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:10.601934] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BXP.txt
[2025-09-29T01:27:10.602212] [INFO ] [sig       ] [353/2211] Completed BXP in 0.3s | 3.69 sym/s | Total: 1.6m | ETA: 8.4m
[2025-09-29T01:27:10.602304] [INFO ] [sig       ] [354/2211] Forecasting BXSL...
[2025-09-29T01:27:10.602376] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-09-29T01:27:10.602458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-09-29T01:27:10.615037] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BXSL'.
[2025-09-29T01:27:10.615491] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-09-29T01:27:10.643082] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:10.644088] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-09-29T01:27:10.644172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:10.644245] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:10.644314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:10.644428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:10.662513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:10.663532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:10.663696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:10.663771] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:10.704118] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:10.704316] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:10.704368] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:10.704404] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:10.708161] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-09-29T01:27:10.708504] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-09-29T01:27:10.708710] [INFO ] [sig       ] BXSL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:10.859136] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BXSL.txt
[2025-09-29T01:27:10.859451] [INFO ] [sig       ] [354/2211] Completed BXSL in 0.3s | 3.69 sym/s | Total: 1.6m | ETA: 8.4m
[2025-09-29T01:27:10.859532] [INFO ] [sig       ] [355/2211] Forecasting BY...
[2025-09-29T01:27:10.859603] [INFO ] [sig       ] Generating forecast for: BY
[2025-09-29T01:27:10.859698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BY' from 'https://tdm.silogroup.org/data/derivative_storage/BY.csv'.
[2025-09-29T01:27:10.870561] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BY'.
[2025-09-29T01:27:10.871080] [INFO ] [FORECASTER] Starting predict_future for BY
[2025-09-29T01:27:10.897827] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:10.898757] [DEBUG] [LOCAL     ] No optimal features file found for BY: ./output/feature-sets/BY.txt
[2025-09-29T01:27:10.898838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:10.898926] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:10.899007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:10.899133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:10.917555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:10.918534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:10.918698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:10.918782] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:10.958119] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:10.958328] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:10.958380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:10.958416] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:10.962295] [DEBUG] [FORECASTER] BY: Forecast T+1@11:T+2@11: DOWN (p=42.46%)
[2025-09-29T01:27:10.962633] [INFO ] [FORECASTER] Completed predict_future for BY
[2025-09-29T01:27:10.962829] [INFO ] [sig       ] BY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:11.117744] [INFO ] [LOCAL     ] Saved forecast: BY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BY.txt
[2025-09-29T01:27:11.118074] [INFO ] [sig       ] [355/2211] Completed BY in 0.3s | 3.69 sym/s | Total: 1.6m | ETA: 8.4m
[2025-09-29T01:27:11.118158] [INFO ] [sig       ] [356/2211] Forecasting BYD...
[2025-09-29T01:27:11.118240] [INFO ] [sig       ] Generating forecast for: BYD
[2025-09-29T01:27:11.118326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-09-29T01:27:11.128335] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BYD'.
[2025-09-29T01:27:11.128773] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-09-29T01:27:11.155972] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:11.157033] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-09-29T01:27:11.157116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:11.157206] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:11.157290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:11.157420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:11.176208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:11.176928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:11.177042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:11.177125] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:11.214570] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:11.214734] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:11.214800] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:11.214839] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:11.218491] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=84.76%)
[2025-09-29T01:27:11.218841] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-09-29T01:27:11.219004] [INFO ] [sig       ] BYD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:11.371358] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BYD.txt
[2025-09-29T01:27:11.371681] [INFO ] [sig       ] [356/2211] Completed BYD in 0.3s | 3.69 sym/s | Total: 1.6m | ETA: 8.4m
[2025-09-29T01:27:11.371764] [INFO ] [sig       ] [357/2211] Forecasting BYM...
[2025-09-29T01:27:11.371850] [INFO ] [sig       ] Generating forecast for: BYM
[2025-09-29T01:27:11.371936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-09-29T01:27:11.382206] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BYM'.
[2025-09-29T01:27:11.382730] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-09-29T01:27:11.411833] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:11.412872] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-09-29T01:27:11.412959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:11.413071] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:11.413156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:11.413286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:11.432616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:11.433458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:11.433576] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:11.433687] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:11.473570] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:11.473763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:11.473824] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:11.473862] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:11.477829] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: UP (p=93.09%)
[2025-09-29T01:27:11.478151] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-09-29T01:27:11.478382] [INFO ] [sig       ] BYM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:11.639315] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/BYM.txt
[2025-09-29T01:27:11.639685] [INFO ] [sig       ] [357/2211] Completed BYM in 0.3s | 3.69 sym/s | Total: 1.6m | ETA: 8.4m
[2025-09-29T01:27:11.639769] [INFO ] [sig       ] [358/2211] Forecasting BZH...
[2025-09-29T01:27:11.639850] [INFO ] [sig       ] Generating forecast for: BZH
[2025-09-29T01:27:11.639935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-09-29T01:27:11.650715] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BZH'.
[2025-09-29T01:27:11.651124] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-09-29T01:27:11.678136] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:11.679105] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-09-29T01:27:11.679192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:11.679285] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:11.679355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:11.679456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:11.699042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:11.699806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:11.699924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:11.699998] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:11.738953] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:11.739155] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:11.739214] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:11.739250] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:11.743052] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: DOWN (p=21.00%)
[2025-09-29T01:27:11.743398] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-09-29T01:27:11.743562] [INFO ] [sig       ] BZH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:11.909547] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/BZH.txt
[2025-09-29T01:27:11.909882] [INFO ] [sig       ] [358/2211] Completed BZH in 0.3s | 3.69 sym/s | Total: 1.6m | ETA: 8.4m
[2025-09-29T01:27:11.909965] [INFO ] [sig       ] [359/2211] Forecasting C...
[2025-09-29T01:27:11.910037] [INFO ] [sig       ] Generating forecast for: C
[2025-09-29T01:27:11.910109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-09-29T01:27:11.920826] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'C'.
[2025-09-29T01:27:11.921231] [INFO ] [FORECASTER] Starting predict_future for C
[2025-09-29T01:27:11.949070] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:11.950009] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-09-29T01:27:11.950093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:11.950170] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:11.950244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:11.950356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:11.969432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:11.970179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:11.970296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:11.970380] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:12.004092] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:12.004267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:12.004351] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:12.004431] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:12.008289] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: UP (p=97.15%)
[2025-09-29T01:27:12.008605] [INFO ] [FORECASTER] Completed predict_future for C
[2025-09-29T01:27:12.008793] [INFO ] [sig       ] C: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:12.164683] [INFO ] [LOCAL     ] Saved forecast: C	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/C.txt
[2025-09-29T01:27:12.164982] [INFO ] [sig       ] [359/2211] Completed C in 0.3s | 3.70 sym/s | Total: 1.6m | ETA: 8.4m
[2025-09-29T01:27:12.165074] [INFO ] [sig       ] [360/2211] Forecasting CAAP...
[2025-09-29T01:27:12.165151] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-09-29T01:27:12.165247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-09-29T01:27:12.175577] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CAAP'.
[2025-09-29T01:27:12.176006] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-09-29T01:27:12.203151] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:12.204039] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-09-29T01:27:12.204121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:12.204195] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:12.204273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:12.204391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:12.223223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:12.223902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:12.224017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:12.224090] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:12.261021] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:12.261149] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:12.261194] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:12.261231] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:12.264803] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-09-29T01:27:12.265103] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-09-29T01:27:12.265253] [INFO ] [sig       ] CAAP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:12.433138] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CAAP.txt
[2025-09-29T01:27:12.433705] [INFO ] [sig       ] [360/2211] Completed CAAP in 0.3s | 3.70 sym/s | Total: 1.6m | ETA: 8.3m
[2025-09-29T01:27:12.433825] [INFO ] [sig       ] [361/2211] Forecasting CABO...
[2025-09-29T01:27:12.433912] [INFO ] [sig       ] Generating forecast for: CABO
[2025-09-29T01:27:12.434010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-09-29T01:27:12.448907] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CABO'.
[2025-09-29T01:27:12.449388] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-09-29T01:27:12.477857] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:12.478702] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-09-29T01:27:12.478816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:12.478906] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:12.478978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:12.479104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:12.498350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:12.499127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:12.499284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:12.499367] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:12.540404] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:12.540595] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:12.540667] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:12.540730] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:12.544497] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: DOWN (p=2.91%)
[2025-09-29T01:27:12.544991] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-09-29T01:27:12.545167] [INFO ] [sig       ] CABO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:12.700283] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CABO.txt
[2025-09-29T01:27:12.700575] [INFO ] [sig       ] [361/2211] Completed CABO in 0.3s | 3.70 sym/s | Total: 1.6m | ETA: 8.3m
[2025-09-29T01:27:12.700681] [INFO ] [sig       ] [362/2211] Forecasting CACI...
[2025-09-29T01:27:12.700752] [INFO ] [sig       ] Generating forecast for: CACI
[2025-09-29T01:27:12.700822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-09-29T01:27:12.713609] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CACI'.
[2025-09-29T01:27:12.714069] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-09-29T01:27:12.742330] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:12.743323] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-09-29T01:27:12.743411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:12.743487] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:12.743564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:12.743692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:12.764263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:12.765206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:12.765328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:12.765400] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:12.806909] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:12.807106] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:12.807162] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:12.807206] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:12.811039] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: UP (p=90.40%)
[2025-09-29T01:27:12.811345] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-09-29T01:27:12.811493] [INFO ] [sig       ] CACI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:12.974560] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CACI.txt
[2025-09-29T01:27:12.974960] [INFO ] [sig       ] [362/2211] Completed CACI in 0.3s | 3.70 sym/s | Total: 1.6m | ETA: 8.3m
[2025-09-29T01:27:12.975048] [INFO ] [sig       ] [363/2211] Forecasting CADE...
[2025-09-29T01:27:12.975120] [INFO ] [sig       ] Generating forecast for: CADE
[2025-09-29T01:27:12.975195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-09-29T01:27:12.986676] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CADE'.
[2025-09-29T01:27:12.987144] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-09-29T01:27:13.013798] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:13.014611] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-09-29T01:27:13.014729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:13.014822] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:13.014913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:13.015050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:13.032849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:13.033477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:13.033618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:13.033737] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:13.081556] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:13.081737] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:13.081804] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:13.081844] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:13.085820] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: UP (p=83.40%)
[2025-09-29T01:27:13.086146] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-09-29T01:27:13.086305] [INFO ] [sig       ] CADE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:13.236877] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CADE.txt
[2025-09-29T01:27:13.237165] [INFO ] [sig       ] [363/2211] Completed CADE in 0.3s | 3.70 sym/s | Total: 1.6m | ETA: 8.3m
[2025-09-29T01:27:13.237265] [INFO ] [sig       ] [364/2211] Forecasting CAE...
[2025-09-29T01:27:13.237361] [INFO ] [sig       ] Generating forecast for: CAE
[2025-09-29T01:27:13.237456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-09-29T01:27:13.248826] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CAE'.
[2025-09-29T01:27:13.249210] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-09-29T01:27:13.276271] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:13.277230] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-09-29T01:27:13.277328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:13.277433] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:13.277534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:13.277691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:13.297139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:13.297833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:13.297961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:13.298067] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:13.343758] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:13.343878] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:13.344005] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:13.344064] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:13.347940] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: DOWN (p=2.39%)
[2025-09-29T01:27:13.348232] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-09-29T01:27:13.348384] [INFO ] [sig       ] CAE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:13.495372] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CAE.txt
[2025-09-29T01:27:13.495631] [INFO ] [sig       ] [364/2211] Completed CAE in 0.3s | 3.70 sym/s | Total: 1.6m | ETA: 8.3m
[2025-09-29T01:27:13.495751] [INFO ] [sig       ] [365/2211] Forecasting CAF...
[2025-09-29T01:27:13.495834] [INFO ] [sig       ] Generating forecast for: CAF
[2025-09-29T01:27:13.495921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-09-29T01:27:13.508467] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CAF'.
[2025-09-29T01:27:13.508909] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-09-29T01:27:13.537373] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:13.538342] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-09-29T01:27:13.538424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:13.538516] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:13.538609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:13.538799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:13.559986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:13.560780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:13.560897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:13.561002] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:13.599336] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:13.599465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:13.599511] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:13.599547] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:13.603126] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=43.52%)
[2025-09-29T01:27:13.603428] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-09-29T01:27:13.603580] [INFO ] [sig       ] CAF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:13.773818] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CAF.txt
[2025-09-29T01:27:13.774152] [INFO ] [sig       ] [365/2211] Completed CAF in 0.3s | 3.70 sym/s | Total: 1.6m | ETA: 8.3m
[2025-09-29T01:27:13.774271] [INFO ] [sig       ] [366/2211] Forecasting CAG...
[2025-09-29T01:27:13.774361] [INFO ] [sig       ] Generating forecast for: CAG
[2025-09-29T01:27:13.774436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-09-29T01:27:13.786598] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CAG'.
[2025-09-29T01:27:13.787174] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-09-29T01:27:13.815394] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:13.816363] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-09-29T01:27:13.816449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:13.816525] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:13.816700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:13.816818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:13.835550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:13.836343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:13.836460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:13.836544] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:13.872331] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:13.872524] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:13.872576] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:13.872614] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:13.876609] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: DOWN (p=45.57%)
[2025-09-29T01:27:13.877137] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-09-29T01:27:13.877353] [INFO ] [sig       ] CAG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:14.046372] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CAG.txt
[2025-09-29T01:27:14.046842] [INFO ] [sig       ] [366/2211] Completed CAG in 0.3s | 3.70 sym/s | Total: 1.7m | ETA: 8.3m
[2025-09-29T01:27:14.046944] [INFO ] [sig       ] [367/2211] Forecasting CAH...
[2025-09-29T01:27:14.047032] [INFO ] [sig       ] Generating forecast for: CAH
[2025-09-29T01:27:14.047120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-09-29T01:27:14.059857] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CAH'.
[2025-09-29T01:27:14.060413] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-09-29T01:27:14.088574] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:14.089518] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-09-29T01:27:14.089604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:14.089710] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:14.089786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:14.089897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:14.109295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:14.110145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:14.110266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:14.110341] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:14.150145] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:14.150366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:14.150431] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:14.150470] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:14.154280] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: UP (p=88.18%)
[2025-09-29T01:27:14.154636] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-09-29T01:27:14.154856] [INFO ] [sig       ] CAH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:14.308665] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CAH.txt
[2025-09-29T01:27:14.309247] [INFO ] [sig       ] [367/2211] Completed CAH in 0.3s | 3.70 sym/s | Total: 1.7m | ETA: 8.3m
[2025-09-29T01:27:14.309334] [INFO ] [sig       ] [368/2211] Forecasting CAL...
[2025-09-29T01:27:14.309419] [INFO ] [sig       ] Generating forecast for: CAL
[2025-09-29T01:27:14.309504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-09-29T01:27:14.320877] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CAL'.
[2025-09-29T01:27:14.321307] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-09-29T01:27:14.349358] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:14.350309] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-09-29T01:27:14.350390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:14.350480] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:14.350566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:14.350729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:14.370387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:14.371291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:14.371431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:14.371536] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:14.409900] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:14.410123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:14.410185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:14.410223] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:14.414179] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: UP (p=56.91%)
[2025-09-29T01:27:14.414492] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-09-29T01:27:14.414671] [INFO ] [sig       ] CAL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:14.573680] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CAL.txt
[2025-09-29T01:27:14.573995] [INFO ] [sig       ] [368/2211] Completed CAL in 0.3s | 3.70 sym/s | Total: 1.7m | ETA: 8.3m
[2025-09-29T01:27:14.574099] [INFO ] [sig       ] [369/2211] Forecasting CALX...
[2025-09-29T01:27:14.574184] [INFO ] [sig       ] Generating forecast for: CALX
[2025-09-29T01:27:14.574271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-09-29T01:27:14.587764] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CALX'.
[2025-09-29T01:27:14.588291] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-09-29T01:27:14.626712] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:14.627777] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-09-29T01:27:14.627861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:14.627941] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:14.628016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:14.628122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:14.648404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:14.649497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:14.649667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:14.649764] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:14.694905] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:14.695131] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:14.695187] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:14.695227] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:14.699793] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: DOWN (p=29.04%)
[2025-09-29T01:27:14.700182] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-09-29T01:27:14.700395] [INFO ] [sig       ] CALX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:14.870402] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CALX.txt
[2025-09-29T01:27:14.870703] [INFO ] [sig       ] [369/2211] Completed CALX in 0.3s | 3.70 sym/s | Total: 1.7m | ETA: 8.3m
[2025-09-29T01:27:14.870797] [INFO ] [sig       ] [370/2211] Forecasting CANG...
[2025-09-29T01:27:14.870867] [INFO ] [sig       ] Generating forecast for: CANG
[2025-09-29T01:27:14.870940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CANG' from 'https://tdm.silogroup.org/data/derivative_storage/CANG.csv'.
[2025-09-29T01:27:14.881103] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CANG'.
[2025-09-29T01:27:14.881416] [INFO ] [FORECASTER] Starting predict_future for CANG
[2025-09-29T01:27:14.908718] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:14.909507] [DEBUG] [LOCAL     ] No optimal features file found for CANG: ./output/feature-sets/CANG.txt
[2025-09-29T01:27:14.909589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:14.909686] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:14.909757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:14.909860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:14.930237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:14.931001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:14.931129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:14.931202] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:14.968686] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:14.968825] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:14.968888] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:14.968926] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:14.972524] [DEBUG] [FORECASTER] CANG: Forecast T+1@11:T+2@11: DOWN (p=46.66%)
[2025-09-29T01:27:14.972870] [INFO ] [FORECASTER] Completed predict_future for CANG
[2025-09-29T01:27:14.973060] [INFO ] [sig       ] CANG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:15.120889] [INFO ] [LOCAL     ] Saved forecast: CANG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CANG.txt
[2025-09-29T01:27:15.121156] [INFO ] [sig       ] [370/2211] Completed CANG in 0.3s | 3.70 sym/s | Total: 1.7m | ETA: 8.3m
[2025-09-29T01:27:15.121259] [INFO ] [sig       ] [371/2211] Forecasting CAPL...
[2025-09-29T01:27:15.121345] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-09-29T01:27:15.121431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-09-29T01:27:15.132015] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CAPL'.
[2025-09-29T01:27:15.132474] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-09-29T01:27:15.159922] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:15.160907] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-09-29T01:27:15.160993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:15.161081] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:15.161164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:15.161286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:15.180354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:15.181229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:15.181349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:15.181437] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:15.216797] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:15.217037] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:15.217094] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:15.217131] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:15.221263] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: DOWN (p=11.17%)
[2025-09-29T01:27:15.221671] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-09-29T01:27:15.221860] [INFO ] [sig       ] CAPL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:15.382343] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CAPL.txt
[2025-09-29T01:27:15.382801] [INFO ] [sig       ] [371/2211] Completed CAPL in 0.3s | 3.70 sym/s | Total: 1.7m | ETA: 8.3m
[2025-09-29T01:27:15.382904] [INFO ] [sig       ] [372/2211] Forecasting CARR...
[2025-09-29T01:27:15.383016] [INFO ] [sig       ] Generating forecast for: CARR
[2025-09-29T01:27:15.383133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARR' from 'https://tdm.silogroup.org/data/derivative_storage/CARR.csv'.
[2025-09-29T01:27:15.394347] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CARR'.
[2025-09-29T01:27:15.394773] [INFO ] [FORECASTER] Starting predict_future for CARR
[2025-09-29T01:27:15.423094] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:15.423924] [DEBUG] [LOCAL     ] No optimal features file found for CARR: ./output/feature-sets/CARR.txt
[2025-09-29T01:27:15.424009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:15.424085] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:15.424172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:15.424276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:15.443357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:15.444059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:15.444184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:15.444260] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:15.492168] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:15.493261] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:15.493344] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:15.493416] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:15.497702] [DEBUG] [FORECASTER] CARR: Forecast T+1@11:T+2@11: DOWN (p=46.22%)
[2025-09-29T01:27:15.498029] [INFO ] [FORECASTER] Completed predict_future for CARR
[2025-09-29T01:27:15.498298] [INFO ] [sig       ] CARR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:15.651400] [INFO ] [LOCAL     ] Saved forecast: CARR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CARR.txt
[2025-09-29T01:27:15.651771] [INFO ] [sig       ] [372/2211] Completed CARR in 0.3s | 3.70 sym/s | Total: 1.7m | ETA: 8.3m
[2025-09-29T01:27:15.651896] [INFO ] [sig       ] [373/2211] Forecasting CARS...
[2025-09-29T01:27:15.651984] [INFO ] [sig       ] Generating forecast for: CARS
[2025-09-29T01:27:15.652057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-09-29T01:27:15.664170] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CARS'.
[2025-09-29T01:27:15.664558] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-09-29T01:27:15.695300] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:15.696201] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-09-29T01:27:15.696284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:15.696363] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:15.696440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:15.696546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:15.715300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:15.716086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:15.716202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:15.716293] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:15.754334] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:15.754456] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:15.754500] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:15.754535] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:15.757927] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=73.59%)
[2025-09-29T01:27:15.758220] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-09-29T01:27:15.758376] [INFO ] [sig       ] CARS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:15.914619] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CARS.txt
[2025-09-29T01:27:15.914967] [INFO ] [sig       ] [373/2211] Completed CARS in 0.3s | 3.70 sym/s | Total: 1.7m | ETA: 8.3m
[2025-09-29T01:27:15.915074] [INFO ] [sig       ] [374/2211] Forecasting CAT...
[2025-09-29T01:27:15.915189] [INFO ] [sig       ] Generating forecast for: CAT
[2025-09-29T01:27:15.915279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAT' from 'https://tdm.silogroup.org/data/derivative_storage/CAT.csv'.
[2025-09-29T01:27:15.926242] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CAT'.
[2025-09-29T01:27:15.926728] [INFO ] [FORECASTER] Starting predict_future for CAT
[2025-09-29T01:27:15.954378] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:15.955302] [DEBUG] [LOCAL     ] No optimal features file found for CAT: ./output/feature-sets/CAT.txt
[2025-09-29T01:27:15.955386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:15.955463] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:15.955534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:15.955636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:15.973609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:15.974427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:15.974544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:15.974618] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:16.019345] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:16.019558] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:16.019611] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:16.019676] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:16.023765] [DEBUG] [FORECASTER] CAT: Forecast T+1@11:T+2@11: UP (p=59.34%)
[2025-09-29T01:27:16.024091] [INFO ] [FORECASTER] Completed predict_future for CAT
[2025-09-29T01:27:16.024248] [INFO ] [sig       ] CAT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:16.190492] [INFO ] [LOCAL     ] Saved forecast: CAT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CAT.txt
[2025-09-29T01:27:16.190858] [INFO ] [sig       ] [374/2211] Completed CAT in 0.3s | 3.70 sym/s | Total: 1.7m | ETA: 8.3m
[2025-09-29T01:27:16.190950] [INFO ] [sig       ] [375/2211] Forecasting CATO...
[2025-09-29T01:27:16.191025] [INFO ] [sig       ] Generating forecast for: CATO
[2025-09-29T01:27:16.191123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-09-29T01:27:16.204151] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CATO'.
[2025-09-29T01:27:16.204796] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-09-29T01:27:16.240573] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:16.241567] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-09-29T01:27:16.241681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:16.241774] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:16.241859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:16.241990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:16.263915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:16.265080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:16.265227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:16.265318] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:16.305340] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:16.305568] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:16.305624] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:16.305709] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:16.310453] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=4.31%)
[2025-09-29T01:27:16.310876] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-09-29T01:27:16.311068] [INFO ] [sig       ] CATO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:16.509722] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CATO.txt
[2025-09-29T01:27:16.510126] [INFO ] [sig       ] [375/2211] Completed CATO in 0.3s | 3.69 sym/s | Total: 1.7m | ETA: 8.3m
[2025-09-29T01:27:16.510236] [INFO ] [sig       ] [376/2211] Forecasting CAVA...
[2025-09-29T01:27:16.510322] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-09-29T01:27:16.510420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-09-29T01:27:16.524465] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CAVA'.
[2025-09-29T01:27:16.525111] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-09-29T01:27:16.561542] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:16.562681] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-09-29T01:27:16.562801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:16.562896] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:16.562987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:16.563125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:16.583053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:16.584219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:16.584384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:16.584470] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:16.635507] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:16.635805] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:16.635897] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:16.635963] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:16.641966] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=20.69%)
[2025-09-29T01:27:16.642480] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-09-29T01:27:16.642738] [INFO ] [sig       ] CAVA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:16.896112] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CAVA.txt
[2025-09-29T01:27:16.896575] [INFO ] [sig       ] [376/2211] Completed CAVA in 0.4s | 3.69 sym/s | Total: 1.7m | ETA: 8.3m
[2025-09-29T01:27:16.896718] [INFO ] [sig       ] [377/2211] Forecasting CB...
[2025-09-29T01:27:16.896805] [INFO ] [sig       ] Generating forecast for: CB
[2025-09-29T01:27:16.896965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-09-29T01:27:16.921101] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CB'.
[2025-09-29T01:27:16.924107] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-09-29T01:27:16.973599] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:16.974739] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-09-29T01:27:16.974915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:16.974973] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:16.975039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:16.975162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:16.997340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:16.998508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:16.998707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:16.998790] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:17.066898] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:17.067167] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:17.067267] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:17.067323] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:17.071628] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=12.17%)
[2025-09-29T01:27:17.072080] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-09-29T01:27:17.072296] [INFO ] [sig       ] CB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:17.300536] [INFO ] [LOCAL     ] Saved forecast: CB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CB.txt
[2025-09-29T01:27:17.300973] [INFO ] [sig       ] [377/2211] Completed CB in 0.4s | 3.69 sym/s | Total: 1.7m | ETA: 8.3m
[2025-09-29T01:27:17.301070] [INFO ] [sig       ] [378/2211] Forecasting CBAN...
[2025-09-29T01:27:17.301151] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-09-29T01:27:17.301237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-09-29T01:27:17.313520] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CBAN'.
[2025-09-29T01:27:17.314210] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-09-29T01:27:17.345313] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:17.346685] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-09-29T01:27:17.346841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:17.346964] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:17.347054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:17.347262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:17.370909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:17.372186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:17.372365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:17.372469] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:17.431340] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:17.431581] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:17.431705] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:17.431791] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:17.437676] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=32.61%)
[2025-09-29T01:27:17.438141] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-09-29T01:27:17.438366] [INFO ] [sig       ] CBAN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:17.653092] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CBAN.txt
[2025-09-29T01:27:17.653468] [INFO ] [sig       ] [378/2211] Completed CBAN in 0.4s | 3.68 sym/s | Total: 1.7m | ETA: 8.3m
[2025-09-29T01:27:17.653556] [INFO ] [sig       ] [379/2211] Forecasting CBL...
[2025-09-29T01:27:17.653665] [INFO ] [sig       ] Generating forecast for: CBL
[2025-09-29T01:27:17.653768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-09-29T01:27:17.664954] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CBL'.
[2025-09-29T01:27:17.665412] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-09-29T01:27:17.696025] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:17.697237] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-09-29T01:27:17.697342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:17.697457] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:17.697577] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:17.697758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:17.717702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:17.718804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:17.718943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:17.719052] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:17.763839] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:17.763983] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:17.764076] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:17.764129] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:17.768108] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=63.28%)
[2025-09-29T01:27:17.768448] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-09-29T01:27:17.768621] [INFO ] [sig       ] CBL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:17.928487] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CBL.txt
[2025-09-29T01:27:17.928925] [INFO ] [sig       ] [379/2211] Completed CBL in 0.3s | 3.68 sym/s | Total: 1.7m | ETA: 8.3m
[2025-09-29T01:27:17.929019] [INFO ] [sig       ] [380/2211] Forecasting CBNA...
[2025-09-29T01:27:17.929105] [INFO ] [sig       ] Generating forecast for: CBNA
[2025-09-29T01:27:17.929191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNA' from 'https://tdm.silogroup.org/data/derivative_storage/CBNA.csv'.
[2025-09-29T01:27:17.940472] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CBNA'.
[2025-09-29T01:27:17.941031] [INFO ] [FORECASTER] Starting predict_future for CBNA
[2025-09-29T01:27:17.968592] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:17.969552] [DEBUG] [LOCAL     ] No optimal features file found for CBNA: ./output/feature-sets/CBNA.txt
[2025-09-29T01:27:17.969638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:17.969760] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:17.969834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:17.969963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:17.988352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:17.989252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:17.989367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:17.989458] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:18.027822] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:18.028029] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:18.028107] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:18.028153] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:18.032193] [DEBUG] [FORECASTER] CBNA: Forecast T+1@11:T+2@11: UP (p=99.36%)
[2025-09-29T01:27:18.032525] [INFO ] [FORECASTER] Completed predict_future for CBNA
[2025-09-29T01:27:18.032719] [INFO ] [sig       ] CBNA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:18.192691] [INFO ] [LOCAL     ] Saved forecast: CBNA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CBNA.txt
[2025-09-29T01:27:18.193040] [INFO ] [sig       ] [380/2211] Completed CBNA in 0.3s | 3.68 sym/s | Total: 1.7m | ETA: 8.3m
[2025-09-29T01:27:18.193124] [INFO ] [sig       ] [381/2211] Forecasting CBRE...
[2025-09-29T01:27:18.193210] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-09-29T01:27:18.193298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-09-29T01:27:18.204878] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CBRE'.
[2025-09-29T01:27:18.205437] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-09-29T01:27:18.233242] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:18.234228] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-09-29T01:27:18.234312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:18.234409] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:18.234502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:18.234668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:18.253849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:18.254588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:18.254725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:18.254809] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:18.292296] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:18.292478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:18.292526] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:18.292563] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:18.296228] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: UP (p=88.74%)
[2025-09-29T01:27:18.296533] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-09-29T01:27:18.296721] [INFO ] [sig       ] CBRE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:18.444865] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CBRE.txt
[2025-09-29T01:27:18.445175] [INFO ] [sig       ] [381/2211] Completed CBRE in 0.3s | 3.68 sym/s | Total: 1.7m | ETA: 8.3m
[2025-09-29T01:27:18.445261] [INFO ] [sig       ] [382/2211] Forecasting CBT...
[2025-09-29T01:27:18.445346] [INFO ] [sig       ] Generating forecast for: CBT
[2025-09-29T01:27:18.445435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBT' from 'https://tdm.silogroup.org/data/derivative_storage/CBT.csv'.
[2025-09-29T01:27:18.455603] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CBT'.
[2025-09-29T01:27:18.455980] [INFO ] [FORECASTER] Starting predict_future for CBT
[2025-09-29T01:27:18.483180] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:18.484104] [DEBUG] [LOCAL     ] No optimal features file found for CBT: ./output/feature-sets/CBT.txt
[2025-09-29T01:27:18.484195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:18.484270] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:18.484341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:18.484444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:18.503176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:18.503883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:18.504009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:18.504084] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:18.542562] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:18.542745] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:18.542809] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:18.542846] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:18.546528] [DEBUG] [FORECASTER] CBT: Forecast T+1@11:T+2@11: DOWN (p=10.48%)
[2025-09-29T01:27:18.546893] [INFO ] [FORECASTER] Completed predict_future for CBT
[2025-09-29T01:27:18.547066] [INFO ] [sig       ] CBT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:18.697610] [INFO ] [LOCAL     ] Saved forecast: CBT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CBT.txt
[2025-09-29T01:27:18.697969] [INFO ] [sig       ] [382/2211] Completed CBT in 0.3s | 3.68 sym/s | Total: 1.7m | ETA: 8.3m
[2025-09-29T01:27:18.698081] [INFO ] [sig       ] [383/2211] Forecasting CBU...
[2025-09-29T01:27:18.698165] [INFO ] [sig       ] Generating forecast for: CBU
[2025-09-29T01:27:18.698253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBU' from 'https://tdm.silogroup.org/data/derivative_storage/CBU.csv'.
[2025-09-29T01:27:18.709619] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CBU'.
[2025-09-29T01:27:18.710105] [INFO ] [FORECASTER] Starting predict_future for CBU
[2025-09-29T01:27:18.737381] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:18.738307] [DEBUG] [LOCAL     ] No optimal features file found for CBU: ./output/feature-sets/CBU.txt
[2025-09-29T01:27:18.738392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:18.738468] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:18.738554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:18.738708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:18.757140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:18.757883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:18.757997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:18.758084] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:18.798638] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:18.798864] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:18.798915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:18.798950] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:18.802754] [DEBUG] [FORECASTER] CBU: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2025-09-29T01:27:18.803104] [INFO ] [FORECASTER] Completed predict_future for CBU
[2025-09-29T01:27:18.803265] [INFO ] [sig       ] CBU: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:18.962446] [INFO ] [LOCAL     ] Saved forecast: CBU	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CBU.txt
[2025-09-29T01:27:18.962833] [INFO ] [sig       ] [383/2211] Completed CBU in 0.3s | 3.68 sym/s | Total: 1.7m | ETA: 8.3m
[2025-09-29T01:27:18.962935] [INFO ] [sig       ] [384/2211] Forecasting CBZ...
[2025-09-29T01:27:18.963020] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-09-29T01:27:18.963119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-09-29T01:27:18.973938] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CBZ'.
[2025-09-29T01:27:18.974387] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-09-29T01:27:19.001984] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:19.003155] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-09-29T01:27:19.003252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:19.003331] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:19.003444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:19.003593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:19.023592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:19.024753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:19.024903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:19.025001] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:19.069082] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:19.069296] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:19.069369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:19.069412] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:19.073879] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: DOWN (p=39.13%)
[2025-09-29T01:27:19.074256] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-09-29T01:27:19.074436] [INFO ] [sig       ] CBZ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:19.233408] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CBZ.txt
[2025-09-29T01:27:19.233789] [INFO ] [sig       ] [384/2211] Completed CBZ in 0.3s | 3.68 sym/s | Total: 1.7m | ETA: 8.3m
[2025-09-29T01:27:19.233875] [INFO ] [sig       ] [385/2211] Forecasting CC...
[2025-09-29T01:27:19.233945] [INFO ] [sig       ] Generating forecast for: CC
[2025-09-29T01:27:19.234017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-09-29T01:27:19.245295] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CC'.
[2025-09-29T01:27:19.245810] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-09-29T01:27:19.273267] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:19.274188] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-09-29T01:27:19.274271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:19.274347] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:19.274417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:19.274521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:19.293284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:19.294203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:19.294327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:19.294403] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:19.335071] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:19.335282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:19.335336] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:19.335373] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:19.339543] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=22.92%)
[2025-09-29T01:27:19.339973] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-09-29T01:27:19.340153] [INFO ] [sig       ] CC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:19.500935] [INFO ] [LOCAL     ] Saved forecast: CC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CC.txt
[2025-09-29T01:27:19.501247] [INFO ] [sig       ] [385/2211] Completed CC in 0.3s | 3.68 sym/s | Total: 1.7m | ETA: 8.3m
[2025-09-29T01:27:19.501365] [INFO ] [sig       ] [386/2211] Forecasting CCI...
[2025-09-29T01:27:19.501435] [INFO ] [sig       ] Generating forecast for: CCI
[2025-09-29T01:27:19.501507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-09-29T01:27:19.512545] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CCI'.
[2025-09-29T01:27:19.513042] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-09-29T01:27:19.539519] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:19.540419] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-09-29T01:27:19.540503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:19.540590] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:19.540700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:19.540860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:19.559498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:19.560255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:19.560372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:19.560459] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:19.599194] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:19.599370] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:19.599417] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:19.599450] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:19.603134] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: UP (p=79.19%)
[2025-09-29T01:27:19.603447] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-09-29T01:27:19.603602] [INFO ] [sig       ] CCI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:19.765549] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CCI.txt
[2025-09-29T01:27:19.765962] [INFO ] [sig       ] [386/2211] Completed CCI in 0.3s | 3.68 sym/s | Total: 1.7m | ETA: 8.3m
[2025-09-29T01:27:19.766064] [INFO ] [sig       ] [387/2211] Forecasting CCIF...
[2025-09-29T01:27:19.766139] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-09-29T01:27:19.766235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-09-29T01:27:19.778094] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CCIF'.
[2025-09-29T01:27:19.778548] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-09-29T01:27:19.807744] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:19.808619] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-09-29T01:27:19.808722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:19.808798] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:19.808868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:19.808972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:19.829476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:19.830488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:19.830607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:19.830719] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:19.873058] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:19.873318] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:19.873507] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:19.873605] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:19.878545] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: UP (p=87.19%)
[2025-09-29T01:27:19.879044] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-09-29T01:27:19.879235] [INFO ] [sig       ] CCIF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:20.039984] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CCIF.txt
[2025-09-29T01:27:20.040353] [INFO ] [sig       ] [387/2211] Completed CCIF in 0.3s | 3.68 sym/s | Total: 1.8m | ETA: 8.3m
[2025-09-29T01:27:20.040448] [INFO ] [sig       ] [388/2211] Forecasting CCJ...
[2025-09-29T01:27:20.040526] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-09-29T01:27:20.040604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-09-29T01:27:20.054024] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CCJ'.
[2025-09-29T01:27:20.054497] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-09-29T01:27:20.082353] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:20.083221] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-09-29T01:27:20.083315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:20.083405] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:20.083478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:20.083596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:20.103001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:20.103785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:20.103902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:20.103975] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:20.145844] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:20.146033] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:20.146083] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:20.146121] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:20.150228] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: UP (p=84.53%)
[2025-09-29T01:27:20.150598] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-09-29T01:27:20.150804] [INFO ] [sig       ] CCJ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:20.304278] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CCJ.txt
[2025-09-29T01:27:20.304603] [INFO ] [sig       ] [388/2211] Completed CCJ in 0.3s | 3.69 sym/s | Total: 1.8m | ETA: 8.2m
[2025-09-29T01:27:20.304710] [INFO ] [sig       ] [389/2211] Forecasting CCK...
[2025-09-29T01:27:20.304788] [INFO ] [sig       ] Generating forecast for: CCK
[2025-09-29T01:27:20.304868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-09-29T01:27:20.315319] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CCK'.
[2025-09-29T01:27:20.315697] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-09-29T01:27:20.343931] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:20.344872] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-09-29T01:27:20.344954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:20.345029] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:20.345102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:20.345207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:20.363571] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:20.364285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:20.364402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:20.364484] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:20.408991] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:20.409190] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:20.409240] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:20.409277] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:20.413098] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: DOWN (p=34.66%)
[2025-09-29T01:27:20.413412] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-09-29T01:27:20.413574] [INFO ] [sig       ] CCK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:20.567051] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CCK.txt
[2025-09-29T01:27:20.567412] [INFO ] [sig       ] [389/2211] Completed CCK in 0.3s | 3.69 sym/s | Total: 1.8m | ETA: 8.2m
[2025-09-29T01:27:20.567494] [INFO ] [sig       ] [390/2211] Forecasting CCL...
[2025-09-29T01:27:20.567570] [INFO ] [sig       ] Generating forecast for: CCL
[2025-09-29T01:27:20.567666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-09-29T01:27:20.579387] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CCL'.
[2025-09-29T01:27:20.579876] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-09-29T01:27:20.613830] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:20.615239] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-09-29T01:27:20.615340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:20.615433] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:20.615519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:20.615681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:20.640973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:20.642120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:20.642246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:20.642316] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:20.685083] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:20.685273] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:20.685326] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:20.685362] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:20.689269] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=37.30%)
[2025-09-29T01:27:20.689572] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-09-29T01:27:20.689753] [INFO ] [sig       ] CCL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:20.842880] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CCL.txt
[2025-09-29T01:27:20.843193] [INFO ] [sig       ] [390/2211] Completed CCL in 0.3s | 3.69 sym/s | Total: 1.8m | ETA: 8.2m
[2025-09-29T01:27:20.843284] [INFO ] [sig       ] [391/2211] Forecasting CCO...
[2025-09-29T01:27:20.843357] [INFO ] [sig       ] Generating forecast for: CCO
[2025-09-29T01:27:20.843431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-09-29T01:27:20.855122] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CCO'.
[2025-09-29T01:27:20.855526] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-09-29T01:27:20.884407] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:20.885265] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-09-29T01:27:20.885348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:20.885424] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:20.885495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:20.885613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:20.904800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:20.905564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:20.905717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:20.905834] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:20.946865] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:20.947120] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:20.947186] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:20.947244] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:20.952132] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: UP (p=98.17%)
[2025-09-29T01:27:20.952485] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-09-29T01:27:20.952710] [INFO ] [sig       ] CCO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:21.109058] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CCO.txt
[2025-09-29T01:27:21.109359] [INFO ] [sig       ] [391/2211] Completed CCO in 0.3s | 3.69 sym/s | Total: 1.8m | ETA: 8.2m
[2025-09-29T01:27:21.109440] [INFO ] [sig       ] [392/2211] Forecasting CCRD...
[2025-09-29T01:27:21.109512] [INFO ] [sig       ] Generating forecast for: CCRD
[2025-09-29T01:27:21.109585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRD' from 'https://tdm.silogroup.org/data/derivative_storage/CCRD.csv'.
[2025-09-29T01:27:21.120196] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CCRD'.
[2025-09-29T01:27:21.120557] [INFO ] [FORECASTER] Starting predict_future for CCRD
[2025-09-29T01:27:21.147529] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:21.148370] [DEBUG] [LOCAL     ] No optimal features file found for CCRD: ./output/feature-sets/CCRD.txt
[2025-09-29T01:27:21.148454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:21.148540] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:21.148614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:21.148828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:21.166733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:21.167485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:21.167599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:21.167693] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:21.205732] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:21.205867] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:21.205913] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:21.205948] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:21.209421] [DEBUG] [FORECASTER] CCRD: Forecast T+1@11:T+2@11: DOWN (p=43.43%)
[2025-09-29T01:27:21.209772] [INFO ] [FORECASTER] Completed predict_future for CCRD
[2025-09-29T01:27:21.209929] [INFO ] [sig       ] CCRD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:21.358508] [INFO ] [LOCAL     ] Saved forecast: CCRD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CCRD.txt
[2025-09-29T01:27:21.358818] [INFO ] [sig       ] [392/2211] Completed CCRD in 0.2s | 3.69 sym/s | Total: 1.8m | ETA: 8.2m
[2025-09-29T01:27:21.358914] [INFO ] [sig       ] [393/2211] Forecasting CCS...
[2025-09-29T01:27:21.358988] [INFO ] [sig       ] Generating forecast for: CCS
[2025-09-29T01:27:21.359062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-09-29T01:27:21.368843] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CCS'.
[2025-09-29T01:27:21.369222] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-09-29T01:27:21.395485] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:21.396451] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-09-29T01:27:21.396533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:21.396619] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:21.396734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:21.396916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:21.414992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:21.415764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:21.415911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:21.415986] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:21.452414] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:21.452576] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:21.452623] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:21.452695] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:21.456363] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=7.92%)
[2025-09-29T01:27:21.456718] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-09-29T01:27:21.456925] [INFO ] [sig       ] CCS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:21.614890] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CCS.txt
[2025-09-29T01:27:21.615188] [INFO ] [sig       ] [393/2211] Completed CCS in 0.3s | 3.69 sym/s | Total: 1.8m | ETA: 8.2m
[2025-09-29T01:27:21.615276] [INFO ] [sig       ] [394/2211] Forecasting CCU...
[2025-09-29T01:27:21.615363] [INFO ] [sig       ] Generating forecast for: CCU
[2025-09-29T01:27:21.615447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCU' from 'https://tdm.silogroup.org/data/derivative_storage/CCU.csv'.
[2025-09-29T01:27:21.625560] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CCU'.
[2025-09-29T01:27:21.625932] [INFO ] [FORECASTER] Starting predict_future for CCU
[2025-09-29T01:27:21.654083] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:21.654910] [DEBUG] [LOCAL     ] No optimal features file found for CCU: ./output/feature-sets/CCU.txt
[2025-09-29T01:27:21.654992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:21.655065] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:21.655135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:21.655239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:21.675146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:21.675807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:21.675919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:21.675990] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:21.702258] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:21.702388] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:21.702433] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:21.702468] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:21.706048] [DEBUG] [FORECASTER] CCU: Forecast T+1@11:T+2@11: UP (p=85.05%)
[2025-09-29T01:27:21.706344] [INFO ] [FORECASTER] Completed predict_future for CCU
[2025-09-29T01:27:21.706485] [INFO ] [sig       ] CCU: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:21.853897] [INFO ] [LOCAL     ] Saved forecast: CCU	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CCU.txt
[2025-09-29T01:27:21.854187] [INFO ] [sig       ] [394/2211] Completed CCU in 0.2s | 3.69 sym/s | Total: 1.8m | ETA: 8.2m
[2025-09-29T01:27:21.854270] [INFO ] [sig       ] [395/2211] Forecasting CDE...
[2025-09-29T01:27:21.854342] [INFO ] [sig       ] Generating forecast for: CDE
[2025-09-29T01:27:21.854415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-09-29T01:27:21.863952] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CDE'.
[2025-09-29T01:27:21.864317] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-09-29T01:27:21.891037] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:21.891894] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-09-29T01:27:21.892004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:21.892102] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:21.892174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:21.892287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:21.911668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:21.912370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:21.912486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:21.912561] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:21.941360] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:21.941509] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:21.941555] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:21.941590] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:21.945177] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=68.92%)
[2025-09-29T01:27:21.945483] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-09-29T01:27:21.945629] [INFO ] [sig       ] CDE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:22.099064] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CDE.txt
[2025-09-29T01:27:22.099421] [INFO ] [sig       ] [395/2211] Completed CDE in 0.2s | 3.69 sym/s | Total: 1.8m | ETA: 8.2m
[2025-09-29T01:27:22.099599] [INFO ] [sig       ] [396/2211] Forecasting CDLR...
[2025-09-29T01:27:22.099727] [INFO ] [sig       ] Generating forecast for: CDLR
[2025-09-29T01:27:22.099823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDLR' from 'https://tdm.silogroup.org/data/derivative_storage/CDLR.csv'.
[2025-09-29T01:27:22.110155] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CDLR'.
[2025-09-29T01:27:22.110524] [INFO ] [FORECASTER] Starting predict_future for CDLR
[2025-09-29T01:27:22.139521] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:22.140544] [DEBUG] [LOCAL     ] No optimal features file found for CDLR: ./output/feature-sets/CDLR.txt
[2025-09-29T01:27:22.140636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:22.140741] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:22.140812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:22.140925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:22.160523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:22.161413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:22.161535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:22.161622] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:22.189770] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:22.189909] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:22.189972] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:22.190018] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:22.193957] [DEBUG] [FORECASTER] CDLR: Forecast T+1@11:T+2@11: UP (p=98.32%)
[2025-09-29T01:27:22.194272] [INFO ] [FORECASTER] Completed predict_future for CDLR
[2025-09-29T01:27:22.194448] [INFO ] [sig       ] CDLR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:22.355185] [INFO ] [LOCAL     ] Saved forecast: CDLR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CDLR.txt
[2025-09-29T01:27:22.355450] [INFO ] [sig       ] [396/2211] Completed CDLR in 0.3s | 3.69 sym/s | Total: 1.8m | ETA: 8.2m
[2025-09-29T01:27:22.355538] [INFO ] [sig       ] [397/2211] Forecasting CDP...
[2025-09-29T01:27:22.355610] [INFO ] [sig       ] Generating forecast for: CDP
[2025-09-29T01:27:22.355714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-09-29T01:27:22.365524] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CDP'.
[2025-09-29T01:27:22.365888] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-09-29T01:27:22.394265] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:22.395211] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-09-29T01:27:22.395295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:22.395369] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:22.395440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:22.395541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:22.416364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:22.417074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:22.417241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:22.417317] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:22.446614] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:22.446818] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:22.446921] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:22.446987] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:22.450936] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=74.44%)
[2025-09-29T01:27:22.451248] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-09-29T01:27:22.451395] [INFO ] [sig       ] CDP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:22.617807] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CDP.txt
[2025-09-29T01:27:22.618073] [INFO ] [sig       ] [397/2211] Completed CDP in 0.3s | 3.69 sym/s | Total: 1.8m | ETA: 8.2m
[2025-09-29T01:27:22.618153] [INFO ] [sig       ] [398/2211] Forecasting CDRE...
[2025-09-29T01:27:22.618223] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-09-29T01:27:22.618303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-09-29T01:27:22.628169] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CDRE'.
[2025-09-29T01:27:22.628529] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-09-29T01:27:22.655765] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:22.656701] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-09-29T01:27:22.656785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:22.656878] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:22.656952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:22.657071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:22.676006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:22.676608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:22.676741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:22.676810] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:22.709546] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:22.709742] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:22.709808] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:22.709863] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:22.714393] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=95.70%)
[2025-09-29T01:27:22.714833] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-09-29T01:27:22.715016] [INFO ] [sig       ] CDRE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:22.865562] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CDRE.txt
[2025-09-29T01:27:22.865896] [INFO ] [sig       ] [398/2211] Completed CDRE in 0.2s | 3.69 sym/s | Total: 1.8m | ETA: 8.2m
[2025-09-29T01:27:22.865975] [INFO ] [sig       ] [399/2211] Forecasting CE...
[2025-09-29T01:27:22.866047] [INFO ] [sig       ] Generating forecast for: CE
[2025-09-29T01:27:22.866117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-09-29T01:27:22.876848] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CE'.
[2025-09-29T01:27:22.877321] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-09-29T01:27:22.905087] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:22.906005] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-09-29T01:27:22.906088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:22.906162] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:22.906234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:22.906339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:22.924286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:22.925150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:22.925271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:22.925343] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:22.968687] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:22.968886] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:22.968936] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:22.968973] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:22.972784] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: UP (p=73.77%)
[2025-09-29T01:27:22.973147] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-09-29T01:27:22.973320] [INFO ] [sig       ] CE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:23.131534] [INFO ] [LOCAL     ] Saved forecast: CE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CE.txt
[2025-09-29T01:27:23.132071] [INFO ] [sig       ] [399/2211] Completed CE in 0.3s | 3.69 sym/s | Total: 1.8m | ETA: 8.2m
[2025-09-29T01:27:23.132180] [INFO ] [sig       ] [400/2211] Forecasting CEE...
[2025-09-29T01:27:23.132270] [INFO ] [sig       ] Generating forecast for: CEE
[2025-09-29T01:27:23.132396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEE' from 'https://tdm.silogroup.org/data/derivative_storage/CEE.csv'.
[2025-09-29T01:27:23.144322] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CEE'.
[2025-09-29T01:27:23.144730] [INFO ] [FORECASTER] Starting predict_future for CEE
[2025-09-29T01:27:23.174877] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:23.175821] [DEBUG] [LOCAL     ] No optimal features file found for CEE: ./output/feature-sets/CEE.txt
[2025-09-29T01:27:23.175905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:23.175981] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:23.176053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:23.176179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:23.195512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:23.196324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:23.196515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:23.196592] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:23.229611] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:23.229822] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:23.229876] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:23.229912] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:23.234218] [DEBUG] [FORECASTER] CEE: Forecast T+1@11:T+2@11: DOWN (p=22.53%)
[2025-09-29T01:27:23.234604] [INFO ] [FORECASTER] Completed predict_future for CEE
[2025-09-29T01:27:23.234811] [INFO ] [sig       ] CEE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:23.399795] [INFO ] [LOCAL     ] Saved forecast: CEE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CEE.txt
[2025-09-29T01:27:23.400108] [INFO ] [sig       ] [400/2211] Completed CEE in 0.3s | 3.69 sym/s | Total: 1.8m | ETA: 8.2m
[2025-09-29T01:27:23.400190] [INFO ] [sig       ] [401/2211] Forecasting CEPU...
[2025-09-29T01:27:23.400236] [INFO ] [sig       ] Generating forecast for: CEPU
[2025-09-29T01:27:23.400302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEPU' from 'https://tdm.silogroup.org/data/derivative_storage/CEPU.csv'.
[2025-09-29T01:27:23.411797] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CEPU'.
[2025-09-29T01:27:23.412192] [INFO ] [FORECASTER] Starting predict_future for CEPU
[2025-09-29T01:27:23.440005] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:23.440876] [DEBUG] [LOCAL     ] No optimal features file found for CEPU: ./output/feature-sets/CEPU.txt
[2025-09-29T01:27:23.440960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:23.441035] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:23.441108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:23.441217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:23.459441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:23.460173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:23.460286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:23.460356] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:23.497292] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:23.497495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:23.497546] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:23.497585] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:23.501330] [DEBUG] [FORECASTER] CEPU: Forecast T+1@11:T+2@11: DOWN (p=4.73%)
[2025-09-29T01:27:23.501744] [INFO ] [FORECASTER] Completed predict_future for CEPU
[2025-09-29T01:27:23.501921] [INFO ] [sig       ] CEPU: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:23.686957] [INFO ] [LOCAL     ] Saved forecast: CEPU	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CEPU.txt
[2025-09-29T01:27:23.687292] [INFO ] [sig       ] [401/2211] Completed CEPU in 0.3s | 3.69 sym/s | Total: 1.8m | ETA: 8.2m
[2025-09-29T01:27:23.687376] [INFO ] [sig       ] [402/2211] Forecasting CF...
[2025-09-29T01:27:23.687448] [INFO ] [sig       ] Generating forecast for: CF
[2025-09-29T01:27:23.687523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-09-29T01:27:23.699064] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CF'.
[2025-09-29T01:27:23.699487] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-09-29T01:27:23.726304] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:23.727346] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-09-29T01:27:23.727442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:23.727540] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:23.727632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:23.727801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:23.747250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:23.748238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:23.748381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:23.748476] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:23.791364] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:23.791577] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:23.791716] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:23.791785] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:23.796164] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: UP (p=66.02%)
[2025-09-29T01:27:23.796504] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-09-29T01:27:23.796699] [INFO ] [sig       ] CF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:24.057711] [INFO ] [LOCAL     ] Saved forecast: CF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CF.txt
[2025-09-29T01:27:24.058155] [INFO ] [sig       ] [402/2211] Completed CF in 0.4s | 3.69 sym/s | Total: 1.8m | ETA: 8.2m
[2025-09-29T01:27:24.058274] [INFO ] [sig       ] [403/2211] Forecasting CFG...
[2025-09-29T01:27:24.058368] [INFO ] [sig       ] Generating forecast for: CFG
[2025-09-29T01:27:24.058464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-09-29T01:27:24.072729] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CFG'.
[2025-09-29T01:27:24.073267] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-09-29T01:27:24.103115] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:24.104163] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-09-29T01:27:24.104254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:24.104350] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:24.104425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:24.104543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:24.123789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:24.124856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:24.125023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:24.125100] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:24.162052] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:24.162255] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:24.162308] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:24.162347] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:24.168410] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: UP (p=99.73%)
[2025-09-29T01:27:24.168931] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-09-29T01:27:24.169159] [INFO ] [sig       ] CFG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:24.341046] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CFG.txt
[2025-09-29T01:27:24.341334] [INFO ] [sig       ] [403/2211] Completed CFG in 0.3s | 3.69 sym/s | Total: 1.8m | ETA: 8.2m
[2025-09-29T01:27:24.341426] [INFO ] [sig       ] [404/2211] Forecasting CFR...
[2025-09-29T01:27:24.341500] [INFO ] [sig       ] Generating forecast for: CFR
[2025-09-29T01:27:24.341576] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFR' from 'https://tdm.silogroup.org/data/derivative_storage/CFR.csv'.
[2025-09-29T01:27:24.352162] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CFR'.
[2025-09-29T01:27:24.352542] [INFO ] [FORECASTER] Starting predict_future for CFR
[2025-09-29T01:27:24.380416] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:24.381367] [DEBUG] [LOCAL     ] No optimal features file found for CFR: ./output/feature-sets/CFR.txt
[2025-09-29T01:27:24.381453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:24.381528] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:24.381599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:24.381734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:24.402065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:24.402843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:24.402967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:24.403040] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:24.433911] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:24.434084] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:24.434136] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:24.434174] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:24.438034] [DEBUG] [FORECASTER] CFR: Forecast T+1@11:T+2@11: UP (p=96.94%)
[2025-09-29T01:27:24.438350] [INFO ] [FORECASTER] Completed predict_future for CFR
[2025-09-29T01:27:24.438501] [INFO ] [sig       ] CFR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:24.605272] [INFO ] [LOCAL     ] Saved forecast: CFR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CFR.txt
[2025-09-29T01:27:24.605556] [INFO ] [sig       ] [404/2211] Completed CFR in 0.3s | 3.69 sym/s | Total: 1.8m | ETA: 8.2m
[2025-09-29T01:27:24.605662] [INFO ] [sig       ] [405/2211] Forecasting CGAU...
[2025-09-29T01:27:24.605748] [INFO ] [sig       ] Generating forecast for: CGAU
[2025-09-29T01:27:24.605826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGAU' from 'https://tdm.silogroup.org/data/derivative_storage/CGAU.csv'.
[2025-09-29T01:27:24.616502] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CGAU'.
[2025-09-29T01:27:24.617093] [INFO ] [FORECASTER] Starting predict_future for CGAU
[2025-09-29T01:27:24.645712] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:24.646596] [DEBUG] [LOCAL     ] No optimal features file found for CGAU: ./output/feature-sets/CGAU.txt
[2025-09-29T01:27:24.646707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:24.646792] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:24.646892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:24.647013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:24.665974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:24.666871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:24.666993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:24.667069] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:24.702754] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:24.702956] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:24.703008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:24.703044] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:24.707107] [DEBUG] [FORECASTER] CGAU: Forecast T+1@11:T+2@11: UP (p=99.64%)
[2025-09-29T01:27:24.707493] [INFO ] [FORECASTER] Completed predict_future for CGAU
[2025-09-29T01:27:24.707695] [INFO ] [sig       ] CGAU: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:24.862423] [INFO ] [LOCAL     ] Saved forecast: CGAU	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CGAU.txt
[2025-09-29T01:27:24.862715] [INFO ] [sig       ] [405/2211] Completed CGAU in 0.3s | 3.69 sym/s | Total: 1.8m | ETA: 8.2m
[2025-09-29T01:27:24.862799] [INFO ] [sig       ] [406/2211] Forecasting CGV...
[2025-09-29T01:27:24.862871] [INFO ] [sig       ] Generating forecast for: CGV
[2025-09-29T01:27:24.862944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGV' from 'https://tdm.silogroup.org/data/derivative_storage/CGV.csv'.
[2025-09-29T01:27:24.873265] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'CGV'.
[2025-09-29T01:27:24.873722] [INFO ] [FORECASTER] Starting predict_future for CGV
[2025-09-29T01:27:24.902132] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:24.903001] [DEBUG] [LOCAL     ] No optimal features file found for CGV: ./output/feature-sets/CGV.txt
[2025-09-29T01:27:24.903081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:24.903157] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:24.903228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:24.903331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:24.921458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:24.922391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:24.922517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:24.922589] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:24.959975] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:24.960155] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:24.960209] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:24.960248] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:24.963951] [DEBUG] [FORECASTER] CGV: Forecast T+1@11:T+2@11: UP (p=88.09%)
[2025-09-29T01:27:24.964268] [INFO ] [FORECASTER] Completed predict_future for CGV
[2025-09-29T01:27:24.964429] [INFO ] [sig       ] CGV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:25.121339] [INFO ] [LOCAL     ] Saved forecast: CGV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CGV.txt
[2025-09-29T01:27:25.121629] [INFO ] [sig       ] [406/2211] Completed CGV in 0.3s | 3.69 sym/s | Total: 1.8m | ETA: 8.2m
[2025-09-29T01:27:25.121733] [INFO ] [sig       ] [407/2211] Forecasting CHCT...
[2025-09-29T01:27:25.121805] [INFO ] [sig       ] Generating forecast for: CHCT
[2025-09-29T01:27:25.121879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCT' from 'https://tdm.silogroup.org/data/derivative_storage/CHCT.csv'.
[2025-09-29T01:27:25.133536] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHCT'.
[2025-09-29T01:27:25.134107] [INFO ] [FORECASTER] Starting predict_future for CHCT
[2025-09-29T01:27:25.162188] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:25.163112] [DEBUG] [LOCAL     ] No optimal features file found for CHCT: ./output/feature-sets/CHCT.txt
[2025-09-29T01:27:25.163195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:25.163271] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:25.163356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:25.163544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:25.184169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:25.184953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:25.185072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:25.185163] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:25.226770] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:25.226933] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:25.226991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:25.227031] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:25.230567] [DEBUG] [FORECASTER] CHCT: Forecast T+1@11:T+2@11: UP (p=53.68%)
[2025-09-29T01:27:25.230905] [INFO ] [FORECASTER] Completed predict_future for CHCT
[2025-09-29T01:27:25.231078] [INFO ] [sig       ] CHCT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:25.390102] [INFO ] [LOCAL     ] Saved forecast: CHCT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CHCT.txt
[2025-09-29T01:27:25.390395] [INFO ] [sig       ] [407/2211] Completed CHCT in 0.3s | 3.69 sym/s | Total: 1.8m | ETA: 8.2m
[2025-09-29T01:27:25.390501] [INFO ] [sig       ] [408/2211] Forecasting CHD...
[2025-09-29T01:27:25.390591] [INFO ] [sig       ] Generating forecast for: CHD
[2025-09-29T01:27:25.390709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-09-29T01:27:25.401982] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHD'.
[2025-09-29T01:27:25.402467] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-09-29T01:27:25.430329] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:25.431295] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-09-29T01:27:25.431380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:25.431456] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:25.431527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:25.431632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:25.450240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:25.451148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:25.451267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:25.451338] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:25.489280] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:25.489515] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:25.489596] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:25.489690] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:25.493800] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=92.67%)
[2025-09-29T01:27:25.494168] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-09-29T01:27:25.494367] [INFO ] [sig       ] CHD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:25.650587] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CHD.txt
[2025-09-29T01:27:25.650910] [INFO ] [sig       ] [408/2211] Completed CHD in 0.3s | 3.69 sym/s | Total: 1.8m | ETA: 8.1m
[2025-09-29T01:27:25.651010] [INFO ] [sig       ] [409/2211] Forecasting CHE...
[2025-09-29T01:27:25.651125] [INFO ] [sig       ] Generating forecast for: CHE
[2025-09-29T01:27:25.651208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-09-29T01:27:25.661770] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHE'.
[2025-09-29T01:27:25.662335] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-09-29T01:27:25.689967] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:25.690906] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-09-29T01:27:25.690989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:25.691064] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:25.691131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:25.691237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:25.710208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:25.710911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:25.711036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:25.711107] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:25.744031] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:25.744191] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:25.744241] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:25.744278] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:25.748376] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: DOWN (p=40.60%)
[2025-09-29T01:27:25.748745] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-09-29T01:27:25.748919] [INFO ] [sig       ] CHE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:25.905714] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CHE.txt
[2025-09-29T01:27:25.905987] [INFO ] [sig       ] [409/2211] Completed CHE in 0.3s | 3.69 sym/s | Total: 1.8m | ETA: 8.1m
[2025-09-29T01:27:25.906070] [INFO ] [sig       ] [410/2211] Forecasting CHGG...
[2025-09-29T01:27:25.906140] [INFO ] [sig       ] Generating forecast for: CHGG
[2025-09-29T01:27:25.906189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHGG' from 'https://tdm.silogroup.org/data/derivative_storage/CHGG.csv'.
[2025-09-29T01:27:25.918551] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHGG'.
[2025-09-29T01:27:25.919068] [INFO ] [FORECASTER] Starting predict_future for CHGG
[2025-09-29T01:27:25.953515] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:25.954480] [DEBUG] [LOCAL     ] No optimal features file found for CHGG: ./output/feature-sets/CHGG.txt
[2025-09-29T01:27:25.954564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:25.954639] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:25.954733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:25.954840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:25.973709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:25.974592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:25.974739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:25.974822] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:26.015079] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:26.016122] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:26.016189] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:26.016228] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:26.020142] [DEBUG] [FORECASTER] CHGG: Forecast T+1@11:T+2@11: DOWN (p=7.20%)
[2025-09-29T01:27:26.020521] [INFO ] [FORECASTER] Completed predict_future for CHGG
[2025-09-29T01:27:26.020750] [INFO ] [sig       ] CHGG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:26.172510] [INFO ] [LOCAL     ] Saved forecast: CHGG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CHGG.txt
[2025-09-29T01:27:26.172827] [INFO ] [sig       ] [410/2211] Completed CHGG in 0.3s | 3.69 sym/s | Total: 1.9m | ETA: 8.1m
[2025-09-29T01:27:26.172913] [INFO ] [sig       ] [411/2211] Forecasting CHH...
[2025-09-29T01:27:26.172994] [INFO ] [sig       ] Generating forecast for: CHH
[2025-09-29T01:27:26.173068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-09-29T01:27:26.183022] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHH'.
[2025-09-29T01:27:26.183375] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-09-29T01:27:26.215637] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:26.216607] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-09-29T01:27:26.216714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:26.216800] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:26.216890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:26.217007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:26.235880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:26.236619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:26.236791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:26.236890] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:26.274187] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:26.274397] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:26.274450] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:26.274487] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:26.278465] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: UP (p=88.02%)
[2025-09-29T01:27:26.278898] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-09-29T01:27:26.279110] [INFO ] [sig       ] CHH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:26.433528] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CHH.txt
[2025-09-29T01:27:26.433869] [INFO ] [sig       ] [411/2211] Completed CHH in 0.3s | 3.69 sym/s | Total: 1.9m | ETA: 8.1m
[2025-09-29T01:27:26.433956] [INFO ] [sig       ] [412/2211] Forecasting CHMI...
[2025-09-29T01:27:26.434030] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-09-29T01:27:26.434114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-09-29T01:27:26.445184] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHMI'.
[2025-09-29T01:27:26.445713] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-09-29T01:27:26.472812] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:26.473734] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-09-29T01:27:26.473823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:26.473898] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:26.473965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:26.474078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:26.493214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:26.494011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:26.494128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:26.494200] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:26.530974] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:26.531187] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:26.531245] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:26.531282] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:26.535383] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: DOWN (p=23.81%)
[2025-09-29T01:27:26.535824] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-09-29T01:27:26.536007] [INFO ] [sig       ] CHMI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:26.693770] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CHMI.txt
[2025-09-29T01:27:26.694062] [INFO ] [sig       ] [412/2211] Completed CHMI in 0.3s | 3.69 sym/s | Total: 1.9m | ETA: 8.1m
[2025-09-29T01:27:26.694144] [INFO ] [sig       ] [413/2211] Forecasting CHN...
[2025-09-29T01:27:26.694214] [INFO ] [sig       ] Generating forecast for: CHN
[2025-09-29T01:27:26.694269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHN' from 'https://tdm.silogroup.org/data/derivative_storage/CHN.csv'.
[2025-09-29T01:27:26.704151] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHN'.
[2025-09-29T01:27:26.704612] [INFO ] [FORECASTER] Starting predict_future for CHN
[2025-09-29T01:27:26.732051] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:26.732927] [DEBUG] [LOCAL     ] No optimal features file found for CHN: ./output/feature-sets/CHN.txt
[2025-09-29T01:27:26.733010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:26.733085] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:26.733156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:26.733261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:26.752564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:26.753428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:26.753546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:26.753625] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:26.790520] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:26.790751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:26.790821] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:26.790859] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:26.794621] [DEBUG] [FORECASTER] CHN: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-09-29T01:27:26.794962] [INFO ] [FORECASTER] Completed predict_future for CHN
[2025-09-29T01:27:26.795117] [INFO ] [sig       ] CHN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:26.941300] [INFO ] [LOCAL     ] Saved forecast: CHN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CHN.txt
[2025-09-29T01:27:26.941554] [INFO ] [sig       ] [413/2211] Completed CHN in 0.2s | 3.69 sym/s | Total: 1.9m | ETA: 8.1m
[2025-09-29T01:27:26.941634] [INFO ] [sig       ] [414/2211] Forecasting CHPT...
[2025-09-29T01:27:26.941724] [INFO ] [sig       ] Generating forecast for: CHPT
[2025-09-29T01:27:26.941794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHPT' from 'https://tdm.silogroup.org/data/derivative_storage/CHPT.csv'.
[2025-09-29T01:27:26.953978] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHPT'.
[2025-09-29T01:27:26.954485] [INFO ] [FORECASTER] Starting predict_future for CHPT
[2025-09-29T01:27:26.984632] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:26.985709] [DEBUG] [LOCAL     ] No optimal features file found for CHPT: ./output/feature-sets/CHPT.txt
[2025-09-29T01:27:26.985804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:26.985887] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:26.985975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:26.986102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:27.005692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:27.006788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:27.006952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:27.007029] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:27.047765] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:27.048027] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:27.048123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:27.048199] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:27.053933] [DEBUG] [FORECASTER] CHPT: Forecast T+1@11:T+2@11: UP (p=56.78%)
[2025-09-29T01:27:27.054436] [INFO ] [FORECASTER] Completed predict_future for CHPT
[2025-09-29T01:27:27.054691] [INFO ] [sig       ] CHPT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:27.208983] [INFO ] [LOCAL     ] Saved forecast: CHPT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CHPT.txt
[2025-09-29T01:27:27.209297] [INFO ] [sig       ] [414/2211] Completed CHPT in 0.3s | 3.69 sym/s | Total: 1.9m | ETA: 8.1m
[2025-09-29T01:27:27.209387] [INFO ] [sig       ] [415/2211] Forecasting CHT...
[2025-09-29T01:27:27.209486] [INFO ] [sig       ] Generating forecast for: CHT
[2025-09-29T01:27:27.209597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHT' from 'https://tdm.silogroup.org/data/derivative_storage/CHT.csv'.
[2025-09-29T01:27:27.220859] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHT'.
[2025-09-29T01:27:27.221375] [INFO ] [FORECASTER] Starting predict_future for CHT
[2025-09-29T01:27:27.252083] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:27.253192] [DEBUG] [LOCAL     ] No optimal features file found for CHT: ./output/feature-sets/CHT.txt
[2025-09-29T01:27:27.253302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:27.253380] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:27.253458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:27.253582] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:27.273263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:27.274330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:27.274461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:27.274554] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:27.307718] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:27.307933] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:27.307989] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:27.308030] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:27.312413] [DEBUG] [FORECASTER] CHT: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2025-09-29T01:27:27.312845] [INFO ] [FORECASTER] Completed predict_future for CHT
[2025-09-29T01:27:27.313033] [INFO ] [sig       ] CHT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:27.466135] [INFO ] [LOCAL     ] Saved forecast: CHT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CHT.txt
[2025-09-29T01:27:27.466440] [INFO ] [sig       ] [415/2211] Completed CHT in 0.3s | 3.69 sym/s | Total: 1.9m | ETA: 8.1m
[2025-09-29T01:27:27.466526] [INFO ] [sig       ] [416/2211] Forecasting CHWY...
[2025-09-29T01:27:27.466600] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-09-29T01:27:27.466700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-09-29T01:27:27.478317] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHWY'.
[2025-09-29T01:27:27.478841] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-09-29T01:27:27.506311] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:27.507384] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-09-29T01:27:27.507478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:27.507577] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:27.507719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:27.507872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:27.528572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:27.529460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:27.529596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:27.529721] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:27.578192] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:27.578417] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:27.578471] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:27.578510] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:27.583208] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: UP (p=76.00%)
[2025-09-29T01:27:27.583558] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-09-29T01:27:27.583762] [INFO ] [sig       ] CHWY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:27.743166] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CHWY.txt
[2025-09-29T01:27:27.743500] [INFO ] [sig       ] [416/2211] Completed CHWY in 0.3s | 3.69 sym/s | Total: 1.9m | ETA: 8.1m
[2025-09-29T01:27:27.743621] [INFO ] [sig       ] [417/2211] Forecasting CI...
[2025-09-29T01:27:27.743772] [INFO ] [sig       ] Generating forecast for: CI
[2025-09-29T01:27:27.743871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-09-29T01:27:27.755514] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CI'.
[2025-09-29T01:27:27.756084] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-09-29T01:27:27.782796] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:27.783695] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-09-29T01:27:27.783784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:27.783861] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:27.783934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:27.784041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:27.802229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:27.802934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:27.803046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:27.803116] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:27.844997] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:27.845244] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:27.845309] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:27.845348] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:27.849625] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=74.35%)
[2025-09-29T01:27:27.850053] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-09-29T01:27:27.850225] [INFO ] [sig       ] CI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:28.008975] [INFO ] [LOCAL     ] Saved forecast: CI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CI.txt
[2025-09-29T01:27:28.009297] [INFO ] [sig       ] [417/2211] Completed CI in 0.3s | 3.69 sym/s | Total: 1.9m | ETA: 8.1m
[2025-09-29T01:27:28.009383] [INFO ] [sig       ] [418/2211] Forecasting CIA...
[2025-09-29T01:27:28.009473] [INFO ] [sig       ] Generating forecast for: CIA
[2025-09-29T01:27:28.009561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-09-29T01:27:28.021076] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CIA'.
[2025-09-29T01:27:28.021500] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-09-29T01:27:28.049225] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:28.050134] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-09-29T01:27:28.050219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:28.050314] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:28.050402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:28.050545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:28.069370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:28.070151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:28.070267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:28.070357] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:28.108601] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:28.108781] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:28.108835] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:28.108872] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:28.112781] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=8.02%)
[2025-09-29T01:27:28.113102] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-09-29T01:27:28.113261] [INFO ] [sig       ] CIA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:28.272501] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CIA.txt
[2025-09-29T01:27:28.272833] [INFO ] [sig       ] [418/2211] Completed CIA in 0.3s | 3.69 sym/s | Total: 1.9m | ETA: 8.1m
[2025-09-29T01:27:28.272942] [INFO ] [sig       ] [419/2211] Forecasting CIB...
[2025-09-29T01:27:28.273017] [INFO ] [sig       ] Generating forecast for: CIB
[2025-09-29T01:27:28.273113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-09-29T01:27:28.284961] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CIB'.
[2025-09-29T01:27:28.285426] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-09-29T01:27:28.315040] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:28.316166] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-09-29T01:27:28.316254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:28.316330] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:28.316400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:28.316524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:28.338974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:28.340048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:28.340172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:28.340258] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:28.382570] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:28.382795] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:28.382861] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:28.382900] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:28.387278] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: DOWN (p=8.71%)
[2025-09-29T01:27:28.387683] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-09-29T01:27:28.387890] [INFO ] [sig       ] CIB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:28.555192] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CIB.txt
[2025-09-29T01:27:28.555539] [INFO ] [sig       ] [419/2211] Completed CIB in 0.3s | 3.69 sym/s | Total: 1.9m | ETA: 8.1m
[2025-09-29T01:27:28.555627] [INFO ] [sig       ] [420/2211] Forecasting CIEN...
[2025-09-29T01:27:28.555728] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-09-29T01:27:28.555807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-09-29T01:27:28.567625] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CIEN'.
[2025-09-29T01:27:28.568135] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-09-29T01:27:28.597688] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:28.598538] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-09-29T01:27:28.598637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:28.598756] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:28.598848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:28.598980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:28.619080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:28.620010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:28.620143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:28.620226] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:28.658879] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:28.659033] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:28.659080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:28.659115] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:28.662819] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=68.81%)
[2025-09-29T01:27:28.663190] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-09-29T01:27:28.663365] [INFO ] [sig       ] CIEN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:28.823958] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CIEN.txt
[2025-09-29T01:27:28.824269] [INFO ] [sig       ] [420/2211] Completed CIEN in 0.3s | 3.69 sym/s | Total: 1.9m | ETA: 8.1m
[2025-09-29T01:27:28.824351] [INFO ] [sig       ] [421/2211] Forecasting CIF...
[2025-09-29T01:27:28.824424] [INFO ] [sig       ] Generating forecast for: CIF
[2025-09-29T01:27:28.824502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-09-29T01:27:28.835374] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CIF'.
[2025-09-29T01:27:28.835921] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-09-29T01:27:28.864528] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:28.865482] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-09-29T01:27:28.865565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:28.865659] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:28.865734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:28.865838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:28.884482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:28.885494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:28.885683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:28.885758] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:28.922777] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:28.922997] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:28.923051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:28.923088] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:28.927243] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=99.51%)
[2025-09-29T01:27:28.927584] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-09-29T01:27:28.927853] [INFO ] [sig       ] CIF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:29.084391] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CIF.txt
[2025-09-29T01:27:29.084753] [INFO ] [sig       ] [421/2211] Completed CIF in 0.3s | 3.69 sym/s | Total: 1.9m | ETA: 8.1m
[2025-09-29T01:27:29.084836] [INFO ] [sig       ] [422/2211] Forecasting CIG...
[2025-09-29T01:27:29.084957] [INFO ] [sig       ] Generating forecast for: CIG
[2025-09-29T01:27:29.085032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-09-29T01:27:29.095846] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CIG'.
[2025-09-29T01:27:29.096286] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-09-29T01:27:29.123513] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:29.124408] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-09-29T01:27:29.124491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:29.124565] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:29.124634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:29.124760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:29.144519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:29.145474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:29.145597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:29.145707] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:29.188168] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:29.188380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:29.188432] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:29.188468] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:29.192635] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: UP (p=83.88%)
[2025-09-29T01:27:29.193292] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-09-29T01:27:29.193488] [INFO ] [sig       ] CIG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:29.355191] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CIG.txt
[2025-09-29T01:27:29.355505] [INFO ] [sig       ] [422/2211] Completed CIG in 0.3s | 3.69 sym/s | Total: 1.9m | ETA: 8.1m
[2025-09-29T01:27:29.355591] [INFO ] [sig       ] [423/2211] Forecasting CII...
[2025-09-29T01:27:29.355690] [INFO ] [sig       ] Generating forecast for: CII
[2025-09-29T01:27:29.355766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-09-29T01:27:29.367929] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CII'.
[2025-09-29T01:27:29.368417] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-09-29T01:27:29.405114] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:29.406258] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-09-29T01:27:29.406375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:29.406483] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:29.406581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:29.406779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:29.438050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:29.439539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:29.439771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:29.439853] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:29.479470] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:29.479727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:29.479802] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:29.479848] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:29.483620] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=87.21%)
[2025-09-29T01:27:29.483958] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-09-29T01:27:29.484112] [INFO ] [sig       ] CII: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:29.633986] [INFO ] [LOCAL     ] Saved forecast: CII	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CII.txt
[2025-09-29T01:27:29.634266] [INFO ] [sig       ] [423/2211] Completed CII in 0.3s | 3.69 sym/s | Total: 1.9m | ETA: 8.1m
[2025-09-29T01:27:29.634370] [INFO ] [sig       ] [424/2211] Forecasting CIM...
[2025-09-29T01:27:29.634461] [INFO ] [sig       ] Generating forecast for: CIM
[2025-09-29T01:27:29.634548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-09-29T01:27:29.646354] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CIM'.
[2025-09-29T01:27:29.646759] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-09-29T01:27:29.673564] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:29.674436] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-09-29T01:27:29.674519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:29.674610] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:29.674733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:29.674842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:29.694007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:29.694686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:29.694803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:29.694889] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:29.741134] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:29.741364] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:29.741424] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:29.741488] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:29.746445] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=54.89%)
[2025-09-29T01:27:29.746898] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-09-29T01:27:29.747096] [INFO ] [sig       ] CIM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:29.902289] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CIM.txt
[2025-09-29T01:27:29.902545] [INFO ] [sig       ] [424/2211] Completed CIM in 0.3s | 3.69 sym/s | Total: 1.9m | ETA: 8.1m
[2025-09-29T01:27:29.902666] [INFO ] [sig       ] [425/2211] Forecasting CIMN...
[2025-09-29T01:27:29.902743] [INFO ] [sig       ] Generating forecast for: CIMN
[2025-09-29T01:27:29.902821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIMN' from 'https://tdm.silogroup.org/data/derivative_storage/CIMN.csv'.
[2025-09-29T01:27:29.912577] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CIMN'.
[2025-09-29T01:27:29.912906] [INFO ] [FORECASTER] Starting predict_future for CIMN
[2025-09-29T01:27:29.939627] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:29.940506] [DEBUG] [LOCAL     ] No optimal features file found for CIMN: ./output/feature-sets/CIMN.txt
[2025-09-29T01:27:29.940616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:29.940722] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:29.940793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:29.940899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:29.959324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:29.960090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:29.960207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:29.960283] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:29.997730] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:29.997868] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:29.997913] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:29.997950] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:30.001411] [DEBUG] [FORECASTER] CIMN: Forecast T+1@11:T+2@11: UP (p=87.69%)
[2025-09-29T01:27:30.001754] [INFO ] [FORECASTER] Completed predict_future for CIMN
[2025-09-29T01:27:30.001928] [INFO ] [sig       ] CIMN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:30.150981] [INFO ] [LOCAL     ] Saved forecast: CIMN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CIMN.txt
[2025-09-29T01:27:30.151250] [INFO ] [sig       ] [425/2211] Completed CIMN in 0.2s | 3.69 sym/s | Total: 1.9m | ETA: 8.1m
[2025-09-29T01:27:30.151333] [INFO ] [sig       ] [426/2211] Forecasting CINT...
[2025-09-29T01:27:30.151406] [INFO ] [sig       ] Generating forecast for: CINT
[2025-09-29T01:27:30.151481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINT' from 'https://tdm.silogroup.org/data/derivative_storage/CINT.csv'.
[2025-09-29T01:27:30.162926] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CINT'.
[2025-09-29T01:27:30.163408] [INFO ] [FORECASTER] Starting predict_future for CINT
[2025-09-29T01:27:30.193180] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:30.194166] [DEBUG] [LOCAL     ] No optimal features file found for CINT: ./output/feature-sets/CINT.txt
[2025-09-29T01:27:30.194252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:30.194328] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:30.194407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:30.194516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:30.212542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:30.213495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:30.213630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:30.213733] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:30.250289] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:30.250512] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:30.250565] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:30.250601] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:30.254801] [DEBUG] [FORECASTER] CINT: Forecast T+1@11:T+2@11: DOWN (p=5.81%)
[2025-09-29T01:27:30.255226] [INFO ] [FORECASTER] Completed predict_future for CINT
[2025-09-29T01:27:30.255408] [INFO ] [sig       ] CINT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:30.411354] [INFO ] [LOCAL     ] Saved forecast: CINT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CINT.txt
[2025-09-29T01:27:30.411693] [INFO ] [sig       ] [426/2211] Completed CINT in 0.3s | 3.69 sym/s | Total: 1.9m | ETA: 8.1m
[2025-09-29T01:27:30.411780] [INFO ] [sig       ] [427/2211] Forecasting CIO...
[2025-09-29T01:27:30.411853] [INFO ] [sig       ] Generating forecast for: CIO
[2025-09-29T01:27:30.411927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-09-29T01:27:30.421603] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CIO'.
[2025-09-29T01:27:30.421968] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-09-29T01:27:30.449099] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:30.449973] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-09-29T01:27:30.450055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:30.450129] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:30.450203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:30.450310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:30.473013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:30.474261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:30.474427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:30.474505] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:30.503387] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:30.503545] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:30.503592] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:30.503628] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:30.507681] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=32.43%)
[2025-09-29T01:27:30.508039] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-09-29T01:27:30.508196] [INFO ] [sig       ] CIO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:30.665690] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CIO.txt
[2025-09-29T01:27:30.666056] [INFO ] [sig       ] [427/2211] Completed CIO in 0.3s | 3.69 sym/s | Total: 1.9m | ETA: 8.1m
[2025-09-29T01:27:30.666144] [INFO ] [sig       ] [428/2211] Forecasting CION...
[2025-09-29T01:27:30.666227] [INFO ] [sig       ] Generating forecast for: CION
[2025-09-29T01:27:30.666311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-09-29T01:27:30.676924] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CION'.
[2025-09-29T01:27:30.677399] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-09-29T01:27:30.704708] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:30.705546] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-09-29T01:27:30.705667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:30.705763] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:30.705853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:30.706001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:30.725300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:30.726134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:30.726283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:30.726397] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:30.756975] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:30.757129] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:30.757176] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:30.757212] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:30.760900] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: UP (p=95.28%)
[2025-09-29T01:27:30.761248] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-09-29T01:27:30.761402] [INFO ] [sig       ] CION: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:30.923283] [INFO ] [LOCAL     ] Saved forecast: CION	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CION.txt
[2025-09-29T01:27:30.923623] [INFO ] [sig       ] [428/2211] Completed CION in 0.3s | 3.69 sym/s | Total: 1.9m | ETA: 8.0m
[2025-09-29T01:27:30.923730] [INFO ] [sig       ] [429/2211] Forecasting CIVI...
[2025-09-29T01:27:30.923805] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-09-29T01:27:30.923880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-09-29T01:27:30.934250] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CIVI'.
[2025-09-29T01:27:30.934627] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-09-29T01:27:30.961507] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:30.962440] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-09-29T01:27:30.962532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:30.962608] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:30.962701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:30.962812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:30.980820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:30.981544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:30.981678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:30.981755] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:31.014300] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:31.014513] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:31.014564] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:31.014621] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:31.019673] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2025-09-29T01:27:31.020080] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-09-29T01:27:31.020281] [INFO ] [sig       ] CIVI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:31.187614] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CIVI.txt
[2025-09-29T01:27:31.187984] [INFO ] [sig       ] [429/2211] Completed CIVI in 0.3s | 3.69 sym/s | Total: 1.9m | ETA: 8.0m
[2025-09-29T01:27:31.188156] [INFO ] [sig       ] [430/2211] Forecasting CL...
[2025-09-29T01:27:31.188259] [INFO ] [sig       ] Generating forecast for: CL
[2025-09-29T01:27:31.188381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CL' from 'https://tdm.silogroup.org/data/derivative_storage/CL.csv'.
[2025-09-29T01:27:31.199000] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CL'.
[2025-09-29T01:27:31.199406] [INFO ] [FORECASTER] Starting predict_future for CL
[2025-09-29T01:27:31.227848] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:31.229039] [DEBUG] [LOCAL     ] No optimal features file found for CL: ./output/feature-sets/CL.txt
[2025-09-29T01:27:31.229142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:31.229231] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:31.229311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:31.229429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:31.249368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:31.250407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:31.250526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:31.250611] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:31.294760] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:31.295004] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:31.295080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:31.295142] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:31.300681] [DEBUG] [FORECASTER] CL: Forecast T+1@11:T+2@11: UP (p=64.16%)
[2025-09-29T01:27:31.301240] [INFO ] [FORECASTER] Completed predict_future for CL
[2025-09-29T01:27:31.301461] [INFO ] [sig       ] CL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:31.454135] [INFO ] [LOCAL     ] Saved forecast: CL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CL.txt
[2025-09-29T01:27:31.454443] [INFO ] [sig       ] [430/2211] Completed CL in 0.3s | 3.69 sym/s | Total: 1.9m | ETA: 8.0m
[2025-09-29T01:27:31.454549] [INFO ] [sig       ] [431/2211] Forecasting CLB...
[2025-09-29T01:27:31.454638] [INFO ] [sig       ] Generating forecast for: CLB
[2025-09-29T01:27:31.454740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-09-29T01:27:31.466454] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CLB'.
[2025-09-29T01:27:31.467035] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-09-29T01:27:31.494584] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:31.495481] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-09-29T01:27:31.495578] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:31.495694] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:31.495784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:31.495944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:31.513939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:31.514672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:31.514831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:31.514925] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:31.557727] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:31.557966] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:31.558021] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:31.558062] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:31.562697] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: UP (p=79.13%)
[2025-09-29T01:27:31.563068] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-09-29T01:27:31.563238] [INFO ] [sig       ] CLB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:31.717524] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CLB.txt
[2025-09-29T01:27:31.717840] [INFO ] [sig       ] [431/2211] Completed CLB in 0.3s | 3.69 sym/s | Total: 1.9m | ETA: 8.0m
[2025-09-29T01:27:31.717926] [INFO ] [sig       ] [432/2211] Forecasting CLCO...
[2025-09-29T01:27:31.718000] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-09-29T01:27:31.718077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-09-29T01:27:31.728594] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CLCO'.
[2025-09-29T01:27:31.728946] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-09-29T01:27:31.755789] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:31.756532] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-09-29T01:27:31.756614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:31.756708] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:31.756779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:31.756900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:31.774627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:31.775439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:31.775557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:31.775630] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:31.815549] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:31.815777] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:31.815843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:31.815880] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:31.819899] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: UP (p=59.34%)
[2025-09-29T01:27:31.820273] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-09-29T01:27:31.820440] [INFO ] [sig       ] CLCO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:31.979756] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CLCO.txt
[2025-09-29T01:27:31.980057] [INFO ] [sig       ] [432/2211] Completed CLCO in 0.3s | 3.69 sym/s | Total: 1.9m | ETA: 8.0m
[2025-09-29T01:27:31.980148] [INFO ] [sig       ] [433/2211] Forecasting CLDT...
[2025-09-29T01:27:31.980226] [INFO ] [sig       ] Generating forecast for: CLDT
[2025-09-29T01:27:31.980308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDT' from 'https://tdm.silogroup.org/data/derivative_storage/CLDT.csv'.
[2025-09-29T01:27:31.991682] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CLDT'.
[2025-09-29T01:27:31.992110] [INFO ] [FORECASTER] Starting predict_future for CLDT
[2025-09-29T01:27:32.019994] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:32.020936] [DEBUG] [LOCAL     ] No optimal features file found for CLDT: ./output/feature-sets/CLDT.txt
[2025-09-29T01:27:32.021019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:32.021094] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:32.021165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:32.021269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:32.043841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:32.044850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:32.044972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:32.045046] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:32.079295] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:32.079444] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:32.079489] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:32.079523] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:32.083429] [DEBUG] [FORECASTER] CLDT: Forecast T+1@11:T+2@11: UP (p=76.85%)
[2025-09-29T01:27:32.083871] [INFO ] [FORECASTER] Completed predict_future for CLDT
[2025-09-29T01:27:32.084067] [INFO ] [sig       ] CLDT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:32.235346] [INFO ] [LOCAL     ] Saved forecast: CLDT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CLDT.txt
[2025-09-29T01:27:32.235679] [INFO ] [sig       ] [433/2211] Completed CLDT in 0.3s | 3.69 sym/s | Total: 2.0m | ETA: 8.0m
[2025-09-29T01:27:32.235762] [INFO ] [sig       ] [434/2211] Forecasting CLF...
[2025-09-29T01:27:32.235841] [INFO ] [sig       ] Generating forecast for: CLF
[2025-09-29T01:27:32.235922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-09-29T01:27:32.246874] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CLF'.
[2025-09-29T01:27:32.247296] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-09-29T01:27:32.275265] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:32.276166] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-09-29T01:27:32.276249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:32.276325] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:32.276397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:32.276503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:32.295369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:32.296244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:32.296366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:32.296441] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:32.337705] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:32.337922] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:32.337977] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:32.338015] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:32.342014] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=29.89%)
[2025-09-29T01:27:32.342365] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-09-29T01:27:32.342528] [INFO ] [sig       ] CLF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:32.528380] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CLF.txt
[2025-09-29T01:27:32.528732] [INFO ] [sig       ] [434/2211] Completed CLF in 0.3s | 3.69 sym/s | Total: 2.0m | ETA: 8.0m
[2025-09-29T01:27:32.528823] [INFO ] [sig       ] [435/2211] Forecasting CLH...
[2025-09-29T01:27:32.528896] [INFO ] [sig       ] Generating forecast for: CLH
[2025-09-29T01:27:32.528970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-09-29T01:27:32.539834] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CLH'.
[2025-09-29T01:27:32.540282] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-09-29T01:27:32.568833] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:32.569815] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-09-29T01:27:32.569899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:32.569987] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:32.570069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:32.570174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:32.589143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:32.590129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:32.590251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:32.590341] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:32.628193] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:32.628387] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:32.628438] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:32.628477] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:32.632228] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=96.38%)
[2025-09-29T01:27:32.632540] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-09-29T01:27:32.632723] [INFO ] [sig       ] CLH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:32.794270] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CLH.txt
[2025-09-29T01:27:32.794774] [INFO ] [sig       ] [435/2211] Completed CLH in 0.3s | 3.69 sym/s | Total: 2.0m | ETA: 8.0m
[2025-09-29T01:27:32.794861] [INFO ] [sig       ] [436/2211] Forecasting CLPR...
[2025-09-29T01:27:32.794935] [INFO ] [sig       ] Generating forecast for: CLPR
[2025-09-29T01:27:32.795020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLPR' from 'https://tdm.silogroup.org/data/derivative_storage/CLPR.csv'.
[2025-09-29T01:27:32.805998] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CLPR'.
[2025-09-29T01:27:32.806378] [INFO ] [FORECASTER] Starting predict_future for CLPR
[2025-09-29T01:27:32.834094] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:32.835110] [DEBUG] [LOCAL     ] No optimal features file found for CLPR: ./output/feature-sets/CLPR.txt
[2025-09-29T01:27:32.835197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:32.835272] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:32.835351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:32.835500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:32.854601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:32.855404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:32.855534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:32.855616] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:32.892016] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:32.892213] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:32.892279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:32.892358] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:32.896345] [DEBUG] [FORECASTER] CLPR: Forecast T+1@11:T+2@11: DOWN (p=0.37%)
[2025-09-29T01:27:32.896687] [INFO ] [FORECASTER] Completed predict_future for CLPR
[2025-09-29T01:27:32.896912] [INFO ] [sig       ] CLPR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:33.047966] [INFO ] [LOCAL     ] Saved forecast: CLPR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CLPR.txt
[2025-09-29T01:27:33.048260] [INFO ] [sig       ] [436/2211] Completed CLPR in 0.3s | 3.69 sym/s | Total: 2.0m | ETA: 8.0m
[2025-09-29T01:27:33.048343] [INFO ] [sig       ] [437/2211] Forecasting CLS...
[2025-09-29T01:27:33.048414] [INFO ] [sig       ] Generating forecast for: CLS
[2025-09-29T01:27:33.048488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-09-29T01:27:33.059349] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CLS'.
[2025-09-29T01:27:33.059862] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-09-29T01:27:33.088559] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:33.089511] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-09-29T01:27:33.089597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:33.089715] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:33.089812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:33.089921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:33.109771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:33.110759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:33.110888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:33.110963] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:33.151115] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:33.151320] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:33.151377] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:33.151414] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:33.155331] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=57.26%)
[2025-09-29T01:27:33.155703] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-09-29T01:27:33.155883] [INFO ] [sig       ] CLS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:33.308632] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CLS.txt
[2025-09-29T01:27:33.308953] [INFO ] [sig       ] [437/2211] Completed CLS in 0.3s | 3.69 sym/s | Total: 2.0m | ETA: 8.0m
[2025-09-29T01:27:33.309033] [INFO ] [sig       ] [438/2211] Forecasting CLVT...
[2025-09-29T01:27:33.309103] [INFO ] [sig       ] Generating forecast for: CLVT
[2025-09-29T01:27:33.309177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLVT' from 'https://tdm.silogroup.org/data/derivative_storage/CLVT.csv'.
[2025-09-29T01:27:33.319217] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CLVT'.
[2025-09-29T01:27:33.319558] [INFO ] [FORECASTER] Starting predict_future for CLVT
[2025-09-29T01:27:33.346549] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:33.347531] [DEBUG] [LOCAL     ] No optimal features file found for CLVT: ./output/feature-sets/CLVT.txt
[2025-09-29T01:27:33.347612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:33.347706] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:33.347775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:33.347878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:33.366054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:33.366928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:33.367048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:33.367120] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:33.404538] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:33.404765] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:33.404835] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:33.404875] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:33.408842] [DEBUG] [FORECASTER] CLVT: Forecast T+1@11:T+2@11: DOWN (p=25.11%)
[2025-09-29T01:27:33.409200] [INFO ] [FORECASTER] Completed predict_future for CLVT
[2025-09-29T01:27:33.409367] [INFO ] [sig       ] CLVT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:33.563496] [INFO ] [LOCAL     ] Saved forecast: CLVT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CLVT.txt
[2025-09-29T01:27:33.563839] [INFO ] [sig       ] [438/2211] Completed CLVT in 0.3s | 3.69 sym/s | Total: 2.0m | ETA: 8.0m
[2025-09-29T01:27:33.563933] [INFO ] [sig       ] [439/2211] Forecasting CLW...
[2025-09-29T01:27:33.564008] [INFO ] [sig       ] Generating forecast for: CLW
[2025-09-29T01:27:33.564083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLW' from 'https://tdm.silogroup.org/data/derivative_storage/CLW.csv'.
[2025-09-29T01:27:33.574361] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CLW'.
[2025-09-29T01:27:33.574889] [INFO ] [FORECASTER] Starting predict_future for CLW
[2025-09-29T01:27:33.602426] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:33.603323] [DEBUG] [LOCAL     ] No optimal features file found for CLW: ./output/feature-sets/CLW.txt
[2025-09-29T01:27:33.603409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:33.603485] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:33.603557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:33.603684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:33.623195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:33.623904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:33.624029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:33.624104] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:33.663132] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:33.663326] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:33.663379] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:33.663419] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:33.667828] [DEBUG] [FORECASTER] CLW: Forecast T+1@11:T+2@11: UP (p=94.89%)
[2025-09-29T01:27:33.668192] [INFO ] [FORECASTER] Completed predict_future for CLW
[2025-09-29T01:27:33.668400] [INFO ] [sig       ] CLW: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:33.851616] [INFO ] [LOCAL     ] Saved forecast: CLW	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CLW.txt
[2025-09-29T01:27:33.851948] [INFO ] [sig       ] [439/2211] Completed CLW in 0.3s | 3.69 sym/s | Total: 2.0m | ETA: 8.0m
[2025-09-29T01:27:33.852029] [INFO ] [sig       ] [440/2211] Forecasting CLX...
[2025-09-29T01:27:33.852101] [INFO ] [sig       ] Generating forecast for: CLX
[2025-09-29T01:27:33.852175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-09-29T01:27:33.863274] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CLX'.
[2025-09-29T01:27:33.863692] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-09-29T01:27:33.895364] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:33.896327] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-09-29T01:27:33.896411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:33.896507] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:33.896580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:33.896726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:33.914758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:33.915511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:33.915659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:33.915735] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:33.957178] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:33.957352] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:33.957400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:33.957436] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:33.961099] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: UP (p=71.32%)
[2025-09-29T01:27:33.961412] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-09-29T01:27:33.961590] [INFO ] [sig       ] CLX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:34.108815] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CLX.txt
[2025-09-29T01:27:34.109148] [INFO ] [sig       ] [440/2211] Completed CLX in 0.3s | 3.69 sym/s | Total: 2.0m | ETA: 8.0m
[2025-09-29T01:27:34.109242] [INFO ] [sig       ] [441/2211] Forecasting CM...
[2025-09-29T01:27:34.109317] [INFO ] [sig       ] Generating forecast for: CM
[2025-09-29T01:27:34.109401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-09-29T01:27:34.122010] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CM'.
[2025-09-29T01:27:34.122562] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-09-29T01:27:34.150563] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:34.151490] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-09-29T01:27:34.151576] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:34.151689] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:34.151763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:34.151869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:34.171106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:34.171978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:34.172100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:34.172173] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:34.210711] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:34.210885] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:34.210932] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:34.210968] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:34.215503] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: UP (p=96.94%)
[2025-09-29T01:27:34.215865] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-09-29T01:27:34.216036] [INFO ] [sig       ] CM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:34.371030] [INFO ] [LOCAL     ] Saved forecast: CM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CM.txt
[2025-09-29T01:27:34.371381] [INFO ] [sig       ] [441/2211] Completed CM in 0.3s | 3.69 sym/s | Total: 2.0m | ETA: 8.0m
[2025-09-29T01:27:34.371479] [INFO ] [sig       ] [442/2211] Forecasting CMA...
[2025-09-29T01:27:34.371557] [INFO ] [sig       ] Generating forecast for: CMA
[2025-09-29T01:27:34.371632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-09-29T01:27:34.383288] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMA'.
[2025-09-29T01:27:34.383726] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-09-29T01:27:34.411973] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:34.413159] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-09-29T01:27:34.413244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:34.413320] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:34.413387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:34.413492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:34.433894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:34.434739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:34.434879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:34.434974] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:34.468410] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:34.468679] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:34.468771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:34.468831] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:34.472622] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: DOWN (p=25.33%)
[2025-09-29T01:27:34.472976] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-09-29T01:27:34.473130] [INFO ] [sig       ] CMA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:34.638607] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CMA.txt
[2025-09-29T01:27:34.638913] [INFO ] [sig       ] [442/2211] Completed CMA in 0.3s | 3.69 sym/s | Total: 2.0m | ETA: 8.0m
[2025-09-29T01:27:34.638996] [INFO ] [sig       ] [443/2211] Forecasting CMBT...
[2025-09-29T01:27:34.639069] [INFO ] [sig       ] Generating forecast for: CMBT
[2025-09-29T01:27:34.639142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMBT' from 'https://tdm.silogroup.org/data/derivative_storage/CMBT.csv'.
[2025-09-29T01:27:34.650934] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMBT'.
[2025-09-29T01:27:34.651340] [INFO ] [FORECASTER] Starting predict_future for CMBT
[2025-09-29T01:27:34.679799] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:34.680814] [DEBUG] [LOCAL     ] No optimal features file found for CMBT: ./output/feature-sets/CMBT.txt
[2025-09-29T01:27:34.680899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:34.680974] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:34.681045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:34.681163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:34.699716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:34.700527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:34.700755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:34.700829] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:34.740593] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:34.740757] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:34.740816] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:34.740855] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:34.744874] [DEBUG] [FORECASTER] CMBT: Forecast T+1@11:T+2@11: UP (p=88.46%)
[2025-09-29T01:27:34.745269] [INFO ] [FORECASTER] Completed predict_future for CMBT
[2025-09-29T01:27:34.745432] [INFO ] [sig       ] CMBT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:34.908855] [INFO ] [LOCAL     ] Saved forecast: CMBT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CMBT.txt
[2025-09-29T01:27:34.909143] [INFO ] [sig       ] [443/2211] Completed CMBT in 0.3s | 3.69 sym/s | Total: 2.0m | ETA: 8.0m
[2025-09-29T01:27:34.909225] [INFO ] [sig       ] [444/2211] Forecasting CMC...
[2025-09-29T01:27:34.909296] [INFO ] [sig       ] Generating forecast for: CMC
[2025-09-29T01:27:34.909370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-09-29T01:27:34.920765] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMC'.
[2025-09-29T01:27:34.921219] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-09-29T01:27:34.950490] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:34.951531] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-09-29T01:27:34.951617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:34.951752] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:34.951839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:34.951983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:34.972383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:34.973390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:34.973513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:34.973599] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:35.019046] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:35.019228] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:35.019279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:35.019317] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:35.023632] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: DOWN (p=43.25%)
[2025-09-29T01:27:35.024068] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-09-29T01:27:35.024265] [INFO ] [sig       ] CMC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:35.196411] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CMC.txt
[2025-09-29T01:27:35.196777] [INFO ] [sig       ] [444/2211] Completed CMC in 0.3s | 3.69 sym/s | Total: 2.0m | ETA: 8.0m
[2025-09-29T01:27:35.196883] [INFO ] [sig       ] [445/2211] Forecasting CMCM...
[2025-09-29T01:27:35.196972] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-09-29T01:27:35.197061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-09-29T01:27:35.208115] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMCM'.
[2025-09-29T01:27:35.208557] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-09-29T01:27:35.240355] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:35.241401] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-09-29T01:27:35.241485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:35.241560] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:35.241630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:35.241756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:35.263799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:35.264805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:35.264928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:35.265000] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:35.303139] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:35.303338] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:35.303390] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:35.303427] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:35.307376] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=83.63%)
[2025-09-29T01:27:35.307726] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-09-29T01:27:35.307902] [INFO ] [sig       ] CMCM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:35.465805] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CMCM.txt
[2025-09-29T01:27:35.466116] [INFO ] [sig       ] [445/2211] Completed CMCM in 0.3s | 3.69 sym/s | Total: 2.0m | ETA: 8.0m
[2025-09-29T01:27:35.466201] [INFO ] [sig       ] [446/2211] Forecasting CMG...
[2025-09-29T01:27:35.466274] [INFO ] [sig       ] Generating forecast for: CMG
[2025-09-29T01:27:35.466349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-09-29T01:27:35.477120] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMG'.
[2025-09-29T01:27:35.477600] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-09-29T01:27:35.507162] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:35.508226] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-09-29T01:27:35.508325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:35.508448] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:35.508539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:35.508704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:35.528348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:35.529116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:35.529257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:35.529349] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:35.583359] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:35.583556] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:35.583613] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:35.583691] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:35.588324] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=94.72%)
[2025-09-29T01:27:35.588771] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-09-29T01:27:35.588974] [INFO ] [sig       ] CMG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:35.744227] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CMG.txt
[2025-09-29T01:27:35.744523] [INFO ] [sig       ] [446/2211] Completed CMG in 0.3s | 3.69 sym/s | Total: 2.0m | ETA: 8.0m
[2025-09-29T01:27:35.744605] [INFO ] [sig       ] [447/2211] Forecasting CMI...
[2025-09-29T01:27:35.744730] [INFO ] [sig       ] Generating forecast for: CMI
[2025-09-29T01:27:35.744803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-09-29T01:27:35.755080] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'CMI'.
[2025-09-29T01:27:35.755406] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-09-29T01:27:35.782161] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:35.783076] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-09-29T01:27:35.783162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:35.783237] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:35.783308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:35.783412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:35.801633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:35.802535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:35.802695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:35.802768] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:35.842814] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:35.843020] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:35.843070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:35.843106] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:35.847080] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: DOWN (p=40.15%)
[2025-09-29T01:27:35.847460] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-09-29T01:27:35.847625] [INFO ] [sig       ] CMI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:36.008191] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CMI.txt
[2025-09-29T01:27:36.008498] [INFO ] [sig       ] [447/2211] Completed CMI in 0.3s | 3.69 sym/s | Total: 2.0m | ETA: 8.0m
[2025-09-29T01:27:36.008594] [INFO ] [sig       ] [448/2211] Forecasting CMP...
[2025-09-29T01:27:36.008692] [INFO ] [sig       ] Generating forecast for: CMP
[2025-09-29T01:27:36.008776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-09-29T01:27:36.020609] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMP'.
[2025-09-29T01:27:36.021011] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-09-29T01:27:36.051775] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:36.052716] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-09-29T01:27:36.052810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:36.052900] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:36.052973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:36.053080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:36.073103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:36.074194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:36.074341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:36.074418] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:36.119686] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:36.119877] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:36.119927] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:36.119965] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:36.124292] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: DOWN (p=40.41%)
[2025-09-29T01:27:36.124699] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-09-29T01:27:36.124886] [INFO ] [sig       ] CMP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:36.282299] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CMP.txt
[2025-09-29T01:27:36.282593] [INFO ] [sig       ] [448/2211] Completed CMP in 0.3s | 3.69 sym/s | Total: 2.0m | ETA: 8.0m
[2025-09-29T01:27:36.282700] [INFO ] [sig       ] [449/2211] Forecasting CMPO...
[2025-09-29T01:27:36.282785] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-09-29T01:27:36.282873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-09-29T01:27:36.297143] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMPO'.
[2025-09-29T01:27:36.297590] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-09-29T01:27:36.326275] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:36.327215] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-09-29T01:27:36.327301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:36.327375] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:36.327447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:36.327557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:36.348169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:36.349034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:36.349184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:36.349285] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:36.397768] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:36.398029] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:36.398105] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:36.398146] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:36.402113] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: UP (p=68.39%)
[2025-09-29T01:27:36.402450] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-09-29T01:27:36.402616] [INFO ] [sig       ] CMPO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:36.556978] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CMPO.txt
[2025-09-29T01:27:36.557336] [INFO ] [sig       ] [449/2211] Completed CMPO in 0.3s | 3.69 sym/s | Total: 2.0m | ETA: 7.9m
[2025-09-29T01:27:36.557424] [INFO ] [sig       ] [450/2211] Forecasting CMRE...
[2025-09-29T01:27:36.557508] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-09-29T01:27:36.557594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-09-29T01:27:36.568997] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMRE'.
[2025-09-29T01:27:36.569377] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-09-29T01:27:36.597190] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:36.598121] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-09-29T01:27:36.598209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:36.598285] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:36.598355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:36.598459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:36.617977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:36.618689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:36.618802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:36.618876] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:36.658479] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:36.658717] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:36.658790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:36.658830] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:36.662596] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=95.87%)
[2025-09-29T01:27:36.662971] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-09-29T01:27:36.663146] [INFO ] [sig       ] CMRE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:36.816234] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CMRE.txt
[2025-09-29T01:27:36.816518] [INFO ] [sig       ] [450/2211] Completed CMRE in 0.3s | 3.69 sym/s | Total: 2.0m | ETA: 7.9m
[2025-09-29T01:27:36.816598] [INFO ] [sig       ] [451/2211] Forecasting CMS...
[2025-09-29T01:27:36.816712] [INFO ] [sig       ] Generating forecast for: CMS
[2025-09-29T01:27:36.816786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-09-29T01:27:36.827205] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMS'.
[2025-09-29T01:27:36.827627] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-09-29T01:27:36.853622] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:36.854440] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-09-29T01:27:36.854522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:36.854612] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:36.854738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:36.854839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:36.873009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:36.873924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:36.874042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:36.874113] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:36.913255] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:36.913426] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:36.913473] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:36.913508] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:36.917134] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: UP (p=61.17%)
[2025-09-29T01:27:36.917443] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-09-29T01:27:36.917594] [INFO ] [sig       ] CMS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:37.068937] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CMS.txt
[2025-09-29T01:27:37.069242] [INFO ] [sig       ] [451/2211] Completed CMS in 0.3s | 3.70 sym/s | Total: 2.0m | ETA: 7.9m
[2025-09-29T01:27:37.069322] [INFO ] [sig       ] [452/2211] Forecasting CMSA...
[2025-09-29T01:27:37.069393] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-09-29T01:27:37.069488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-09-29T01:27:37.080544] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMSA'.
[2025-09-29T01:27:37.080992] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-09-29T01:27:37.108484] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:37.109316] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-09-29T01:27:37.109417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:37.109494] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:37.109565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:37.109692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:37.129723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:37.130432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:37.130557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:37.130632] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:37.167458] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:37.167627] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:37.167715] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:37.167769] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:37.171397] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: UP (p=56.39%)
[2025-09-29T01:27:37.171740] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-09-29T01:27:37.171908] [INFO ] [sig       ] CMSA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:37.334926] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CMSA.txt
[2025-09-29T01:27:37.335258] [INFO ] [sig       ] [452/2211] Completed CMSA in 0.3s | 3.70 sym/s | Total: 2.0m | ETA: 7.9m
[2025-09-29T01:27:37.335342] [INFO ] [sig       ] [453/2211] Forecasting CMSC...
[2025-09-29T01:27:37.335415] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-09-29T01:27:37.335492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-09-29T01:27:37.346979] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMSC'.
[2025-09-29T01:27:37.347558] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-09-29T01:27:37.376324] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:37.377322] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-09-29T01:27:37.377439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:37.377537] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:37.377611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:37.377741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:37.397889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:37.398976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:37.399108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:37.399182] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:37.437585] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:37.437824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:37.437885] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:37.437922] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:37.441618] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=89.59%)
[2025-09-29T01:27:37.441973] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-09-29T01:27:37.442156] [INFO ] [sig       ] CMSC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:37.600386] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CMSC.txt
[2025-09-29T01:27:37.600789] [INFO ] [sig       ] [453/2211] Completed CMSC in 0.3s | 3.70 sym/s | Total: 2.0m | ETA: 7.9m
[2025-09-29T01:27:37.600900] [INFO ] [sig       ] [454/2211] Forecasting CMSD...
[2025-09-29T01:27:37.600991] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-09-29T01:27:37.601078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-09-29T01:27:37.612462] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMSD'.
[2025-09-29T01:27:37.612962] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-09-29T01:27:37.640149] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:37.641072] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-09-29T01:27:37.641156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:37.641231] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:37.641303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:37.641406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:37.660043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:37.660886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:37.661013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:37.661088] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:37.698767] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:37.698969] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:37.699022] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:37.699059] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:37.702860] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: UP (p=95.26%)
[2025-09-29T01:27:37.703183] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-09-29T01:27:37.703346] [INFO ] [sig       ] CMSD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:37.851343] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CMSD.txt
[2025-09-29T01:27:37.851677] [INFO ] [sig       ] [454/2211] Completed CMSD in 0.3s | 3.70 sym/s | Total: 2.0m | ETA: 7.9m
[2025-09-29T01:27:37.851761] [INFO ] [sig       ] [455/2211] Forecasting CMTG...
[2025-09-29T01:27:37.851834] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-09-29T01:27:37.851906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-09-29T01:27:37.862958] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMTG'.
[2025-09-29T01:27:37.863409] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-09-29T01:27:37.890270] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:37.891160] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-09-29T01:27:37.891248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:37.891322] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:37.891391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:37.891492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:37.909425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:37.910290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:37.910411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:37.910482] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:37.951960] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:37.952140] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:37.952189] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:37.952225] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:37.955947] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: UP (p=60.88%)
[2025-09-29T01:27:37.956283] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-09-29T01:27:37.956439] [INFO ] [sig       ] CMTG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:38.112917] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CMTG.txt
[2025-09-29T01:27:38.113282] [INFO ] [sig       ] [455/2211] Completed CMTG in 0.3s | 3.70 sym/s | Total: 2.1m | ETA: 7.9m
[2025-09-29T01:27:38.113368] [INFO ] [sig       ] [456/2211] Forecasting CMU...
[2025-09-29T01:27:38.113456] [INFO ] [sig       ] Generating forecast for: CMU
[2025-09-29T01:27:38.113544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMU' from 'https://tdm.silogroup.org/data/derivative_storage/CMU.csv'.
[2025-09-29T01:27:38.126555] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMU'.
[2025-09-29T01:27:38.127116] [INFO ] [FORECASTER] Starting predict_future for CMU
[2025-09-29T01:27:38.156171] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:38.157106] [DEBUG] [LOCAL     ] No optimal features file found for CMU: ./output/feature-sets/CMU.txt
[2025-09-29T01:27:38.157189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:38.157263] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:38.157334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:38.157439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:38.177321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:38.178203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:38.178326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:38.178409] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:38.206592] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:38.206847] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:38.206921] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:38.206962] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:38.210572] [DEBUG] [FORECASTER] CMU: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-09-29T01:27:38.211016] [INFO ] [FORECASTER] Completed predict_future for CMU
[2025-09-29T01:27:38.211179] [INFO ] [sig       ] CMU: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:38.362516] [INFO ] [LOCAL     ] Saved forecast: CMU	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CMU.txt
[2025-09-29T01:27:38.362827] [INFO ] [sig       ] [456/2211] Completed CMU in 0.2s | 3.70 sym/s | Total: 2.1m | ETA: 7.9m
[2025-09-29T01:27:38.362913] [INFO ] [sig       ] [457/2211] Forecasting CNA...
[2025-09-29T01:27:38.362992] [INFO ] [sig       ] Generating forecast for: CNA
[2025-09-29T01:27:38.363072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-09-29T01:27:38.373351] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CNA'.
[2025-09-29T01:27:38.373765] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-09-29T01:27:38.401934] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:38.402807] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-09-29T01:27:38.402888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:38.402970] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:38.403047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:38.403160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:38.421730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:38.422375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:38.422491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:38.422568] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:38.450673] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:38.450798] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:38.450843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:38.450878] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:38.454354] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: UP (p=99.79%)
[2025-09-29T01:27:38.454689] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-09-29T01:27:38.454858] [INFO ] [sig       ] CNA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:38.611829] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CNA.txt
[2025-09-29T01:27:38.612149] [INFO ] [sig       ] [457/2211] Completed CNA in 0.2s | 3.70 sym/s | Total: 2.1m | ETA: 7.9m
[2025-09-29T01:27:38.612234] [INFO ] [sig       ] [458/2211] Forecasting CNC...
[2025-09-29T01:27:38.612307] [INFO ] [sig       ] Generating forecast for: CNC
[2025-09-29T01:27:38.612378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-09-29T01:27:38.623547] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CNC'.
[2025-09-29T01:27:38.624025] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-09-29T01:27:38.651422] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:38.652377] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-09-29T01:27:38.652464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:38.652539] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:38.652666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:38.652788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:38.672749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:38.673457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:38.673574] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:38.673698] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:38.716775] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:38.717051] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:38.717118] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:38.717159] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:38.722030] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: UP (p=96.91%)
[2025-09-29T01:27:38.722403] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-09-29T01:27:38.722584] [INFO ] [sig       ] CNC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:38.886206] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CNC.txt
[2025-09-29T01:27:38.886634] [INFO ] [sig       ] [458/2211] Completed CNC in 0.3s | 3.70 sym/s | Total: 2.1m | ETA: 7.9m
[2025-09-29T01:27:38.886755] [INFO ] [sig       ] [459/2211] Forecasting CNF...
[2025-09-29T01:27:38.886873] [INFO ] [sig       ] Generating forecast for: CNF
[2025-09-29T01:27:38.886971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-09-29T01:27:38.897776] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'CNF'.
[2025-09-29T01:27:38.898190] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-09-29T01:27:38.926358] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:38.927320] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-09-29T01:27:38.927408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:38.927492] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:38.927566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:38.927705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:38.946693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:38.947440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:38.947583] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:38.947686] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:38.989430] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:38.989576] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:38.989622] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:38.989696] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:38.993218] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=55.08%)
[2025-09-29T01:27:38.993524] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-09-29T01:27:38.993703] [INFO ] [sig       ] CNF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:39.146376] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CNF.txt
[2025-09-29T01:27:39.146674] [INFO ] [sig       ] [459/2211] Completed CNF in 0.3s | 3.70 sym/s | Total: 2.1m | ETA: 7.9m
[2025-09-29T01:27:39.146784] [INFO ] [sig       ] [460/2211] Forecasting CNH...
[2025-09-29T01:27:39.146896] [INFO ] [sig       ] Generating forecast for: CNH
[2025-09-29T01:27:39.146993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNH' from 'https://tdm.silogroup.org/data/derivative_storage/CNH.csv'.
[2025-09-29T01:27:39.158347] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CNH'.
[2025-09-29T01:27:39.158752] [INFO ] [FORECASTER] Starting predict_future for CNH
[2025-09-29T01:27:39.185854] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:39.186761] [DEBUG] [LOCAL     ] No optimal features file found for CNH: ./output/feature-sets/CNH.txt
[2025-09-29T01:27:39.186884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:39.186962] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:39.187040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:39.187153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:39.206054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:39.206959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:39.207089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:39.207161] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:39.236463] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:39.236605] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:39.236681] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:39.236744] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:39.240459] [DEBUG] [FORECASTER] CNH: Forecast T+1@11:T+2@11: UP (p=87.26%)
[2025-09-29T01:27:39.240833] [INFO ] [FORECASTER] Completed predict_future for CNH
[2025-09-29T01:27:39.240988] [INFO ] [sig       ] CNH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:39.397217] [INFO ] [LOCAL     ] Saved forecast: CNH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CNH.txt
[2025-09-29T01:27:39.397533] [INFO ] [sig       ] [460/2211] Completed CNH in 0.3s | 3.70 sym/s | Total: 2.1m | ETA: 7.9m
[2025-09-29T01:27:39.397618] [INFO ] [sig       ] [461/2211] Forecasting CNI...
[2025-09-29T01:27:39.397714] [INFO ] [sig       ] Generating forecast for: CNI
[2025-09-29T01:27:39.397790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-09-29T01:27:39.410839] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CNI'.
[2025-09-29T01:27:39.411249] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-09-29T01:27:39.438413] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:39.439276] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-09-29T01:27:39.439359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:39.439434] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:39.439504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:39.439610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:39.459788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:39.460542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:39.460686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:39.460753] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:39.495992] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:39.496163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:39.496213] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:39.496250] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:39.501033] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=74.83%)
[2025-09-29T01:27:39.501663] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-09-29T01:27:39.501848] [INFO ] [sig       ] CNI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:39.689789] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CNI.txt
[2025-09-29T01:27:39.690134] [INFO ] [sig       ] [461/2211] Completed CNI in 0.3s | 3.70 sym/s | Total: 2.1m | ETA: 7.9m
[2025-09-29T01:27:39.690221] [INFO ] [sig       ] [462/2211] Forecasting CNK...
[2025-09-29T01:27:39.690297] [INFO ] [sig       ] Generating forecast for: CNK
[2025-09-29T01:27:39.690377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-09-29T01:27:39.700687] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CNK'.
[2025-09-29T01:27:39.701101] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-09-29T01:27:39.729172] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:39.730131] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-09-29T01:27:39.730217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:39.730291] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:39.730361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:39.730462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:39.750565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:39.751819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:39.751943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:39.752016] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:39.784095] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:39.784251] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:39.784298] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:39.784333] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:39.788621] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=56.02%)
[2025-09-29T01:27:39.788952] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-09-29T01:27:39.789095] [INFO ] [sig       ] CNK: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:39.955404] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CNK.txt
[2025-09-29T01:27:39.955802] [INFO ] [sig       ] [462/2211] Completed CNK in 0.3s | 3.70 sym/s | Total: 2.1m | ETA: 7.9m
[2025-09-29T01:27:39.955917] [INFO ] [sig       ] [463/2211] Forecasting CNM...
[2025-09-29T01:27:39.956014] [INFO ] [sig       ] Generating forecast for: CNM
[2025-09-29T01:27:39.956091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-09-29T01:27:39.967056] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CNM'.
[2025-09-29T01:27:39.967516] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-09-29T01:27:39.996515] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:39.997507] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-09-29T01:27:39.997591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:39.997691] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:39.997763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:39.997843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:40.019437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:40.020419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:40.020555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:40.020637] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:40.070223] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:40.070390] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:40.070457] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:40.070497] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:40.074572] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=7.00%)
[2025-09-29T01:27:40.074927] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-09-29T01:27:40.075098] [INFO ] [sig       ] CNM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:40.258413] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CNM.txt
[2025-09-29T01:27:40.258757] [INFO ] [sig       ] [463/2211] Completed CNM in 0.3s | 3.70 sym/s | Total: 2.1m | ETA: 7.9m
[2025-09-29T01:27:40.258842] [INFO ] [sig       ] [464/2211] Forecasting CNMD...
[2025-09-29T01:27:40.258916] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-09-29T01:27:40.258993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-09-29T01:27:40.269409] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CNMD'.
[2025-09-29T01:27:40.269847] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-09-29T01:27:40.297193] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:40.298330] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-09-29T01:27:40.298429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:40.298504] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:40.298576] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:40.298708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:40.317932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:40.318752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:40.318872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:40.318948] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:40.360080] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:40.360285] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:40.360339] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:40.360376] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:40.364537] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: UP (p=74.75%)
[2025-09-29T01:27:40.364965] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-09-29T01:27:40.365138] [INFO ] [sig       ] CNMD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:40.523767] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CNMD.txt
[2025-09-29T01:27:40.524083] [INFO ] [sig       ] [464/2211] Completed CNMD in 0.3s | 3.70 sym/s | Total: 2.1m | ETA: 7.9m
[2025-09-29T01:27:40.524183] [INFO ] [sig       ] [465/2211] Forecasting CNNE...
[2025-09-29T01:27:40.524265] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-09-29T01:27:40.524346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-09-29T01:27:40.535481] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CNNE'.
[2025-09-29T01:27:40.535952] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-09-29T01:27:40.563851] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:40.564823] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-09-29T01:27:40.564906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:40.564995] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:40.565120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:40.565246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:40.584860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:40.585813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:40.585933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:40.586060] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:40.627843] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:40.628041] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:40.628091] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:40.628128] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:40.632316] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: DOWN (p=33.87%)
[2025-09-29T01:27:40.632784] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-09-29T01:27:40.633043] [INFO ] [sig       ] CNNE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:40.785131] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CNNE.txt
[2025-09-29T01:27:40.785429] [INFO ] [sig       ] [465/2211] Completed CNNE in 0.3s | 3.70 sym/s | Total: 2.1m | ETA: 7.9m
[2025-09-29T01:27:40.785512] [INFO ] [sig       ] [466/2211] Forecasting CNO...
[2025-09-29T01:27:40.785583] [INFO ] [sig       ] Generating forecast for: CNO
[2025-09-29T01:27:40.785679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-09-29T01:27:40.795092] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CNO'.
[2025-09-29T01:27:40.795441] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-09-29T01:27:40.821917] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:40.822833] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-09-29T01:27:40.822923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:40.823012] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:40.823098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:40.823236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:40.842176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:40.842913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:40.843027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:40.843120] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:40.886760] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:40.887005] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:40.887065] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:40.887104] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:40.896384] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: UP (p=76.19%)
[2025-09-29T01:27:40.897028] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-09-29T01:27:40.897234] [INFO ] [sig       ] CNO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:41.057430] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CNO.txt
[2025-09-29T01:27:41.057840] [INFO ] [sig       ] [466/2211] Completed CNO in 0.3s | 3.70 sym/s | Total: 2.1m | ETA: 7.9m
[2025-09-29T01:27:41.057931] [INFO ] [sig       ] [467/2211] Forecasting CNP...
[2025-09-29T01:27:41.058007] [INFO ] [sig       ] Generating forecast for: CNP
[2025-09-29T01:27:41.058086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-09-29T01:27:41.069303] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CNP'.
[2025-09-29T01:27:41.069889] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-09-29T01:27:41.097968] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:41.098935] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-09-29T01:27:41.099020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:41.099096] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:41.099174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:41.099292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:41.117705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:41.118685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:41.118809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:41.118892] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:41.160092] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:41.160306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:41.160357] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:41.160396] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:41.164725] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=10.65%)
[2025-09-29T01:27:41.165096] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-09-29T01:27:41.165261] [INFO ] [sig       ] CNP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:41.321169] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CNP.txt
[2025-09-29T01:27:41.321481] [INFO ] [sig       ] [467/2211] Completed CNP in 0.3s | 3.70 sym/s | Total: 2.1m | ETA: 7.9m
[2025-09-29T01:27:41.321590] [INFO ] [sig       ] [468/2211] Forecasting CNQ...
[2025-09-29T01:27:41.321694] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-09-29T01:27:41.321769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-09-29T01:27:41.333291] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CNQ'.
[2025-09-29T01:27:41.333791] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-09-29T01:27:41.361334] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:41.362267] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-09-29T01:27:41.362357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:41.362456] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:41.362544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:41.362715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:41.382012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:41.382805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:41.382940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:41.383029] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:41.427040] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:41.427215] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:41.427269] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:41.427308] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:41.431561] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: UP (p=64.16%)
[2025-09-29T01:27:41.431933] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-09-29T01:27:41.432107] [INFO ] [sig       ] CNQ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:41.584217] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CNQ.txt
[2025-09-29T01:27:41.584529] [INFO ] [sig       ] [468/2211] Completed CNQ in 0.3s | 3.70 sym/s | Total: 2.1m | ETA: 7.9m
[2025-09-29T01:27:41.584630] [INFO ] [sig       ] [469/2211] Forecasting CNS...
[2025-09-29T01:27:41.584747] [INFO ] [sig       ] Generating forecast for: CNS
[2025-09-29T01:27:41.584843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-09-29T01:27:41.594920] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CNS'.
[2025-09-29T01:27:41.595320] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-09-29T01:27:41.623361] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:41.624204] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-09-29T01:27:41.624285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:41.624360] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:41.624430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:41.624530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:41.643420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:41.644199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:41.644318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:41.644392] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:41.673598] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:41.673780] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:41.673837] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:41.673875] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:41.677563] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=98.98%)
[2025-09-29T01:27:41.677893] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-09-29T01:27:41.678136] [INFO ] [sig       ] CNS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:41.831000] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CNS.txt
[2025-09-29T01:27:41.831282] [INFO ] [sig       ] [469/2211] Completed CNS in 0.2s | 3.70 sym/s | Total: 2.1m | ETA: 7.9m
[2025-09-29T01:27:41.831360] [INFO ] [sig       ] [470/2211] Forecasting CNX...
[2025-09-29T01:27:41.831430] [INFO ] [sig       ] Generating forecast for: CNX
[2025-09-29T01:27:41.831500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-09-29T01:27:41.842462] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CNX'.
[2025-09-29T01:27:41.842869] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-09-29T01:27:41.870983] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:41.871890] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-09-29T01:27:41.871974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:41.872053] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:41.872130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:41.872236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:41.892193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:41.892893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:41.893007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:41.893077] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:41.923407] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:41.923543] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:41.923589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:41.923691] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:41.927613] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: UP (p=86.54%)
[2025-09-29T01:27:41.928064] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-09-29T01:27:41.928250] [INFO ] [sig       ] CNX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:42.079252] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CNX.txt
[2025-09-29T01:27:42.079554] [INFO ] [sig       ] [470/2211] Completed CNX in 0.2s | 3.70 sym/s | Total: 2.1m | ETA: 7.8m
[2025-09-29T01:27:42.079637] [INFO ] [sig       ] [471/2211] Forecasting CODI...
[2025-09-29T01:27:42.079735] [INFO ] [sig       ] Generating forecast for: CODI
[2025-09-29T01:27:42.079810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-09-29T01:27:42.090273] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CODI'.
[2025-09-29T01:27:42.090721] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-09-29T01:27:42.117257] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:42.118093] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-09-29T01:27:42.118193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:42.118287] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:42.118376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:42.118508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:42.136818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:42.137613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:42.137763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:42.137853] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:42.170503] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:42.170690] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:42.170764] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:42.170807] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:42.174945] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=87.26%)
[2025-09-29T01:27:42.175297] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-09-29T01:27:42.175464] [INFO ] [sig       ] CODI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:42.328926] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CODI.txt
[2025-09-29T01:27:42.329224] [INFO ] [sig       ] [471/2211] Completed CODI in 0.2s | 3.70 sym/s | Total: 2.1m | ETA: 7.8m
[2025-09-29T01:27:42.329323] [INFO ] [sig       ] [472/2211] Forecasting COF...
[2025-09-29T01:27:42.329415] [INFO ] [sig       ] Generating forecast for: COF
[2025-09-29T01:27:42.329509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-09-29T01:27:42.340041] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'COF'.
[2025-09-29T01:27:42.340412] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-09-29T01:27:42.375116] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:42.376160] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-09-29T01:27:42.376246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:42.376332] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:42.376408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:42.376558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:42.396230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:42.397269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:42.397418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:42.397493] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:42.427827] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:42.428005] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:42.428059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:42.428098] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:42.431879] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-09-29T01:27:42.432201] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-09-29T01:27:42.432351] [INFO ] [sig       ] COF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:42.593866] [INFO ] [LOCAL     ] Saved forecast: COF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/COF.txt
[2025-09-29T01:27:42.594186] [INFO ] [sig       ] [472/2211] Completed COF in 0.3s | 3.70 sym/s | Total: 2.1m | ETA: 7.8m
[2025-09-29T01:27:42.594267] [INFO ] [sig       ] [473/2211] Forecasting COHR...
[2025-09-29T01:27:42.594337] [INFO ] [sig       ] Generating forecast for: COHR
[2025-09-29T01:27:42.594410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COHR' from 'https://tdm.silogroup.org/data/derivative_storage/COHR.csv'.
[2025-09-29T01:27:42.604929] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'COHR'.
[2025-09-29T01:27:42.605282] [INFO ] [FORECASTER] Starting predict_future for COHR
[2025-09-29T01:27:42.632851] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:42.633840] [DEBUG] [LOCAL     ] No optimal features file found for COHR: ./output/feature-sets/COHR.txt
[2025-09-29T01:27:42.633934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:42.634010] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:42.634081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:42.634188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:42.654068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:42.655291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:42.655440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:42.655523] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:42.695737] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:42.695948] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:42.696002] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:42.696040] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:42.700153] [DEBUG] [FORECASTER] COHR: Forecast T+1@11:T+2@11: UP (p=86.08%)
[2025-09-29T01:27:42.700483] [INFO ] [FORECASTER] Completed predict_future for COHR
[2025-09-29T01:27:42.700638] [INFO ] [sig       ] COHR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:42.852981] [INFO ] [LOCAL     ] Saved forecast: COHR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/COHR.txt
[2025-09-29T01:27:42.853275] [INFO ] [sig       ] [473/2211] Completed COHR in 0.3s | 3.70 sym/s | Total: 2.1m | ETA: 7.8m
[2025-09-29T01:27:42.853359] [INFO ] [sig       ] [474/2211] Forecasting COLD...
[2025-09-29T01:27:42.853432] [INFO ] [sig       ] Generating forecast for: COLD
[2025-09-29T01:27:42.853505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-09-29T01:27:42.863837] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'COLD'.
[2025-09-29T01:27:42.864207] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-09-29T01:27:42.891588] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:42.892442] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-09-29T01:27:42.892525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:42.892600] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:42.892694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:42.892800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:42.911961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:42.912796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:42.912911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:42.912985] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:42.951591] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:42.951858] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:42.951936] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:42.951991] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:42.956163] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=33.90%)
[2025-09-29T01:27:42.956724] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-09-29T01:27:42.956987] [INFO ] [sig       ] COLD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:43.130181] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/COLD.txt
[2025-09-29T01:27:43.130510] [INFO ] [sig       ] [474/2211] Completed COLD in 0.3s | 3.70 sym/s | Total: 2.1m | ETA: 7.8m
[2025-09-29T01:27:43.130596] [INFO ] [sig       ] [475/2211] Forecasting COMP...
[2025-09-29T01:27:43.130700] [INFO ] [sig       ] Generating forecast for: COMP
[2025-09-29T01:27:43.130781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-09-29T01:27:43.141887] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'COMP'.
[2025-09-29T01:27:43.142317] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-09-29T01:27:43.172318] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:43.173314] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-09-29T01:27:43.173400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:43.173477] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:43.173548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:43.173674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:43.191634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:43.192281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:43.192395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:43.192466] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:43.230464] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:43.230603] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:43.230675] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:43.230739] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:43.234203] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=11.81%)
[2025-09-29T01:27:43.234499] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-09-29T01:27:43.234671] [INFO ] [sig       ] COMP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:43.381992] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/COMP.txt
[2025-09-29T01:27:43.382344] [INFO ] [sig       ] [475/2211] Completed COMP in 0.3s | 3.70 sym/s | Total: 2.1m | ETA: 7.8m
[2025-09-29T01:27:43.382426] [INFO ] [sig       ] [476/2211] Forecasting CON...
[2025-09-29T01:27:43.382497] [INFO ] [sig       ] Generating forecast for: CON
[2025-09-29T01:27:43.382571] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CON' from 'https://tdm.silogroup.org/data/derivative_storage/CON.csv'.
[2025-09-29T01:27:43.395421] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CON'.
[2025-09-29T01:27:43.395976] [INFO ] [FORECASTER] Starting predict_future for CON
[2025-09-29T01:27:43.424626] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:43.425637] [DEBUG] [LOCAL     ] No optimal features file found for CON: ./output/feature-sets/CON.txt
[2025-09-29T01:27:43.425743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:43.425817] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:43.425886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:43.425988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:43.447019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:43.447846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:43.447986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:43.448065] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:43.481513] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:43.481709] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:43.481775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:43.481813] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:43.485571] [DEBUG] [FORECASTER] CON: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2025-09-29T01:27:43.485959] [INFO ] [FORECASTER] Completed predict_future for CON
[2025-09-29T01:27:43.486120] [INFO ] [sig       ] CON: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:43.658140] [INFO ] [LOCAL     ] Saved forecast: CON	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CON.txt
[2025-09-29T01:27:43.658423] [INFO ] [sig       ] [476/2211] Completed CON in 0.3s | 3.70 sym/s | Total: 2.1m | ETA: 7.8m
[2025-09-29T01:27:43.658507] [INFO ] [sig       ] [477/2211] Forecasting COOK...
[2025-09-29T01:27:43.658582] [INFO ] [sig       ] Generating forecast for: COOK
[2025-09-29T01:27:43.658679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COOK' from 'https://tdm.silogroup.org/data/derivative_storage/COOK.csv'.
[2025-09-29T01:27:43.670361] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'COOK'.
[2025-09-29T01:27:43.670792] [INFO ] [FORECASTER] Starting predict_future for COOK
[2025-09-29T01:27:43.698460] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:43.699306] [DEBUG] [LOCAL     ] No optimal features file found for COOK: ./output/feature-sets/COOK.txt
[2025-09-29T01:27:43.699388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:43.699463] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:43.699534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:43.699660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:43.720168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:43.720865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:43.720981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:43.721053] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:43.760984] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:43.761121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:43.761164] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:43.761217] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:43.764830] [DEBUG] [FORECASTER] COOK: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-09-29T01:27:43.765136] [INFO ] [FORECASTER] Completed predict_future for COOK
[2025-09-29T01:27:43.765291] [INFO ] [sig       ] COOK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:43.925078] [INFO ] [LOCAL     ] Saved forecast: COOK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/COOK.txt
[2025-09-29T01:27:43.925358] [INFO ] [sig       ] [477/2211] Completed COOK in 0.3s | 3.70 sym/s | Total: 2.1m | ETA: 7.8m
[2025-09-29T01:27:43.925438] [INFO ] [sig       ] [478/2211] Forecasting COP...
[2025-09-29T01:27:43.925508] [INFO ] [sig       ] Generating forecast for: COP
[2025-09-29T01:27:43.925582] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-09-29T01:27:43.938145] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'COP'.
[2025-09-29T01:27:43.938694] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-09-29T01:27:43.970984] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:43.971948] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-09-29T01:27:43.972030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:43.972105] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:43.972175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:43.972279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:43.991446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:43.992150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:43.992268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:43.992340] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:44.032409] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:44.032559] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:44.032604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:44.032639] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:44.036089] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: DOWN (p=14.61%)
[2025-09-29T01:27:44.036381] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-09-29T01:27:44.036546] [INFO ] [sig       ] COP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:44.183330] [INFO ] [LOCAL     ] Saved forecast: COP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/COP.txt
[2025-09-29T01:27:44.183669] [INFO ] [sig       ] [478/2211] Completed COP in 0.3s | 3.70 sym/s | Total: 2.2m | ETA: 7.8m
[2025-09-29T01:27:44.183752] [INFO ] [sig       ] [479/2211] Forecasting COR...
[2025-09-29T01:27:44.183825] [INFO ] [sig       ] Generating forecast for: COR
[2025-09-29T01:27:44.183897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COR' from 'https://tdm.silogroup.org/data/derivative_storage/COR.csv'.
[2025-09-29T01:27:44.194763] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'COR'.
[2025-09-29T01:27:44.195173] [INFO ] [FORECASTER] Starting predict_future for COR
[2025-09-29T01:27:44.221917] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:44.222807] [DEBUG] [LOCAL     ] No optimal features file found for COR: ./output/feature-sets/COR.txt
[2025-09-29T01:27:44.222888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:44.222963] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:44.223033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:44.223157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:44.246406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:44.247713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:44.247855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:44.247928] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:44.288236] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:44.288448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:44.288512] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:44.288551] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:44.292493] [DEBUG] [FORECASTER] COR: Forecast T+1@11:T+2@11: DOWN (p=8.33%)
[2025-09-29T01:27:44.292847] [INFO ] [FORECASTER] Completed predict_future for COR
[2025-09-29T01:27:44.293016] [INFO ] [sig       ] COR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:44.448618] [INFO ] [LOCAL     ] Saved forecast: COR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/COR.txt
[2025-09-29T01:27:44.449093] [INFO ] [sig       ] [479/2211] Completed COR in 0.3s | 3.70 sym/s | Total: 2.2m | ETA: 7.8m
[2025-09-29T01:27:44.449180] [INFO ] [sig       ] [480/2211] Forecasting COTY...
[2025-09-29T01:27:44.449265] [INFO ] [sig       ] Generating forecast for: COTY
[2025-09-29T01:27:44.449343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-09-29T01:27:44.461700] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'COTY'.
[2025-09-29T01:27:44.462125] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-09-29T01:27:44.490003] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:44.490978] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-09-29T01:27:44.491060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:44.491137] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:44.491210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:44.491326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:44.510679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:44.511297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:44.511420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:44.511496] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:44.552724] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:44.552838] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:44.552881] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:44.552915] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:44.556213] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: DOWN (p=6.77%)
[2025-09-29T01:27:44.556495] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-09-29T01:27:44.556664] [INFO ] [sig       ] COTY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:44.704524] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/COTY.txt
[2025-09-29T01:27:44.704806] [INFO ] [sig       ] [480/2211] Completed COTY in 0.3s | 3.70 sym/s | Total: 2.2m | ETA: 7.8m
[2025-09-29T01:27:44.704898] [INFO ] [sig       ] [481/2211] Forecasting COUR...
[2025-09-29T01:27:44.704972] [INFO ] [sig       ] Generating forecast for: COUR
[2025-09-29T01:27:44.705044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COUR' from 'https://tdm.silogroup.org/data/derivative_storage/COUR.csv'.
[2025-09-29T01:27:44.716419] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'COUR'.
[2025-09-29T01:27:44.716783] [INFO ] [FORECASTER] Starting predict_future for COUR
[2025-09-29T01:27:44.743875] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:44.744732] [DEBUG] [LOCAL     ] No optimal features file found for COUR: ./output/feature-sets/COUR.txt
[2025-09-29T01:27:44.744813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:44.744887] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:44.744957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:44.745066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:44.764287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:44.764946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:44.765061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:44.765134] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:44.810383] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:44.810559] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:44.810607] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:44.810669] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:44.814298] [DEBUG] [FORECASTER] COUR: Forecast T+1@11:T+2@11: DOWN (p=15.41%)
[2025-09-29T01:27:44.814609] [INFO ] [FORECASTER] Completed predict_future for COUR
[2025-09-29T01:27:44.814804] [INFO ] [sig       ] COUR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:44.961502] [INFO ] [LOCAL     ] Saved forecast: COUR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/COUR.txt
[2025-09-29T01:27:44.961837] [INFO ] [sig       ] [481/2211] Completed COUR in 0.3s | 3.70 sym/s | Total: 2.2m | ETA: 7.8m
[2025-09-29T01:27:44.961923] [INFO ] [sig       ] [482/2211] Forecasting CP...
[2025-09-29T01:27:44.961994] [INFO ] [sig       ] Generating forecast for: CP
[2025-09-29T01:27:44.962091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-09-29T01:27:44.973179] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CP'.
[2025-09-29T01:27:44.973525] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-09-29T01:27:45.000197] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:45.001291] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-09-29T01:27:45.001376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:45.001450] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:45.001520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:45.001625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:45.020593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:45.021254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:45.021368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:45.021440] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:45.064449] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:45.064609] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:45.064698] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:45.064750] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:45.068480] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: DOWN (p=18.87%)
[2025-09-29T01:27:45.068826] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-09-29T01:27:45.068987] [INFO ] [sig       ] CP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:45.217946] [INFO ] [LOCAL     ] Saved forecast: CP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CP.txt
[2025-09-29T01:27:45.218257] [INFO ] [sig       ] [482/2211] Completed CP in 0.3s | 3.70 sym/s | Total: 2.2m | ETA: 7.8m
[2025-09-29T01:27:45.218372] [INFO ] [sig       ] [483/2211] Forecasting CPA...
[2025-09-29T01:27:45.218445] [INFO ] [sig       ] Generating forecast for: CPA
[2025-09-29T01:27:45.218555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-09-29T01:27:45.229340] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CPA'.
[2025-09-29T01:27:45.229847] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-09-29T01:27:45.257320] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:45.258234] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-09-29T01:27:45.258316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:45.258391] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:45.258461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:45.258566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:45.276096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:45.276792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:45.276947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:45.277019] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:45.317573] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:45.317798] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:45.317898] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:45.317977] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:45.321838] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: DOWN (p=29.34%)
[2025-09-29T01:27:45.322164] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-09-29T01:27:45.322336] [INFO ] [sig       ] CPA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:45.472817] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CPA.txt
[2025-09-29T01:27:45.473080] [INFO ] [sig       ] [483/2211] Completed CPA in 0.3s | 3.70 sym/s | Total: 2.2m | ETA: 7.8m
[2025-09-29T01:27:45.473167] [INFO ] [sig       ] [484/2211] Forecasting CPAY...
[2025-09-29T01:27:45.473238] [INFO ] [sig       ] Generating forecast for: CPAY
[2025-09-29T01:27:45.473310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPAY' from 'https://tdm.silogroup.org/data/derivative_storage/CPAY.csv'.
[2025-09-29T01:27:45.485577] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CPAY'.
[2025-09-29T01:27:45.486021] [INFO ] [FORECASTER] Starting predict_future for CPAY
[2025-09-29T01:27:45.513490] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:45.514388] [DEBUG] [LOCAL     ] No optimal features file found for CPAY: ./output/feature-sets/CPAY.txt
[2025-09-29T01:27:45.514470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:45.514542] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:45.514612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:45.514739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:45.533599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:45.534472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:45.534591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:45.534685] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:45.571221] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:45.571338] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:45.571433] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:45.571493] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:45.575057] [DEBUG] [FORECASTER] CPAY: Forecast T+1@11:T+2@11: UP (p=91.93%)
[2025-09-29T01:27:45.575365] [INFO ] [FORECASTER] Completed predict_future for CPAY
[2025-09-29T01:27:45.575518] [INFO ] [sig       ] CPAY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:45.734098] [INFO ] [LOCAL     ] Saved forecast: CPAY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CPAY.txt
[2025-09-29T01:27:45.734449] [INFO ] [sig       ] [484/2211] Completed CPAY in 0.3s | 3.70 sym/s | Total: 2.2m | ETA: 7.8m
[2025-09-29T01:27:45.734534] [INFO ] [sig       ] [485/2211] Forecasting CPF...
[2025-09-29T01:27:45.734607] [INFO ] [sig       ] Generating forecast for: CPF
[2025-09-29T01:27:45.734716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-09-29T01:27:45.746399] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CPF'.
[2025-09-29T01:27:45.746908] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-09-29T01:27:45.774689] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:45.775599] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-09-29T01:27:45.775708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:45.775782] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:45.775852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:45.775955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:45.794608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:45.795389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:45.795508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:45.795579] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:45.833498] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:45.833734] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:45.833805] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:45.833844] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:45.838123] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=3.05%)
[2025-09-29T01:27:45.838450] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-09-29T01:27:45.838622] [INFO ] [sig       ] CPF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:45.990756] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CPF.txt
[2025-09-29T01:27:45.991092] [INFO ] [sig       ] [485/2211] Completed CPF in 0.3s | 3.70 sym/s | Total: 2.2m | ETA: 7.8m
[2025-09-29T01:27:45.991179] [INFO ] [sig       ] [486/2211] Forecasting CPK...
[2025-09-29T01:27:45.991253] [INFO ] [sig       ] Generating forecast for: CPK
[2025-09-29T01:27:45.991341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-09-29T01:27:46.003502] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CPK'.
[2025-09-29T01:27:46.004042] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-09-29T01:27:46.032708] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:46.033555] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-09-29T01:27:46.033637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:46.033738] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:46.033809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:46.033917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:46.052978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:46.053631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:46.053770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:46.053841] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:46.091941] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:46.092131] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:46.092194] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:46.092232] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:46.096424] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: UP (p=69.19%)
[2025-09-29T01:27:46.096815] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-09-29T01:27:46.097034] [INFO ] [sig       ] CPK: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:46.252748] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CPK.txt
[2025-09-29T01:27:46.253082] [INFO ] [sig       ] [486/2211] Completed CPK in 0.3s | 3.70 sym/s | Total: 2.2m | ETA: 7.8m
[2025-09-29T01:27:46.253185] [INFO ] [sig       ] [487/2211] Forecasting CPNG...
[2025-09-29T01:27:46.253275] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-09-29T01:27:46.253367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-09-29T01:27:46.264682] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CPNG'.
[2025-09-29T01:27:46.265155] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-09-29T01:27:46.294479] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:46.295444] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-09-29T01:27:46.295527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:46.295602] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:46.295699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:46.295850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:46.315322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:46.316027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:46.316140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:46.316209] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:46.358528] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:46.358726] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:46.358799] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:46.358866] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:46.362384] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=73.30%)
[2025-09-29T01:27:46.362713] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-09-29T01:27:46.362878] [INFO ] [sig       ] CPNG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:46.510568] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CPNG.txt
[2025-09-29T01:27:46.510847] [INFO ] [sig       ] [487/2211] Completed CPNG in 0.3s | 3.70 sym/s | Total: 2.2m | ETA: 7.8m
[2025-09-29T01:27:46.510938] [INFO ] [sig       ] [488/2211] Forecasting CPRI...
[2025-09-29T01:27:46.511020] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-09-29T01:27:46.511102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-09-29T01:27:46.521826] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CPRI'.
[2025-09-29T01:27:46.522165] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-09-29T01:27:46.548951] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:46.549841] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-09-29T01:27:46.549925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:46.549998] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:46.550068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:46.550169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:46.568533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:46.569290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:46.569405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:46.569475] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:46.596970] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:46.597112] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:46.597156] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:46.597191] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:46.600635] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2025-09-29T01:27:46.601029] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-09-29T01:27:46.601181] [INFO ] [sig       ] CPRI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:46.755998] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CPRI.txt
[2025-09-29T01:27:46.756419] [INFO ] [sig       ] [488/2211] Completed CPRI in 0.2s | 3.70 sym/s | Total: 2.2m | ETA: 7.8m
[2025-09-29T01:27:46.756503] [INFO ] [sig       ] [489/2211] Forecasting CPS...
[2025-09-29T01:27:46.756575] [INFO ] [sig       ] Generating forecast for: CPS
[2025-09-29T01:27:46.756670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-09-29T01:27:46.769669] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CPS'.
[2025-09-29T01:27:46.770039] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-09-29T01:27:46.798507] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:46.799364] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-09-29T01:27:46.799445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:46.799519] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:46.799588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:46.799733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:46.819026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:46.819750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:46.819865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:46.819949] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:46.850235] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:46.850367] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:46.850414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:46.850450] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:46.853930] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2025-09-29T01:27:46.854233] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-09-29T01:27:46.854383] [INFO ] [sig       ] CPS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:47.007416] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CPS.txt
[2025-09-29T01:27:47.007726] [INFO ] [sig       ] [489/2211] Completed CPS in 0.3s | 3.70 sym/s | Total: 2.2m | ETA: 7.7m
[2025-09-29T01:27:47.007834] [INFO ] [sig       ] [490/2211] Forecasting CPT...
[2025-09-29T01:27:47.007913] [INFO ] [sig       ] Generating forecast for: CPT
[2025-09-29T01:27:47.007999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPT' from 'https://tdm.silogroup.org/data/derivative_storage/CPT.csv'.
[2025-09-29T01:27:47.018981] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CPT'.
[2025-09-29T01:27:47.019366] [INFO ] [FORECASTER] Starting predict_future for CPT
[2025-09-29T01:27:47.047777] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:47.048629] [DEBUG] [LOCAL     ] No optimal features file found for CPT: ./output/feature-sets/CPT.txt
[2025-09-29T01:27:47.048733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:47.048821] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:47.048902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:47.049034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:47.068887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:47.069548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:47.069694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:47.069770] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:47.099718] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:47.099875] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:47.099926] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:47.099962] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:47.103598] [DEBUG] [FORECASTER] CPT: Forecast T+1@11:T+2@11: UP (p=93.79%)
[2025-09-29T01:27:47.103941] [INFO ] [FORECASTER] Completed predict_future for CPT
[2025-09-29T01:27:47.104095] [INFO ] [sig       ] CPT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:47.262120] [INFO ] [LOCAL     ] Saved forecast: CPT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CPT.txt
[2025-09-29T01:27:47.262473] [INFO ] [sig       ] [490/2211] Completed CPT in 0.3s | 3.71 sym/s | Total: 2.2m | ETA: 7.7m
[2025-09-29T01:27:47.262567] [INFO ] [sig       ] [491/2211] Forecasting CQP...
[2025-09-29T01:27:47.262668] [INFO ] [sig       ] Generating forecast for: CQP
[2025-09-29T01:27:47.262754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-09-29T01:27:47.273153] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CQP'.
[2025-09-29T01:27:47.273503] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-09-29T01:27:47.301169] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:47.302125] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-09-29T01:27:47.302249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:47.302330] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:47.302434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:47.302551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:47.322030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:47.322705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:47.322819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:47.322888] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:47.359374] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:47.359506] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:47.359552] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:47.359607] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:47.363092] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: UP (p=97.65%)
[2025-09-29T01:27:47.363385] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-09-29T01:27:47.363533] [INFO ] [sig       ] CQP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:47.514322] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CQP.txt
[2025-09-29T01:27:47.514636] [INFO ] [sig       ] [491/2211] Completed CQP in 0.3s | 3.71 sym/s | Total: 2.2m | ETA: 7.7m
[2025-09-29T01:27:47.514753] [INFO ] [sig       ] [492/2211] Forecasting CR...
[2025-09-29T01:27:47.514823] [INFO ] [sig       ] Generating forecast for: CR
[2025-09-29T01:27:47.514912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CR' from 'https://tdm.silogroup.org/data/derivative_storage/CR.csv'.
[2025-09-29T01:27:47.525796] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CR'.
[2025-09-29T01:27:47.526223] [INFO ] [FORECASTER] Starting predict_future for CR
[2025-09-29T01:27:47.554258] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:47.555230] [DEBUG] [LOCAL     ] No optimal features file found for CR: ./output/feature-sets/CR.txt
[2025-09-29T01:27:47.555324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:47.555424] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:47.555517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:47.555681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:47.573877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:47.574802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:47.574940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:47.575042] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:47.608463] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:47.608699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:47.608777] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:47.608832] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:47.613562] [DEBUG] [FORECASTER] CR: Forecast T+1@11:T+2@11: UP (p=99.07%)
[2025-09-29T01:27:47.613956] [INFO ] [FORECASTER] Completed predict_future for CR
[2025-09-29T01:27:47.614131] [INFO ] [sig       ] CR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:47.779340] [INFO ] [LOCAL     ] Saved forecast: CR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CR.txt
[2025-09-29T01:27:47.779690] [INFO ] [sig       ] [492/2211] Completed CR in 0.3s | 3.71 sym/s | Total: 2.2m | ETA: 7.7m
[2025-09-29T01:27:47.779774] [INFO ] [sig       ] [493/2211] Forecasting CRBD...
[2025-09-29T01:27:47.779845] [INFO ] [sig       ] Generating forecast for: CRBD
[2025-09-29T01:27:47.779918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBD' from 'https://tdm.silogroup.org/data/derivative_storage/CRBD.csv'.
[2025-09-29T01:27:47.790666] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRBD'.
[2025-09-29T01:27:47.791052] [INFO ] [FORECASTER] Starting predict_future for CRBD
[2025-09-29T01:27:47.818221] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:47.819158] [DEBUG] [LOCAL     ] No optimal features file found for CRBD: ./output/feature-sets/CRBD.txt
[2025-09-29T01:27:47.819241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:47.819322] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:47.819398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:47.819513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:47.838464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:47.839168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:47.839287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:47.839362] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:47.872519] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:47.872769] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:47.872861] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:47.872918] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:47.878171] [DEBUG] [FORECASTER] CRBD: Forecast T+1@11:T+2@11: UP (p=68.61%)
[2025-09-29T01:27:47.878676] [INFO ] [FORECASTER] Completed predict_future for CRBD
[2025-09-29T01:27:47.878959] [INFO ] [sig       ] CRBD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:48.054514] [INFO ] [LOCAL     ] Saved forecast: CRBD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CRBD.txt
[2025-09-29T01:27:48.054893] [INFO ] [sig       ] [493/2211] Completed CRBD in 0.3s | 3.71 sym/s | Total: 2.2m | ETA: 7.7m
[2025-09-29T01:27:48.054982] [INFO ] [sig       ] [494/2211] Forecasting CRBG...
[2025-09-29T01:27:48.055055] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-09-29T01:27:48.055131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-09-29T01:27:48.066505] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRBG'.
[2025-09-29T01:27:48.067100] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-09-29T01:27:48.097270] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:48.098259] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-09-29T01:27:48.098360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:48.098456] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:48.098547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:48.098694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:48.120112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:48.120885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:48.121017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:48.121092] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:48.159349] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:48.159596] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:48.159684] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:48.159747] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:48.163596] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=90.03%)
[2025-09-29T01:27:48.163940] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-09-29T01:27:48.164108] [INFO ] [sig       ] CRBG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:48.324295] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CRBG.txt
[2025-09-29T01:27:48.324672] [INFO ] [sig       ] [494/2211] Completed CRBG in 0.3s | 3.71 sym/s | Total: 2.2m | ETA: 7.7m
[2025-09-29T01:27:48.324758] [INFO ] [sig       ] [495/2211] Forecasting CRC...
[2025-09-29T01:27:48.324828] [INFO ] [sig       ] Generating forecast for: CRC
[2025-09-29T01:27:48.324902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-09-29T01:27:48.337632] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRC'.
[2025-09-29T01:27:48.338160] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-09-29T01:27:48.366491] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:48.367477] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-09-29T01:27:48.367563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:48.367637] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:48.367733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:48.367845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:48.386965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:48.387915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:48.388043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:48.388115] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:48.426192] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:48.426391] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:48.426445] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:48.426482] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:48.430353] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: UP (p=76.97%)
[2025-09-29T01:27:48.430683] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-09-29T01:27:48.430862] [INFO ] [sig       ] CRC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:48.590415] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CRC.txt
[2025-09-29T01:27:48.590801] [INFO ] [sig       ] [495/2211] Completed CRC in 0.3s | 3.71 sym/s | Total: 2.2m | ETA: 7.7m
[2025-09-29T01:27:48.590887] [INFO ] [sig       ] [496/2211] Forecasting CRGY...
[2025-09-29T01:27:48.590963] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-09-29T01:27:48.591036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-09-29T01:27:48.605635] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRGY'.
[2025-09-29T01:27:48.606179] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-09-29T01:27:48.635418] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:48.636308] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-09-29T01:27:48.636398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:48.636474] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:48.636545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:48.636682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:48.656507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:48.657421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:48.657543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:48.657615] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:48.697911] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:48.698094] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:48.698143] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:48.698179] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:48.702252] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=97.82%)
[2025-09-29T01:27:48.702716] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-09-29T01:27:48.702921] [INFO ] [sig       ] CRGY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:48.862378] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CRGY.txt
[2025-09-29T01:27:48.862744] [INFO ] [sig       ] [496/2211] Completed CRGY in 0.3s | 3.71 sym/s | Total: 2.2m | ETA: 7.7m
[2025-09-29T01:27:48.862836] [INFO ] [sig       ] [497/2211] Forecasting CRH...
[2025-09-29T01:27:48.862924] [INFO ] [sig       ] Generating forecast for: CRH
[2025-09-29T01:27:48.863013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-09-29T01:27:48.876338] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRH'.
[2025-09-29T01:27:48.876778] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-09-29T01:27:48.904495] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:48.905330] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-09-29T01:27:48.905413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:48.905489] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:48.905636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:48.905773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:48.924825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:48.925487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:48.925605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:48.925717] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:48.969293] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:48.969508] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:48.969559] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:48.969595] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:48.973790] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=19.07%)
[2025-09-29T01:27:48.974322] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-09-29T01:27:48.974548] [INFO ] [sig       ] CRH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:49.130192] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CRH.txt
[2025-09-29T01:27:49.130514] [INFO ] [sig       ] [497/2211] Completed CRH in 0.3s | 3.71 sym/s | Total: 2.2m | ETA: 7.7m
[2025-09-29T01:27:49.130626] [INFO ] [sig       ] [498/2211] Forecasting CRI...
[2025-09-29T01:27:49.130715] [INFO ] [sig       ] Generating forecast for: CRI
[2025-09-29T01:27:49.130804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-09-29T01:27:49.142129] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRI'.
[2025-09-29T01:27:49.142619] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-09-29T01:27:49.170562] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:49.171469] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-09-29T01:27:49.171553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:49.171629] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:49.171728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:49.171833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:49.190531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:49.191250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:49.191366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:49.191439] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:49.227822] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:49.228006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:49.228068] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:49.228108] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:49.231677] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: UP (p=90.92%)
[2025-09-29T01:27:49.231989] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-09-29T01:27:49.232145] [INFO ] [sig       ] CRI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:49.382145] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CRI.txt
[2025-09-29T01:27:49.382444] [INFO ] [sig       ] [498/2211] Completed CRI in 0.3s | 3.71 sym/s | Total: 2.2m | ETA: 7.7m
[2025-09-29T01:27:49.382527] [INFO ] [sig       ] [499/2211] Forecasting CRK...
[2025-09-29T01:27:49.382599] [INFO ] [sig       ] Generating forecast for: CRK
[2025-09-29T01:27:49.382696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-09-29T01:27:49.394112] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRK'.
[2025-09-29T01:27:49.394544] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-09-29T01:27:49.422245] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:49.423162] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-09-29T01:27:49.423249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:49.423324] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:49.423430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:49.423537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:49.442100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:49.442973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:49.443092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:49.443166] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:49.485308] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:49.485509] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:49.485560] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:49.485598] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:49.489745] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: UP (p=57.14%)
[2025-09-29T01:27:49.490106] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-09-29T01:27:49.490324] [INFO ] [sig       ] CRK: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:49.648717] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CRK.txt
[2025-09-29T01:27:49.649000] [INFO ] [sig       ] [499/2211] Completed CRK in 0.3s | 3.71 sym/s | Total: 2.2m | ETA: 7.7m
[2025-09-29T01:27:49.649092] [INFO ] [sig       ] [500/2211] Forecasting CRL...
[2025-09-29T01:27:49.649164] [INFO ] [sig       ] Generating forecast for: CRL
[2025-09-29T01:27:49.649247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-09-29T01:27:49.660129] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRL'.
[2025-09-29T01:27:49.660529] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-09-29T01:27:49.687601] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:49.688590] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-09-29T01:27:49.688714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:49.688802] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:49.688884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:49.689000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:49.707116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:49.708144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:49.708267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:49.708347] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:49.747000] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:49.747203] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:49.747254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:49.747291] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:49.751216] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=79.39%)
[2025-09-29T01:27:49.751563] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-09-29T01:27:49.751755] [INFO ] [sig       ] CRL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:49.901973] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CRL.txt
[2025-09-29T01:27:49.902281] [INFO ] [sig       ] [500/2211] Completed CRL in 0.3s | 3.71 sym/s | Total: 2.2m | ETA: 7.7m
[2025-09-29T01:27:49.902366] [INFO ] [sig       ] [501/2211] Forecasting CRM...
[2025-09-29T01:27:49.902438] [INFO ] [sig       ] Generating forecast for: CRM
[2025-09-29T01:27:49.902512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-09-29T01:27:49.913054] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRM'.
[2025-09-29T01:27:49.913413] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-09-29T01:27:49.941512] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:49.942400] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-09-29T01:27:49.942485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:49.942561] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:49.942632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:49.942763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:49.961485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:49.962259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:49.962381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:49.962483] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:49.998261] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:49.998439] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:49.998488] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:49.998524] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:50.002391] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: DOWN (p=28.96%)
[2025-09-29T01:27:50.002801] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-09-29T01:27:50.002977] [INFO ] [sig       ] CRM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:50.157974] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CRM.txt
[2025-09-29T01:27:50.158303] [INFO ] [sig       ] [501/2211] Completed CRM in 0.3s | 3.71 sym/s | Total: 2.3m | ETA: 7.7m
[2025-09-29T01:27:50.158385] [INFO ] [sig       ] [502/2211] Forecasting CRS...
[2025-09-29T01:27:50.158456] [INFO ] [sig       ] Generating forecast for: CRS
[2025-09-29T01:27:50.158529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-09-29T01:27:50.169580] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRS'.
[2025-09-29T01:27:50.170137] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-09-29T01:27:50.199092] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:50.200225] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-09-29T01:27:50.200330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:50.200414] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:50.200493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:50.200602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:50.220557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:50.221597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:50.221777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:50.221851] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:50.258987] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:50.259199] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:50.259253] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:50.259291] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:50.263176] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: UP (p=99.34%)
[2025-09-29T01:27:50.263546] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-09-29T01:27:50.263739] [INFO ] [sig       ] CRS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:50.417961] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CRS.txt
[2025-09-29T01:27:50.418260] [INFO ] [sig       ] [502/2211] Completed CRS in 0.3s | 3.71 sym/s | Total: 2.3m | ETA: 7.7m
[2025-09-29T01:27:50.418365] [INFO ] [sig       ] [503/2211] Forecasting CRT...
[2025-09-29T01:27:50.418452] [INFO ] [sig       ] Generating forecast for: CRT
[2025-09-29T01:27:50.418540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRT' from 'https://tdm.silogroup.org/data/derivative_storage/CRT.csv'.
[2025-09-29T01:27:50.431134] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRT'.
[2025-09-29T01:27:50.431578] [INFO ] [FORECASTER] Starting predict_future for CRT
[2025-09-29T01:27:50.465839] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:50.466729] [DEBUG] [LOCAL     ] No optimal features file found for CRT: ./output/feature-sets/CRT.txt
[2025-09-29T01:27:50.466813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:50.466936] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:50.467007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:50.467112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:50.485683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:50.486323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:50.486468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:50.486565] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:50.523327] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:50.523453] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:50.523497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:50.523532] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:50.526967] [DEBUG] [FORECASTER] CRT: Forecast T+1@11:T+2@11: DOWN (p=5.09%)
[2025-09-29T01:27:50.527275] [INFO ] [FORECASTER] Completed predict_future for CRT
[2025-09-29T01:27:50.527435] [INFO ] [sig       ] CRT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:50.693406] [INFO ] [LOCAL     ] Saved forecast: CRT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CRT.txt
[2025-09-29T01:27:50.693718] [INFO ] [sig       ] [503/2211] Completed CRT in 0.3s | 3.71 sym/s | Total: 2.3m | ETA: 7.7m
[2025-09-29T01:27:50.693802] [INFO ] [sig       ] [504/2211] Forecasting CSAN...
[2025-09-29T01:27:50.693883] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-09-29T01:27:50.693957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-09-29T01:27:50.704885] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CSAN'.
[2025-09-29T01:27:50.705306] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-09-29T01:27:50.733496] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:50.734487] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-09-29T01:27:50.734592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:50.734703] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:50.734799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:50.734932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:50.755566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:50.756324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:50.756443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:50.756529] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:50.802979] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:50.803851] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:50.803943] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:50.804013] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:50.809327] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: DOWN (p=17.36%)
[2025-09-29T01:27:50.809725] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-09-29T01:27:50.809931] [INFO ] [sig       ] CSAN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:50.961532] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CSAN.txt
[2025-09-29T01:27:50.961857] [INFO ] [sig       ] [504/2211] Completed CSAN in 0.3s | 3.71 sym/s | Total: 2.3m | ETA: 7.7m
[2025-09-29T01:27:50.961955] [INFO ] [sig       ] [505/2211] Forecasting CSL...
[2025-09-29T01:27:50.962075] [INFO ] [sig       ] Generating forecast for: CSL
[2025-09-29T01:27:50.962173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSL' from 'https://tdm.silogroup.org/data/derivative_storage/CSL.csv'.
[2025-09-29T01:27:50.978603] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CSL'.
[2025-09-29T01:27:50.979138] [INFO ] [FORECASTER] Starting predict_future for CSL
[2025-09-29T01:27:51.007423] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:51.008526] [DEBUG] [LOCAL     ] No optimal features file found for CSL: ./output/feature-sets/CSL.txt
[2025-09-29T01:27:51.008612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:51.008713] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:51.008806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:51.008934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:51.028454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:51.029267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:51.029399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:51.029487] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:51.065796] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:51.065998] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:51.066056] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:51.066093] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:51.070063] [DEBUG] [FORECASTER] CSL: Forecast T+1@11:T+2@11: DOWN (p=35.90%)
[2025-09-29T01:27:51.070474] [INFO ] [FORECASTER] Completed predict_future for CSL
[2025-09-29T01:27:51.070638] [INFO ] [sig       ] CSL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:51.220434] [INFO ] [LOCAL     ] Saved forecast: CSL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CSL.txt
[2025-09-29T01:27:51.220793] [INFO ] [sig       ] [505/2211] Completed CSL in 0.3s | 3.71 sym/s | Total: 2.3m | ETA: 7.7m
[2025-09-29T01:27:51.220876] [INFO ] [sig       ] [506/2211] Forecasting CSR...
[2025-09-29T01:27:51.220948] [INFO ] [sig       ] Generating forecast for: CSR
[2025-09-29T01:27:51.221032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSR' from 'https://tdm.silogroup.org/data/derivative_storage/CSR.csv'.
[2025-09-29T01:27:51.231782] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CSR'.
[2025-09-29T01:27:51.232210] [INFO ] [FORECASTER] Starting predict_future for CSR
[2025-09-29T01:27:51.259730] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:51.260637] [DEBUG] [LOCAL     ] No optimal features file found for CSR: ./output/feature-sets/CSR.txt
[2025-09-29T01:27:51.260743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:51.260836] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:51.260926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:51.261064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:51.280611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:51.281300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:51.281432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:51.281509] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:51.318173] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:51.318328] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:51.318377] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:51.318413] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:51.322307] [DEBUG] [FORECASTER] CSR: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-09-29T01:27:51.322621] [INFO ] [FORECASTER] Completed predict_future for CSR
[2025-09-29T01:27:51.322813] [INFO ] [sig       ] CSR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:51.498364] [INFO ] [LOCAL     ] Saved forecast: CSR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CSR.txt
[2025-09-29T01:27:51.498720] [INFO ] [sig       ] [506/2211] Completed CSR in 0.3s | 3.71 sym/s | Total: 2.3m | ETA: 7.7m
[2025-09-29T01:27:51.498814] [INFO ] [sig       ] [507/2211] Forecasting CSTM...
[2025-09-29T01:27:51.498916] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-09-29T01:27:51.499019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-09-29T01:27:51.509376] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CSTM'.
[2025-09-29T01:27:51.509781] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-09-29T01:27:51.545765] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:51.547050] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-09-29T01:27:51.547148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:51.547243] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:51.547340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:51.547531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:51.574466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:51.575349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:51.575490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:51.575589] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:51.615515] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:51.615745] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:51.615814] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:51.615853] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:51.620358] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: UP (p=68.60%)
[2025-09-29T01:27:51.620773] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-09-29T01:27:51.621154] [INFO ] [sig       ] CSTM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:51.785064] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CSTM.txt
[2025-09-29T01:27:51.785398] [INFO ] [sig       ] [507/2211] Completed CSTM in 0.3s | 3.71 sym/s | Total: 2.3m | ETA: 7.7m
[2025-09-29T01:27:51.785482] [INFO ] [sig       ] [508/2211] Forecasting CSV...
[2025-09-29T01:27:51.785554] [INFO ] [sig       ] Generating forecast for: CSV
[2025-09-29T01:27:51.785715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSV' from 'https://tdm.silogroup.org/data/derivative_storage/CSV.csv'.
[2025-09-29T01:27:51.797025] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CSV'.
[2025-09-29T01:27:51.797626] [INFO ] [FORECASTER] Starting predict_future for CSV
[2025-09-29T01:27:51.827941] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:51.829213] [DEBUG] [LOCAL     ] No optimal features file found for CSV: ./output/feature-sets/CSV.txt
[2025-09-29T01:27:51.829327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:51.829419] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:51.829506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:51.829637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:51.848739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:51.849639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:51.849798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:51.849892] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:51.890280] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:51.890472] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:51.890519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:51.890555] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:51.894610] [DEBUG] [FORECASTER] CSV: Forecast T+1@11:T+2@11: UP (p=96.13%)
[2025-09-29T01:27:51.894955] [INFO ] [FORECASTER] Completed predict_future for CSV
[2025-09-29T01:27:51.895202] [INFO ] [sig       ] CSV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:52.049200] [INFO ] [LOCAL     ] Saved forecast: CSV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CSV.txt
[2025-09-29T01:27:52.049481] [INFO ] [sig       ] [508/2211] Completed CSV in 0.3s | 3.71 sym/s | Total: 2.3m | ETA: 7.7m
[2025-09-29T01:27:52.049564] [INFO ] [sig       ] [509/2211] Forecasting CTBB...
[2025-09-29T01:27:52.049671] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-09-29T01:27:52.049754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-09-29T01:27:52.060005] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CTBB'.
[2025-09-29T01:27:52.060384] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-09-29T01:27:52.089383] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:52.090342] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-09-29T01:27:52.090443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:52.090529] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:52.090612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:52.090759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:52.109924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:52.110568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:52.110704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:52.110788] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:52.144485] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:52.144611] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:52.144685] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:52.144745] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:52.148109] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=89.62%)
[2025-09-29T01:27:52.148402] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-09-29T01:27:52.148554] [INFO ] [sig       ] CTBB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:52.300179] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CTBB.txt
[2025-09-29T01:27:52.300498] [INFO ] [sig       ] [509/2211] Completed CTBB in 0.3s | 3.71 sym/s | Total: 2.3m | ETA: 7.7m
[2025-09-29T01:27:52.300590] [INFO ] [sig       ] [510/2211] Forecasting CTDD...
[2025-09-29T01:27:52.300690] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-09-29T01:27:52.300771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-09-29T01:27:52.310609] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CTDD'.
[2025-09-29T01:27:52.311042] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-09-29T01:27:52.339287] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:52.340238] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-09-29T01:27:52.340321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:52.340400] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:52.340470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:52.340583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:52.359106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:52.359878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:52.359999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:52.360073] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:52.400511] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:52.400753] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:52.400825] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:52.400866] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:52.406025] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: DOWN (p=45.80%)
[2025-09-29T01:27:52.406374] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-09-29T01:27:52.406604] [INFO ] [sig       ] CTDD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:52.563281] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CTDD.txt
[2025-09-29T01:27:52.563620] [INFO ] [sig       ] [510/2211] Completed CTDD in 0.3s | 3.71 sym/s | Total: 2.3m | ETA: 7.6m
[2025-09-29T01:27:52.563745] [INFO ] [sig       ] [511/2211] Forecasting CTO...
[2025-09-29T01:27:52.563839] [INFO ] [sig       ] Generating forecast for: CTO
[2025-09-29T01:27:52.563946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-09-29T01:27:52.574491] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CTO'.
[2025-09-29T01:27:52.574892] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-09-29T01:27:52.602271] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:52.603273] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-09-29T01:27:52.603356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:52.603429] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:52.603511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:52.603694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:52.622146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:52.622892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:52.623011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:52.623100] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:52.674038] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:52.674242] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:52.674309] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:52.674350] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:52.678461] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: DOWN (p=36.69%)
[2025-09-29T01:27:52.678827] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-09-29T01:27:52.679004] [INFO ] [sig       ] CTO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:52.841345] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CTO.txt
[2025-09-29T01:27:52.841716] [INFO ] [sig       ] [511/2211] Completed CTO in 0.3s | 3.71 sym/s | Total: 2.3m | ETA: 7.6m
[2025-09-29T01:27:52.841819] [INFO ] [sig       ] [512/2211] Forecasting CTOS...
[2025-09-29T01:27:52.841907] [INFO ] [sig       ] Generating forecast for: CTOS
[2025-09-29T01:27:52.841995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTOS' from 'https://tdm.silogroup.org/data/derivative_storage/CTOS.csv'.
[2025-09-29T01:27:52.857451] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CTOS'.
[2025-09-29T01:27:52.858008] [INFO ] [FORECASTER] Starting predict_future for CTOS
[2025-09-29T01:27:52.889181] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:52.890151] [DEBUG] [LOCAL     ] No optimal features file found for CTOS: ./output/feature-sets/CTOS.txt
[2025-09-29T01:27:52.890235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:52.890311] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:52.890381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:52.890508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:52.912797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:52.913910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:52.914046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:52.914151] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:52.956617] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:52.956871] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:52.956938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:52.956976] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:52.960942] [DEBUG] [FORECASTER] CTOS: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2025-09-29T01:27:52.961323] [INFO ] [FORECASTER] Completed predict_future for CTOS
[2025-09-29T01:27:52.961495] [INFO ] [sig       ] CTOS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:53.114432] [INFO ] [LOCAL     ] Saved forecast: CTOS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CTOS.txt
[2025-09-29T01:27:53.114769] [INFO ] [sig       ] [512/2211] Completed CTOS in 0.3s | 3.71 sym/s | Total: 2.3m | ETA: 7.6m
[2025-09-29T01:27:53.114853] [INFO ] [sig       ] [513/2211] Forecasting CTRA...
[2025-09-29T01:27:53.114938] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-09-29T01:27:53.115022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-09-29T01:27:53.128395] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CTRA'.
[2025-09-29T01:27:53.128829] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-09-29T01:27:53.157856] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:53.158737] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-09-29T01:27:53.158821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:53.158951] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:53.159034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:53.159171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:53.180360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:53.181344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:53.181464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:53.181557] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:53.221325] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:53.221501] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:53.221562] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:53.221629] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:53.225488] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=76.11%)
[2025-09-29T01:27:53.225944] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-09-29T01:27:53.226119] [INFO ] [sig       ] CTRA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:53.387715] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CTRA.txt
[2025-09-29T01:27:53.388034] [INFO ] [sig       ] [513/2211] Completed CTRA in 0.3s | 3.71 sym/s | Total: 2.3m | ETA: 7.6m
[2025-09-29T01:27:53.388118] [INFO ] [sig       ] [514/2211] Forecasting CTRE...
[2025-09-29T01:27:53.388190] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-09-29T01:27:53.388263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-09-29T01:27:53.399062] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CTRE'.
[2025-09-29T01:27:53.399497] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-09-29T01:27:53.428458] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:53.429475] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-09-29T01:27:53.429561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:53.429684] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:53.429779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:53.429924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:53.449814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:53.450720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:53.450861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:53.450952] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:53.493214] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:53.493352] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:53.493398] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:53.493432] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:53.496931] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=62.67%)
[2025-09-29T01:27:53.497284] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-09-29T01:27:53.497453] [INFO ] [sig       ] CTRE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:53.655040] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CTRE.txt
[2025-09-29T01:27:53.655396] [INFO ] [sig       ] [514/2211] Completed CTRE in 0.3s | 3.71 sym/s | Total: 2.3m | ETA: 7.6m
[2025-09-29T01:27:53.655485] [INFO ] [sig       ] [515/2211] Forecasting CTRI...
[2025-09-29T01:27:53.655576] [INFO ] [sig       ] Generating forecast for: CTRI
[2025-09-29T01:27:53.655701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRI' from 'https://tdm.silogroup.org/data/derivative_storage/CTRI.csv'.
[2025-09-29T01:27:53.668750] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CTRI'.
[2025-09-29T01:27:53.669292] [INFO ] [FORECASTER] Starting predict_future for CTRI
[2025-09-29T01:27:53.698349] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:53.699331] [DEBUG] [LOCAL     ] No optimal features file found for CTRI: ./output/feature-sets/CTRI.txt
[2025-09-29T01:27:53.699415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:53.699492] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:53.699579] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:53.699777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:53.720248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:53.721213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:53.721398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:53.721477] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:53.762475] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:53.762659] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:53.762743] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:53.762787] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:53.766683] [DEBUG] [FORECASTER] CTRI: Forecast T+1@11:T+2@11: UP (p=82.35%)
[2025-09-29T01:27:53.767042] [INFO ] [FORECASTER] Completed predict_future for CTRI
[2025-09-29T01:27:53.767203] [INFO ] [sig       ] CTRI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:53.915234] [INFO ] [LOCAL     ] Saved forecast: CTRI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CTRI.txt
[2025-09-29T01:27:53.915620] [INFO ] [sig       ] [515/2211] Completed CTRI in 0.3s | 3.71 sym/s | Total: 2.3m | ETA: 7.6m
[2025-09-29T01:27:53.915731] [INFO ] [sig       ] [516/2211] Forecasting CTS...
[2025-09-29T01:27:53.915818] [INFO ] [sig       ] Generating forecast for: CTS
[2025-09-29T01:27:53.915954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-09-29T01:27:53.926704] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CTS'.
[2025-09-29T01:27:53.927188] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-09-29T01:27:53.955216] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:53.956090] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-09-29T01:27:53.956187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:53.956263] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:53.956331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:53.956434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:53.975792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:53.976547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:53.976686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:53.976761] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:54.014797] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:54.014946] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:54.014993] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:54.015030] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:54.018619] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=49.53%)
[2025-09-29T01:27:54.019005] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-09-29T01:27:54.019161] [INFO ] [sig       ] CTS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:54.174220] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CTS.txt
[2025-09-29T01:27:54.174516] [INFO ] [sig       ] [516/2211] Completed CTS in 0.3s | 3.71 sym/s | Total: 2.3m | ETA: 7.6m
[2025-09-29T01:27:54.174598] [INFO ] [sig       ] [517/2211] Forecasting CTVA...
[2025-09-29T01:27:54.174698] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-09-29T01:27:54.174775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-09-29T01:27:54.186667] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CTVA'.
[2025-09-29T01:27:54.187158] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-09-29T01:27:54.216870] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:54.217754] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-09-29T01:27:54.217837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:54.217913] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:54.217984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:54.218089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:54.240217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:54.240997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:54.241175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:54.241248] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:54.279966] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:54.280123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:54.280174] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:54.280212] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:54.283893] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: UP (p=99.30%)
[2025-09-29T01:27:54.284317] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-09-29T01:27:54.284527] [INFO ] [sig       ] CTVA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:54.441221] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CTVA.txt
[2025-09-29T01:27:54.441549] [INFO ] [sig       ] [517/2211] Completed CTVA in 0.3s | 3.71 sym/s | Total: 2.3m | ETA: 7.6m
[2025-09-29T01:27:54.441631] [INFO ] [sig       ] [518/2211] Forecasting CUBE...
[2025-09-29T01:27:54.441727] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-09-29T01:27:54.441809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-09-29T01:27:54.452368] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CUBE'.
[2025-09-29T01:27:54.452792] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-09-29T01:27:54.479717] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:54.480631] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-09-29T01:27:54.480740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:54.480820] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:54.480892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:54.481000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:54.499601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:54.500421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:54.500549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:54.500625] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:54.540325] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:54.540461] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:54.540505] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:54.540541] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:54.544475] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: DOWN (p=31.93%)
[2025-09-29T01:27:54.544824] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-09-29T01:27:54.545031] [INFO ] [sig       ] CUBE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:54.698791] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CUBE.txt
[2025-09-29T01:27:54.699097] [INFO ] [sig       ] [518/2211] Completed CUBE in 0.3s | 3.71 sym/s | Total: 2.3m | ETA: 7.6m
[2025-09-29T01:27:54.699189] [INFO ] [sig       ] [519/2211] Forecasting CUBI...
[2025-09-29T01:27:54.699265] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-09-29T01:27:54.699346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-09-29T01:27:54.709536] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CUBI'.
[2025-09-29T01:27:54.709933] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-09-29T01:27:54.738447] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:54.739406] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-09-29T01:27:54.739491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:54.739571] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:54.739670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:54.739783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:54.760117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:54.760909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:54.761087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:54.761160] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:54.796046] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:54.796240] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:54.796290] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:54.796328] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:54.800156] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=44.11%)
[2025-09-29T01:27:54.800488] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-09-29T01:27:54.800637] [INFO ] [sig       ] CUBI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:54.951075] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CUBI.txt
[2025-09-29T01:27:54.951395] [INFO ] [sig       ] [519/2211] Completed CUBI in 0.3s | 3.71 sym/s | Total: 2.3m | ETA: 7.6m
[2025-09-29T01:27:54.951479] [INFO ] [sig       ] [520/2211] Forecasting CUK...
[2025-09-29T01:27:54.951551] [INFO ] [sig       ] Generating forecast for: CUK
[2025-09-29T01:27:54.951626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-09-29T01:27:54.961626] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CUK'.
[2025-09-29T01:27:54.962027] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-09-29T01:27:54.989766] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:54.990693] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-09-29T01:27:54.990776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:54.990862] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:54.990944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:54.991071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:55.010512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:55.011353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:55.011469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:55.011557] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:55.053371] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:55.053566] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:55.053616] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:55.053687] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:55.057795] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=17.53%)
[2025-09-29T01:27:55.058113] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-09-29T01:27:55.058267] [INFO ] [sig       ] CUK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:55.214215] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CUK.txt
[2025-09-29T01:27:55.214539] [INFO ] [sig       ] [520/2211] Completed CUK in 0.3s | 3.71 sym/s | Total: 2.3m | ETA: 7.6m
[2025-09-29T01:27:55.214625] [INFO ] [sig       ] [521/2211] Forecasting CULP...
[2025-09-29T01:27:55.214719] [INFO ] [sig       ] Generating forecast for: CULP
[2025-09-29T01:27:55.214806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-09-29T01:27:55.224822] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CULP'.
[2025-09-29T01:27:55.225152] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-09-29T01:27:55.253577] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:55.254471] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-09-29T01:27:55.254556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:55.254637] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:55.254731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:55.254837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:55.273781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:55.274517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:55.274725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:55.274800] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:55.314504] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:55.314715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:55.314784] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:55.314823] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:55.318660] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=70.24%)
[2025-09-29T01:27:55.318976] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-09-29T01:27:55.319125] [INFO ] [sig       ] CULP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:55.480032] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CULP.txt
[2025-09-29T01:27:55.480311] [INFO ] [sig       ] [521/2211] Completed CULP in 0.3s | 3.71 sym/s | Total: 2.3m | ETA: 7.6m
[2025-09-29T01:27:55.480390] [INFO ] [sig       ] [522/2211] Forecasting CURB...
[2025-09-29T01:27:55.480461] [INFO ] [sig       ] Generating forecast for: CURB
[2025-09-29T01:27:55.480532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURB' from 'https://tdm.silogroup.org/data/derivative_storage/CURB.csv'.
[2025-09-29T01:27:55.491811] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CURB'.
[2025-09-29T01:27:55.492373] [INFO ] [FORECASTER] Starting predict_future for CURB
[2025-09-29T01:27:55.521152] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:55.522048] [DEBUG] [LOCAL     ] No optimal features file found for CURB: ./output/feature-sets/CURB.txt
[2025-09-29T01:27:55.522130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:55.522205] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:55.522279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:55.522387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:55.541831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:55.542626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:55.542767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:55.542841] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:55.577352] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:55.577552] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:55.577605] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:55.577669] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:55.581628] [DEBUG] [FORECASTER] CURB: Forecast T+1@11:T+2@11: UP (p=51.99%)
[2025-09-29T01:27:55.581991] [INFO ] [FORECASTER] Completed predict_future for CURB
[2025-09-29T01:27:55.582150] [INFO ] [sig       ] CURB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:55.738103] [INFO ] [LOCAL     ] Saved forecast: CURB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CURB.txt
[2025-09-29T01:27:55.738422] [INFO ] [sig       ] [522/2211] Completed CURB in 0.3s | 3.71 sym/s | Total: 2.3m | ETA: 7.6m
[2025-09-29T01:27:55.738503] [INFO ] [sig       ] [523/2211] Forecasting CURV...
[2025-09-29T01:27:55.738577] [INFO ] [sig       ] Generating forecast for: CURV
[2025-09-29T01:27:55.738679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURV' from 'https://tdm.silogroup.org/data/derivative_storage/CURV.csv'.
[2025-09-29T01:27:55.748934] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CURV'.
[2025-09-29T01:27:55.749370] [INFO ] [FORECASTER] Starting predict_future for CURV
[2025-09-29T01:27:55.776568] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:55.777587] [DEBUG] [LOCAL     ] No optimal features file found for CURV: ./output/feature-sets/CURV.txt
[2025-09-29T01:27:55.777715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:55.777794] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:55.777864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:55.777973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:55.796787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:55.797478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:55.797593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:55.797694] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:55.837263] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:55.837461] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:55.837511] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:55.837547] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:55.841316] [DEBUG] [FORECASTER] CURV: Forecast T+1@11:T+2@11: DOWN (p=8.69%)
[2025-09-29T01:27:55.841638] [INFO ] [FORECASTER] Completed predict_future for CURV
[2025-09-29T01:27:55.841914] [INFO ] [sig       ] CURV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:55.996464] [INFO ] [LOCAL     ] Saved forecast: CURV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CURV.txt
[2025-09-29T01:27:55.996770] [INFO ] [sig       ] [523/2211] Completed CURV in 0.3s | 3.71 sym/s | Total: 2.3m | ETA: 7.6m
[2025-09-29T01:27:55.996877] [INFO ] [sig       ] [524/2211] Forecasting CUZ...
[2025-09-29T01:27:55.996947] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-09-29T01:27:55.997018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-09-29T01:27:56.009991] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CUZ'.
[2025-09-29T01:27:56.010423] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-09-29T01:27:56.037258] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:56.038171] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-09-29T01:27:56.038254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:56.038328] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:56.038399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:56.038479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:56.057434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:56.058276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:56.058393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:56.058468] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:56.098282] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:56.098448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:56.098497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:56.098533] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:56.102187] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: DOWN (p=25.03%)
[2025-09-29T01:27:56.102503] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-09-29T01:27:56.102687] [INFO ] [sig       ] CUZ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:56.254858] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CUZ.txt
[2025-09-29T01:27:56.255139] [INFO ] [sig       ] [524/2211] Completed CUZ in 0.3s | 3.71 sym/s | Total: 2.4m | ETA: 7.6m
[2025-09-29T01:27:56.255220] [INFO ] [sig       ] [525/2211] Forecasting CVE...
[2025-09-29T01:27:56.255290] [INFO ] [sig       ] Generating forecast for: CVE
[2025-09-29T01:27:56.255368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-09-29T01:27:56.265918] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CVE'.
[2025-09-29T01:27:56.266277] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-09-29T01:27:56.293114] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:56.293983] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-09-29T01:27:56.294066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:56.294141] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:56.294212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:56.294319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:56.312826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:56.313559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:56.313699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:56.313773] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:56.355365] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:56.355559] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:56.355612] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:56.355681] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:56.359733] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=78.24%)
[2025-09-29T01:27:56.360059] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-09-29T01:27:56.360213] [INFO ] [sig       ] CVE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:56.513711] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CVE.txt
[2025-09-29T01:27:56.514031] [INFO ] [sig       ] [525/2211] Completed CVE in 0.3s | 3.71 sym/s | Total: 2.4m | ETA: 7.6m
[2025-09-29T01:27:56.514126] [INFO ] [sig       ] [526/2211] Forecasting CVEO...
[2025-09-29T01:27:56.514206] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-09-29T01:27:56.514287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-09-29T01:27:56.524480] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CVEO'.
[2025-09-29T01:27:56.524896] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-09-29T01:27:56.552704] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:56.553717] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-09-29T01:27:56.553806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:56.553893] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:56.553974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:56.554089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:56.573256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:56.574236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:56.574359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:56.574432] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:56.612513] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:56.612772] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:56.612855] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:56.612898] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:56.617301] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: UP (p=56.41%)
[2025-09-29T01:27:56.617737] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-09-29T01:27:56.617919] [INFO ] [sig       ] CVEO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:56.776541] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CVEO.txt
[2025-09-29T01:27:56.776939] [INFO ] [sig       ] [526/2211] Completed CVEO in 0.3s | 3.71 sym/s | Total: 2.4m | ETA: 7.6m
[2025-09-29T01:27:56.777028] [INFO ] [sig       ] [527/2211] Forecasting CVI...
[2025-09-29T01:27:56.777102] [INFO ] [sig       ] Generating forecast for: CVI
[2025-09-29T01:27:56.777177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-09-29T01:27:56.788255] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CVI'.
[2025-09-29T01:27:56.788713] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-09-29T01:27:56.815905] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:56.816813] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-09-29T01:27:56.816920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:56.816996] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:56.817068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:56.817203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:56.838403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:56.839238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:56.839358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:56.839444] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:56.879587] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:56.879779] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:56.879841] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:56.879877] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:56.883840] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: UP (p=63.87%)
[2025-09-29T01:27:56.884156] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-09-29T01:27:56.884314] [INFO ] [sig       ] CVI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:57.051428] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CVI.txt
[2025-09-29T01:27:57.051808] [INFO ] [sig       ] [527/2211] Completed CVI in 0.3s | 3.71 sym/s | Total: 2.4m | ETA: 7.6m
[2025-09-29T01:27:57.051897] [INFO ] [sig       ] [528/2211] Forecasting CVLG...
[2025-09-29T01:27:57.051972] [INFO ] [sig       ] Generating forecast for: CVLG
[2025-09-29T01:27:57.052051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVLG' from 'https://tdm.silogroup.org/data/derivative_storage/CVLG.csv'.
[2025-09-29T01:27:57.062866] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CVLG'.
[2025-09-29T01:27:57.063309] [INFO ] [FORECASTER] Starting predict_future for CVLG
[2025-09-29T01:27:57.095871] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:57.096860] [DEBUG] [LOCAL     ] No optimal features file found for CVLG: ./output/feature-sets/CVLG.txt
[2025-09-29T01:27:57.096945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:57.097021] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:57.097093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:57.097197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:57.117117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:57.117937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:57.118078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:57.118150] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:57.159084] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:57.159288] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:57.159338] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:57.159376] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:57.163144] [DEBUG] [FORECASTER] CVLG: Forecast T+1@11:T+2@11: UP (p=68.34%)
[2025-09-29T01:27:57.163524] [INFO ] [FORECASTER] Completed predict_future for CVLG
[2025-09-29T01:27:57.163724] [INFO ] [sig       ] CVLG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:57.314726] [INFO ] [LOCAL     ] Saved forecast: CVLG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CVLG.txt
[2025-09-29T01:27:57.315015] [INFO ] [sig       ] [528/2211] Completed CVLG in 0.3s | 3.71 sym/s | Total: 2.4m | ETA: 7.6m
[2025-09-29T01:27:57.315099] [INFO ] [sig       ] [529/2211] Forecasting CVNA...
[2025-09-29T01:27:57.315170] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-09-29T01:27:57.315247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-09-29T01:27:57.325601] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CVNA'.
[2025-09-29T01:27:57.325970] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-09-29T01:27:57.353010] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:57.353945] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-09-29T01:27:57.354026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:57.354102] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:57.354186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:57.354323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:57.373492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:57.374317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:57.374433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:57.374518] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:57.413838] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:57.414035] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:57.414087] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:57.414172] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:57.418121] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: UP (p=53.91%)
[2025-09-29T01:27:57.418479] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-09-29T01:27:57.418665] [INFO ] [sig       ] CVNA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:57.572438] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CVNA.txt
[2025-09-29T01:27:57.572791] [INFO ] [sig       ] [529/2211] Completed CVNA in 0.3s | 3.71 sym/s | Total: 2.4m | ETA: 7.6m
[2025-09-29T01:27:57.572894] [INFO ] [sig       ] [530/2211] Forecasting CVS...
[2025-09-29T01:27:57.572984] [INFO ] [sig       ] Generating forecast for: CVS
[2025-09-29T01:27:57.573073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-09-29T01:27:57.585040] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CVS'.
[2025-09-29T01:27:57.585449] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-09-29T01:27:57.612375] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:57.613408] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-09-29T01:27:57.613509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:57.613600] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:57.613716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:57.613835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:57.633044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:57.633942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:57.634063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:57.634151] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:57.675117] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:57.675325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:57.675376] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:57.675416] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:57.679489] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: DOWN (p=43.48%)
[2025-09-29T01:27:57.679861] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-09-29T01:27:57.680035] [INFO ] [sig       ] CVS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:57.834037] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CVS.txt
[2025-09-29T01:27:57.834383] [INFO ] [sig       ] [530/2211] Completed CVS in 0.3s | 3.71 sym/s | Total: 2.4m | ETA: 7.5m
[2025-09-29T01:27:57.834471] [INFO ] [sig       ] [531/2211] Forecasting CVX...
[2025-09-29T01:27:57.834558] [INFO ] [sig       ] Generating forecast for: CVX
[2025-09-29T01:27:57.834726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-09-29T01:27:57.847407] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CVX'.
[2025-09-29T01:27:57.847953] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-09-29T01:27:57.877539] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:57.878491] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-09-29T01:27:57.878577] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:57.878693] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:57.878785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:57.878920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:57.898789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:57.899778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:57.899896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:57.899985] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:57.942230] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:57.942504] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:57.942608] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:57.942699] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:57.946964] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: UP (p=65.18%)
[2025-09-29T01:27:57.947333] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-09-29T01:27:57.947544] [INFO ] [sig       ] CVX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:58.141840] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CVX.txt
[2025-09-29T01:27:58.142155] [INFO ] [sig       ] [531/2211] Completed CVX in 0.3s | 3.71 sym/s | Total: 2.4m | ETA: 7.5m
[2025-09-29T01:27:58.142262] [INFO ] [sig       ] [532/2211] Forecasting CW...
[2025-09-29T01:27:58.142350] [INFO ] [sig       ] Generating forecast for: CW
[2025-09-29T01:27:58.142480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CW' from 'https://tdm.silogroup.org/data/derivative_storage/CW.csv'.
[2025-09-29T01:27:58.154256] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CW'.
[2025-09-29T01:27:58.154776] [INFO ] [FORECASTER] Starting predict_future for CW
[2025-09-29T01:27:58.189059] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:58.190137] [DEBUG] [LOCAL     ] No optimal features file found for CW: ./output/feature-sets/CW.txt
[2025-09-29T01:27:58.190223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:58.190311] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:58.190393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:58.190520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:58.216327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:58.217440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:58.217567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:58.217675] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:58.252699] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:58.252893] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:58.252943] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:58.252980] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:58.258613] [DEBUG] [FORECASTER] CW: Forecast T+1@11:T+2@11: UP (p=98.89%)
[2025-09-29T01:27:58.259125] [INFO ] [FORECASTER] Completed predict_future for CW
[2025-09-29T01:27:58.259363] [INFO ] [sig       ] CW: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:58.470112] [INFO ] [LOCAL     ] Saved forecast: CW	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CW.txt
[2025-09-29T01:27:58.470436] [INFO ] [sig       ] [532/2211] Completed CW in 0.3s | 3.71 sym/s | Total: 2.4m | ETA: 7.5m
[2025-09-29T01:27:58.470521] [INFO ] [sig       ] [533/2211] Forecasting CWAN...
[2025-09-29T01:27:58.470607] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-09-29T01:27:58.470743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-09-29T01:27:58.481284] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CWAN'.
[2025-09-29T01:27:58.481716] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-09-29T01:27:58.512126] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:58.513043] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-09-29T01:27:58.513138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:58.513216] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:58.513262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:58.513378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:58.536558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:58.537934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:58.538076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:58.538166] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:58.571599] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:58.571820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:58.571876] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:58.571914] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:58.576165] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: DOWN (p=3.27%)
[2025-09-29T01:27:58.576689] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-09-29T01:27:58.576976] [INFO ] [sig       ] CWAN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:58.731633] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CWAN.txt
[2025-09-29T01:27:58.731990] [INFO ] [sig       ] [533/2211] Completed CWAN in 0.3s | 3.71 sym/s | Total: 2.4m | ETA: 7.5m
[2025-09-29T01:27:58.732072] [INFO ] [sig       ] [534/2211] Forecasting CWEN...
[2025-09-29T01:27:58.732168] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-09-29T01:27:58.732260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-09-29T01:27:58.742108] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CWEN'.
[2025-09-29T01:27:58.742467] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-09-29T01:27:58.769962] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:58.770935] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-09-29T01:27:58.771018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:58.771108] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:58.771195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:58.771329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:58.791170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:58.792015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:58.792144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:58.792285] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:58.822022] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:58.822171] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:58.822218] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:58.822306] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:58.826099] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: UP (p=92.12%)
[2025-09-29T01:27:58.826409] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-09-29T01:27:58.826556] [INFO ] [sig       ] CWEN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:58.990991] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CWEN.txt
[2025-09-29T01:27:58.991408] [INFO ] [sig       ] [534/2211] Completed CWEN in 0.3s | 3.71 sym/s | Total: 2.4m | ETA: 7.5m
[2025-09-29T01:27:58.991496] [INFO ] [sig       ] [535/2211] Forecasting CWH...
[2025-09-29T01:27:58.991569] [INFO ] [sig       ] Generating forecast for: CWH
[2025-09-29T01:27:58.991689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-09-29T01:27:59.002318] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CWH'.
[2025-09-29T01:27:59.002932] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-09-29T01:27:59.031459] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:59.032423] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-09-29T01:27:59.032505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:59.032580] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:59.032683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:59.032832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:59.051168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:59.051931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:59.052047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:59.052137] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:59.086055] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:59.086248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:59.086297] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:59.086386] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:59.090276] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: UP (p=92.22%)
[2025-09-29T01:27:59.090596] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-09-29T01:27:59.090800] [INFO ] [sig       ] CWH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:27:59.348687] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CWH.txt
[2025-09-29T01:27:59.349040] [INFO ] [sig       ] [535/2211] Completed CWH in 0.4s | 3.71 sym/s | Total: 2.4m | ETA: 7.5m
[2025-09-29T01:27:59.349127] [INFO ] [sig       ] [536/2211] Forecasting CWK...
[2025-09-29T01:27:59.349198] [INFO ] [sig       ] Generating forecast for: CWK
[2025-09-29T01:27:59.349271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-09-29T01:27:59.360075] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CWK'.
[2025-09-29T01:27:59.360567] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-09-29T01:27:59.387267] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:59.388164] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-09-29T01:27:59.388245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:59.388320] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:59.388391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:59.388493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:59.406476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:59.407238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:59.407356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:59.407430] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:59.445271] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:59.445443] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:59.445491] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:59.445526] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:59.449190] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=0.88%)
[2025-09-29T01:27:59.449497] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-09-29T01:27:59.449671] [INFO ] [sig       ] CWK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:59.607148] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CWK.txt
[2025-09-29T01:27:59.607442] [INFO ] [sig       ] [536/2211] Completed CWK in 0.3s | 3.71 sym/s | Total: 2.4m | ETA: 7.5m
[2025-09-29T01:27:59.607524] [INFO ] [sig       ] [537/2211] Forecasting CWT...
[2025-09-29T01:27:59.607596] [INFO ] [sig       ] Generating forecast for: CWT
[2025-09-29T01:27:59.607697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWT' from 'https://tdm.silogroup.org/data/derivative_storage/CWT.csv'.
[2025-09-29T01:27:59.618564] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CWT'.
[2025-09-29T01:27:59.618998] [INFO ] [FORECASTER] Starting predict_future for CWT
[2025-09-29T01:27:59.645279] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:59.646220] [DEBUG] [LOCAL     ] No optimal features file found for CWT: ./output/feature-sets/CWT.txt
[2025-09-29T01:27:59.646306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:59.646423] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:59.646499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:59.646631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:59.665018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:59.665817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:59.665933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:59.666020] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:59.702474] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:59.702635] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:59.702730] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:59.702777] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:59.706315] [DEBUG] [FORECASTER] CWT: Forecast T+1@11:T+2@11: DOWN (p=34.41%)
[2025-09-29T01:27:59.706618] [INFO ] [FORECASTER] Completed predict_future for CWT
[2025-09-29T01:27:59.706810] [INFO ] [sig       ] CWT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:27:59.855927] [INFO ] [LOCAL     ] Saved forecast: CWT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CWT.txt
[2025-09-29T01:27:59.856237] [INFO ] [sig       ] [537/2211] Completed CWT in 0.2s | 3.71 sym/s | Total: 2.4m | ETA: 7.5m
[2025-09-29T01:27:59.856322] [INFO ] [sig       ] [538/2211] Forecasting CX...
[2025-09-29T01:27:59.856397] [INFO ] [sig       ] Generating forecast for: CX
[2025-09-29T01:27:59.856473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CX' from 'https://tdm.silogroup.org/data/derivative_storage/CX.csv'.
[2025-09-29T01:27:59.868016] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CX'.
[2025-09-29T01:27:59.868425] [INFO ] [FORECASTER] Starting predict_future for CX
[2025-09-29T01:27:59.895801] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:27:59.896715] [DEBUG] [LOCAL     ] No optimal features file found for CX: ./output/feature-sets/CX.txt
[2025-09-29T01:27:59.896801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:27:59.896897] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:27:59.896968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:27:59.897071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:27:59.915007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:27:59.915739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:27:59.915855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:27:59.915926] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:27:59.952248] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:27:59.952438] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:27:59.952490] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:27:59.952527] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:27:59.956348] [DEBUG] [FORECASTER] CX: Forecast T+1@11:T+2@11: UP (p=69.69%)
[2025-09-29T01:27:59.956686] [INFO ] [FORECASTER] Completed predict_future for CX
[2025-09-29T01:27:59.956920] [INFO ] [sig       ] CX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:00.118016] [INFO ] [LOCAL     ] Saved forecast: CX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CX.txt
[2025-09-29T01:28:00.118374] [INFO ] [sig       ] [538/2211] Completed CX in 0.3s | 3.71 sym/s | Total: 2.4m | ETA: 7.5m
[2025-09-29T01:28:00.118459] [INFO ] [sig       ] [539/2211] Forecasting CXE...
[2025-09-29T01:28:00.118533] [INFO ] [sig       ] Generating forecast for: CXE
[2025-09-29T01:28:00.118615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-09-29T01:28:00.129343] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CXE'.
[2025-09-29T01:28:00.129851] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-09-29T01:28:00.159302] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:00.160389] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-09-29T01:28:00.160477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:00.160553] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:00.160624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:00.160755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:00.181019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:00.182031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:00.182154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:00.182228] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:00.220009] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:00.220262] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:00.220333] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:00.220374] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:00.224895] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=46.42%)
[2025-09-29T01:28:00.225272] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-09-29T01:28:00.225443] [INFO ] [sig       ] CXE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:00.423459] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CXE.txt
[2025-09-29T01:28:00.423842] [INFO ] [sig       ] [539/2211] Completed CXE in 0.3s | 3.71 sym/s | Total: 2.4m | ETA: 7.5m
[2025-09-29T01:28:00.423950] [INFO ] [sig       ] [540/2211] Forecasting CXH...
[2025-09-29T01:28:00.424042] [INFO ] [sig       ] Generating forecast for: CXH
[2025-09-29T01:28:00.424137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXH' from 'https://tdm.silogroup.org/data/derivative_storage/CXH.csv'.
[2025-09-29T01:28:00.434733] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CXH'.
[2025-09-29T01:28:00.435169] [INFO ] [FORECASTER] Starting predict_future for CXH
[2025-09-29T01:28:00.471526] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:00.472601] [DEBUG] [LOCAL     ] No optimal features file found for CXH: ./output/feature-sets/CXH.txt
[2025-09-29T01:28:00.472760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:00.472867] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:00.472950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:00.473056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:00.493108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:00.494090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:00.494215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:00.494291] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:00.532156] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:00.532357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:00.532407] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:00.532444] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:00.536268] [DEBUG] [FORECASTER] CXH: Forecast T+1@11:T+2@11: UP (p=55.73%)
[2025-09-29T01:28:00.536585] [INFO ] [FORECASTER] Completed predict_future for CXH
[2025-09-29T01:28:00.536810] [INFO ] [sig       ] CXH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:00.692189] [INFO ] [LOCAL     ] Saved forecast: CXH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CXH.txt
[2025-09-29T01:28:00.692484] [INFO ] [sig       ] [540/2211] Completed CXH in 0.3s | 3.71 sym/s | Total: 2.4m | ETA: 7.5m
[2025-09-29T01:28:00.692565] [INFO ] [sig       ] [541/2211] Forecasting CXM...
[2025-09-29T01:28:00.692639] [INFO ] [sig       ] Generating forecast for: CXM
[2025-09-29T01:28:00.692739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXM' from 'https://tdm.silogroup.org/data/derivative_storage/CXM.csv'.
[2025-09-29T01:28:00.703571] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CXM'.
[2025-09-29T01:28:00.703997] [INFO ] [FORECASTER] Starting predict_future for CXM
[2025-09-29T01:28:00.731717] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:00.732816] [DEBUG] [LOCAL     ] No optimal features file found for CXM: ./output/feature-sets/CXM.txt
[2025-09-29T01:28:00.732901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:00.732976] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:00.733047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:00.733151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:00.753099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:00.754038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:00.754160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:00.754233] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:00.795188] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:00.795389] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:00.795439] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:00.795475] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:00.799392] [DEBUG] [FORECASTER] CXM: Forecast T+1@11:T+2@11: UP (p=55.80%)
[2025-09-29T01:28:00.799776] [INFO ] [FORECASTER] Completed predict_future for CXM
[2025-09-29T01:28:00.799952] [INFO ] [sig       ] CXM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:00.954517] [INFO ] [LOCAL     ] Saved forecast: CXM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CXM.txt
[2025-09-29T01:28:00.954827] [INFO ] [sig       ] [541/2211] Completed CXM in 0.3s | 3.71 sym/s | Total: 2.4m | ETA: 7.5m
[2025-09-29T01:28:00.954912] [INFO ] [sig       ] [542/2211] Forecasting CXT...
[2025-09-29T01:28:00.955002] [INFO ] [sig       ] Generating forecast for: CXT
[2025-09-29T01:28:00.955083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXT' from 'https://tdm.silogroup.org/data/derivative_storage/CXT.csv'.
[2025-09-29T01:28:00.965284] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CXT'.
[2025-09-29T01:28:00.965622] [INFO ] [FORECASTER] Starting predict_future for CXT
[2025-09-29T01:28:00.993175] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:00.994067] [DEBUG] [LOCAL     ] No optimal features file found for CXT: ./output/feature-sets/CXT.txt
[2025-09-29T01:28:00.994153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:00.994227] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:00.994298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:00.994405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:01.013754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:01.014842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:01.014966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:01.015040] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:01.054943] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:01.055153] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:01.055206] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:01.055242] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:01.060407] [DEBUG] [FORECASTER] CXT: Forecast T+1@11:T+2@11: DOWN (p=28.67%)
[2025-09-29T01:28:01.060894] [INFO ] [FORECASTER] Completed predict_future for CXT
[2025-09-29T01:28:01.061111] [INFO ] [sig       ] CXT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:01.225759] [INFO ] [LOCAL     ] Saved forecast: CXT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CXT.txt
[2025-09-29T01:28:01.226079] [INFO ] [sig       ] [542/2211] Completed CXT in 0.3s | 3.71 sym/s | Total: 2.4m | ETA: 7.5m
[2025-09-29T01:28:01.226197] [INFO ] [sig       ] [543/2211] Forecasting CXW...
[2025-09-29T01:28:01.226272] [INFO ] [sig       ] Generating forecast for: CXW
[2025-09-29T01:28:01.226348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXW' from 'https://tdm.silogroup.org/data/derivative_storage/CXW.csv'.
[2025-09-29T01:28:01.238821] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CXW'.
[2025-09-29T01:28:01.239330] [INFO ] [FORECASTER] Starting predict_future for CXW
[2025-09-29T01:28:01.269241] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:01.270315] [DEBUG] [LOCAL     ] No optimal features file found for CXW: ./output/feature-sets/CXW.txt
[2025-09-29T01:28:01.270405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:01.270483] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:01.270571] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:01.270770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:01.291022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:01.292057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:01.292184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:01.292273] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:01.333544] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:01.333787] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:01.334044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:01.334085] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:01.338450] [DEBUG] [FORECASTER] CXW: Forecast T+1@11:T+2@11: DOWN (p=13.66%)
[2025-09-29T01:28:01.338854] [INFO ] [FORECASTER] Completed predict_future for CXW
[2025-09-29T01:28:01.339040] [INFO ] [sig       ] CXW: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:01.494152] [INFO ] [LOCAL     ] Saved forecast: CXW	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CXW.txt
[2025-09-29T01:28:01.494468] [INFO ] [sig       ] [543/2211] Completed CXW in 0.3s | 3.71 sym/s | Total: 2.4m | ETA: 7.5m
[2025-09-29T01:28:01.494580] [INFO ] [sig       ] [544/2211] Forecasting CYD...
[2025-09-29T01:28:01.494698] [INFO ] [sig       ] Generating forecast for: CYD
[2025-09-29T01:28:01.494789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-09-29T01:28:01.505131] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CYD'.
[2025-09-29T01:28:01.505630] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-09-29T01:28:01.534460] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:01.535520] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-09-29T01:28:01.535619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:01.535767] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:01.535843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:01.535977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:01.556158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:01.557040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:01.557161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:01.557253] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:01.595827] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:01.596055] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:01.596113] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:01.596152] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:01.600634] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=5.91%)
[2025-09-29T01:28:01.601104] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-09-29T01:28:01.601288] [INFO ] [sig       ] CYD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:01.769140] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/CYD.txt
[2025-09-29T01:28:01.769497] [INFO ] [sig       ] [544/2211] Completed CYD in 0.3s | 3.71 sym/s | Total: 2.4m | ETA: 7.5m
[2025-09-29T01:28:01.769623] [INFO ] [sig       ] [545/2211] Forecasting CYH...
[2025-09-29T01:28:01.769714] [INFO ] [sig       ] Generating forecast for: CYH
[2025-09-29T01:28:01.769804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-09-29T01:28:01.783460] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CYH'.
[2025-09-29T01:28:01.784102] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-09-29T01:28:01.818540] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:01.819560] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-09-29T01:28:01.819683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:01.819788] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:01.819888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:01.820042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:01.839322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:01.840050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:01.840184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:01.840282] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:01.883487] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:01.883768] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:01.883839] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:01.883879] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:01.888930] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: UP (p=84.67%)
[2025-09-29T01:28:01.889431] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-09-29T01:28:01.889628] [INFO ] [sig       ] CYH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:02.054606] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/CYH.txt
[2025-09-29T01:28:02.054935] [INFO ] [sig       ] [545/2211] Completed CYH in 0.3s | 3.71 sym/s | Total: 2.5m | ETA: 7.5m
[2025-09-29T01:28:02.055017] [INFO ] [sig       ] [546/2211] Forecasting D...
[2025-09-29T01:28:02.055088] [INFO ] [sig       ] Generating forecast for: D
[2025-09-29T01:28:02.055163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'D' from 'https://tdm.silogroup.org/data/derivative_storage/D.csv'.
[2025-09-29T01:28:02.065492] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'D'.
[2025-09-29T01:28:02.065852] [INFO ] [FORECASTER] Starting predict_future for D
[2025-09-29T01:28:02.098079] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:02.099520] [DEBUG] [LOCAL     ] No optimal features file found for D: ./output/feature-sets/D.txt
[2025-09-29T01:28:02.099619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:02.099731] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:02.099830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:02.099936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:02.121358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:02.122542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:02.122685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:02.122788] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:02.163580] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:02.163761] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:02.163825] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:02.163862] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:02.168094] [DEBUG] [FORECASTER] D: Forecast T+1@11:T+2@11: DOWN (p=8.57%)
[2025-09-29T01:28:02.168472] [INFO ] [FORECASTER] Completed predict_future for D
[2025-09-29T01:28:02.168677] [INFO ] [sig       ] D: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:02.322943] [INFO ] [LOCAL     ] Saved forecast: D	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/D.txt
[2025-09-29T01:28:02.323224] [INFO ] [sig       ] [546/2211] Completed D in 0.3s | 3.71 sym/s | Total: 2.5m | ETA: 7.5m
[2025-09-29T01:28:02.323330] [INFO ] [sig       ] [547/2211] Forecasting DAC...
[2025-09-29T01:28:02.323415] [INFO ] [sig       ] Generating forecast for: DAC
[2025-09-29T01:28:02.323490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAC' from 'https://tdm.silogroup.org/data/derivative_storage/DAC.csv'.
[2025-09-29T01:28:02.335187] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DAC'.
[2025-09-29T01:28:02.335760] [INFO ] [FORECASTER] Starting predict_future for DAC
[2025-09-29T01:28:02.366812] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:02.368221] [DEBUG] [LOCAL     ] No optimal features file found for DAC: ./output/feature-sets/DAC.txt
[2025-09-29T01:28:02.368323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:02.368416] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:02.368490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:02.368598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:02.393314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:02.394434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:02.394568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:02.394639] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:02.434993] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:02.435208] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:02.435270] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:02.435342] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:02.439498] [DEBUG] [FORECASTER] DAC: Forecast T+1@11:T+2@11: UP (p=80.54%)
[2025-09-29T01:28:02.439921] [INFO ] [FORECASTER] Completed predict_future for DAC
[2025-09-29T01:28:02.440123] [INFO ] [sig       ] DAC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:02.617179] [INFO ] [LOCAL     ] Saved forecast: DAC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DAC.txt
[2025-09-29T01:28:02.617496] [INFO ] [sig       ] [547/2211] Completed DAC in 0.3s | 3.71 sym/s | Total: 2.5m | ETA: 7.5m
[2025-09-29T01:28:02.617581] [INFO ] [sig       ] [548/2211] Forecasting DAL...
[2025-09-29T01:28:02.617677] [INFO ] [sig       ] Generating forecast for: DAL
[2025-09-29T01:28:02.617750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-09-29T01:28:02.631389] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DAL'.
[2025-09-29T01:28:02.631909] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-09-29T01:28:02.670052] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:02.671202] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-09-29T01:28:02.671301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:02.671396] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:02.671479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:02.671623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:02.693744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:02.694537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:02.694674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:02.694749] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:02.734423] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:02.734549] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:02.734594] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:02.734629] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:02.738283] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: DOWN (p=33.92%)
[2025-09-29T01:28:02.738584] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-09-29T01:28:02.738776] [INFO ] [sig       ] DAL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:02.890755] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DAL.txt
[2025-09-29T01:28:02.891019] [INFO ] [sig       ] [548/2211] Completed DAL in 0.3s | 3.71 sym/s | Total: 2.5m | ETA: 7.5m
[2025-09-29T01:28:02.891102] [INFO ] [sig       ] [549/2211] Forecasting DAN...
[2025-09-29T01:28:02.891174] [INFO ] [sig       ] Generating forecast for: DAN
[2025-09-29T01:28:02.891249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-09-29T01:28:02.902337] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DAN'.
[2025-09-29T01:28:02.902853] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-09-29T01:28:02.932313] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:02.933352] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-09-29T01:28:02.933454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:02.933550] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:02.933667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:02.933800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:02.952386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:02.953397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:02.953574] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:02.953690] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:02.995142] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:02.995374] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:02.995452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:02.995492] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:02.999664] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: UP (p=68.36%)
[2025-09-29T01:28:03.000037] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-09-29T01:28:03.000208] [INFO ] [sig       ] DAN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:03.154307] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DAN.txt
[2025-09-29T01:28:03.154622] [INFO ] [sig       ] [549/2211] Completed DAN in 0.3s | 3.71 sym/s | Total: 2.5m | ETA: 7.5m
[2025-09-29T01:28:03.154730] [INFO ] [sig       ] [550/2211] Forecasting DAO...
[2025-09-29T01:28:03.154800] [INFO ] [sig       ] Generating forecast for: DAO
[2025-09-29T01:28:03.154898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-09-29T01:28:03.166078] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DAO'.
[2025-09-29T01:28:03.166482] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-09-29T01:28:03.194824] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:03.195955] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-09-29T01:28:03.196037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:03.196141] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:03.196215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:03.196352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:03.216332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:03.217022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:03.217138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:03.217225] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:03.256545] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:03.256732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:03.256805] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:03.256883] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:03.260580] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2025-09-29T01:28:03.260921] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-09-29T01:28:03.261099] [INFO ] [sig       ] DAO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:03.419867] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DAO.txt
[2025-09-29T01:28:03.420155] [INFO ] [sig       ] [550/2211] Completed DAO in 0.3s | 3.71 sym/s | Total: 2.5m | ETA: 7.5m
[2025-09-29T01:28:03.420238] [INFO ] [sig       ] [551/2211] Forecasting DAR...
[2025-09-29T01:28:03.420311] [INFO ] [sig       ] Generating forecast for: DAR
[2025-09-29T01:28:03.420386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAR' from 'https://tdm.silogroup.org/data/derivative_storage/DAR.csv'.
[2025-09-29T01:28:03.432194] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DAR'.
[2025-09-29T01:28:03.432813] [INFO ] [FORECASTER] Starting predict_future for DAR
[2025-09-29T01:28:03.462626] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:03.463765] [DEBUG] [LOCAL     ] No optimal features file found for DAR: ./output/feature-sets/DAR.txt
[2025-09-29T01:28:03.463869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:03.463960] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:03.464063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:03.464189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:03.485344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:03.486404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:03.486531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:03.486622] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:03.530000] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:03.530224] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:03.530278] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:03.530315] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:03.534608] [DEBUG] [FORECASTER] DAR: Forecast T+1@11:T+2@11: UP (p=91.20%)
[2025-09-29T01:28:03.535095] [INFO ] [FORECASTER] Completed predict_future for DAR
[2025-09-29T01:28:03.535279] [INFO ] [sig       ] DAR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:03.706600] [INFO ] [LOCAL     ] Saved forecast: DAR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DAR.txt
[2025-09-29T01:28:03.706949] [INFO ] [sig       ] [551/2211] Completed DAR in 0.3s | 3.71 sym/s | Total: 2.5m | ETA: 7.5m
[2025-09-29T01:28:03.707032] [INFO ] [sig       ] [552/2211] Forecasting DAVA...
[2025-09-29T01:28:03.707104] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-09-29T01:28:03.707179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-09-29T01:28:03.718341] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DAVA'.
[2025-09-29T01:28:03.718834] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-09-29T01:28:03.745729] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:03.746584] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-09-29T01:28:03.746695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:03.746776] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:03.746877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:03.746989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:03.766026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:03.766730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:03.766887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:03.766962] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:03.802859] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:03.803043] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:03.803094] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:03.803132] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:03.807156] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=72.81%)
[2025-09-29T01:28:03.807500] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-09-29T01:28:03.807693] [INFO ] [sig       ] DAVA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:03.963027] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DAVA.txt
[2025-09-29T01:28:03.963359] [INFO ] [sig       ] [552/2211] Completed DAVA in 0.3s | 3.71 sym/s | Total: 2.5m | ETA: 7.5m
[2025-09-29T01:28:03.963489] [INFO ] [sig       ] [553/2211] Forecasting DAY...
[2025-09-29T01:28:03.963564] [INFO ] [sig       ] Generating forecast for: DAY
[2025-09-29T01:28:03.963662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAY' from 'https://tdm.silogroup.org/data/derivative_storage/DAY.csv'.
[2025-09-29T01:28:03.974227] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DAY'.
[2025-09-29T01:28:03.974681] [INFO ] [FORECASTER] Starting predict_future for DAY
[2025-09-29T01:28:04.002095] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:04.003030] [DEBUG] [LOCAL     ] No optimal features file found for DAY: ./output/feature-sets/DAY.txt
[2025-09-29T01:28:04.003113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:04.003190] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:04.003260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:04.003366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:04.021200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:04.021996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:04.022112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:04.022184] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:04.076765] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:04.077001] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:04.077058] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:04.077096] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:04.080949] [DEBUG] [FORECASTER] DAY: Forecast T+1@11:T+2@11: DOWN (p=19.43%)
[2025-09-29T01:28:04.081262] [INFO ] [FORECASTER] Completed predict_future for DAY
[2025-09-29T01:28:04.081455] [INFO ] [sig       ] DAY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:04.241800] [INFO ] [LOCAL     ] Saved forecast: DAY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DAY.txt
[2025-09-29T01:28:04.242194] [INFO ] [sig       ] [553/2211] Completed DAY in 0.3s | 3.71 sym/s | Total: 2.5m | ETA: 7.5m
[2025-09-29T01:28:04.242284] [INFO ] [sig       ] [554/2211] Forecasting DB...
[2025-09-29T01:28:04.242357] [INFO ] [sig       ] Generating forecast for: DB
[2025-09-29T01:28:04.242434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-09-29T01:28:04.253493] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DB'.
[2025-09-29T01:28:04.253979] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-09-29T01:28:04.285434] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:04.286438] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-09-29T01:28:04.286525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:04.286601] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:04.286722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:04.286891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:04.308601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:04.309610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:04.309757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:04.309848] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:04.357028] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:04.357235] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:04.357290] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:04.357327] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:04.361359] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: DOWN (p=31.42%)
[2025-09-29T01:28:04.361718] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-09-29T01:28:04.361940] [INFO ] [sig       ] DB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:04.567931] [INFO ] [LOCAL     ] Saved forecast: DB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DB.txt
[2025-09-29T01:28:04.568272] [INFO ] [sig       ] [554/2211] Completed DB in 0.3s | 3.70 sym/s | Total: 2.5m | ETA: 7.5m
[2025-09-29T01:28:04.568357] [INFO ] [sig       ] [555/2211] Forecasting DBD...
[2025-09-29T01:28:04.568434] [INFO ] [sig       ] Generating forecast for: DBD
[2025-09-29T01:28:04.568594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBD' from 'https://tdm.silogroup.org/data/derivative_storage/DBD.csv'.
[2025-09-29T01:28:04.579680] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DBD'.
[2025-09-29T01:28:04.580101] [INFO ] [FORECASTER] Starting predict_future for DBD
[2025-09-29T01:28:04.608193] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:04.609127] [DEBUG] [LOCAL     ] No optimal features file found for DBD: ./output/feature-sets/DBD.txt
[2025-09-29T01:28:04.609212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:04.609287] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:04.609358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:04.609490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:04.628948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:04.629627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:04.629767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:04.629841] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:04.664155] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:04.664295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:04.664339] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:04.664375] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:04.667850] [DEBUG] [FORECASTER] DBD: Forecast T+1@11:T+2@11: UP (p=94.19%)
[2025-09-29T01:28:04.668149] [INFO ] [FORECASTER] Completed predict_future for DBD
[2025-09-29T01:28:04.668302] [INFO ] [sig       ] DBD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:04.818202] [INFO ] [LOCAL     ] Saved forecast: DBD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DBD.txt
[2025-09-29T01:28:04.818497] [INFO ] [sig       ] [555/2211] Completed DBD in 0.3s | 3.70 sym/s | Total: 2.5m | ETA: 7.4m
[2025-09-29T01:28:04.818576] [INFO ] [sig       ] [556/2211] Forecasting DBI...
[2025-09-29T01:28:04.818679] [INFO ] [sig       ] Generating forecast for: DBI
[2025-09-29T01:28:04.818754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-09-29T01:28:04.829813] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DBI'.
[2025-09-29T01:28:04.830197] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-09-29T01:28:04.856897] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:04.857816] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-09-29T01:28:04.857900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:04.857974] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:04.858048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:04.858155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:04.876806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:04.877510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:04.877625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:04.877722] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:04.917386] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:04.917613] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:04.917719] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:04.917779] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:04.922201] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: UP (p=87.03%)
[2025-09-29T01:28:04.922566] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-09-29T01:28:04.922855] [INFO ] [sig       ] DBI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:05.085851] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DBI.txt
[2025-09-29T01:28:05.086236] [INFO ] [sig       ] [556/2211] Completed DBI in 0.3s | 3.70 sym/s | Total: 2.5m | ETA: 7.4m
[2025-09-29T01:28:05.086322] [INFO ] [sig       ] [557/2211] Forecasting DBL...
[2025-09-29T01:28:05.086397] [INFO ] [sig       ] Generating forecast for: DBL
[2025-09-29T01:28:05.086473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-09-29T01:28:05.097178] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DBL'.
[2025-09-29T01:28:05.097707] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-09-29T01:28:05.125139] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:05.125989] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-09-29T01:28:05.126071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:05.126145] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:05.126216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:05.126321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:05.147447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:05.149164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:05.149346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:05.149455] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:05.190327] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:05.190541] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:05.190593] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:05.190630] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:05.194328] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: DOWN (p=47.55%)
[2025-09-29T01:28:05.194633] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-09-29T01:28:05.194834] [INFO ] [sig       ] DBL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:05.345703] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DBL.txt
[2025-09-29T01:28:05.346017] [INFO ] [sig       ] [557/2211] Completed DBL in 0.3s | 3.71 sym/s | Total: 2.5m | ETA: 7.4m
[2025-09-29T01:28:05.346100] [INFO ] [sig       ] [558/2211] Forecasting DBRG...
[2025-09-29T01:28:05.346174] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-09-29T01:28:05.346261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-09-29T01:28:05.358420] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DBRG'.
[2025-09-29T01:28:05.358860] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-09-29T01:28:05.386372] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:05.387328] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-09-29T01:28:05.387414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:05.387489] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:05.387564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:05.387721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:05.407139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:05.408194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:05.408321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:05.408394] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:05.449426] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:05.449717] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:05.449791] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:05.449830] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:05.453975] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: UP (p=51.29%)
[2025-09-29T01:28:05.454379] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-09-29T01:28:05.454549] [INFO ] [sig       ] DBRG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:05.618885] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DBRG.txt
[2025-09-29T01:28:05.619256] [INFO ] [sig       ] [558/2211] Completed DBRG in 0.3s | 3.71 sym/s | Total: 2.5m | ETA: 7.4m
[2025-09-29T01:28:05.619340] [INFO ] [sig       ] [559/2211] Forecasting DCI...
[2025-09-29T01:28:05.619412] [INFO ] [sig       ] Generating forecast for: DCI
[2025-09-29T01:28:05.619485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-09-29T01:28:05.629826] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DCI'.
[2025-09-29T01:28:05.630273] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-09-29T01:28:05.656728] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:05.660613] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-09-29T01:28:05.660720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:05.660795] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:05.660866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:05.660979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:05.678718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:05.679339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:05.679452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:05.679523] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:05.719319] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:05.719485] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:05.719532] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:05.719567] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:05.723160] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: UP (p=93.66%)
[2025-09-29T01:28:05.723461] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-09-29T01:28:05.723609] [INFO ] [sig       ] DCI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:05.877047] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DCI.txt
[2025-09-29T01:28:05.877359] [INFO ] [sig       ] [559/2211] Completed DCI in 0.3s | 3.71 sym/s | Total: 2.5m | ETA: 7.4m
[2025-09-29T01:28:05.877442] [INFO ] [sig       ] [560/2211] Forecasting DCO...
[2025-09-29T01:28:05.877513] [INFO ] [sig       ] Generating forecast for: DCO
[2025-09-29T01:28:05.877586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-09-29T01:28:05.888035] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DCO'.
[2025-09-29T01:28:05.888435] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-09-29T01:28:05.916078] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:05.917115] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-09-29T01:28:05.917205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:05.917280] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:05.917350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:05.917454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:05.936924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:05.937752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:05.937878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:05.937951] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:05.975906] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:05.976132] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:05.976217] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:05.976265] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:05.980567] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: DOWN (p=14.93%)
[2025-09-29T01:28:05.981117] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-09-29T01:28:05.981305] [INFO ] [sig       ] DCO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:06.138859] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DCO.txt
[2025-09-29T01:28:06.139167] [INFO ] [sig       ] [560/2211] Completed DCO in 0.3s | 3.71 sym/s | Total: 2.5m | ETA: 7.4m
[2025-09-29T01:28:06.139249] [INFO ] [sig       ] [561/2211] Forecasting DD...
[2025-09-29T01:28:06.139320] [INFO ] [sig       ] Generating forecast for: DD
[2025-09-29T01:28:06.139392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-09-29T01:28:06.149743] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DD'.
[2025-09-29T01:28:06.150061] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-09-29T01:28:06.176726] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:06.177556] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-09-29T01:28:06.177638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:06.177737] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:06.177810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:06.177914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:06.195668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:06.196282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:06.196396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:06.196469] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:06.236313] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:06.236490] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:06.236539] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:06.236576] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:06.240425] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=8.08%)
[2025-09-29T01:28:06.240776] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-09-29T01:28:06.240956] [INFO ] [sig       ] DD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:06.391893] [INFO ] [LOCAL     ] Saved forecast: DD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DD.txt
[2025-09-29T01:28:06.392214] [INFO ] [sig       ] [561/2211] Completed DD in 0.3s | 3.71 sym/s | Total: 2.5m | ETA: 7.4m
[2025-09-29T01:28:06.392337] [INFO ] [sig       ] [562/2211] Forecasting DDD...
[2025-09-29T01:28:06.392418] [INFO ] [sig       ] Generating forecast for: DDD
[2025-09-29T01:28:06.392496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-09-29T01:28:06.403532] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DDD'.
[2025-09-29T01:28:06.403919] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-09-29T01:28:06.430933] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:06.431814] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-09-29T01:28:06.431894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:06.431966] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:06.432036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:06.432137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:06.449925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:06.450712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:06.450828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:06.450900] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:06.487815] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:06.488021] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:06.488071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:06.488107] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:06.491858] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=56.72%)
[2025-09-29T01:28:06.492214] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-09-29T01:28:06.492382] [INFO ] [sig       ] DDD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:06.665172] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DDD.txt
[2025-09-29T01:28:06.665524] [INFO ] [sig       ] [562/2211] Completed DDD in 0.3s | 3.71 sym/s | Total: 2.5m | ETA: 7.4m
[2025-09-29T01:28:06.665622] [INFO ] [sig       ] [563/2211] Forecasting DDL...
[2025-09-29T01:28:06.665731] [INFO ] [sig       ] Generating forecast for: DDL
[2025-09-29T01:28:06.665818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-09-29T01:28:06.677488] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DDL'.
[2025-09-29T01:28:06.677953] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-09-29T01:28:06.705832] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:06.706710] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-09-29T01:28:06.706792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:06.706883] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:06.706955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:06.707060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:06.725580] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:06.726241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:06.726359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:06.726433] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:06.764782] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:06.764923] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:06.764970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:06.765025] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:06.768540] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: UP (p=73.24%)
[2025-09-29T01:28:06.768880] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-09-29T01:28:06.769094] [INFO ] [sig       ] DDL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:06.948184] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DDL.txt
[2025-09-29T01:28:06.948504] [INFO ] [sig       ] [563/2211] Completed DDL in 0.3s | 3.71 sym/s | Total: 2.5m | ETA: 7.4m
[2025-09-29T01:28:06.948588] [INFO ] [sig       ] [564/2211] Forecasting DDS...
[2025-09-29T01:28:06.948685] [INFO ] [sig       ] Generating forecast for: DDS
[2025-09-29T01:28:06.948759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-09-29T01:28:06.959047] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'DDS'.
[2025-09-29T01:28:06.959423] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-09-29T01:28:06.987474] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:06.988398] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-09-29T01:28:06.988483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:06.988560] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:06.988631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:06.988767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:07.008828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:07.009491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:07.009622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:07.009721] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:07.052511] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:07.052692] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:07.053128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:07.053190] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:07.056759] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: UP (p=98.98%)
[2025-09-29T01:28:07.057127] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-09-29T01:28:07.057292] [INFO ] [sig       ] DDS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:07.213370] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DDS.txt
[2025-09-29T01:28:07.213715] [INFO ] [sig       ] [564/2211] Completed DDS in 0.3s | 3.71 sym/s | Total: 2.5m | ETA: 7.4m
[2025-09-29T01:28:07.213830] [INFO ] [sig       ] [565/2211] Forecasting DDT...
[2025-09-29T01:28:07.213920] [INFO ] [sig       ] Generating forecast for: DDT
[2025-09-29T01:28:07.214013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDT' from 'https://tdm.silogroup.org/data/derivative_storage/DDT.csv'.
[2025-09-29T01:28:07.224529] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DDT'.
[2025-09-29T01:28:07.224992] [INFO ] [FORECASTER] Starting predict_future for DDT
[2025-09-29T01:28:07.253098] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:07.254141] [DEBUG] [LOCAL     ] No optimal features file found for DDT: ./output/feature-sets/DDT.txt
[2025-09-29T01:28:07.254226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:07.254303] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:07.254375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:07.254486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:07.273577] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:07.274590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:07.274740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:07.274814] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:07.314251] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:07.314460] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:07.314512] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:07.314547] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:07.318467] [DEBUG] [FORECASTER] DDT: Forecast T+1@11:T+2@11: DOWN (p=8.67%)
[2025-09-29T01:28:07.318857] [INFO ] [FORECASTER] Completed predict_future for DDT
[2025-09-29T01:28:07.319052] [INFO ] [sig       ] DDT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:07.473084] [INFO ] [LOCAL     ] Saved forecast: DDT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DDT.txt
[2025-09-29T01:28:07.473350] [INFO ] [sig       ] [565/2211] Completed DDT in 0.3s | 3.71 sym/s | Total: 2.5m | ETA: 7.4m
[2025-09-29T01:28:07.473432] [INFO ] [sig       ] [566/2211] Forecasting DE...
[2025-09-29T01:28:07.473481] [INFO ] [sig       ] Generating forecast for: DE
[2025-09-29T01:28:07.473547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-09-29T01:28:07.484599] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DE'.
[2025-09-29T01:28:07.484998] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-09-29T01:28:07.511918] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:07.512772] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-09-29T01:28:07.512855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:07.512929] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:07.513000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:07.513104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:07.531737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:07.532356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:07.532472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:07.532544] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:07.572688] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:07.572808] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:07.572851] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:07.572885] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:07.576263] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: UP (p=90.24%)
[2025-09-29T01:28:07.576612] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-09-29T01:28:07.576808] [INFO ] [sig       ] DE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:07.725996] [INFO ] [LOCAL     ] Saved forecast: DE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DE.txt
[2025-09-29T01:28:07.726277] [INFO ] [sig       ] [566/2211] Completed DE in 0.3s | 3.71 sym/s | Total: 2.5m | ETA: 7.4m
[2025-09-29T01:28:07.726360] [INFO ] [sig       ] [567/2211] Forecasting DEA...
[2025-09-29T01:28:07.726433] [INFO ] [sig       ] Generating forecast for: DEA
[2025-09-29T01:28:07.726508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-09-29T01:28:07.740062] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DEA'.
[2025-09-29T01:28:07.740672] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-09-29T01:28:07.775815] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:07.776752] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-09-29T01:28:07.776859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:07.776952] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:07.777027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:07.777171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:07.796059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:07.796945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:07.797066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:07.797154] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:07.837172] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:07.837340] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:07.837386] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:07.837420] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:07.841151] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=50.53%)
[2025-09-29T01:28:07.841468] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-09-29T01:28:07.841629] [INFO ] [sig       ] DEA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:08.002293] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DEA.txt
[2025-09-29T01:28:08.002603] [INFO ] [sig       ] [567/2211] Completed DEA in 0.3s | 3.71 sym/s | Total: 2.5m | ETA: 7.4m
[2025-09-29T01:28:08.002743] [INFO ] [sig       ] [568/2211] Forecasting DEC...
[2025-09-29T01:28:08.002821] [INFO ] [sig       ] Generating forecast for: DEC
[2025-09-29T01:28:08.002896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEC' from 'https://tdm.silogroup.org/data/derivative_storage/DEC.csv'.
[2025-09-29T01:28:08.018162] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DEC'.
[2025-09-29T01:28:08.018783] [INFO ] [FORECASTER] Starting predict_future for DEC
[2025-09-29T01:28:08.056270] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:08.057435] [DEBUG] [LOCAL     ] No optimal features file found for DEC: ./output/feature-sets/DEC.txt
[2025-09-29T01:28:08.057533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:08.057621] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:08.057730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:08.057867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:08.076276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:08.077037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:08.077150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:08.077221] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:08.117661] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:08.117787] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:08.117831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:08.117864] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:08.121213] [DEBUG] [FORECASTER] DEC: Forecast T+1@11:T+2@11: DOWN (p=40.76%)
[2025-09-29T01:28:08.121540] [INFO ] [FORECASTER] Completed predict_future for DEC
[2025-09-29T01:28:08.121732] [INFO ] [sig       ] DEC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:08.278543] [INFO ] [LOCAL     ] Saved forecast: DEC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DEC.txt
[2025-09-29T01:28:08.278960] [INFO ] [sig       ] [568/2211] Completed DEC in 0.3s | 3.71 sym/s | Total: 2.6m | ETA: 7.4m
[2025-09-29T01:28:08.279059] [INFO ] [sig       ] [569/2211] Forecasting DECK...
[2025-09-29T01:28:08.279152] [INFO ] [sig       ] Generating forecast for: DECK
[2025-09-29T01:28:08.279238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-09-29T01:28:08.291532] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DECK'.
[2025-09-29T01:28:08.291929] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-09-29T01:28:08.321512] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:08.322351] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-09-29T01:28:08.322434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:08.322509] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:08.322579] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:08.322715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:08.342059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:08.342699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:08.342813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:08.342887] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:08.383514] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:08.383769] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:08.383850] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:08.383891] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:08.388283] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: DOWN (p=0.43%)
[2025-09-29T01:28:08.388755] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-09-29T01:28:08.388956] [INFO ] [sig       ] DECK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:08.540431] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DECK.txt
[2025-09-29T01:28:08.540726] [INFO ] [sig       ] [569/2211] Completed DECK in 0.3s | 3.71 sym/s | Total: 2.6m | ETA: 7.4m
[2025-09-29T01:28:08.540807] [INFO ] [sig       ] [570/2211] Forecasting DEI...
[2025-09-29T01:28:08.540878] [INFO ] [sig       ] Generating forecast for: DEI
[2025-09-29T01:28:08.540980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-09-29T01:28:08.552212] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DEI'.
[2025-09-29T01:28:08.552679] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-09-29T01:28:08.584100] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:08.585405] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-09-29T01:28:08.585503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:08.585604] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:08.585767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:08.585924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:08.612202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:08.613192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:08.613314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:08.613402] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:08.651003] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:08.651201] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:08.651252] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:08.651290] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:08.655155] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: UP (p=73.71%)
[2025-09-29T01:28:08.655495] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-09-29T01:28:08.655684] [INFO ] [sig       ] DEI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:08.805270] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DEI.txt
[2025-09-29T01:28:08.805625] [INFO ] [sig       ] [570/2211] Completed DEI in 0.3s | 3.71 sym/s | Total: 2.6m | ETA: 7.4m
[2025-09-29T01:28:08.805761] [INFO ] [sig       ] [571/2211] Forecasting DELL...
[2025-09-29T01:28:08.805852] [INFO ] [sig       ] Generating forecast for: DELL
[2025-09-29T01:28:08.805945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-09-29T01:28:08.817050] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DELL'.
[2025-09-29T01:28:08.817436] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-09-29T01:28:08.843500] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:08.844361] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-09-29T01:28:08.844442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:08.844515] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:08.844582] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:08.844742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:08.863827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:08.864439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:08.864554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:08.864632] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:08.902879] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:08.902997] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:08.903040] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:08.903073] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:08.906600] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: UP (p=91.30%)
[2025-09-29T01:28:08.906964] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-09-29T01:28:08.907130] [INFO ] [sig       ] DELL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:09.056280] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DELL.txt
[2025-09-29T01:28:09.056569] [INFO ] [sig       ] [571/2211] Completed DELL in 0.3s | 3.71 sym/s | Total: 2.6m | ETA: 7.4m
[2025-09-29T01:28:09.056675] [INFO ] [sig       ] [572/2211] Forecasting DEO...
[2025-09-29T01:28:09.056750] [INFO ] [sig       ] Generating forecast for: DEO
[2025-09-29T01:28:09.056846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-09-29T01:28:09.068068] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DEO'.
[2025-09-29T01:28:09.068550] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-09-29T01:28:09.097253] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:09.098315] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-09-29T01:28:09.098402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:09.098478] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:09.098605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:09.098759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:09.119321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:09.120530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:09.120695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:09.120790] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:09.163299] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:09.163508] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:09.163560] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:09.163596] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:09.167526] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: DOWN (p=5.09%)
[2025-09-29T01:28:09.167913] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-09-29T01:28:09.168097] [INFO ] [sig       ] DEO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:09.323927] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DEO.txt
[2025-09-29T01:28:09.324264] [INFO ] [sig       ] [572/2211] Completed DEO in 0.3s | 3.71 sym/s | Total: 2.6m | ETA: 7.4m
[2025-09-29T01:28:09.324351] [INFO ] [sig       ] [573/2211] Forecasting DFH...
[2025-09-29T01:28:09.324438] [INFO ] [sig       ] Generating forecast for: DFH
[2025-09-29T01:28:09.324527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-09-29T01:28:09.335506] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DFH'.
[2025-09-29T01:28:09.335932] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-09-29T01:28:09.363087] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:09.363921] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-09-29T01:28:09.364009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:09.364098] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:09.364182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:09.364313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:09.383134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:09.383861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:09.383974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:09.384061] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:09.425031] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:09.425230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:09.425282] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:09.425319] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:09.429366] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: DOWN (p=1.52%)
[2025-09-29T01:28:09.429797] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-09-29T01:28:09.429984] [INFO ] [sig       ] DFH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:09.580695] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DFH.txt
[2025-09-29T01:28:09.580966] [INFO ] [sig       ] [573/2211] Completed DFH in 0.3s | 3.71 sym/s | Total: 2.6m | ETA: 7.4m
[2025-09-29T01:28:09.581049] [INFO ] [sig       ] [574/2211] Forecasting DFIN...
[2025-09-29T01:28:09.581123] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-09-29T01:28:09.581196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-09-29T01:28:09.591873] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DFIN'.
[2025-09-29T01:28:09.592283] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-09-29T01:28:09.620088] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:09.620995] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-09-29T01:28:09.621077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:09.621151] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:09.621223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:09.621328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:09.639948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:09.640851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:09.640972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:09.641045] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:09.685364] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:09.685610] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:09.685709] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:09.685767] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:09.689669] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-09-29T01:28:09.690005] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-09-29T01:28:09.690168] [INFO ] [sig       ] DFIN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:09.842709] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DFIN.txt
[2025-09-29T01:28:09.843053] [INFO ] [sig       ] [574/2211] Completed DFIN in 0.3s | 3.71 sym/s | Total: 2.6m | ETA: 7.4m
[2025-09-29T01:28:09.843136] [INFO ] [sig       ] [575/2211] Forecasting DFP...
[2025-09-29T01:28:09.843208] [INFO ] [sig       ] Generating forecast for: DFP
[2025-09-29T01:28:09.843281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-09-29T01:28:09.854140] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DFP'.
[2025-09-29T01:28:09.854528] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-09-29T01:28:09.880931] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:09.881701] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-09-29T01:28:09.881787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:09.881861] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:09.881934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:09.882037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:09.900675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:09.901265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:09.901376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:09.901447] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:09.939275] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:09.939380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:09.939423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:09.939457] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:09.942983] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=93.62%)
[2025-09-29T01:28:09.943290] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-09-29T01:28:09.943444] [INFO ] [sig       ] DFP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:10.095526] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DFP.txt
[2025-09-29T01:28:10.095850] [INFO ] [sig       ] [575/2211] Completed DFP in 0.3s | 3.71 sym/s | Total: 2.6m | ETA: 7.4m
[2025-09-29T01:28:10.095942] [INFO ] [sig       ] [576/2211] Forecasting DG...
[2025-09-29T01:28:10.096058] [INFO ] [sig       ] Generating forecast for: DG
[2025-09-29T01:28:10.096134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-09-29T01:28:10.106626] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DG'.
[2025-09-29T01:28:10.107082] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-09-29T01:28:10.135216] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:10.136420] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-09-29T01:28:10.136504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:10.136578] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:10.136671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:10.136779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:10.156370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:10.157408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:10.157550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:10.157634] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:10.194411] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:10.194588] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:10.194635] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:10.194725] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:10.198296] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-09-29T01:28:10.198607] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-09-29T01:28:10.198801] [INFO ] [sig       ] DG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:10.348283] [INFO ] [LOCAL     ] Saved forecast: DG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DG.txt
[2025-09-29T01:28:10.348607] [INFO ] [sig       ] [576/2211] Completed DG in 0.3s | 3.71 sym/s | Total: 2.6m | ETA: 7.3m
[2025-09-29T01:28:10.348711] [INFO ] [sig       ] [577/2211] Forecasting DGX...
[2025-09-29T01:28:10.348790] [INFO ] [sig       ] Generating forecast for: DGX
[2025-09-29T01:28:10.348866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-09-29T01:28:10.359342] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DGX'.
[2025-09-29T01:28:10.359782] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-09-29T01:28:10.386394] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:10.387229] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-09-29T01:28:10.387310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:10.387384] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:10.387453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:10.387556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:10.407565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:10.408341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:10.408458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:10.408530] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:10.447403] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:10.447574] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:10.447625] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:10.447700] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:10.451428] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: UP (p=63.28%)
[2025-09-29T01:28:10.451884] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-09-29T01:28:10.452064] [INFO ] [sig       ] DGX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:10.599731] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DGX.txt
[2025-09-29T01:28:10.599984] [INFO ] [sig       ] [577/2211] Completed DGX in 0.3s | 3.71 sym/s | Total: 2.6m | ETA: 7.3m
[2025-09-29T01:28:10.600066] [INFO ] [sig       ] [578/2211] Forecasting DHF...
[2025-09-29T01:28:10.600136] [INFO ] [sig       ] Generating forecast for: DHF
[2025-09-29T01:28:10.600208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-09-29T01:28:10.610854] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DHF'.
[2025-09-29T01:28:10.611306] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-09-29T01:28:10.640522] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:10.641433] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-09-29T01:28:10.641543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:10.641664] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:10.641752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:10.641858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:10.663055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:10.663878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:10.664005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:10.664079] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:10.698369] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:10.698536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:10.698584] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:10.698620] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:10.702882] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: DOWN (p=21.90%)
[2025-09-29T01:28:10.703212] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-09-29T01:28:10.703413] [INFO ] [sig       ] DHF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:10.889380] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DHF.txt
[2025-09-29T01:28:10.889724] [INFO ] [sig       ] [578/2211] Completed DHF in 0.3s | 3.71 sym/s | Total: 2.6m | ETA: 7.3m
[2025-09-29T01:28:10.889807] [INFO ] [sig       ] [579/2211] Forecasting DHI...
[2025-09-29T01:28:10.889879] [INFO ] [sig       ] Generating forecast for: DHI
[2025-09-29T01:28:10.889953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-09-29T01:28:10.901045] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DHI'.
[2025-09-29T01:28:10.901489] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-09-29T01:28:10.929107] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:10.930043] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-09-29T01:28:10.930124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:10.930207] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:10.930289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:10.930416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:10.948226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:10.948885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:10.949010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:10.949085] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:10.986357] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:10.986468] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:10.986511] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:10.986545] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:10.989901] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=10.50%)
[2025-09-29T01:28:10.990194] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-09-29T01:28:10.990338] [INFO ] [sig       ] DHI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:11.142297] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DHI.txt
[2025-09-29T01:28:11.142561] [INFO ] [sig       ] [579/2211] Completed DHI in 0.3s | 3.71 sym/s | Total: 2.6m | ETA: 7.3m
[2025-09-29T01:28:11.142661] [INFO ] [sig       ] [580/2211] Forecasting DHR...
[2025-09-29T01:28:11.142737] [INFO ] [sig       ] Generating forecast for: DHR
[2025-09-29T01:28:11.142816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHR' from 'https://tdm.silogroup.org/data/derivative_storage/DHR.csv'.
[2025-09-29T01:28:11.154149] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DHR'.
[2025-09-29T01:28:11.154630] [INFO ] [FORECASTER] Starting predict_future for DHR
[2025-09-29T01:28:11.182733] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:11.183693] [DEBUG] [LOCAL     ] No optimal features file found for DHR: ./output/feature-sets/DHR.txt
[2025-09-29T01:28:11.183780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:11.183855] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:11.183928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:11.184036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:11.202602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:11.203293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:11.203414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:11.203486] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:11.240708] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:11.240938] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:11.240994] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:11.241035] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:11.245476] [DEBUG] [FORECASTER] DHR: Forecast T+1@11:T+2@11: UP (p=69.91%)
[2025-09-29T01:28:11.245864] [INFO ] [FORECASTER] Completed predict_future for DHR
[2025-09-29T01:28:11.246106] [INFO ] [sig       ] DHR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:11.396485] [INFO ] [LOCAL     ] Saved forecast: DHR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DHR.txt
[2025-09-29T01:28:11.396813] [INFO ] [sig       ] [580/2211] Completed DHR in 0.3s | 3.71 sym/s | Total: 2.6m | ETA: 7.3m
[2025-09-29T01:28:11.396942] [INFO ] [sig       ] [581/2211] Forecasting DHT...
[2025-09-29T01:28:11.397015] [INFO ] [sig       ] Generating forecast for: DHT
[2025-09-29T01:28:11.397088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHT' from 'https://tdm.silogroup.org/data/derivative_storage/DHT.csv'.
[2025-09-29T01:28:11.407124] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DHT'.
[2025-09-29T01:28:11.407506] [INFO ] [FORECASTER] Starting predict_future for DHT
[2025-09-29T01:28:11.434295] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:11.435285] [DEBUG] [LOCAL     ] No optimal features file found for DHT: ./output/feature-sets/DHT.txt
[2025-09-29T01:28:11.435396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:11.435499] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:11.435596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:11.435768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:11.454940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:11.455779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:11.455907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:11.456010] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:11.494016] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:11.494177] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:11.494227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:11.494266] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:11.498198] [DEBUG] [FORECASTER] DHT: Forecast T+1@11:T+2@11: DOWN (p=21.68%)
[2025-09-29T01:28:11.498506] [INFO ] [FORECASTER] Completed predict_future for DHT
[2025-09-29T01:28:11.498681] [INFO ] [sig       ] DHT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:11.646303] [INFO ] [LOCAL     ] Saved forecast: DHT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DHT.txt
[2025-09-29T01:28:11.646589] [INFO ] [sig       ] [581/2211] Completed DHT in 0.2s | 3.71 sym/s | Total: 2.6m | ETA: 7.3m
[2025-09-29T01:28:11.646704] [INFO ] [sig       ] [582/2211] Forecasting DHX...
[2025-09-29T01:28:11.646778] [INFO ] [sig       ] Generating forecast for: DHX
[2025-09-29T01:28:11.646884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-09-29T01:28:11.656564] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DHX'.
[2025-09-29T01:28:11.657064] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-09-29T01:28:11.687158] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:11.688415] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-09-29T01:28:11.688530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:11.688638] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:11.688765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:11.688926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:11.713625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:11.714435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:11.714552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:11.714636] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:11.745517] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:11.745702] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:11.745770] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:11.745808] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:11.749406] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=85.97%)
[2025-09-29T01:28:11.749804] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-09-29T01:28:11.749976] [INFO ] [sig       ] DHX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:11.930364] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DHX.txt
[2025-09-29T01:28:11.930710] [INFO ] [sig       ] [582/2211] Completed DHX in 0.3s | 3.71 sym/s | Total: 2.6m | ETA: 7.3m
[2025-09-29T01:28:11.930817] [INFO ] [sig       ] [583/2211] Forecasting DIAX...
[2025-09-29T01:28:11.930910] [INFO ] [sig       ] Generating forecast for: DIAX
[2025-09-29T01:28:11.931019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIAX' from 'https://tdm.silogroup.org/data/derivative_storage/DIAX.csv'.
[2025-09-29T01:28:11.941291] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DIAX'.
[2025-09-29T01:28:11.941825] [INFO ] [FORECASTER] Starting predict_future for DIAX
[2025-09-29T01:28:11.969369] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:11.970230] [DEBUG] [LOCAL     ] No optimal features file found for DIAX: ./output/feature-sets/DIAX.txt
[2025-09-29T01:28:11.970310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:11.970384] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:11.970474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:11.970619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:11.990234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:11.991022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:11.991142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:11.991230] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:12.020573] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:12.020755] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:12.020817] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:12.020854] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:12.024515] [DEBUG] [FORECASTER] DIAX: Forecast T+1@11:T+2@11: DOWN (p=33.41%)
[2025-09-29T01:28:12.024876] [INFO ] [FORECASTER] Completed predict_future for DIAX
[2025-09-29T01:28:12.025088] [INFO ] [sig       ] DIAX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:12.174269] [INFO ] [LOCAL     ] Saved forecast: DIAX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DIAX.txt
[2025-09-29T01:28:12.174541] [INFO ] [sig       ] [583/2211] Completed DIAX in 0.2s | 3.71 sym/s | Total: 2.6m | ETA: 7.3m
[2025-09-29T01:28:12.174622] [INFO ] [sig       ] [584/2211] Forecasting DIN...
[2025-09-29T01:28:12.174719] [INFO ] [sig       ] Generating forecast for: DIN
[2025-09-29T01:28:12.174794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-09-29T01:28:12.184224] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DIN'.
[2025-09-29T01:28:12.184603] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-09-29T01:28:12.210443] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:12.211284] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-09-29T01:28:12.211365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:12.211441] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:12.211513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:12.211617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:12.229476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:12.230214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:12.230325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:12.230394] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:12.259476] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:12.259666] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:12.259740] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:12.259779] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:12.263395] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=26.77%)
[2025-09-29T01:28:12.263772] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-09-29T01:28:12.263938] [INFO ] [sig       ] DIN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:12.415126] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DIN.txt
[2025-09-29T01:28:12.415448] [INFO ] [sig       ] [584/2211] Completed DIN in 0.2s | 3.71 sym/s | Total: 2.6m | ETA: 7.3m
[2025-09-29T01:28:12.415534] [INFO ] [sig       ] [585/2211] Forecasting DINO...
[2025-09-29T01:28:12.415607] [INFO ] [sig       ] Generating forecast for: DINO
[2025-09-29T01:28:12.415705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-09-29T01:28:12.425943] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DINO'.
[2025-09-29T01:28:12.426469] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-09-29T01:28:12.454065] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:12.455088] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-09-29T01:28:12.455171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:12.455247] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:12.455331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:12.455481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:12.474523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:12.475287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:12.475406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:12.475492] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:12.512295] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:12.512474] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:12.512522] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:12.512559] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:12.516312] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: DOWN (p=23.61%)
[2025-09-29T01:28:12.516666] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-09-29T01:28:12.516876] [INFO ] [sig       ] DINO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:12.672301] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DINO.txt
[2025-09-29T01:28:12.672615] [INFO ] [sig       ] [585/2211] Completed DINO in 0.3s | 3.71 sym/s | Total: 2.6m | ETA: 7.3m
[2025-09-29T01:28:12.672809] [INFO ] [sig       ] [586/2211] Forecasting DIS...
[2025-09-29T01:28:12.672897] [INFO ] [sig       ] Generating forecast for: DIS
[2025-09-29T01:28:12.672986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-09-29T01:28:12.684019] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DIS'.
[2025-09-29T01:28:12.684484] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-09-29T01:28:12.712869] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:12.713751] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-09-29T01:28:12.713842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:12.713917] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:12.713986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:12.714090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:12.732639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:12.733535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:12.733675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:12.733766] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:12.774221] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:12.774420] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:12.774470] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:12.774505] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:12.778408] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: DOWN (p=8.79%)
[2025-09-29T01:28:12.778794] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-09-29T01:28:12.778973] [INFO ] [sig       ] DIS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:12.932538] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DIS.txt
[2025-09-29T01:28:12.932847] [INFO ] [sig       ] [586/2211] Completed DIS in 0.3s | 3.71 sym/s | Total: 2.6m | ETA: 7.3m
[2025-09-29T01:28:12.932931] [INFO ] [sig       ] [587/2211] Forecasting DK...
[2025-09-29T01:28:12.933002] [INFO ] [sig       ] Generating forecast for: DK
[2025-09-29T01:28:12.933158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-09-29T01:28:12.944569] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DK'.
[2025-09-29T01:28:12.945086] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-09-29T01:28:12.974875] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:12.976036] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-09-29T01:28:12.976123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:12.976215] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:12.976299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:12.976458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:12.996442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:12.997469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:12.997593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:12.997702] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:13.036509] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:13.036743] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:13.036813] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:13.036907] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:13.040905] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: DOWN (p=20.02%)
[2025-09-29T01:28:13.041301] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-09-29T01:28:13.041478] [INFO ] [sig       ] DK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:13.197679] [INFO ] [LOCAL     ] Saved forecast: DK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DK.txt
[2025-09-29T01:28:13.198007] [INFO ] [sig       ] [587/2211] Completed DK in 0.3s | 3.71 sym/s | Total: 2.6m | ETA: 7.3m
[2025-09-29T01:28:13.198153] [INFO ] [sig       ] [588/2211] Forecasting DKL...
[2025-09-29T01:28:13.198238] [INFO ] [sig       ] Generating forecast for: DKL
[2025-09-29T01:28:13.198309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-09-29T01:28:13.208965] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DKL'.
[2025-09-29T01:28:13.209377] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-09-29T01:28:13.237072] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:13.238040] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-09-29T01:28:13.238141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:13.238216] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:13.238287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:13.238392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:13.256911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:13.257856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:13.257980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:13.258056] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:13.296215] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:13.296379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:13.296428] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:13.296466] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:13.300136] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: DOWN (p=34.48%)
[2025-09-29T01:28:13.300448] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-09-29T01:28:13.300605] [INFO ] [sig       ] DKL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:13.448241] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DKL.txt
[2025-09-29T01:28:13.448540] [INFO ] [sig       ] [588/2211] Completed DKL in 0.3s | 3.71 sym/s | Total: 2.6m | ETA: 7.3m
[2025-09-29T01:28:13.448621] [INFO ] [sig       ] [589/2211] Forecasting DKS...
[2025-09-29T01:28:13.448718] [INFO ] [sig       ] Generating forecast for: DKS
[2025-09-29T01:28:13.448872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-09-29T01:28:13.459589] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DKS'.
[2025-09-29T01:28:13.460164] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-09-29T01:28:13.489149] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:13.490118] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-09-29T01:28:13.490200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:13.490293] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:13.490380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:13.490495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:13.511493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:13.512361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:13.512483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:13.512570] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:13.553446] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:13.553629] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:13.553720] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:13.553774] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:13.557544] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: DOWN (p=26.29%)
[2025-09-29T01:28:13.557969] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-09-29T01:28:13.558200] [INFO ] [sig       ] DKS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:13.712030] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DKS.txt
[2025-09-29T01:28:13.712398] [INFO ] [sig       ] [589/2211] Completed DKS in 0.3s | 3.71 sym/s | Total: 2.6m | ETA: 7.3m
[2025-09-29T01:28:13.712484] [INFO ] [sig       ] [590/2211] Forecasting DLB...
[2025-09-29T01:28:13.712568] [INFO ] [sig       ] Generating forecast for: DLB
[2025-09-29T01:28:13.712678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-09-29T01:28:13.723272] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DLB'.
[2025-09-29T01:28:13.723803] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-09-29T01:28:13.753184] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:13.754132] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-09-29T01:28:13.754217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:13.754292] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:13.754363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:13.754506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:13.775214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:13.776199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:13.776321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:13.776396] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:13.816480] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:13.816714] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:13.816787] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:13.816864] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:13.821180] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=93.25%)
[2025-09-29T01:28:13.821637] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-09-29T01:28:13.821845] [INFO ] [sig       ] DLB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:13.984006] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DLB.txt
[2025-09-29T01:28:13.984332] [INFO ] [sig       ] [590/2211] Completed DLB in 0.3s | 3.71 sym/s | Total: 2.6m | ETA: 7.3m
[2025-09-29T01:28:13.984416] [INFO ] [sig       ] [591/2211] Forecasting DLNG...
[2025-09-29T01:28:13.984490] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-09-29T01:28:13.984565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-09-29T01:28:13.998064] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DLNG'.
[2025-09-29T01:28:13.998710] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-09-29T01:28:14.029532] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:14.030549] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-09-29T01:28:14.030632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:14.030738] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:14.030824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:14.030994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:14.049275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:14.049963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:14.050077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:14.050159] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:14.083575] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:14.083713] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:14.083774] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:14.083811] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:14.087223] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: DOWN (p=1.82%)
[2025-09-29T01:28:14.087513] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-09-29T01:28:14.087713] [INFO ] [sig       ] DLNG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:14.235268] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DLNG.txt
[2025-09-29T01:28:14.235552] [INFO ] [sig       ] [591/2211] Completed DLNG in 0.3s | 3.71 sym/s | Total: 2.7m | ETA: 7.3m
[2025-09-29T01:28:14.235677] [INFO ] [sig       ] [592/2211] Forecasting DLR...
[2025-09-29T01:28:14.235768] [INFO ] [sig       ] Generating forecast for: DLR
[2025-09-29T01:28:14.235855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLR' from 'https://tdm.silogroup.org/data/derivative_storage/DLR.csv'.
[2025-09-29T01:28:14.246569] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DLR'.
[2025-09-29T01:28:14.247112] [INFO ] [FORECASTER] Starting predict_future for DLR
[2025-09-29T01:28:14.278607] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:14.279898] [DEBUG] [LOCAL     ] No optimal features file found for DLR: ./output/feature-sets/DLR.txt
[2025-09-29T01:28:14.279990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:14.280086] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:14.280215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:14.280328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:14.300221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:14.301247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:14.301374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:14.301464] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:14.339011] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:14.339207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:14.339257] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:14.339292] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:14.343183] [DEBUG] [FORECASTER] DLR: Forecast T+1@11:T+2@11: DOWN (p=16.61%)
[2025-09-29T01:28:14.343503] [INFO ] [FORECASTER] Completed predict_future for DLR
[2025-09-29T01:28:14.343690] [INFO ] [sig       ] DLR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:14.503060] [INFO ] [LOCAL     ] Saved forecast: DLR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DLR.txt
[2025-09-29T01:28:14.503393] [INFO ] [sig       ] [592/2211] Completed DLR in 0.3s | 3.71 sym/s | Total: 2.7m | ETA: 7.3m
[2025-09-29T01:28:14.503500] [INFO ] [sig       ] [593/2211] Forecasting DLX...
[2025-09-29T01:28:14.503587] [INFO ] [sig       ] Generating forecast for: DLX
[2025-09-29T01:28:14.503706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-09-29T01:28:14.514099] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DLX'.
[2025-09-29T01:28:14.514639] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-09-29T01:28:14.543300] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:14.544189] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-09-29T01:28:14.544272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:14.544347] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:14.544418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:14.544524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:14.563173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:14.563864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:14.563981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:14.564072] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:14.605635] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:14.605892] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:14.605948] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:14.605986] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:14.609868] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2025-09-29T01:28:14.610210] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-09-29T01:28:14.610372] [INFO ] [sig       ] DLX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:14.766050] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DLX.txt
[2025-09-29T01:28:14.766366] [INFO ] [sig       ] [593/2211] Completed DLX in 0.3s | 3.71 sym/s | Total: 2.7m | ETA: 7.3m
[2025-09-29T01:28:14.766451] [INFO ] [sig       ] [594/2211] Forecasting DLY...
[2025-09-29T01:28:14.766524] [INFO ] [sig       ] Generating forecast for: DLY
[2025-09-29T01:28:14.766599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-09-29T01:28:14.776375] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DLY'.
[2025-09-29T01:28:14.776759] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-09-29T01:28:14.804080] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:14.804955] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-09-29T01:28:14.805038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:14.805112] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:14.805196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:14.805341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:14.823556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:14.824220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:14.824330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:14.824413] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:14.858711] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:14.858825] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:14.858870] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:14.858905] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:14.862278] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=61.63%)
[2025-09-29T01:28:14.862572] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-09-29T01:28:14.862754] [INFO ] [sig       ] DLY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:15.009690] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DLY.txt
[2025-09-29T01:28:15.009983] [INFO ] [sig       ] [594/2211] Completed DLY in 0.2s | 3.71 sym/s | Total: 2.7m | ETA: 7.3m
[2025-09-29T01:28:15.010081] [INFO ] [sig       ] [595/2211] Forecasting DMA...
[2025-09-29T01:28:15.010162] [INFO ] [sig       ] Generating forecast for: DMA
[2025-09-29T01:28:15.010248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMA' from 'https://tdm.silogroup.org/data/derivative_storage/DMA.csv'.
[2025-09-29T01:28:15.019769] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DMA'.
[2025-09-29T01:28:15.020089] [INFO ] [FORECASTER] Starting predict_future for DMA
[2025-09-29T01:28:15.048559] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:15.049403] [DEBUG] [LOCAL     ] No optimal features file found for DMA: ./output/feature-sets/DMA.txt
[2025-09-29T01:28:15.049486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:15.049593] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:15.049687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:15.049796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:15.070535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:15.071229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:15.071391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:15.071465] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:15.107038] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:15.107195] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:15.107240] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:15.107276] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:15.111038] [DEBUG] [FORECASTER] DMA: Forecast T+1@11:T+2@11: DOWN (p=13.06%)
[2025-09-29T01:28:15.111347] [INFO ] [FORECASTER] Completed predict_future for DMA
[2025-09-29T01:28:15.111520] [INFO ] [sig       ] DMA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:15.269334] [INFO ] [LOCAL     ] Saved forecast: DMA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DMA.txt
[2025-09-29T01:28:15.269684] [INFO ] [sig       ] [595/2211] Completed DMA in 0.3s | 3.71 sym/s | Total: 2.7m | ETA: 7.3m
[2025-09-29T01:28:15.269769] [INFO ] [sig       ] [596/2211] Forecasting DMB...
[2025-09-29T01:28:15.269840] [INFO ] [sig       ] Generating forecast for: DMB
[2025-09-29T01:28:15.269913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-09-29T01:28:15.279547] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DMB'.
[2025-09-29T01:28:15.279950] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-09-29T01:28:15.306564] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:15.307486] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-09-29T01:28:15.307569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:15.307663] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:15.307736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:15.307887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:15.326380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:15.327240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:15.327355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:15.327438] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:15.364586] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:15.364726] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:15.364787] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:15.364824] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:15.368288] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: UP (p=74.80%)
[2025-09-29T01:28:15.368581] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-09-29T01:28:15.368904] [INFO ] [sig       ] DMB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:15.518807] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DMB.txt
[2025-09-29T01:28:15.519116] [INFO ] [sig       ] [596/2211] Completed DMB in 0.2s | 3.71 sym/s | Total: 2.7m | ETA: 7.2m
[2025-09-29T01:28:15.519214] [INFO ] [sig       ] [597/2211] Forecasting DMO...
[2025-09-29T01:28:15.519296] [INFO ] [sig       ] Generating forecast for: DMO
[2025-09-29T01:28:15.519390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-09-29T01:28:15.529588] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DMO'.
[2025-09-29T01:28:15.529963] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-09-29T01:28:15.557227] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:15.558318] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-09-29T01:28:15.558403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:15.558479] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:15.558549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:15.558680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:15.577674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:15.578301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:15.578429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:15.578514] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:15.613597] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:15.613739] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:15.613801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:15.613891] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:15.617352] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=93.02%)
[2025-09-29T01:28:15.617673] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-09-29T01:28:15.617841] [INFO ] [sig       ] DMO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:15.769326] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DMO.txt
[2025-09-29T01:28:15.769611] [INFO ] [sig       ] [597/2211] Completed DMO in 0.3s | 3.71 sym/s | Total: 2.7m | ETA: 7.2m
[2025-09-29T01:28:15.769720] [INFO ] [sig       ] [598/2211] Forecasting DNA...
[2025-09-29T01:28:15.769798] [INFO ] [sig       ] Generating forecast for: DNA
[2025-09-29T01:28:15.769877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-09-29T01:28:15.779782] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DNA'.
[2025-09-29T01:28:15.780142] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-09-29T01:28:15.808206] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:15.809151] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-09-29T01:28:15.809234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:15.809322] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:15.809403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:15.809508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:15.827862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:15.828506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:15.828620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:15.828728] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:15.864803] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:15.864912] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:15.864955] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:15.864990] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:15.868548] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-09-29T01:28:15.868873] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-09-29T01:28:15.869036] [INFO ] [sig       ] DNA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:16.015183] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DNA.txt
[2025-09-29T01:28:16.015489] [INFO ] [sig       ] [598/2211] Completed DNA in 0.2s | 3.71 sym/s | Total: 2.7m | ETA: 7.2m
[2025-09-29T01:28:16.015573] [INFO ] [sig       ] [599/2211] Forecasting DNOW...
[2025-09-29T01:28:16.015679] [INFO ] [sig       ] Generating forecast for: DNOW
[2025-09-29T01:28:16.015766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNOW' from 'https://tdm.silogroup.org/data/derivative_storage/DNOW.csv'.
[2025-09-29T01:28:16.028185] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DNOW'.
[2025-09-29T01:28:16.028767] [INFO ] [FORECASTER] Starting predict_future for DNOW
[2025-09-29T01:28:16.057490] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:16.058393] [DEBUG] [LOCAL     ] No optimal features file found for DNOW: ./output/feature-sets/DNOW.txt
[2025-09-29T01:28:16.058476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:16.058551] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:16.058629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:16.058757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:16.077856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:16.078478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:16.078591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:16.078688] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:16.113833] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:16.113953] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:16.113997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:16.114032] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:16.117578] [DEBUG] [FORECASTER] DNOW: Forecast T+1@11:T+2@11: DOWN (p=28.21%)
[2025-09-29T01:28:16.117898] [INFO ] [FORECASTER] Completed predict_future for DNOW
[2025-09-29T01:28:16.118055] [INFO ] [sig       ] DNOW: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:16.275424] [INFO ] [LOCAL     ] Saved forecast: DNOW	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DNOW.txt
[2025-09-29T01:28:16.275783] [INFO ] [sig       ] [599/2211] Completed DNOW in 0.3s | 3.71 sym/s | Total: 2.7m | ETA: 7.2m
[2025-09-29T01:28:16.275886] [INFO ] [sig       ] [600/2211] Forecasting DNP...
[2025-09-29T01:28:16.275960] [INFO ] [sig       ] Generating forecast for: DNP
[2025-09-29T01:28:16.276035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-09-29T01:28:16.286076] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DNP'.
[2025-09-29T01:28:16.286456] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-09-29T01:28:16.313063] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:16.313920] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-09-29T01:28:16.314002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:16.314075] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:16.314144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:16.314247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:16.331582] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:16.332238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:16.332350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:16.332420] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:16.369267] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:16.369383] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:16.369427] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:16.369462] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:16.372759] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=78.47%)
[2025-09-29T01:28:16.373049] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-09-29T01:28:16.373192] [INFO ] [sig       ] DNP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:16.519100] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DNP.txt
[2025-09-29T01:28:16.519379] [INFO ] [sig       ] [600/2211] Completed DNP in 0.2s | 3.72 sym/s | Total: 2.7m | ETA: 7.2m
[2025-09-29T01:28:16.519479] [INFO ] [sig       ] [601/2211] Forecasting DOC...
[2025-09-29T01:28:16.519560] [INFO ] [sig       ] Generating forecast for: DOC
[2025-09-29T01:28:16.519667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOC' from 'https://tdm.silogroup.org/data/derivative_storage/DOC.csv'.
[2025-09-29T01:28:16.530714] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DOC'.
[2025-09-29T01:28:16.531167] [INFO ] [FORECASTER] Starting predict_future for DOC
[2025-09-29T01:28:16.559526] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:16.560439] [DEBUG] [LOCAL     ] No optimal features file found for DOC: ./output/feature-sets/DOC.txt
[2025-09-29T01:28:16.560525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:16.560602] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:16.560710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:16.560873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:16.580568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:16.581288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:16.581406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:16.581496] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:16.618342] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:16.618484] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:16.618533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:16.618572] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:16.622308] [DEBUG] [FORECASTER] DOC: Forecast T+1@11:T+2@11: UP (p=60.57%)
[2025-09-29T01:28:16.622636] [INFO ] [FORECASTER] Completed predict_future for DOC
[2025-09-29T01:28:16.622836] [INFO ] [sig       ] DOC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:16.777532] [INFO ] [LOCAL     ] Saved forecast: DOC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DOC.txt
[2025-09-29T01:28:16.777847] [INFO ] [sig       ] [601/2211] Completed DOC in 0.3s | 3.72 sym/s | Total: 2.7m | ETA: 7.2m
[2025-09-29T01:28:16.777953] [INFO ] [sig       ] [602/2211] Forecasting DOCN...
[2025-09-29T01:28:16.778033] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-09-29T01:28:16.778125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-09-29T01:28:16.788954] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DOCN'.
[2025-09-29T01:28:16.789395] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-09-29T01:28:16.816292] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:16.817285] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-09-29T01:28:16.817369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:16.817458] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:16.817536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:16.817671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:16.836750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:16.837506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:16.837623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:16.837739] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:16.875424] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:16.875625] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:16.875715] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:16.875768] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:16.879520] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=29.85%)
[2025-09-29T01:28:16.879876] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-09-29T01:28:16.880052] [INFO ] [sig       ] DOCN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:17.040153] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DOCN.txt
[2025-09-29T01:28:17.040456] [INFO ] [sig       ] [602/2211] Completed DOCN in 0.3s | 3.72 sym/s | Total: 2.7m | ETA: 7.2m
[2025-09-29T01:28:17.040536] [INFO ] [sig       ] [603/2211] Forecasting DOCS...
[2025-09-29T01:28:17.040607] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-09-29T01:28:17.040704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-09-29T01:28:17.051085] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DOCS'.
[2025-09-29T01:28:17.051515] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-09-29T01:28:17.080021] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:17.080929] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-09-29T01:28:17.081013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:17.081086] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:17.081154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:17.081255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:17.100721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:17.101453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:17.101574] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:17.101670] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:17.136980] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:17.137136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:17.137184] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:17.137220] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:17.141058] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: UP (p=98.64%)
[2025-09-29T01:28:17.141418] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-09-29T01:28:17.141594] [INFO ] [sig       ] DOCS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:17.311111] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DOCS.txt
[2025-09-29T01:28:17.311506] [INFO ] [sig       ] [603/2211] Completed DOCS in 0.3s | 3.72 sym/s | Total: 2.7m | ETA: 7.2m
[2025-09-29T01:28:17.311599] [INFO ] [sig       ] [604/2211] Forecasting DOLE...
[2025-09-29T01:28:17.311708] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-09-29T01:28:17.311784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-09-29T01:28:17.322777] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DOLE'.
[2025-09-29T01:28:17.323306] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-09-29T01:28:17.351197] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:17.352150] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-09-29T01:28:17.352235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:17.352311] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:17.352422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:17.352528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:17.371144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:17.371869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:17.371997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:17.372072] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:17.411541] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:17.411775] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:17.411845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:17.411885] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:17.416028] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=17.59%)
[2025-09-29T01:28:17.416376] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-09-29T01:28:17.416546] [INFO ] [sig       ] DOLE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:17.585869] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DOLE.txt
[2025-09-29T01:28:17.586197] [INFO ] [sig       ] [604/2211] Completed DOLE in 0.3s | 3.72 sym/s | Total: 2.7m | ETA: 7.2m
[2025-09-29T01:28:17.586281] [INFO ] [sig       ] [605/2211] Forecasting DOUG...
[2025-09-29T01:28:17.586356] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-09-29T01:28:17.586432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-09-29T01:28:17.597926] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DOUG'.
[2025-09-29T01:28:17.598445] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-09-29T01:28:17.633703] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:17.634685] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-09-29T01:28:17.634773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:17.634854] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:17.634938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:17.635066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:17.658022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:17.658878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:17.659001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:17.659076] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:17.701727] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:17.701943] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:17.701996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:17.702036] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:17.706292] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: DOWN (p=6.99%)
[2025-09-29T01:28:17.706736] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-09-29T01:28:17.706954] [INFO ] [sig       ] DOUG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:17.868402] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DOUG.txt
[2025-09-29T01:28:17.868744] [INFO ] [sig       ] [605/2211] Completed DOUG in 0.3s | 3.71 sym/s | Total: 2.7m | ETA: 7.2m
[2025-09-29T01:28:17.868835] [INFO ] [sig       ] [606/2211] Forecasting DOV...
[2025-09-29T01:28:17.868910] [INFO ] [sig       ] Generating forecast for: DOV
[2025-09-29T01:28:17.868985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOV' from 'https://tdm.silogroup.org/data/derivative_storage/DOV.csv'.
[2025-09-29T01:28:17.880057] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DOV'.
[2025-09-29T01:28:17.880510] [INFO ] [FORECASTER] Starting predict_future for DOV
[2025-09-29T01:28:17.909234] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:17.910184] [DEBUG] [LOCAL     ] No optimal features file found for DOV: ./output/feature-sets/DOV.txt
[2025-09-29T01:28:17.910268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:17.910357] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:17.910440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:17.910568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:17.930359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:17.931283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:17.931410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:17.931499] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:17.972516] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:17.972748] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:17.972816] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:17.972854] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:17.977867] [DEBUG] [FORECASTER] DOV: Forecast T+1@11:T+2@11: DOWN (p=1.32%)
[2025-09-29T01:28:17.978347] [INFO ] [FORECASTER] Completed predict_future for DOV
[2025-09-29T01:28:17.978596] [INFO ] [sig       ] DOV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:18.135226] [INFO ] [LOCAL     ] Saved forecast: DOV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DOV.txt
[2025-09-29T01:28:18.135545] [INFO ] [sig       ] [606/2211] Completed DOV in 0.3s | 3.71 sym/s | Total: 2.7m | ETA: 7.2m
[2025-09-29T01:28:18.135631] [INFO ] [sig       ] [607/2211] Forecasting DOW...
[2025-09-29T01:28:18.135726] [INFO ] [sig       ] Generating forecast for: DOW
[2025-09-29T01:28:18.135812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOW' from 'https://tdm.silogroup.org/data/derivative_storage/DOW.csv'.
[2025-09-29T01:28:18.146254] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DOW'.
[2025-09-29T01:28:18.146685] [INFO ] [FORECASTER] Starting predict_future for DOW
[2025-09-29T01:28:18.174236] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:18.175199] [DEBUG] [LOCAL     ] No optimal features file found for DOW: ./output/feature-sets/DOW.txt
[2025-09-29T01:28:18.175282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:18.175356] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:18.175447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:18.175622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:18.194425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:18.195247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:18.195369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:18.195459] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:18.232905] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:18.233082] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:18.233135] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:18.233172] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:18.237143] [DEBUG] [FORECASTER] DOW: Forecast T+1@11:T+2@11: UP (p=88.42%)
[2025-09-29T01:28:18.237471] [INFO ] [FORECASTER] Completed predict_future for DOW
[2025-09-29T01:28:18.237624] [INFO ] [sig       ] DOW: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:18.391168] [INFO ] [LOCAL     ] Saved forecast: DOW	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DOW.txt
[2025-09-29T01:28:18.391499] [INFO ] [sig       ] [607/2211] Completed DOW in 0.3s | 3.72 sym/s | Total: 2.7m | ETA: 7.2m
[2025-09-29T01:28:18.391586] [INFO ] [sig       ] [608/2211] Forecasting DPG...
[2025-09-29T01:28:18.391695] [INFO ] [sig       ] Generating forecast for: DPG
[2025-09-29T01:28:18.391792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-09-29T01:28:18.402370] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DPG'.
[2025-09-29T01:28:18.402810] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-09-29T01:28:18.431049] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:18.432159] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-09-29T01:28:18.432245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:18.432347] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:18.432435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:18.432577] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:18.452332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:18.453231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:18.453350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:18.453439] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:18.491065] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:18.491252] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:18.491301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:18.491337] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:18.495129] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: DOWN (p=4.77%)
[2025-09-29T01:28:18.495437] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-09-29T01:28:18.495593] [INFO ] [sig       ] DPG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:18.644679] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DPG.txt
[2025-09-29T01:28:18.644964] [INFO ] [sig       ] [608/2211] Completed DPG in 0.3s | 3.72 sym/s | Total: 2.7m | ETA: 7.2m
[2025-09-29T01:28:18.645052] [INFO ] [sig       ] [609/2211] Forecasting DQ...
[2025-09-29T01:28:18.645130] [INFO ] [sig       ] Generating forecast for: DQ
[2025-09-29T01:28:18.645209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-09-29T01:28:18.656148] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DQ'.
[2025-09-29T01:28:18.656537] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-09-29T01:28:18.683484] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:18.684438] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-09-29T01:28:18.684522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:18.684679] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:18.684756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:18.684898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:18.703460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:18.704165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:18.704326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:18.704404] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:18.743452] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:18.743622] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:18.743705] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:18.743759] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:18.747334] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=68.76%)
[2025-09-29T01:28:18.747685] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-09-29T01:28:18.747871] [INFO ] [sig       ] DQ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:18.897815] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DQ.txt
[2025-09-29T01:28:18.898141] [INFO ] [sig       ] [609/2211] Completed DQ in 0.3s | 3.72 sym/s | Total: 2.7m | ETA: 7.2m
[2025-09-29T01:28:18.898224] [INFO ] [sig       ] [610/2211] Forecasting DRD...
[2025-09-29T01:28:18.898301] [INFO ] [sig       ] Generating forecast for: DRD
[2025-09-29T01:28:18.898381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-09-29T01:28:18.909503] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DRD'.
[2025-09-29T01:28:18.909978] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-09-29T01:28:18.938288] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:18.939296] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-09-29T01:28:18.939381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:18.939457] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:18.939542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:18.939747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:18.961025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:18.961800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:18.961918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:18.962011] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:19.003476] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:19.003699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:19.003771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:19.003810] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:19.007534] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=97.15%)
[2025-09-29T01:28:19.007878] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-09-29T01:28:19.008054] [INFO ] [sig       ] DRD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:19.161937] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DRD.txt
[2025-09-29T01:28:19.162245] [INFO ] [sig       ] [610/2211] Completed DRD in 0.3s | 3.72 sym/s | Total: 2.7m | ETA: 7.2m
[2025-09-29T01:28:19.162331] [INFO ] [sig       ] [611/2211] Forecasting DRH...
[2025-09-29T01:28:19.162421] [INFO ] [sig       ] Generating forecast for: DRH
[2025-09-29T01:28:19.162516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-09-29T01:28:19.173596] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DRH'.
[2025-09-29T01:28:19.174123] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-09-29T01:28:19.201703] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:19.202608] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-09-29T01:28:19.202711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:19.202792] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:19.202867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:19.202985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:19.222294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:19.223225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:19.223356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:19.223447] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:19.257617] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:19.257830] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:19.257883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:19.257918] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:19.261626] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: DOWN (p=6.94%)
[2025-09-29T01:28:19.261963] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-09-29T01:28:19.262119] [INFO ] [sig       ] DRH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:19.414536] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DRH.txt
[2025-09-29T01:28:19.414906] [INFO ] [sig       ] [611/2211] Completed DRH in 0.3s | 3.72 sym/s | Total: 2.7m | ETA: 7.2m
[2025-09-29T01:28:19.414994] [INFO ] [sig       ] [612/2211] Forecasting DRI...
[2025-09-29T01:28:19.415071] [INFO ] [sig       ] Generating forecast for: DRI
[2025-09-29T01:28:19.415151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-09-29T01:28:19.425794] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DRI'.
[2025-09-29T01:28:19.426164] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-09-29T01:28:19.453060] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:19.453927] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-09-29T01:28:19.454009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:19.454101] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:19.454187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:19.454325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:19.473897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:19.474686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:19.474807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:19.474895] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:19.512244] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:19.512421] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:19.512471] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:19.512508] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:19.516243] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=32.21%)
[2025-09-29T01:28:19.516692] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-09-29T01:28:19.517023] [INFO ] [sig       ] DRI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:19.671374] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DRI.txt
[2025-09-29T01:28:19.671712] [INFO ] [sig       ] [612/2211] Completed DRI in 0.3s | 3.72 sym/s | Total: 2.7m | ETA: 7.2m
[2025-09-29T01:28:19.671795] [INFO ] [sig       ] [613/2211] Forecasting DRLL...
[2025-09-29T01:28:19.671883] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-09-29T01:28:19.671974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-09-29T01:28:19.682637] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DRLL'.
[2025-09-29T01:28:19.683088] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-09-29T01:28:19.711195] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:19.712030] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-09-29T01:28:19.712116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:19.712192] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:19.712261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:19.712368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:19.730592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:19.731292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:19.731412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:19.731484] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:19.770860] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:19.770968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:19.771011] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:19.771046] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:19.774308] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: DOWN (p=10.72%)
[2025-09-29T01:28:19.774591] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-09-29T01:28:19.774816] [INFO ] [sig       ] DRLL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:19.923406] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DRLL.txt
[2025-09-29T01:28:19.923751] [INFO ] [sig       ] [613/2211] Completed DRLL in 0.3s | 3.72 sym/s | Total: 2.7m | ETA: 7.2m
[2025-09-29T01:28:19.923855] [INFO ] [sig       ] [614/2211] Forecasting DSL...
[2025-09-29T01:28:19.923939] [INFO ] [sig       ] Generating forecast for: DSL
[2025-09-29T01:28:19.924016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-09-29T01:28:19.935149] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DSL'.
[2025-09-29T01:28:19.935556] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-09-29T01:28:19.964473] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:19.965499] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-09-29T01:28:19.965582] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:19.965689] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:19.965762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:19.965873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:19.986270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:19.986998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:19.987119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:19.987192] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:20.019836] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:20.020050] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:20.020125] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:20.020166] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:20.024088] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: UP (p=92.86%)
[2025-09-29T01:28:20.024426] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-09-29T01:28:20.024585] [INFO ] [sig       ] DSL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:20.178496] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DSL.txt
[2025-09-29T01:28:20.178846] [INFO ] [sig       ] [614/2211] Completed DSL in 0.3s | 3.72 sym/s | Total: 2.8m | ETA: 7.2m
[2025-09-29T01:28:20.178930] [INFO ] [sig       ] [615/2211] Forecasting DSM...
[2025-09-29T01:28:20.179052] [INFO ] [sig       ] Generating forecast for: DSM
[2025-09-29T01:28:20.179126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-09-29T01:28:20.189570] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DSM'.
[2025-09-29T01:28:20.189981] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-09-29T01:28:20.217678] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:20.218476] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-09-29T01:28:20.218569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:20.218694] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:20.218783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:20.218904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:20.239211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:20.239903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:20.240026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:20.240099] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:20.279731] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:20.279849] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:20.279892] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:20.279927] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:20.283417] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: UP (p=65.47%)
[2025-09-29T01:28:20.283761] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-09-29T01:28:20.283928] [INFO ] [sig       ] DSM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:20.436916] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DSM.txt
[2025-09-29T01:28:20.437224] [INFO ] [sig       ] [615/2211] Completed DSM in 0.3s | 3.72 sym/s | Total: 2.8m | ETA: 7.2m
[2025-09-29T01:28:20.437310] [INFO ] [sig       ] [616/2211] Forecasting DSMC...
[2025-09-29T01:28:20.437398] [INFO ] [sig       ] Generating forecast for: DSMC
[2025-09-29T01:28:20.437485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSMC' from 'https://tdm.silogroup.org/data/derivative_storage/DSMC.csv'.
[2025-09-29T01:28:20.447335] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DSMC'.
[2025-09-29T01:28:20.447701] [INFO ] [FORECASTER] Starting predict_future for DSMC
[2025-09-29T01:28:20.474760] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:20.475533] [DEBUG] [LOCAL     ] No optimal features file found for DSMC: ./output/feature-sets/DSMC.txt
[2025-09-29T01:28:20.475616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:20.475724] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:20.475809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:20.475914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:20.494012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:20.494684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:20.494830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:20.494920] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:20.531435] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:20.531540] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:20.531581] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:20.531616] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:20.534946] [DEBUG] [FORECASTER] DSMC: Forecast T+1@11:T+2@11: DOWN (p=10.65%)
[2025-09-29T01:28:20.535247] [INFO ] [FORECASTER] Completed predict_future for DSMC
[2025-09-29T01:28:20.535404] [INFO ] [sig       ] DSMC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:20.689859] [INFO ] [LOCAL     ] Saved forecast: DSMC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DSMC.txt
[2025-09-29T01:28:20.690144] [INFO ] [sig       ] [616/2211] Completed DSMC in 0.3s | 3.72 sym/s | Total: 2.8m | ETA: 7.1m
[2025-09-29T01:28:20.690225] [INFO ] [sig       ] [617/2211] Forecasting DSU...
[2025-09-29T01:28:20.690296] [INFO ] [sig       ] Generating forecast for: DSU
[2025-09-29T01:28:20.690370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSU' from 'https://tdm.silogroup.org/data/derivative_storage/DSU.csv'.
[2025-09-29T01:28:20.700792] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DSU'.
[2025-09-29T01:28:20.701225] [INFO ] [FORECASTER] Starting predict_future for DSU
[2025-09-29T01:28:20.727736] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:20.728494] [DEBUG] [LOCAL     ] No optimal features file found for DSU: ./output/feature-sets/DSU.txt
[2025-09-29T01:28:20.728575] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:20.728670] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:20.728742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:20.728845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:20.746613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:20.747533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:20.747864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:20.747938] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:20.788053] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:20.788193] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:20.788238] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:20.788273] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:20.791701] [DEBUG] [FORECASTER] DSU: Forecast T+1@11:T+2@11: UP (p=67.98%)
[2025-09-29T01:28:20.791999] [INFO ] [FORECASTER] Completed predict_future for DSU
[2025-09-29T01:28:20.792152] [INFO ] [sig       ] DSU: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:20.940031] [INFO ] [LOCAL     ] Saved forecast: DSU	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DSU.txt
[2025-09-29T01:28:20.940300] [INFO ] [sig       ] [617/2211] Completed DSU in 0.2s | 3.72 sym/s | Total: 2.8m | ETA: 7.1m
[2025-09-29T01:28:20.940381] [INFO ] [sig       ] [618/2211] Forecasting DSX...
[2025-09-29T01:28:20.940451] [INFO ] [sig       ] Generating forecast for: DSX
[2025-09-29T01:28:20.940500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-09-29T01:28:20.950786] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DSX'.
[2025-09-29T01:28:20.951135] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-09-29T01:28:20.978542] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:20.979362] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-09-29T01:28:20.979444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:20.979517] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:20.979586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:20.979714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:20.998589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:20.999312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:20.999437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:20.999520] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:21.039974] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:21.040095] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:21.040139] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:21.040174] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:21.043687] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: UP (p=93.62%)
[2025-09-29T01:28:21.043990] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-09-29T01:28:21.044142] [INFO ] [sig       ] DSX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:21.190990] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DSX.txt
[2025-09-29T01:28:21.191270] [INFO ] [sig       ] [618/2211] Completed DSX in 0.3s | 3.72 sym/s | Total: 2.8m | ETA: 7.1m
[2025-09-29T01:28:21.191357] [INFO ] [sig       ] [619/2211] Forecasting DT...
[2025-09-29T01:28:21.191437] [INFO ] [sig       ] Generating forecast for: DT
[2025-09-29T01:28:21.191496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DT' from 'https://tdm.silogroup.org/data/derivative_storage/DT.csv'.
[2025-09-29T01:28:21.201513] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DT'.
[2025-09-29T01:28:21.201904] [INFO ] [FORECASTER] Starting predict_future for DT
[2025-09-29T01:28:21.229301] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:21.230130] [DEBUG] [LOCAL     ] No optimal features file found for DT: ./output/feature-sets/DT.txt
[2025-09-29T01:28:21.230212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:21.230301] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:21.230384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:21.230500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:21.249501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:21.250172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:21.250286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:21.250367] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:21.287195] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:21.287359] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:21.287409] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:21.287446] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:21.291490] [DEBUG] [FORECASTER] DT: Forecast T+1@11:T+2@11: UP (p=88.00%)
[2025-09-29T01:28:21.291869] [INFO ] [FORECASTER] Completed predict_future for DT
[2025-09-29T01:28:21.292045] [INFO ] [sig       ] DT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:21.450796] [INFO ] [LOCAL     ] Saved forecast: DT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DT.txt
[2025-09-29T01:28:21.451138] [INFO ] [sig       ] [619/2211] Completed DT in 0.3s | 3.72 sym/s | Total: 2.8m | ETA: 7.1m
[2025-09-29T01:28:21.451225] [INFO ] [sig       ] [620/2211] Forecasting DTB...
[2025-09-29T01:28:21.451299] [INFO ] [sig       ] Generating forecast for: DTB
[2025-09-29T01:28:21.451384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-09-29T01:28:21.461366] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DTB'.
[2025-09-29T01:28:21.461796] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-09-29T01:28:21.489926] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:21.490943] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-09-29T01:28:21.491043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:21.491133] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:21.491204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:21.491310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:21.509789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:21.510464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:21.510579] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:21.510674] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:21.548798] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:21.548967] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:21.549015] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:21.549052] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:21.552546] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: UP (p=78.08%)
[2025-09-29T01:28:21.552875] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-09-29T01:28:21.553036] [INFO ] [sig       ] DTB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:21.701952] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DTB.txt
[2025-09-29T01:28:21.702237] [INFO ] [sig       ] [620/2211] Completed DTB in 0.3s | 3.72 sym/s | Total: 2.8m | ETA: 7.1m
[2025-09-29T01:28:21.702318] [INFO ] [sig       ] [621/2211] Forecasting DTE...
[2025-09-29T01:28:21.702390] [INFO ] [sig       ] Generating forecast for: DTE
[2025-09-29T01:28:21.702464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-09-29T01:28:21.713429] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DTE'.
[2025-09-29T01:28:21.713880] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-09-29T01:28:21.742417] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:21.743345] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-09-29T01:28:21.743431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:21.743519] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:21.743591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:21.743729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:21.764155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:21.764925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:21.765063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:21.765141] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:21.804231] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:21.804381] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:21.804468] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:21.804509] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:21.808781] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: DOWN (p=9.38%)
[2025-09-29T01:28:21.809113] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-09-29T01:28:21.809269] [INFO ] [sig       ] DTE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:21.970969] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DTE.txt
[2025-09-29T01:28:21.971282] [INFO ] [sig       ] [621/2211] Completed DTE in 0.3s | 3.72 sym/s | Total: 2.8m | ETA: 7.1m
[2025-09-29T01:28:21.971366] [INFO ] [sig       ] [622/2211] Forecasting DTG...
[2025-09-29T01:28:21.971440] [INFO ] [sig       ] Generating forecast for: DTG
[2025-09-29T01:28:21.971516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-09-29T01:28:21.982273] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DTG'.
[2025-09-29T01:28:21.982726] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-09-29T01:28:22.012221] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:22.013389] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-09-29T01:28:22.013472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:22.013552] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:22.013625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:22.013753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:22.034882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:22.035875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:22.036004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:22.036092] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:22.072884] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:22.073041] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:22.073087] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:22.073122] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:22.076803] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: UP (p=78.45%)
[2025-09-29T01:28:22.077144] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-09-29T01:28:22.077297] [INFO ] [sig       ] DTG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:22.241986] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DTG.txt
[2025-09-29T01:28:22.242308] [INFO ] [sig       ] [622/2211] Completed DTG in 0.3s | 3.72 sym/s | Total: 2.8m | ETA: 7.1m
[2025-09-29T01:28:22.242391] [INFO ] [sig       ] [623/2211] Forecasting DTM...
[2025-09-29T01:28:22.242462] [INFO ] [sig       ] Generating forecast for: DTM
[2025-09-29T01:28:22.242596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-09-29T01:28:22.254541] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DTM'.
[2025-09-29T01:28:22.255095] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-09-29T01:28:22.282970] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:22.283922] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-09-29T01:28:22.284009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:22.284100] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:22.284185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:22.284334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:22.303500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:22.304321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:22.304449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:22.304535] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:22.345752] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:22.345936] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:22.345986] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:22.346023] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:22.349745] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: UP (p=70.53%)
[2025-09-29T01:28:22.350078] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-09-29T01:28:22.350251] [INFO ] [sig       ] DTM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:22.505192] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DTM.txt
[2025-09-29T01:28:22.505524] [INFO ] [sig       ] [623/2211] Completed DTM in 0.3s | 3.72 sym/s | Total: 2.8m | ETA: 7.1m
[2025-09-29T01:28:22.505637] [INFO ] [sig       ] [624/2211] Forecasting DTW...
[2025-09-29T01:28:22.505762] [INFO ] [sig       ] Generating forecast for: DTW
[2025-09-29T01:28:22.505856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTW' from 'https://tdm.silogroup.org/data/derivative_storage/DTW.csv'.
[2025-09-29T01:28:22.517105] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'DTW'.
[2025-09-29T01:28:22.517566] [INFO ] [FORECASTER] Starting predict_future for DTW
[2025-09-29T01:28:22.545383] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:22.546379] [DEBUG] [LOCAL     ] No optimal features file found for DTW: ./output/feature-sets/DTW.txt
[2025-09-29T01:28:22.546470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:22.546561] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:22.546669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:22.546804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:22.566002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:22.567041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:22.567167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:22.567253] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:22.604073] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:22.604281] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:22.604334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:22.604372] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:22.608426] [DEBUG] [FORECASTER] DTW: Forecast T+1@11:T+2@11: UP (p=75.26%)
[2025-09-29T01:28:22.608843] [INFO ] [FORECASTER] Completed predict_future for DTW
[2025-09-29T01:28:22.609030] [INFO ] [sig       ] DTW: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:22.765161] [INFO ] [LOCAL     ] Saved forecast: DTW	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DTW.txt
[2025-09-29T01:28:22.765459] [INFO ] [sig       ] [624/2211] Completed DTW in 0.3s | 3.72 sym/s | Total: 2.8m | ETA: 7.1m
[2025-09-29T01:28:22.765540] [INFO ] [sig       ] [625/2211] Forecasting DUK...
[2025-09-29T01:28:22.765673] [INFO ] [sig       ] Generating forecast for: DUK
[2025-09-29T01:28:22.765760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-09-29T01:28:22.777372] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DUK'.
[2025-09-29T01:28:22.777834] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-09-29T01:28:22.807303] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:22.808356] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-09-29T01:28:22.808444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:22.808522] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:22.808595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:22.808725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:22.828988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:22.829792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:22.829910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:22.829984] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:22.868739] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:22.868972] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:22.869054] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:22.869108] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:22.873301] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: DOWN (p=2.51%)
[2025-09-29T01:28:22.873694] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-09-29T01:28:22.873929] [INFO ] [sig       ] DUK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:23.028906] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DUK.txt
[2025-09-29T01:28:23.029218] [INFO ] [sig       ] [625/2211] Completed DUK in 0.3s | 3.72 sym/s | Total: 2.8m | ETA: 7.1m
[2025-09-29T01:28:23.029302] [INFO ] [sig       ] [626/2211] Forecasting DUKB...
[2025-09-29T01:28:23.029375] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-09-29T01:28:23.029451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-09-29T01:28:23.040762] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DUKB'.
[2025-09-29T01:28:23.041293] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-09-29T01:28:23.069831] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:23.070716] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-09-29T01:28:23.070800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:23.070876] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:23.070947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:23.071049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:23.090910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:23.091694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:23.091811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:23.091884] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:23.129861] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:23.130070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:23.130122] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:23.130161] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:23.134056] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: UP (p=61.06%)
[2025-09-29T01:28:23.134369] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-09-29T01:28:23.134530] [INFO ] [sig       ] DUKB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:23.290134] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DUKB.txt
[2025-09-29T01:28:23.290444] [INFO ] [sig       ] [626/2211] Completed DUKB in 0.3s | 3.72 sym/s | Total: 2.8m | ETA: 7.1m
[2025-09-29T01:28:23.290532] [INFO ] [sig       ] [627/2211] Forecasting DV...
[2025-09-29T01:28:23.290612] [INFO ] [sig       ] Generating forecast for: DV
[2025-09-29T01:28:23.290708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DV' from 'https://tdm.silogroup.org/data/derivative_storage/DV.csv'.
[2025-09-29T01:28:23.301900] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DV'.
[2025-09-29T01:28:23.302361] [INFO ] [FORECASTER] Starting predict_future for DV
[2025-09-29T01:28:23.329243] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:23.330330] [DEBUG] [LOCAL     ] No optimal features file found for DV: ./output/feature-sets/DV.txt
[2025-09-29T01:28:23.330483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:23.330583] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:23.330692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:23.330810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:23.350038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:23.350832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:23.350953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:23.351027] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:23.388883] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:23.389061] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:23.389110] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:23.389146] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:23.392894] [DEBUG] [FORECASTER] DV: Forecast T+1@11:T+2@11: UP (p=76.64%)
[2025-09-29T01:28:23.393208] [INFO ] [FORECASTER] Completed predict_future for DV
[2025-09-29T01:28:23.393362] [INFO ] [sig       ] DV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:23.544061] [INFO ] [LOCAL     ] Saved forecast: DV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DV.txt
[2025-09-29T01:28:23.544365] [INFO ] [sig       ] [627/2211] Completed DV in 0.3s | 3.72 sym/s | Total: 2.8m | ETA: 7.1m
[2025-09-29T01:28:23.544444] [INFO ] [sig       ] [628/2211] Forecasting DVA...
[2025-09-29T01:28:23.544500] [INFO ] [sig       ] Generating forecast for: DVA
[2025-09-29T01:28:23.544566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-09-29T01:28:23.555065] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DVA'.
[2025-09-29T01:28:23.555435] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-09-29T01:28:23.583299] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:23.584254] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-09-29T01:28:23.584337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:23.584413] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:23.584485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:23.584591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:23.603989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:23.604872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:23.604993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:23.605068] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:23.644877] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:23.645085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:23.645136] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:23.645190] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:23.649990] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: DOWN (p=6.76%)
[2025-09-29T01:28:23.650432] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-09-29T01:28:23.650609] [INFO ] [sig       ] DVA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:23.813876] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DVA.txt
[2025-09-29T01:28:23.814200] [INFO ] [sig       ] [628/2211] Completed DVA in 0.3s | 3.72 sym/s | Total: 2.8m | ETA: 7.1m
[2025-09-29T01:28:23.814284] [INFO ] [sig       ] [629/2211] Forecasting DVN...
[2025-09-29T01:28:23.814356] [INFO ] [sig       ] Generating forecast for: DVN
[2025-09-29T01:28:23.814437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-09-29T01:28:23.825395] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DVN'.
[2025-09-29T01:28:23.825844] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-09-29T01:28:23.853061] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:23.853996] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-09-29T01:28:23.854078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:23.854155] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:23.854226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:23.854333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:23.873347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:23.874064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:23.874178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:23.874250] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:23.915995] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:23.916233] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:23.916293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:23.916332] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:23.920280] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: DOWN (p=40.68%)
[2025-09-29T01:28:23.920598] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-09-29T01:28:23.920806] [INFO ] [sig       ] DVN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:24.076559] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DVN.txt
[2025-09-29T01:28:24.076916] [INFO ] [sig       ] [629/2211] Completed DVN in 0.3s | 3.72 sym/s | Total: 2.8m | ETA: 7.1m
[2025-09-29T01:28:24.077001] [INFO ] [sig       ] [630/2211] Forecasting DX...
[2025-09-29T01:28:24.077072] [INFO ] [sig       ] Generating forecast for: DX
[2025-09-29T01:28:24.077145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-09-29T01:28:24.088543] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DX'.
[2025-09-29T01:28:24.089034] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-09-29T01:28:24.116578] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:24.117523] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-09-29T01:28:24.117609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:24.117713] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:24.117801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:24.117924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:24.136605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:24.137469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:24.137590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:24.137698] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:24.171707] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:24.171881] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:24.171939] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:24.171979] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:24.175612] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: UP (p=98.69%)
[2025-09-29T01:28:24.176160] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-09-29T01:28:24.176340] [INFO ] [sig       ] DX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:24.328912] [INFO ] [LOCAL     ] Saved forecast: DX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DX.txt
[2025-09-29T01:28:24.329196] [INFO ] [sig       ] [630/2211] Completed DX in 0.3s | 3.72 sym/s | Total: 2.8m | ETA: 7.1m
[2025-09-29T01:28:24.329277] [INFO ] [sig       ] [631/2211] Forecasting DXC...
[2025-09-29T01:28:24.329418] [INFO ] [sig       ] Generating forecast for: DXC
[2025-09-29T01:28:24.329492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-09-29T01:28:24.340868] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DXC'.
[2025-09-29T01:28:24.341461] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-09-29T01:28:24.370477] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:24.371475] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-09-29T01:28:24.371575] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:24.371685] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:24.371768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:24.371879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:24.391268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:24.392271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:24.392398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:24.392471] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:24.433335] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:24.433546] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:24.433599] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:24.433675] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:24.437692] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: UP (p=66.05%)
[2025-09-29T01:28:24.438079] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-09-29T01:28:24.438252] [INFO ] [sig       ] DXC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:24.592918] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DXC.txt
[2025-09-29T01:28:24.593253] [INFO ] [sig       ] [631/2211] Completed DXC in 0.3s | 3.72 sym/s | Total: 2.8m | ETA: 7.1m
[2025-09-29T01:28:24.593340] [INFO ] [sig       ] [632/2211] Forecasting DXYZ...
[2025-09-29T01:28:24.593413] [INFO ] [sig       ] Generating forecast for: DXYZ
[2025-09-29T01:28:24.593494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXYZ' from 'https://tdm.silogroup.org/data/derivative_storage/DXYZ.csv'.
[2025-09-29T01:28:24.604623] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DXYZ'.
[2025-09-29T01:28:24.605094] [INFO ] [FORECASTER] Starting predict_future for DXYZ
[2025-09-29T01:28:24.632629] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:24.633537] [DEBUG] [LOCAL     ] No optimal features file found for DXYZ: ./output/feature-sets/DXYZ.txt
[2025-09-29T01:28:24.633622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:24.633720] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:24.633792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:24.633897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:24.653245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:24.654074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:24.654203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:24.654279] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:24.690030] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:24.690229] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:24.690282] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:24.690317] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:24.693980] [DEBUG] [FORECASTER] DXYZ: Forecast T+1@11:T+2@11: UP (p=99.68%)
[2025-09-29T01:28:24.694314] [INFO ] [FORECASTER] Completed predict_future for DXYZ
[2025-09-29T01:28:24.694464] [INFO ] [sig       ] DXYZ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:24.848103] [INFO ] [LOCAL     ] Saved forecast: DXYZ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/DXYZ.txt
[2025-09-29T01:28:24.848397] [INFO ] [sig       ] [632/2211] Completed DXYZ in 0.3s | 3.72 sym/s | Total: 2.8m | ETA: 7.1m
[2025-09-29T01:28:24.848477] [INFO ] [sig       ] [633/2211] Forecasting DY...
[2025-09-29T01:28:24.848621] [INFO ] [sig       ] Generating forecast for: DY
[2025-09-29T01:28:24.848723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-09-29T01:28:24.860086] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DY'.
[2025-09-29T01:28:24.860626] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-09-29T01:28:24.889761] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:24.890774] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-09-29T01:28:24.890865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:24.891025] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:24.891097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:24.891228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:24.910915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:24.911966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:24.912088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:24.912177] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:24.953721] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:24.953922] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:24.953974] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:24.954012] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:24.958118] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: DOWN (p=37.90%)
[2025-09-29T01:28:24.958483] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-09-29T01:28:24.958715] [INFO ] [sig       ] DY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:25.119766] [INFO ] [LOCAL     ] Saved forecast: DY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/DY.txt
[2025-09-29T01:28:25.120113] [INFO ] [sig       ] [633/2211] Completed DY in 0.3s | 3.72 sym/s | Total: 2.8m | ETA: 7.1m
[2025-09-29T01:28:25.120203] [INFO ] [sig       ] [634/2211] Forecasting E...
[2025-09-29T01:28:25.120275] [INFO ] [sig       ] Generating forecast for: E
[2025-09-29T01:28:25.120347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-09-29T01:28:25.131301] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'E'.
[2025-09-29T01:28:25.131801] [INFO ] [FORECASTER] Starting predict_future for E
[2025-09-29T01:28:25.159497] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:25.160549] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-09-29T01:28:25.160636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:25.160736] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:25.160807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:25.160911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:25.179947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:25.180716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:25.180832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:25.180903] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:25.218162] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:25.218328] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:25.218378] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:25.218415] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:25.222135] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=98.00%)
[2025-09-29T01:28:25.222445] [INFO ] [FORECASTER] Completed predict_future for E
[2025-09-29T01:28:25.222597] [INFO ] [sig       ] E: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:25.383142] [INFO ] [LOCAL     ] Saved forecast: E	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/E.txt
[2025-09-29T01:28:25.383472] [INFO ] [sig       ] [634/2211] Completed E in 0.3s | 3.72 sym/s | Total: 2.8m | ETA: 7.1m
[2025-09-29T01:28:25.383556] [INFO ] [sig       ] [635/2211] Forecasting EAF...
[2025-09-29T01:28:25.383663] [INFO ] [sig       ] Generating forecast for: EAF
[2025-09-29T01:28:25.383756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-09-29T01:28:25.394520] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EAF'.
[2025-09-29T01:28:25.395024] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-09-29T01:28:25.422941] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:25.423882] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-09-29T01:28:25.423965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:25.424052] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:25.424123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:25.424248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:25.443535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:25.444300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:25.444417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:25.444508] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:25.491029] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:25.491229] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:25.491281] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:25.491318] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:25.495415] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: DOWN (p=21.22%)
[2025-09-29T01:28:25.495827] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-09-29T01:28:25.496041] [INFO ] [sig       ] EAF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:25.649209] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EAF.txt
[2025-09-29T01:28:25.649524] [INFO ] [sig       ] [635/2211] Completed EAF in 0.3s | 3.72 sym/s | Total: 2.8m | ETA: 7.1m
[2025-09-29T01:28:25.649608] [INFO ] [sig       ] [636/2211] Forecasting EAI...
[2025-09-29T01:28:25.649703] [INFO ] [sig       ] Generating forecast for: EAI
[2025-09-29T01:28:25.649781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-09-29T01:28:25.660442] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EAI'.
[2025-09-29T01:28:25.660986] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-09-29T01:28:25.690635] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:25.691683] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-09-29T01:28:25.691770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:25.691847] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:25.692004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:25.692115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:25.711830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:25.712832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:25.712953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:25.713040] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:25.752333] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:25.752538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:25.752590] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:25.752627] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:25.757029] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: DOWN (p=7.11%)
[2025-09-29T01:28:25.757383] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-09-29T01:28:25.757563] [INFO ] [sig       ] EAI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:25.914321] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EAI.txt
[2025-09-29T01:28:25.914612] [INFO ] [sig       ] [636/2211] Completed EAI in 0.3s | 3.72 sym/s | Total: 2.8m | ETA: 7.1m
[2025-09-29T01:28:25.914715] [INFO ] [sig       ] [637/2211] Forecasting EARN...
[2025-09-29T01:28:25.914788] [INFO ] [sig       ] Generating forecast for: EARN
[2025-09-29T01:28:25.914862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-09-29T01:28:25.924901] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EARN'.
[2025-09-29T01:28:25.925253] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-09-29T01:28:25.951954] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:25.952804] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-09-29T01:28:25.952886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:25.952961] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:25.953031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:25.953141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:25.972612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:25.973314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:25.973452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:25.973526] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:26.008722] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:26.008912] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:26.008973] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:26.009014] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:26.012849] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: UP (p=77.44%)
[2025-09-29T01:28:26.013180] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-09-29T01:28:26.013338] [INFO ] [sig       ] EARN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:26.165581] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EARN.txt
[2025-09-29T01:28:26.165879] [INFO ] [sig       ] [637/2211] Completed EARN in 0.3s | 3.72 sym/s | Total: 2.9m | ETA: 7.0m
[2025-09-29T01:28:26.165964] [INFO ] [sig       ] [638/2211] Forecasting EAT...
[2025-09-29T01:28:26.166037] [INFO ] [sig       ] Generating forecast for: EAT
[2025-09-29T01:28:26.166111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAT' from 'https://tdm.silogroup.org/data/derivative_storage/EAT.csv'.
[2025-09-29T01:28:26.176674] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EAT'.
[2025-09-29T01:28:26.177088] [INFO ] [FORECASTER] Starting predict_future for EAT
[2025-09-29T01:28:26.204494] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:26.205350] [DEBUG] [LOCAL     ] No optimal features file found for EAT: ./output/feature-sets/EAT.txt
[2025-09-29T01:28:26.205432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:26.205507] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:26.205577] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:26.205711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:26.223838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:26.224468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:26.224579] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:26.224673] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:26.260764] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:26.260918] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:26.260964] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:26.260999] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:26.264552] [DEBUG] [FORECASTER] EAT: Forecast T+1@11:T+2@11: UP (p=98.86%)
[2025-09-29T01:28:26.264886] [INFO ] [FORECASTER] Completed predict_future for EAT
[2025-09-29T01:28:26.265051] [INFO ] [sig       ] EAT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:26.415959] [INFO ] [LOCAL     ] Saved forecast: EAT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EAT.txt
[2025-09-29T01:28:26.416285] [INFO ] [sig       ] [638/2211] Completed EAT in 0.3s | 3.72 sym/s | Total: 2.9m | ETA: 7.0m
[2025-09-29T01:28:26.416371] [INFO ] [sig       ] [639/2211] Forecasting EB...
[2025-09-29T01:28:26.416445] [INFO ] [sig       ] Generating forecast for: EB
[2025-09-29T01:28:26.416520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-09-29T01:28:26.427173] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EB'.
[2025-09-29T01:28:26.427608] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-09-29T01:28:26.455795] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:26.456723] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-09-29T01:28:26.456839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:26.456920] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:26.456992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:26.457097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:26.477299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:26.478181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:26.478299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:26.478369] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:26.518430] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:26.518636] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:26.518736] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:26.518787] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:26.522592] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=8.08%)
[2025-09-29T01:28:26.522958] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-09-29T01:28:26.523145] [INFO ] [sig       ] EB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:26.693092] [INFO ] [LOCAL     ] Saved forecast: EB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EB.txt
[2025-09-29T01:28:26.693452] [INFO ] [sig       ] [639/2211] Completed EB in 0.3s | 3.72 sym/s | Total: 2.9m | ETA: 7.0m
[2025-09-29T01:28:26.693555] [INFO ] [sig       ] [640/2211] Forecasting EBF...
[2025-09-29T01:28:26.693673] [INFO ] [sig       ] Generating forecast for: EBF
[2025-09-29T01:28:26.693769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-09-29T01:28:26.705746] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EBF'.
[2025-09-29T01:28:26.706270] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-09-29T01:28:26.738816] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:26.740007] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-09-29T01:28:26.740108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:26.740185] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:26.740255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:26.740360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:26.760672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:26.761910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:26.762036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:26.762112] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:26.799493] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:26.799747] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:26.799832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:26.799883] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:26.804041] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: DOWN (p=9.52%)
[2025-09-29T01:28:26.804380] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-09-29T01:28:26.804543] [INFO ] [sig       ] EBF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:27.029402] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EBF.txt
[2025-09-29T01:28:27.029839] [INFO ] [sig       ] [640/2211] Completed EBF in 0.3s | 3.72 sym/s | Total: 2.9m | ETA: 7.0m
[2025-09-29T01:28:27.029947] [INFO ] [sig       ] [641/2211] Forecasting EBR...
[2025-09-29T01:28:27.030023] [INFO ] [sig       ] Generating forecast for: EBR
[2025-09-29T01:28:27.030109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBR' from 'https://tdm.silogroup.org/data/derivative_storage/EBR.csv'.
[2025-09-29T01:28:27.043774] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EBR'.
[2025-09-29T01:28:27.044361] [INFO ] [FORECASTER] Starting predict_future for EBR
[2025-09-29T01:28:27.084533] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:27.085977] [DEBUG] [LOCAL     ] No optimal features file found for EBR: ./output/feature-sets/EBR.txt
[2025-09-29T01:28:27.086103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:27.086195] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:27.086287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:27.086433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:27.116285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:27.117762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:27.117946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:27.118040] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:27.175398] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:27.175671] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:27.175761] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:27.175815] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:27.181588] [DEBUG] [FORECASTER] EBR: Forecast T+1@11:T+2@11: UP (p=73.23%)
[2025-09-29T01:28:27.182153] [INFO ] [FORECASTER] Completed predict_future for EBR
[2025-09-29T01:28:27.182409] [INFO ] [sig       ] EBR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:27.422980] [INFO ] [LOCAL     ] Saved forecast: EBR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EBR.txt
[2025-09-29T01:28:27.423480] [INFO ] [sig       ] [641/2211] Completed EBR in 0.4s | 3.72 sym/s | Total: 2.9m | ETA: 7.0m
[2025-09-29T01:28:27.423602] [INFO ] [sig       ] [642/2211] Forecasting EBS...
[2025-09-29T01:28:27.423723] [INFO ] [sig       ] Generating forecast for: EBS
[2025-09-29T01:28:27.423816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-09-29T01:28:27.440081] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EBS'.
[2025-09-29T01:28:27.440627] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-09-29T01:28:27.471365] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:27.472587] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-09-29T01:28:27.472708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:27.472786] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:27.472856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:27.472960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:27.493210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:27.494373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:27.494526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:27.494618] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:27.539385] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:27.539627] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:27.539730] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:27.539808] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:27.544951] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: UP (p=85.90%)
[2025-09-29T01:28:27.545533] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-09-29T01:28:27.545785] [INFO ] [sig       ] EBS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:27.729554] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EBS.txt
[2025-09-29T01:28:27.729945] [INFO ] [sig       ] [642/2211] Completed EBS in 0.3s | 3.72 sym/s | Total: 2.9m | ETA: 7.0m
[2025-09-29T01:28:27.730032] [INFO ] [sig       ] [643/2211] Forecasting EC...
[2025-09-29T01:28:27.730109] [INFO ] [sig       ] Generating forecast for: EC
[2025-09-29T01:28:27.730206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-09-29T01:28:27.742167] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EC'.
[2025-09-29T01:28:27.742717] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-09-29T01:28:27.771044] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:27.772056] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-09-29T01:28:27.772140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:27.772230] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:27.772316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:27.772445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:27.791497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:27.792530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:27.792675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:27.792761] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:27.829166] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:27.829360] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:27.829411] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:27.829447] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:27.833358] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=37.31%)
[2025-09-29T01:28:27.833696] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-09-29T01:28:27.833896] [INFO ] [sig       ] EC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:28.001303] [INFO ] [LOCAL     ] Saved forecast: EC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EC.txt
[2025-09-29T01:28:28.001884] [INFO ] [sig       ] [643/2211] Completed EC in 0.3s | 3.72 sym/s | Total: 2.9m | ETA: 7.0m
[2025-09-29T01:28:28.002100] [INFO ] [sig       ] [644/2211] Forecasting ECAT...
[2025-09-29T01:28:28.002291] [INFO ] [sig       ] Generating forecast for: ECAT
[2025-09-29T01:28:28.002372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECAT' from 'https://tdm.silogroup.org/data/derivative_storage/ECAT.csv'.
[2025-09-29T01:28:28.017100] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ECAT'.
[2025-09-29T01:28:28.017588] [INFO ] [FORECASTER] Starting predict_future for ECAT
[2025-09-29T01:28:28.046876] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:28.048029] [DEBUG] [LOCAL     ] No optimal features file found for ECAT: ./output/feature-sets/ECAT.txt
[2025-09-29T01:28:28.048116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:28.048192] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:28.048263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:28.048369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:28.068175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:28.069002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:28.069134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:28.069231] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:28.108327] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:28.108511] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:28.108574] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:28.108622] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:28.112387] [DEBUG] [FORECASTER] ECAT: Forecast T+1@11:T+2@11: UP (p=99.38%)
[2025-09-29T01:28:28.112776] [INFO ] [FORECASTER] Completed predict_future for ECAT
[2025-09-29T01:28:28.112952] [INFO ] [sig       ] ECAT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:28.275138] [INFO ] [LOCAL     ] Saved forecast: ECAT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ECAT.txt
[2025-09-29T01:28:28.275451] [INFO ] [sig       ] [644/2211] Completed ECAT in 0.3s | 3.72 sym/s | Total: 2.9m | ETA: 7.0m
[2025-09-29T01:28:28.275552] [INFO ] [sig       ] [645/2211] Forecasting ECC...
[2025-09-29T01:28:28.275663] [INFO ] [sig       ] Generating forecast for: ECC
[2025-09-29T01:28:28.275741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-09-29T01:28:28.287287] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ECC'.
[2025-09-29T01:28:28.287738] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-09-29T01:28:28.316946] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:28.317942] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-09-29T01:28:28.318028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:28.318102] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:28.318205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:28.318437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:28.339496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:28.340260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:28.340379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:28.340465] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:28.382960] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:28.383156] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:28.383212] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:28.383252] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:28.387090] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: DOWN (p=20.05%)
[2025-09-29T01:28:28.387413] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-09-29T01:28:28.387571] [INFO ] [sig       ] ECC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:28.541867] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ECC.txt
[2025-09-29T01:28:28.542171] [INFO ] [sig       ] [645/2211] Completed ECC in 0.3s | 3.72 sym/s | Total: 2.9m | ETA: 7.0m
[2025-09-29T01:28:28.542254] [INFO ] [sig       ] [646/2211] Forecasting ECG...
[2025-09-29T01:28:28.542325] [INFO ] [sig       ] Generating forecast for: ECG
[2025-09-29T01:28:28.542398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECG' from 'https://tdm.silogroup.org/data/derivative_storage/ECG.csv'.
[2025-09-29T01:28:28.554767] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ECG'.
[2025-09-29T01:28:28.555308] [INFO ] [FORECASTER] Starting predict_future for ECG
[2025-09-29T01:28:28.587521] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:28.588574] [DEBUG] [LOCAL     ] No optimal features file found for ECG: ./output/feature-sets/ECG.txt
[2025-09-29T01:28:28.588754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:28.588832] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:28.588902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:28.589004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:28.611199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:28.612262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:28.612381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:28.612468] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:28.655322] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:28.655528] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:28.655582] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:28.655618] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:28.659486] [DEBUG] [FORECASTER] ECG: Forecast T+1@11:T+2@11: UP (p=54.15%)
[2025-09-29T01:28:28.659851] [INFO ] [FORECASTER] Completed predict_future for ECG
[2025-09-29T01:28:28.660028] [INFO ] [sig       ] ECG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:28.863027] [INFO ] [LOCAL     ] Saved forecast: ECG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ECG.txt
[2025-09-29T01:28:28.863465] [INFO ] [sig       ] [646/2211] Completed ECG in 0.3s | 3.72 sym/s | Total: 2.9m | ETA: 7.0m
[2025-09-29T01:28:28.863574] [INFO ] [sig       ] [647/2211] Forecasting ECL...
[2025-09-29T01:28:28.863703] [INFO ] [sig       ] Generating forecast for: ECL
[2025-09-29T01:28:28.863804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-09-29T01:28:28.876162] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ECL'.
[2025-09-29T01:28:28.876706] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-09-29T01:28:28.905014] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:28.906038] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-09-29T01:28:28.906125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:28.906201] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:28.906279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:28.906391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:28.925786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:28.926696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:28.926855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:28.926941] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:28.966455] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:28.966727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:28.966806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:28.966887] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:28.970802] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2025-09-29T01:28:28.971135] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-09-29T01:28:28.971297] [INFO ] [sig       ] ECL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:29.130301] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ECL.txt
[2025-09-29T01:28:29.130608] [INFO ] [sig       ] [647/2211] Completed ECL in 0.3s | 3.72 sym/s | Total: 2.9m | ETA: 7.0m
[2025-09-29T01:28:29.130743] [INFO ] [sig       ] [648/2211] Forecasting ECO...
[2025-09-29T01:28:29.130820] [INFO ] [sig       ] Generating forecast for: ECO
[2025-09-29T01:28:29.130906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECO' from 'https://tdm.silogroup.org/data/derivative_storage/ECO.csv'.
[2025-09-29T01:28:29.141948] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ECO'.
[2025-09-29T01:28:29.142384] [INFO ] [FORECASTER] Starting predict_future for ECO
[2025-09-29T01:28:29.170185] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:29.171106] [DEBUG] [LOCAL     ] No optimal features file found for ECO: ./output/feature-sets/ECO.txt
[2025-09-29T01:28:29.171192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:29.171273] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:29.171350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:29.171472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:29.190999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:29.191798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:29.191916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:29.191997] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:29.229592] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:29.229809] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:29.229865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:29.229901] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:29.233514] [DEBUG] [FORECASTER] ECO: Forecast T+1@11:T+2@11: UP (p=74.29%)
[2025-09-29T01:28:29.233858] [INFO ] [FORECASTER] Completed predict_future for ECO
[2025-09-29T01:28:29.234026] [INFO ] [sig       ] ECO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:29.386170] [INFO ] [LOCAL     ] Saved forecast: ECO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ECO.txt
[2025-09-29T01:28:29.386508] [INFO ] [sig       ] [648/2211] Completed ECO in 0.3s | 3.72 sym/s | Total: 2.9m | ETA: 7.0m
[2025-09-29T01:28:29.386599] [INFO ] [sig       ] [649/2211] Forecasting ECVT...
[2025-09-29T01:28:29.386703] [INFO ] [sig       ] Generating forecast for: ECVT
[2025-09-29T01:28:29.386787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECVT' from 'https://tdm.silogroup.org/data/derivative_storage/ECVT.csv'.
[2025-09-29T01:28:29.397475] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ECVT'.
[2025-09-29T01:28:29.397991] [INFO ] [FORECASTER] Starting predict_future for ECVT
[2025-09-29T01:28:29.426714] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:29.427784] [DEBUG] [LOCAL     ] No optimal features file found for ECVT: ./output/feature-sets/ECVT.txt
[2025-09-29T01:28:29.427937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:29.428054] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:29.428141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:29.428258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:29.449426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:29.450225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:29.450350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:29.450428] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:29.490639] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:29.490856] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:29.490908] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:29.490944] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:29.494860] [DEBUG] [FORECASTER] ECVT: Forecast T+1@11:T+2@11: UP (p=62.39%)
[2025-09-29T01:28:29.495185] [INFO ] [FORECASTER] Completed predict_future for ECVT
[2025-09-29T01:28:29.495360] [INFO ] [sig       ] ECVT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:29.649493] [INFO ] [LOCAL     ] Saved forecast: ECVT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ECVT.txt
[2025-09-29T01:28:29.649814] [INFO ] [sig       ] [649/2211] Completed ECVT in 0.3s | 3.72 sym/s | Total: 2.9m | ETA: 7.0m
[2025-09-29T01:28:29.649897] [INFO ] [sig       ] [650/2211] Forecasting ED...
[2025-09-29T01:28:29.649965] [INFO ] [sig       ] Generating forecast for: ED
[2025-09-29T01:28:29.650035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-09-29T01:28:29.660714] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ED'.
[2025-09-29T01:28:29.661111] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-09-29T01:28:29.687333] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:29.688165] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-09-29T01:28:29.688247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:29.688320] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:29.688389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:29.688522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:29.706760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:29.707461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:29.707637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:29.707736] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:29.747989] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:29.748178] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:29.748227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:29.748263] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:29.751987] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: UP (p=99.32%)
[2025-09-29T01:28:29.752351] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-09-29T01:28:29.752533] [INFO ] [sig       ] ED: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:29.901987] [INFO ] [LOCAL     ] Saved forecast: ED	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ED.txt
[2025-09-29T01:28:29.902347] [INFO ] [sig       ] [650/2211] Completed ED in 0.3s | 3.72 sym/s | Total: 2.9m | ETA: 7.0m
[2025-09-29T01:28:29.902463] [INFO ] [sig       ] [651/2211] Forecasting EDD...
[2025-09-29T01:28:29.902552] [INFO ] [sig       ] Generating forecast for: EDD
[2025-09-29T01:28:29.902661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-09-29T01:28:29.913857] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EDD'.
[2025-09-29T01:28:29.914364] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-09-29T01:28:29.942950] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:29.943953] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-09-29T01:28:29.944036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:29.944111] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:29.944182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:29.944288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:29.964232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:29.965024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:29.965145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:29.965218] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:30.001790] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:30.001994] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:30.002055] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:30.002092] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:30.006258] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: DOWN (p=31.64%)
[2025-09-29T01:28:30.006629] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-09-29T01:28:30.006861] [INFO ] [sig       ] EDD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:30.172407] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EDD.txt
[2025-09-29T01:28:30.172789] [INFO ] [sig       ] [651/2211] Completed EDD in 0.3s | 3.72 sym/s | Total: 2.9m | ETA: 7.0m
[2025-09-29T01:28:30.172878] [INFO ] [sig       ] [652/2211] Forecasting EDF...
[2025-09-29T01:28:30.172951] [INFO ] [sig       ] Generating forecast for: EDF
[2025-09-29T01:28:30.173040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-09-29T01:28:30.186219] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EDF'.
[2025-09-29T01:28:30.186785] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-09-29T01:28:30.214873] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:30.216111] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-09-29T01:28:30.216198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:30.216280] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:30.216354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:30.216459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:30.238515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:30.239466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:30.239611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:30.239709] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:30.280816] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:30.281039] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:30.281141] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:30.281198] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:30.285363] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=94.18%)
[2025-09-29T01:28:30.285817] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-09-29T01:28:30.286001] [INFO ] [sig       ] EDF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:30.457834] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EDF.txt
[2025-09-29T01:28:30.458173] [INFO ] [sig       ] [652/2211] Completed EDF in 0.3s | 3.72 sym/s | Total: 2.9m | ETA: 7.0m
[2025-09-29T01:28:30.458258] [INFO ] [sig       ] [653/2211] Forecasting EDN...
[2025-09-29T01:28:30.458331] [INFO ] [sig       ] Generating forecast for: EDN
[2025-09-29T01:28:30.458409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-09-29T01:28:30.470389] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EDN'.
[2025-09-29T01:28:30.470891] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-09-29T01:28:30.501595] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:30.502694] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-09-29T01:28:30.502788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:30.502910] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:30.502998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:30.503130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:30.524528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:30.525537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:30.525691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:30.525781] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:30.567670] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:30.567881] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:30.567932] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:30.567969] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:30.572037] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: UP (p=62.09%)
[2025-09-29T01:28:30.572381] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-09-29T01:28:30.572547] [INFO ] [sig       ] EDN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:30.733712] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EDN.txt
[2025-09-29T01:28:30.734041] [INFO ] [sig       ] [653/2211] Completed EDN in 0.3s | 3.72 sym/s | Total: 2.9m | ETA: 7.0m
[2025-09-29T01:28:30.734124] [INFO ] [sig       ] [654/2211] Forecasting EDU...
[2025-09-29T01:28:30.734196] [INFO ] [sig       ] Generating forecast for: EDU
[2025-09-29T01:28:30.734267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDU' from 'https://tdm.silogroup.org/data/derivative_storage/EDU.csv'.
[2025-09-29T01:28:30.745607] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EDU'.
[2025-09-29T01:28:30.746136] [INFO ] [FORECASTER] Starting predict_future for EDU
[2025-09-29T01:28:30.772577] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:30.773431] [DEBUG] [LOCAL     ] No optimal features file found for EDU: ./output/feature-sets/EDU.txt
[2025-09-29T01:28:30.773513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:30.773586] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:30.773679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:30.773784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:30.791635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:30.792437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:30.792556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:30.792625] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:30.831511] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:30.831724] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:30.831792] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:30.831830] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:30.835451] [DEBUG] [FORECASTER] EDU: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2025-09-29T01:28:30.835826] [INFO ] [FORECASTER] Completed predict_future for EDU
[2025-09-29T01:28:30.836002] [INFO ] [sig       ] EDU: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:30.991808] [INFO ] [LOCAL     ] Saved forecast: EDU	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EDU.txt
[2025-09-29T01:28:30.992155] [INFO ] [sig       ] [654/2211] Completed EDU in 0.3s | 3.72 sym/s | Total: 2.9m | ETA: 7.0m
[2025-09-29T01:28:30.992235] [INFO ] [sig       ] [655/2211] Forecasting EE...
[2025-09-29T01:28:30.992312] [INFO ] [sig       ] Generating forecast for: EE
[2025-09-29T01:28:30.992391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-09-29T01:28:31.004417] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EE'.
[2025-09-29T01:28:31.004991] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-09-29T01:28:31.033902] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:31.034890] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-09-29T01:28:31.034987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:31.035078] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:31.035206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:31.035341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:31.056061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:31.057003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:31.057171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:31.057246] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:31.099040] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:31.099241] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:31.099294] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:31.099331] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:31.103272] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: DOWN (p=35.94%)
[2025-09-29T01:28:31.103618] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-09-29T01:28:31.103827] [INFO ] [sig       ] EE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:31.256158] [INFO ] [LOCAL     ] Saved forecast: EE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EE.txt
[2025-09-29T01:28:31.256502] [INFO ] [sig       ] [655/2211] Completed EE in 0.3s | 3.72 sym/s | Total: 2.9m | ETA: 7.0m
[2025-09-29T01:28:31.256584] [INFO ] [sig       ] [656/2211] Forecasting EEX...
[2025-09-29T01:28:31.256681] [INFO ] [sig       ] Generating forecast for: EEX
[2025-09-29T01:28:31.256744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-09-29T01:28:31.267972] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EEX'.
[2025-09-29T01:28:31.268406] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-09-29T01:28:31.297113] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:31.298103] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-09-29T01:28:31.298189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:31.298264] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:31.298333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:31.298434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:31.317388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:31.318217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:31.318337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:31.318410] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:31.351239] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:31.351408] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:31.351458] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:31.351494] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:31.355319] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=8.65%)
[2025-09-29T01:28:31.355670] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-09-29T01:28:31.355849] [INFO ] [sig       ] EEX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:31.514886] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EEX.txt
[2025-09-29T01:28:31.515294] [INFO ] [sig       ] [656/2211] Completed EEX in 0.3s | 3.72 sym/s | Total: 2.9m | ETA: 7.0m
[2025-09-29T01:28:31.515375] [INFO ] [sig       ] [657/2211] Forecasting EFC...
[2025-09-29T01:28:31.515446] [INFO ] [sig       ] Generating forecast for: EFC
[2025-09-29T01:28:31.515572] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-09-29T01:28:31.526208] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EFC'.
[2025-09-29T01:28:31.526558] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-09-29T01:28:31.553293] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:31.554203] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-09-29T01:28:31.554283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:31.554356] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:31.554424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:31.554526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:31.572119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:31.572845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:31.572959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:31.573030] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:31.607555] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:31.607744] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:31.607804] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:31.607841] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:31.611440] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: UP (p=81.38%)
[2025-09-29T01:28:31.611785] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-09-29T01:28:31.611944] [INFO ] [sig       ] EFC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:31.770443] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EFC.txt
[2025-09-29T01:28:31.770820] [INFO ] [sig       ] [657/2211] Completed EFC in 0.3s | 3.72 sym/s | Total: 2.9m | ETA: 7.0m
[2025-09-29T01:28:31.770907] [INFO ] [sig       ] [658/2211] Forecasting EFR...
[2025-09-29T01:28:31.770978] [INFO ] [sig       ] Generating forecast for: EFR
[2025-09-29T01:28:31.771053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFR' from 'https://tdm.silogroup.org/data/derivative_storage/EFR.csv'.
[2025-09-29T01:28:31.784913] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EFR'.
[2025-09-29T01:28:31.785536] [INFO ] [FORECASTER] Starting predict_future for EFR
[2025-09-29T01:28:31.830329] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:31.831900] [DEBUG] [LOCAL     ] No optimal features file found for EFR: ./output/feature-sets/EFR.txt
[2025-09-29T01:28:31.832053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:31.832141] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:31.832224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:31.832360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:31.860328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:31.861340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:31.861466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:31.861539] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:31.900248] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:31.900690] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:31.900766] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:31.900806] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:31.904939] [DEBUG] [FORECASTER] EFR: Forecast T+1@11:T+2@11: UP (p=97.95%)
[2025-09-29T01:28:31.905254] [INFO ] [FORECASTER] Completed predict_future for EFR
[2025-09-29T01:28:31.905410] [INFO ] [sig       ] EFR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:32.065200] [INFO ] [LOCAL     ] Saved forecast: EFR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EFR.txt
[2025-09-29T01:28:32.065521] [INFO ] [sig       ] [658/2211] Completed EFR in 0.3s | 3.72 sym/s | Total: 3.0m | ETA: 7.0m
[2025-09-29T01:28:32.065604] [INFO ] [sig       ] [659/2211] Forecasting EFT...
[2025-09-29T01:28:32.065698] [INFO ] [sig       ] Generating forecast for: EFT
[2025-09-29T01:28:32.065757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFT' from 'https://tdm.silogroup.org/data/derivative_storage/EFT.csv'.
[2025-09-29T01:28:32.077215] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EFT'.
[2025-09-29T01:28:32.077589] [INFO ] [FORECASTER] Starting predict_future for EFT
[2025-09-29T01:28:32.105745] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:32.106703] [DEBUG] [LOCAL     ] No optimal features file found for EFT: ./output/feature-sets/EFT.txt
[2025-09-29T01:28:32.106786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:32.106887] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:32.106958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:32.107060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:32.125483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:32.126432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:32.126560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:32.126633] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:32.165815] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:32.166016] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:32.166066] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:32.166102] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:32.169871] [DEBUG] [FORECASTER] EFT: Forecast T+1@11:T+2@11: UP (p=79.88%)
[2025-09-29T01:28:32.170171] [INFO ] [FORECASTER] Completed predict_future for EFT
[2025-09-29T01:28:32.170325] [INFO ] [sig       ] EFT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:32.329357] [INFO ] [LOCAL     ] Saved forecast: EFT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EFT.txt
[2025-09-29T01:28:32.329690] [INFO ] [sig       ] [659/2211] Completed EFT in 0.3s | 3.72 sym/s | Total: 3.0m | ETA: 7.0m
[2025-09-29T01:28:32.329777] [INFO ] [sig       ] [660/2211] Forecasting EFX...
[2025-09-29T01:28:32.329849] [INFO ] [sig       ] Generating forecast for: EFX
[2025-09-29T01:28:32.329926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-09-29T01:28:32.341091] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EFX'.
[2025-09-29T01:28:32.341538] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-09-29T01:28:32.368377] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:32.369391] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-09-29T01:28:32.369474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:32.369564] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:32.369691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:32.369823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:32.391351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:32.392194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:32.392308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:32.392391] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:32.438747] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:32.438975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:32.439091] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:32.439154] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:32.445720] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: DOWN (p=20.53%)
[2025-09-29T01:28:32.446200] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-09-29T01:28:32.446414] [INFO ] [sig       ] EFX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:32.610072] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EFX.txt
[2025-09-29T01:28:32.610426] [INFO ] [sig       ] [660/2211] Completed EFX in 0.3s | 3.72 sym/s | Total: 3.0m | ETA: 7.0m
[2025-09-29T01:28:32.610509] [INFO ] [sig       ] [661/2211] Forecasting EFXT...
[2025-09-29T01:28:32.610581] [INFO ] [sig       ] Generating forecast for: EFXT
[2025-09-29T01:28:32.610689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFXT' from 'https://tdm.silogroup.org/data/derivative_storage/EFXT.csv'.
[2025-09-29T01:28:32.623784] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EFXT'.
[2025-09-29T01:28:32.624220] [INFO ] [FORECASTER] Starting predict_future for EFXT
[2025-09-29T01:28:32.652551] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:32.653473] [DEBUG] [LOCAL     ] No optimal features file found for EFXT: ./output/feature-sets/EFXT.txt
[2025-09-29T01:28:32.653555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:32.653631] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:32.653728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:32.653841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:32.672542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:32.673364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:32.673505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:32.673582] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:32.711208] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:32.711345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:32.711388] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:32.711423] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:32.714784] [DEBUG] [FORECASTER] EFXT: Forecast T+1@11:T+2@11: DOWN (p=5.74%)
[2025-09-29T01:28:32.715077] [INFO ] [FORECASTER] Completed predict_future for EFXT
[2025-09-29T01:28:32.715227] [INFO ] [sig       ] EFXT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:32.871005] [INFO ] [LOCAL     ] Saved forecast: EFXT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EFXT.txt
[2025-09-29T01:28:32.871350] [INFO ] [sig       ] [661/2211] Completed EFXT in 0.3s | 3.72 sym/s | Total: 3.0m | ETA: 7.0m
[2025-09-29T01:28:32.871435] [INFO ] [sig       ] [662/2211] Forecasting EG...
[2025-09-29T01:28:32.871509] [INFO ] [sig       ] Generating forecast for: EG
[2025-09-29T01:28:32.871584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-09-29T01:28:32.882924] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EG'.
[2025-09-29T01:28:32.883354] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-09-29T01:28:32.911039] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:32.912050] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-09-29T01:28:32.912136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:32.912211] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:32.912295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:32.912445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:32.931366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:32.932249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:32.932371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:32.932461] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:32.971418] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:32.971626] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:32.971716] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:32.971770] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:32.975851] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-09-29T01:28:32.976178] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-09-29T01:28:32.976339] [INFO ] [sig       ] EG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:33.128130] [INFO ] [LOCAL     ] Saved forecast: EG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EG.txt
[2025-09-29T01:28:33.128447] [INFO ] [sig       ] [662/2211] Completed EG in 0.3s | 3.72 sym/s | Total: 3.0m | ETA: 6.9m
[2025-09-29T01:28:33.128533] [INFO ] [sig       ] [663/2211] Forecasting EGO...
[2025-09-29T01:28:33.128611] [INFO ] [sig       ] Generating forecast for: EGO
[2025-09-29T01:28:33.128712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGO' from 'https://tdm.silogroup.org/data/derivative_storage/EGO.csv'.
[2025-09-29T01:28:33.140102] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EGO'.
[2025-09-29T01:28:33.140556] [INFO ] [FORECASTER] Starting predict_future for EGO
[2025-09-29T01:28:33.168047] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:33.168879] [DEBUG] [LOCAL     ] No optimal features file found for EGO: ./output/feature-sets/EGO.txt
[2025-09-29T01:28:33.168961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:33.169035] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:33.169106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:33.169210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:33.187952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:33.188620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:33.188782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:33.188854] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:33.229236] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:33.229403] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:33.229451] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:33.229487] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:33.233205] [DEBUG] [FORECASTER] EGO: Forecast T+1@11:T+2@11: DOWN (p=14.62%)
[2025-09-29T01:28:33.233507] [INFO ] [FORECASTER] Completed predict_future for EGO
[2025-09-29T01:28:33.233696] [INFO ] [sig       ] EGO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:33.391464] [INFO ] [LOCAL     ] Saved forecast: EGO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EGO.txt
[2025-09-29T01:28:33.391847] [INFO ] [sig       ] [663/2211] Completed EGO in 0.3s | 3.72 sym/s | Total: 3.0m | ETA: 6.9m
[2025-09-29T01:28:33.391942] [INFO ] [sig       ] [664/2211] Forecasting EGP...
[2025-09-29T01:28:33.392038] [INFO ] [sig       ] Generating forecast for: EGP
[2025-09-29T01:28:33.392140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-09-29T01:28:33.403970] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EGP'.
[2025-09-29T01:28:33.404482] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-09-29T01:28:33.432765] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:33.433875] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-09-29T01:28:33.433961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:33.434051] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:33.434135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:33.434264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:33.453042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:33.453849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:33.453977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:33.454055] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:33.491041] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:33.491242] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:33.491296] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:33.491333] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:33.495248] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2025-09-29T01:28:33.495570] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-09-29T01:28:33.495788] [INFO ] [sig       ] EGP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:33.644225] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EGP.txt
[2025-09-29T01:28:33.644535] [INFO ] [sig       ] [664/2211] Completed EGP in 0.3s | 3.72 sym/s | Total: 3.0m | ETA: 6.9m
[2025-09-29T01:28:33.644619] [INFO ] [sig       ] [665/2211] Forecasting EGY...
[2025-09-29T01:28:33.644737] [INFO ] [sig       ] Generating forecast for: EGY
[2025-09-29T01:28:33.644829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-09-29T01:28:33.655244] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EGY'.
[2025-09-29T01:28:33.655631] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-09-29T01:28:33.682185] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:33.683032] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-09-29T01:28:33.683114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:33.683188] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:33.683260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:33.683365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:33.701393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:33.702061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:33.702175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:33.702248] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:33.737959] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:33.738115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:33.738178] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:33.738214] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:33.741688] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: DOWN (p=13.61%)
[2025-09-29T01:28:33.741989] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-09-29T01:28:33.742142] [INFO ] [sig       ] EGY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:33.896195] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EGY.txt
[2025-09-29T01:28:33.896538] [INFO ] [sig       ] [665/2211] Completed EGY in 0.3s | 3.72 sym/s | Total: 3.0m | ETA: 6.9m
[2025-09-29T01:28:33.896626] [INFO ] [sig       ] [666/2211] Forecasting EHAB...
[2025-09-29T01:28:33.896736] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-09-29T01:28:33.896842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-09-29T01:28:33.908297] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EHAB'.
[2025-09-29T01:28:33.908795] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-09-29T01:28:33.935152] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:33.936053] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-09-29T01:28:33.936134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:33.936221] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:33.936303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:33.936431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:33.954856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:33.955516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:33.955630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:33.955740] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:33.994314] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:33.994487] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:33.994547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:33.994593] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:33.998612] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=9.04%)
[2025-09-29T01:28:33.998976] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-09-29T01:28:33.999151] [INFO ] [sig       ] EHAB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:34.156517] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EHAB.txt
[2025-09-29T01:28:34.156856] [INFO ] [sig       ] [666/2211] Completed EHAB in 0.3s | 3.72 sym/s | Total: 3.0m | ETA: 6.9m
[2025-09-29T01:28:34.156963] [INFO ] [sig       ] [667/2211] Forecasting EHC...
[2025-09-29T01:28:34.157054] [INFO ] [sig       ] Generating forecast for: EHC
[2025-09-29T01:28:34.157141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-09-29T01:28:34.168114] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EHC'.
[2025-09-29T01:28:34.168627] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-09-29T01:28:34.196330] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:34.197223] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-09-29T01:28:34.197304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:34.197391] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:34.197486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:34.197613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:34.215546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:34.216226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:34.216340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:34.216421] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:34.246942] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:34.247114] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:34.247167] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:34.247207] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:34.251070] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: UP (p=60.01%)
[2025-09-29T01:28:34.251378] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-09-29T01:28:34.251526] [INFO ] [sig       ] EHC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:34.407239] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EHC.txt
[2025-09-29T01:28:34.407571] [INFO ] [sig       ] [667/2211] Completed EHC in 0.3s | 3.72 sym/s | Total: 3.0m | ETA: 6.9m
[2025-09-29T01:28:34.407688] [INFO ] [sig       ] [668/2211] Forecasting EHI...
[2025-09-29T01:28:34.407774] [INFO ] [sig       ] Generating forecast for: EHI
[2025-09-29T01:28:34.407861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-09-29T01:28:34.418726] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EHI'.
[2025-09-29T01:28:34.419153] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-09-29T01:28:34.446479] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:34.447436] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-09-29T01:28:34.447521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:34.447594] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:34.447686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:34.447788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:34.467127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:34.467803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:34.467915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:34.467986] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:34.495975] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:34.496111] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:34.496156] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:34.496194] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:34.499906] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: DOWN (p=32.97%)
[2025-09-29T01:28:34.500209] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-09-29T01:28:34.500356] [INFO ] [sig       ] EHI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:34.737293] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EHI.txt
[2025-09-29T01:28:34.737601] [INFO ] [sig       ] [668/2211] Completed EHI in 0.3s | 3.72 sym/s | Total: 3.0m | ETA: 6.9m
[2025-09-29T01:28:34.737706] [INFO ] [sig       ] [669/2211] Forecasting EIC...
[2025-09-29T01:28:34.737777] [INFO ] [sig       ] Generating forecast for: EIC
[2025-09-29T01:28:34.737863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-09-29T01:28:34.750413] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EIC'.
[2025-09-29T01:28:34.750943] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-09-29T01:28:34.778794] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:34.779662] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-09-29T01:28:34.779744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:34.779817] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:34.779911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:34.780043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:34.798413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:34.799119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:34.799248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:34.799335] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:34.831801] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:34.831961] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:34.832068] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:34.832125] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:34.836153] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: UP (p=84.14%)
[2025-09-29T01:28:34.836460] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-09-29T01:28:34.836620] [INFO ] [sig       ] EIC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:34.994421] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EIC.txt
[2025-09-29T01:28:34.994758] [INFO ] [sig       ] [669/2211] Completed EIC in 0.3s | 3.72 sym/s | Total: 3.0m | ETA: 6.9m
[2025-09-29T01:28:34.994890] [INFO ] [sig       ] [670/2211] Forecasting EICC...
[2025-09-29T01:28:34.994965] [INFO ] [sig       ] Generating forecast for: EICC
[2025-09-29T01:28:34.995055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EICC' from 'https://tdm.silogroup.org/data/derivative_storage/EICC.csv'.
[2025-09-29T01:28:35.005761] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EICC'.
[2025-09-29T01:28:35.006285] [INFO ] [FORECASTER] Starting predict_future for EICC
[2025-09-29T01:28:35.035068] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:35.036134] [DEBUG] [LOCAL     ] No optimal features file found for EICC: ./output/feature-sets/EICC.txt
[2025-09-29T01:28:35.036220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:35.036295] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:35.036392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:35.036518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:35.056050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:35.056773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:35.056931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:35.057007] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:35.085704] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:35.085840] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:35.085886] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:35.085923] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:35.089440] [DEBUG] [FORECASTER] EICC: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-09-29T01:28:35.089787] [INFO ] [FORECASTER] Completed predict_future for EICC
[2025-09-29T01:28:35.089945] [INFO ] [sig       ] EICC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:35.239737] [INFO ] [LOCAL     ] Saved forecast: EICC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EICC.txt
[2025-09-29T01:28:35.240031] [INFO ] [sig       ] [670/2211] Completed EICC in 0.2s | 3.72 sym/s | Total: 3.0m | ETA: 6.9m
[2025-09-29T01:28:35.240136] [INFO ] [sig       ] [671/2211] Forecasting EIG...
[2025-09-29T01:28:35.240221] [INFO ] [sig       ] Generating forecast for: EIG
[2025-09-29T01:28:35.240307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-09-29T01:28:35.251435] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EIG'.
[2025-09-29T01:28:35.251847] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-09-29T01:28:35.278269] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:35.279131] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-09-29T01:28:35.279211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:35.279287] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:35.279357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:35.279459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:35.298538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:35.299239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:35.299357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:35.299432] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:35.328092] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:35.328248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:35.328296] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:35.328332] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:35.331922] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: UP (p=98.96%)
[2025-09-29T01:28:35.332231] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-09-29T01:28:35.332377] [INFO ] [sig       ] EIG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:35.495183] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EIG.txt
[2025-09-29T01:28:35.495520] [INFO ] [sig       ] [671/2211] Completed EIG in 0.3s | 3.72 sym/s | Total: 3.0m | ETA: 6.9m
[2025-09-29T01:28:35.495606] [INFO ] [sig       ] [672/2211] Forecasting EIX...
[2025-09-29T01:28:35.495702] [INFO ] [sig       ] Generating forecast for: EIX
[2025-09-29T01:28:35.495798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-09-29T01:28:35.507807] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EIX'.
[2025-09-29T01:28:35.508250] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-09-29T01:28:35.536335] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:35.537418] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-09-29T01:28:35.537504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:35.537592] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:35.537686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:35.537816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:35.557067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:35.557888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:35.558008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:35.558097] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:35.594560] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:35.594751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:35.594817] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:35.594874] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:35.598673] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: DOWN (p=21.93%)
[2025-09-29T01:28:35.598999] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-09-29T01:28:35.599155] [INFO ] [sig       ] EIX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:35.757727] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EIX.txt
[2025-09-29T01:28:35.758043] [INFO ] [sig       ] [672/2211] Completed EIX in 0.3s | 3.72 sym/s | Total: 3.0m | ETA: 6.9m
[2025-09-29T01:28:35.758130] [INFO ] [sig       ] [673/2211] Forecasting EL...
[2025-09-29T01:28:35.758204] [INFO ] [sig       ] Generating forecast for: EL
[2025-09-29T01:28:35.758281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-09-29T01:28:35.769305] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EL'.
[2025-09-29T01:28:35.769711] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-09-29T01:28:35.796533] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:35.797425] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-09-29T01:28:35.797506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:35.797580] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:35.797674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:35.797782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:35.816814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:35.817573] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:35.817714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:35.817788] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:35.856141] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:35.856343] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:35.856398] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:35.856435] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:35.860313] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: UP (p=92.71%)
[2025-09-29T01:28:35.860695] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-09-29T01:28:35.860872] [INFO ] [sig       ] EL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:36.013251] [INFO ] [LOCAL     ] Saved forecast: EL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EL.txt
[2025-09-29T01:28:36.013540] [INFO ] [sig       ] [673/2211] Completed EL in 0.3s | 3.72 sym/s | Total: 3.0m | ETA: 6.9m
[2025-09-29T01:28:36.013621] [INFO ] [sig       ] [674/2211] Forecasting ELAN...
[2025-09-29T01:28:36.013715] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-09-29T01:28:36.013789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-09-29T01:28:36.025229] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ELAN'.
[2025-09-29T01:28:36.025723] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-09-29T01:28:36.054086] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:36.055065] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-09-29T01:28:36.055149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:36.055242] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:36.055329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:36.055504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:36.075665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:36.076390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:36.076509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:36.076597] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:36.114608] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:36.114828] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:36.114887] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:36.114925] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:36.119050] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=8.71%)
[2025-09-29T01:28:36.119392] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-09-29T01:28:36.119548] [INFO ] [sig       ] ELAN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:36.279756] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ELAN.txt
[2025-09-29T01:28:36.280065] [INFO ] [sig       ] [674/2211] Completed ELAN in 0.3s | 3.72 sym/s | Total: 3.0m | ETA: 6.9m
[2025-09-29T01:28:36.280150] [INFO ] [sig       ] [675/2211] Forecasting ELC...
[2025-09-29T01:28:36.280250] [INFO ] [sig       ] Generating forecast for: ELC
[2025-09-29T01:28:36.280340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-09-29T01:28:36.290801] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ELC'.
[2025-09-29T01:28:36.291194] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-09-29T01:28:36.318948] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:36.319980] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-09-29T01:28:36.320065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:36.320153] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:36.320240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:36.320370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:36.343737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:36.344664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:36.344800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:36.344897] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:36.381272] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:36.381484] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:36.381565] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:36.381633] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:36.386789] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: DOWN (p=12.65%)
[2025-09-29T01:28:36.387210] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-09-29T01:28:36.387404] [INFO ] [sig       ] ELC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:36.553112] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ELC.txt
[2025-09-29T01:28:36.553432] [INFO ] [sig       ] [675/2211] Completed ELC in 0.3s | 3.72 sym/s | Total: 3.0m | ETA: 6.9m
[2025-09-29T01:28:36.553516] [INFO ] [sig       ] [676/2211] Forecasting ELF...
[2025-09-29T01:28:36.553589] [INFO ] [sig       ] Generating forecast for: ELF
[2025-09-29T01:28:36.553690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-09-29T01:28:36.565133] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ELF'.
[2025-09-29T01:28:36.565603] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-09-29T01:28:36.593364] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:36.594220] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-09-29T01:28:36.594305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:36.594379] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:36.594450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:36.594557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:36.613103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:36.613852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:36.613970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:36.614044] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:36.650294] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:36.650477] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:36.650563] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:36.650608] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:36.654524] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: DOWN (p=13.02%)
[2025-09-29T01:28:36.654905] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-09-29T01:28:36.655094] [INFO ] [sig       ] ELF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:36.844203] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ELF.txt
[2025-09-29T01:28:36.844518] [INFO ] [sig       ] [676/2211] Completed ELF in 0.3s | 3.72 sym/s | Total: 3.0m | ETA: 6.9m
[2025-09-29T01:28:36.844601] [INFO ] [sig       ] [677/2211] Forecasting ELME...
[2025-09-29T01:28:36.844695] [INFO ] [sig       ] Generating forecast for: ELME
[2025-09-29T01:28:36.844768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-09-29T01:28:36.857952] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ELME'.
[2025-09-29T01:28:36.858383] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-09-29T01:28:36.886284] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:36.887276] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-09-29T01:28:36.887361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:36.887446] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:36.887537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:36.887670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:36.907357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:36.908216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:36.908335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:36.908410] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:36.944078] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:36.944250] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:36.944300] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:36.944337] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:36.948224] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: UP (p=71.08%)
[2025-09-29T01:28:36.948537] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-09-29T01:28:36.948721] [INFO ] [sig       ] ELME: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:37.098601] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ELME.txt
[2025-09-29T01:28:37.098901] [INFO ] [sig       ] [677/2211] Completed ELME in 0.3s | 3.72 sym/s | Total: 3.0m | ETA: 6.9m
[2025-09-29T01:28:37.098992] [INFO ] [sig       ] [678/2211] Forecasting ELP...
[2025-09-29T01:28:37.099070] [INFO ] [sig       ] Generating forecast for: ELP
[2025-09-29T01:28:37.099145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-09-29T01:28:37.110794] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ELP'.
[2025-09-29T01:28:37.111196] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-09-29T01:28:37.140401] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:37.141373] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-09-29T01:28:37.141456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:37.141537] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:37.141675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:37.141786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:37.162230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:37.162974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:37.163091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:37.163164] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:37.201714] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:37.201887] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:37.201938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:37.201975] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:37.205956] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: DOWN (p=42.83%)
[2025-09-29T01:28:37.206350] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-09-29T01:28:37.206516] [INFO ] [sig       ] ELP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:37.376906] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ELP.txt
[2025-09-29T01:28:37.377536] [INFO ] [sig       ] [678/2211] Completed ELP in 0.3s | 3.72 sym/s | Total: 3.0m | ETA: 6.9m
[2025-09-29T01:28:37.377625] [INFO ] [sig       ] [679/2211] Forecasting ELS...
[2025-09-29T01:28:37.377720] [INFO ] [sig       ] Generating forecast for: ELS
[2025-09-29T01:28:37.377806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-09-29T01:28:37.391827] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ELS'.
[2025-09-29T01:28:37.392388] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-09-29T01:28:37.422255] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:37.423238] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-09-29T01:28:37.423332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:37.423430] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:37.423521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:37.423690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:37.444064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:37.445085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:37.445230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:37.445306] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:37.475292] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:37.475490] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:37.475540] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:37.475595] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:37.479542] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: DOWN (p=16.84%)
[2025-09-29T01:28:37.479917] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-09-29T01:28:37.480083] [INFO ] [sig       ] ELS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:37.636290] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ELS.txt
[2025-09-29T01:28:37.636587] [INFO ] [sig       ] [679/2211] Completed ELS in 0.3s | 3.72 sym/s | Total: 3.0m | ETA: 6.9m
[2025-09-29T01:28:37.636691] [INFO ] [sig       ] [680/2211] Forecasting ELV...
[2025-09-29T01:28:37.636764] [INFO ] [sig       ] Generating forecast for: ELV
[2025-09-29T01:28:37.636865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELV' from 'https://tdm.silogroup.org/data/derivative_storage/ELV.csv'.
[2025-09-29T01:28:37.649497] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ELV'.
[2025-09-29T01:28:37.650129] [INFO ] [FORECASTER] Starting predict_future for ELV
[2025-09-29T01:28:37.678003] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:37.678996] [DEBUG] [LOCAL     ] No optimal features file found for ELV: ./output/feature-sets/ELV.txt
[2025-09-29T01:28:37.679083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:37.679160] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:37.679234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:37.679341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:37.700116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:37.701097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:37.701252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:37.701343] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:37.741390] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:37.741609] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:37.741693] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:37.741774] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:37.745718] [DEBUG] [FORECASTER] ELV: Forecast T+1@11:T+2@11: UP (p=88.22%)
[2025-09-29T01:28:37.746115] [INFO ] [FORECASTER] Completed predict_future for ELV
[2025-09-29T01:28:37.746393] [INFO ] [sig       ] ELV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:37.904284] [INFO ] [LOCAL     ] Saved forecast: ELV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ELV.txt
[2025-09-29T01:28:37.904608] [INFO ] [sig       ] [680/2211] Completed ELV in 0.3s | 3.72 sym/s | Total: 3.0m | ETA: 6.9m
[2025-09-29T01:28:37.904722] [INFO ] [sig       ] [681/2211] Forecasting EMD...
[2025-09-29T01:28:37.904774] [INFO ] [sig       ] Generating forecast for: EMD
[2025-09-29T01:28:37.904845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-09-29T01:28:37.916854] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EMD'.
[2025-09-29T01:28:37.917286] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-09-29T01:28:37.944018] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:37.944922] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-09-29T01:28:37.945008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:37.945082] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:37.945152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:37.945256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:37.965097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:37.965838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:37.965954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:37.966023] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:38.002100] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:38.002259] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:38.002311] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:38.002347] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:38.006209] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: DOWN (p=20.17%)
[2025-09-29T01:28:38.006532] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-09-29T01:28:38.006711] [INFO ] [sig       ] EMD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:38.161386] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EMD.txt
[2025-09-29T01:28:38.161703] [INFO ] [sig       ] [681/2211] Completed EMD in 0.3s | 3.72 sym/s | Total: 3.1m | ETA: 6.9m
[2025-09-29T01:28:38.161788] [INFO ] [sig       ] [682/2211] Forecasting EME...
[2025-09-29T01:28:38.161857] [INFO ] [sig       ] Generating forecast for: EME
[2025-09-29T01:28:38.161929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EME' from 'https://tdm.silogroup.org/data/derivative_storage/EME.csv'.
[2025-09-29T01:28:38.172605] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EME'.
[2025-09-29T01:28:38.173008] [INFO ] [FORECASTER] Starting predict_future for EME
[2025-09-29T01:28:38.201092] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:38.202081] [DEBUG] [LOCAL     ] No optimal features file found for EME: ./output/feature-sets/EME.txt
[2025-09-29T01:28:38.202165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:38.202240] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:38.202312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:38.202452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:38.220950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:38.221600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:38.221739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:38.221811] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:38.250806] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:38.250991] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:38.251052] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:38.251091] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:38.254800] [DEBUG] [FORECASTER] EME: Forecast T+1@11:T+2@11: UP (p=83.65%)
[2025-09-29T01:28:38.255109] [INFO ] [FORECASTER] Completed predict_future for EME
[2025-09-29T01:28:38.255258] [INFO ] [sig       ] EME: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:38.414404] [INFO ] [LOCAL     ] Saved forecast: EME	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EME.txt
[2025-09-29T01:28:38.414755] [INFO ] [sig       ] [682/2211] Completed EME in 0.3s | 3.72 sym/s | Total: 3.1m | ETA: 6.9m
[2025-09-29T01:28:38.414841] [INFO ] [sig       ] [683/2211] Forecasting EMF...
[2025-09-29T01:28:38.414913] [INFO ] [sig       ] Generating forecast for: EMF
[2025-09-29T01:28:38.414985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-09-29T01:28:38.425680] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EMF'.
[2025-09-29T01:28:38.426165] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-09-29T01:28:38.453803] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:38.454825] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-09-29T01:28:38.454918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:38.455036] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:38.455119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:38.455211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:38.474625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:38.475427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:38.475550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:38.475625] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:38.511322] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:38.511517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:38.511577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:38.511623] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:38.515575] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: DOWN (p=3.98%)
[2025-09-29T01:28:38.515922] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-09-29T01:28:38.516100] [INFO ] [sig       ] EMF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:38.668367] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EMF.txt
[2025-09-29T01:28:38.668702] [INFO ] [sig       ] [683/2211] Completed EMF in 0.3s | 3.72 sym/s | Total: 3.1m | ETA: 6.8m
[2025-09-29T01:28:38.668787] [INFO ] [sig       ] [684/2211] Forecasting EMN...
[2025-09-29T01:28:38.668867] [INFO ] [sig       ] Generating forecast for: EMN
[2025-09-29T01:28:38.668942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-09-29T01:28:38.680129] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EMN'.
[2025-09-29T01:28:38.680528] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-09-29T01:28:38.708556] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:38.709512] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-09-29T01:28:38.709599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:38.709709] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:38.709784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:38.709890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:38.729622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:38.730428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:38.730552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:38.730626] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:38.770602] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:38.770975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:38.771029] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:38.771067] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:38.775481] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: UP (p=60.11%)
[2025-09-29T01:28:38.775834] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-09-29T01:28:38.775998] [INFO ] [sig       ] EMN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:38.932021] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EMN.txt
[2025-09-29T01:28:38.932340] [INFO ] [sig       ] [684/2211] Completed EMN in 0.3s | 3.72 sym/s | Total: 3.1m | ETA: 6.8m
[2025-09-29T01:28:38.932435] [INFO ] [sig       ] [685/2211] Forecasting EMO...
[2025-09-29T01:28:38.932528] [INFO ] [sig       ] Generating forecast for: EMO
[2025-09-29T01:28:38.932604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-09-29T01:28:38.943703] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EMO'.
[2025-09-29T01:28:38.944131] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-09-29T01:28:38.970553] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:38.971415] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-09-29T01:28:38.971497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:38.971570] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:38.971639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:38.971764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:38.989632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:38.990557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:38.990697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:38.990764] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:39.025539] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:39.025766] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:39.025831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:39.025869] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:39.029627] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: UP (p=59.97%)
[2025-09-29T01:28:39.029962] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-09-29T01:28:39.030109] [INFO ] [sig       ] EMO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:39.189241] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EMO.txt
[2025-09-29T01:28:39.189506] [INFO ] [sig       ] [685/2211] Completed EMO in 0.3s | 3.72 sym/s | Total: 3.1m | ETA: 6.8m
[2025-09-29T01:28:39.189586] [INFO ] [sig       ] [686/2211] Forecasting EMP...
[2025-09-29T01:28:39.189689] [INFO ] [sig       ] Generating forecast for: EMP
[2025-09-29T01:28:39.189783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMP' from 'https://tdm.silogroup.org/data/derivative_storage/EMP.csv'.
[2025-09-29T01:28:39.200756] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'EMP'.
[2025-09-29T01:28:39.201269] [INFO ] [FORECASTER] Starting predict_future for EMP
[2025-09-29T01:28:39.232365] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:39.233299] [DEBUG] [LOCAL     ] No optimal features file found for EMP: ./output/feature-sets/EMP.txt
[2025-09-29T01:28:39.233385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:39.233462] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:39.233534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:39.233672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:39.253200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:39.254380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:39.254504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:39.254578] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:39.292837] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:39.293130] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:39.293235] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:39.293348] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:39.298130] [DEBUG] [FORECASTER] EMP: Forecast T+1@11:T+2@11: UP (p=70.98%)
[2025-09-29T01:28:39.298664] [INFO ] [FORECASTER] Completed predict_future for EMP
[2025-09-29T01:28:39.298866] [INFO ] [sig       ] EMP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:39.455056] [INFO ] [LOCAL     ] Saved forecast: EMP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EMP.txt
[2025-09-29T01:28:39.455383] [INFO ] [sig       ] [686/2211] Completed EMP in 0.3s | 3.72 sym/s | Total: 3.1m | ETA: 6.8m
[2025-09-29T01:28:39.455466] [INFO ] [sig       ] [687/2211] Forecasting EMR...
[2025-09-29T01:28:39.455538] [INFO ] [sig       ] Generating forecast for: EMR
[2025-09-29T01:28:39.455613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMR' from 'https://tdm.silogroup.org/data/derivative_storage/EMR.csv'.
[2025-09-29T01:28:39.467501] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'EMR'.
[2025-09-29T01:28:39.467917] [INFO ] [FORECASTER] Starting predict_future for EMR
[2025-09-29T01:28:39.496453] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:39.497511] [DEBUG] [LOCAL     ] No optimal features file found for EMR: ./output/feature-sets/EMR.txt
[2025-09-29T01:28:39.497592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:39.497687] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:39.497756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:39.497856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:39.517070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:39.517796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:39.517912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:39.517982] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:39.555512] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:39.555750] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:39.555824] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:39.555865] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:39.560167] [DEBUG] [FORECASTER] EMR: Forecast T+1@11:T+2@11: UP (p=98.34%)
[2025-09-29T01:28:39.560525] [INFO ] [FORECASTER] Completed predict_future for EMR
[2025-09-29T01:28:39.560743] [INFO ] [sig       ] EMR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:39.718697] [INFO ] [LOCAL     ] Saved forecast: EMR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EMR.txt
[2025-09-29T01:28:39.719025] [INFO ] [sig       ] [687/2211] Completed EMR in 0.3s | 3.72 sym/s | Total: 3.1m | ETA: 6.8m
[2025-09-29T01:28:39.719111] [INFO ] [sig       ] [688/2211] Forecasting ENB...
[2025-09-29T01:28:39.719184] [INFO ] [sig       ] Generating forecast for: ENB
[2025-09-29T01:28:39.719259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-09-29T01:28:39.733608] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ENB'.
[2025-09-29T01:28:39.734186] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-09-29T01:28:39.769803] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:39.771019] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-09-29T01:28:39.771116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:39.771254] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:39.771350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:39.771531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:39.790239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:39.791180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:39.791326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:39.791424] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:39.834795] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:39.835001] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:39.835054] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:39.835095] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:39.839725] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=79.56%)
[2025-09-29T01:28:39.840089] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-09-29T01:28:39.840259] [INFO ] [sig       ] ENB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:39.998554] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ENB.txt
[2025-09-29T01:28:39.998993] [INFO ] [sig       ] [688/2211] Completed ENB in 0.3s | 3.72 sym/s | Total: 3.1m | ETA: 6.8m
[2025-09-29T01:28:39.999095] [INFO ] [sig       ] [689/2211] Forecasting ENFY...
[2025-09-29T01:28:39.999193] [INFO ] [sig       ] Generating forecast for: ENFY
[2025-09-29T01:28:39.999297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENFY' from 'https://tdm.silogroup.org/data/derivative_storage/ENFY.csv'.
[2025-09-29T01:28:40.009115] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ENFY'.
[2025-09-29T01:28:40.009524] [INFO ] [FORECASTER] Starting predict_future for ENFY
[2025-09-29T01:28:40.037061] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:40.038157] [DEBUG] [LOCAL     ] No optimal features file found for ENFY: ./output/feature-sets/ENFY.txt
[2025-09-29T01:28:40.038253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:40.038357] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:40.038456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:40.038609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:40.059215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:40.059918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:40.060035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:40.060107] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:40.096365] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:40.096516] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:40.096562] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:40.096598] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:40.100245] [DEBUG] [FORECASTER] ENFY: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2025-09-29T01:28:40.100547] [INFO ] [FORECASTER] Completed predict_future for ENFY
[2025-09-29T01:28:40.100791] [INFO ] [sig       ] ENFY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:40.265672] [INFO ] [LOCAL     ] Saved forecast: ENFY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ENFY.txt
[2025-09-29T01:28:40.265974] [INFO ] [sig       ] [689/2211] Completed ENFY in 0.3s | 3.72 sym/s | Total: 3.1m | ETA: 6.8m
[2025-09-29T01:28:40.266058] [INFO ] [sig       ] [690/2211] Forecasting ENIC...
[2025-09-29T01:28:40.266143] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-09-29T01:28:40.266252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-09-29T01:28:40.277770] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ENIC'.
[2025-09-29T01:28:40.278184] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-09-29T01:28:40.304772] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:40.305667] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-09-29T01:28:40.305751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:40.305825] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:40.305908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:40.306033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:40.324843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:40.325497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:40.325614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:40.325726] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:40.360731] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:40.360858] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:40.360913] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:40.360949] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:40.364292] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: UP (p=53.52%)
[2025-09-29T01:28:40.364587] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-09-29T01:28:40.364769] [INFO ] [sig       ] ENIC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:40.515605] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ENIC.txt
[2025-09-29T01:28:40.515880] [INFO ] [sig       ] [690/2211] Completed ENIC in 0.2s | 3.72 sym/s | Total: 3.1m | ETA: 6.8m
[2025-09-29T01:28:40.516001] [INFO ] [sig       ] [691/2211] Forecasting ENO...
[2025-09-29T01:28:40.516077] [INFO ] [sig       ] Generating forecast for: ENO
[2025-09-29T01:28:40.516168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENO' from 'https://tdm.silogroup.org/data/derivative_storage/ENO.csv'.
[2025-09-29T01:28:40.525763] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ENO'.
[2025-09-29T01:28:40.526102] [INFO ] [FORECASTER] Starting predict_future for ENO
[2025-09-29T01:28:40.553502] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:40.554352] [DEBUG] [LOCAL     ] No optimal features file found for ENO: ./output/feature-sets/ENO.txt
[2025-09-29T01:28:40.554434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:40.554510] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:40.554606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:40.554811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:40.573665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:40.574332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:40.574451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:40.574537] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:40.612763] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:40.612935] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:40.613012] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:40.613057] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:40.617062] [DEBUG] [FORECASTER] ENO: Forecast T+1@11:T+2@11: DOWN (p=27.10%)
[2025-09-29T01:28:40.617418] [INFO ] [FORECASTER] Completed predict_future for ENO
[2025-09-29T01:28:40.617584] [INFO ] [sig       ] ENO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:40.776760] [INFO ] [LOCAL     ] Saved forecast: ENO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ENO.txt
[2025-09-29T01:28:40.777286] [INFO ] [sig       ] [691/2211] Completed ENO in 0.3s | 3.72 sym/s | Total: 3.1m | ETA: 6.8m
[2025-09-29T01:28:40.777370] [INFO ] [sig       ] [692/2211] Forecasting ENOV...
[2025-09-29T01:28:40.777464] [INFO ] [sig       ] Generating forecast for: ENOV
[2025-09-29T01:28:40.777553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENOV' from 'https://tdm.silogroup.org/data/derivative_storage/ENOV.csv'.
[2025-09-29T01:28:40.789233] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ENOV'.
[2025-09-29T01:28:40.789699] [INFO ] [FORECASTER] Starting predict_future for ENOV
[2025-09-29T01:28:40.816842] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:40.817777] [DEBUG] [LOCAL     ] No optimal features file found for ENOV: ./output/feature-sets/ENOV.txt
[2025-09-29T01:28:40.817861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:40.817935] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:40.818019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:40.818137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:40.837019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:40.837858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:40.837974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:40.838055] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:40.876008] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:40.876187] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:40.876236] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:40.876271] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:40.880022] [DEBUG] [FORECASTER] ENOV: Forecast T+1@11:T+2@11: UP (p=51.40%)
[2025-09-29T01:28:40.880354] [INFO ] [FORECASTER] Completed predict_future for ENOV
[2025-09-29T01:28:40.880511] [INFO ] [sig       ] ENOV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:41.029800] [INFO ] [LOCAL     ] Saved forecast: ENOV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ENOV.txt
[2025-09-29T01:28:41.030063] [INFO ] [sig       ] [692/2211] Completed ENOV in 0.3s | 3.72 sym/s | Total: 3.1m | ETA: 6.8m
[2025-09-29T01:28:41.030142] [INFO ] [sig       ] [693/2211] Forecasting ENR...
[2025-09-29T01:28:41.030213] [INFO ] [sig       ] Generating forecast for: ENR
[2025-09-29T01:28:41.030284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENR' from 'https://tdm.silogroup.org/data/derivative_storage/ENR.csv'.
[2025-09-29T01:28:41.042845] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ENR'.
[2025-09-29T01:28:41.043348] [INFO ] [FORECASTER] Starting predict_future for ENR
[2025-09-29T01:28:41.072719] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:41.073684] [DEBUG] [LOCAL     ] No optimal features file found for ENR: ./output/feature-sets/ENR.txt
[2025-09-29T01:28:41.073771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:41.073847] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:41.073931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:41.074069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:41.092948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:41.093859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:41.094045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:41.094138] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:41.132676] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:41.132889] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:41.132940] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:41.132975] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:41.137306] [DEBUG] [FORECASTER] ENR: Forecast T+1@11:T+2@11: UP (p=50.27%)
[2025-09-29T01:28:41.137717] [INFO ] [FORECASTER] Completed predict_future for ENR
[2025-09-29T01:28:41.137925] [INFO ] [sig       ] ENR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:41.289570] [INFO ] [LOCAL     ] Saved forecast: ENR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ENR.txt
[2025-09-29T01:28:41.289931] [INFO ] [sig       ] [693/2211] Completed ENR in 0.3s | 3.72 sym/s | Total: 3.1m | ETA: 6.8m
[2025-09-29T01:28:41.290016] [INFO ] [sig       ] [694/2211] Forecasting ENS...
[2025-09-29T01:28:41.290129] [INFO ] [sig       ] Generating forecast for: ENS
[2025-09-29T01:28:41.290234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-09-29T01:28:41.302558] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ENS'.
[2025-09-29T01:28:41.303056] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-09-29T01:28:41.330292] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:41.331165] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-09-29T01:28:41.331247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:41.331322] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:41.331406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:41.331561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:41.351036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:41.352113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:41.352251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:41.352340] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:41.390259] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:41.390506] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:41.390593] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:41.390690] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:41.395399] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=95.02%)
[2025-09-29T01:28:41.395863] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-09-29T01:28:41.396051] [INFO ] [sig       ] ENS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:41.551137] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ENS.txt
[2025-09-29T01:28:41.551469] [INFO ] [sig       ] [694/2211] Completed ENS in 0.3s | 3.72 sym/s | Total: 3.1m | ETA: 6.8m
[2025-09-29T01:28:41.551552] [INFO ] [sig       ] [695/2211] Forecasting ENVA...
[2025-09-29T01:28:41.551626] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-09-29T01:28:41.551727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-09-29T01:28:41.562946] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ENVA'.
[2025-09-29T01:28:41.563494] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-09-29T01:28:41.592410] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:41.593435] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-09-29T01:28:41.593524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:41.593616] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:41.593733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:41.593843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:41.613474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:41.614597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:41.614748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:41.614840] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:41.648979] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:41.649128] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:41.649178] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:41.649218] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:41.653093] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: DOWN (p=20.70%)
[2025-09-29T01:28:41.653419] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-09-29T01:28:41.653582] [INFO ] [sig       ] ENVA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:41.808925] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ENVA.txt
[2025-09-29T01:28:41.809232] [INFO ] [sig       ] [695/2211] Completed ENVA in 0.3s | 3.72 sym/s | Total: 3.1m | ETA: 6.8m
[2025-09-29T01:28:41.809336] [INFO ] [sig       ] [696/2211] Forecasting EOD...
[2025-09-29T01:28:41.809421] [INFO ] [sig       ] Generating forecast for: EOD
[2025-09-29T01:28:41.809495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-09-29T01:28:41.820388] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EOD'.
[2025-09-29T01:28:41.820921] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-09-29T01:28:41.847950] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:41.848864] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-09-29T01:28:41.848949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:41.849025] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:41.849096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:41.849211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:41.868925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:41.869689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:41.869809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:41.869884] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:41.909123] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:41.909312] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:41.909362] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:41.909397] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:41.913078] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=10.05%)
[2025-09-29T01:28:41.913403] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-09-29T01:28:41.913563] [INFO ] [sig       ] EOD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:42.062401] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EOD.txt
[2025-09-29T01:28:42.062707] [INFO ] [sig       ] [696/2211] Completed EOD in 0.3s | 3.72 sym/s | Total: 3.1m | ETA: 6.8m
[2025-09-29T01:28:42.062792] [INFO ] [sig       ] [697/2211] Forecasting EOG...
[2025-09-29T01:28:42.062863] [INFO ] [sig       ] Generating forecast for: EOG
[2025-09-29T01:28:42.062935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-09-29T01:28:42.074102] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EOG'.
[2025-09-29T01:28:42.074561] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-09-29T01:28:42.102206] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:42.103167] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-09-29T01:28:42.103249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:42.103324] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:42.103394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:42.103498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:42.122040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:42.122964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:42.123081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:42.123154] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:42.162180] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:42.162375] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:42.162424] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:42.162460] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:42.166140] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-09-29T01:28:42.166451] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-09-29T01:28:42.166608] [INFO ] [sig       ] EOG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:42.321262] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EOG.txt
[2025-09-29T01:28:42.321557] [INFO ] [sig       ] [697/2211] Completed EOG in 0.3s | 3.72 sym/s | Total: 3.1m | ETA: 6.8m
[2025-09-29T01:28:42.321662] [INFO ] [sig       ] [698/2211] Forecasting EOI...
[2025-09-29T01:28:42.321740] [INFO ] [sig       ] Generating forecast for: EOI
[2025-09-29T01:28:42.321815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-09-29T01:28:42.332549] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EOI'.
[2025-09-29T01:28:42.332999] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-09-29T01:28:42.359158] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:42.360106] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-09-29T01:28:42.360187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:42.360291] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:42.360395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:42.360499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:42.381116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:42.381917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:42.382042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:42.382125] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:42.425576] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:42.425783] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:42.425845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:42.425881] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:42.429481] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: DOWN (p=39.29%)
[2025-09-29T01:28:42.429829] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-09-29T01:28:42.429994] [INFO ] [sig       ] EOI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:42.590516] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EOI.txt
[2025-09-29T01:28:42.590835] [INFO ] [sig       ] [698/2211] Completed EOI in 0.3s | 3.72 sym/s | Total: 3.1m | ETA: 6.8m
[2025-09-29T01:28:42.590919] [INFO ] [sig       ] [699/2211] Forecasting EOS...
[2025-09-29T01:28:42.591097] [INFO ] [sig       ] Generating forecast for: EOS
[2025-09-29T01:28:42.591192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-09-29T01:28:42.603050] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EOS'.
[2025-09-29T01:28:42.603565] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-09-29T01:28:42.633313] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:42.634335] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-09-29T01:28:42.634434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:42.634513] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:42.634586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:42.634717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:42.655165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:42.656133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:42.656273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:42.656347] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:42.694567] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:42.694812] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:42.694877] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:42.694920] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:42.699003] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: DOWN (p=25.64%)
[2025-09-29T01:28:42.699350] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-09-29T01:28:42.699515] [INFO ] [sig       ] EOS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:42.863337] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EOS.txt
[2025-09-29T01:28:42.863770] [INFO ] [sig       ] [699/2211] Completed EOS in 0.3s | 3.72 sym/s | Total: 3.1m | ETA: 6.8m
[2025-09-29T01:28:42.863864] [INFO ] [sig       ] [700/2211] Forecasting EOT...
[2025-09-29T01:28:42.863943] [INFO ] [sig       ] Generating forecast for: EOT
[2025-09-29T01:28:42.864026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOT' from 'https://tdm.silogroup.org/data/derivative_storage/EOT.csv'.
[2025-09-29T01:28:42.875630] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EOT'.
[2025-09-29T01:28:42.876193] [INFO ] [FORECASTER] Starting predict_future for EOT
[2025-09-29T01:28:42.905207] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:42.906258] [DEBUG] [LOCAL     ] No optimal features file found for EOT: ./output/feature-sets/EOT.txt
[2025-09-29T01:28:42.906343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:42.906419] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:42.906506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:42.906742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:42.925371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:42.926209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:42.926325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:42.926413] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:42.968563] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:42.968905] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:42.969015] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:42.969076] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:42.973771] [DEBUG] [FORECASTER] EOT: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-09-29T01:28:42.974221] [INFO ] [FORECASTER] Completed predict_future for EOT
[2025-09-29T01:28:42.974421] [INFO ] [sig       ] EOT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:43.128513] [INFO ] [LOCAL     ] Saved forecast: EOT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EOT.txt
[2025-09-29T01:28:43.128865] [INFO ] [sig       ] [700/2211] Completed EOT in 0.3s | 3.72 sym/s | Total: 3.1m | ETA: 6.8m
[2025-09-29T01:28:43.128951] [INFO ] [sig       ] [701/2211] Forecasting EPAC...
[2025-09-29T01:28:43.129025] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-09-29T01:28:43.129101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-09-29T01:28:43.142734] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EPAC'.
[2025-09-29T01:28:43.143197] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-09-29T01:28:43.171331] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:43.172248] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-09-29T01:28:43.172335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:43.172411] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:43.172482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:43.172598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:43.191076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:43.191820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:43.191937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:43.192010] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:43.229919] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:43.230121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:43.230173] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:43.230210] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:43.234101] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=33.43%)
[2025-09-29T01:28:43.234456] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-09-29T01:28:43.234619] [INFO ] [sig       ] EPAC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:43.387280] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EPAC.txt
[2025-09-29T01:28:43.387617] [INFO ] [sig       ] [701/2211] Completed EPAC in 0.3s | 3.72 sym/s | Total: 3.1m | ETA: 6.8m
[2025-09-29T01:28:43.387759] [INFO ] [sig       ] [702/2211] Forecasting EPAM...
[2025-09-29T01:28:43.387845] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-09-29T01:28:43.387920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-09-29T01:28:43.399274] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EPAM'.
[2025-09-29T01:28:43.399700] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-09-29T01:28:43.427492] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:43.428428] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-09-29T01:28:43.428523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:43.428599] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:43.428696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:43.428816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:43.447608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:43.448332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:43.448527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:43.448602] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:43.489468] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:43.489698] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:43.489770] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:43.489810] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:43.493480] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: DOWN (p=12.58%)
[2025-09-29T01:28:43.493848] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-09-29T01:28:43.494021] [INFO ] [sig       ] EPAM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:43.648459] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EPAM.txt
[2025-09-29T01:28:43.648810] [INFO ] [sig       ] [702/2211] Completed EPAM in 0.3s | 3.72 sym/s | Total: 3.1m | ETA: 6.8m
[2025-09-29T01:28:43.648898] [INFO ] [sig       ] [703/2211] Forecasting EPC...
[2025-09-29T01:28:43.648971] [INFO ] [sig       ] Generating forecast for: EPC
[2025-09-29T01:28:43.649045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-09-29T01:28:43.660370] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EPC'.
[2025-09-29T01:28:43.660892] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-09-29T01:28:43.688737] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:43.689729] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-09-29T01:28:43.689813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:43.689904] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:43.689990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:43.690125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:43.709333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:43.710230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:43.710350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:43.710439] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:43.749229] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:43.749431] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:43.749483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:43.749519] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:43.753554] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: DOWN (p=6.75%)
[2025-09-29T01:28:43.753893] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-09-29T01:28:43.754060] [INFO ] [sig       ] EPC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:43.921722] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EPC.txt
[2025-09-29T01:28:43.922000] [INFO ] [sig       ] [703/2211] Completed EPC in 0.3s | 3.72 sym/s | Total: 3.1m | ETA: 6.8m
[2025-09-29T01:28:43.922104] [INFO ] [sig       ] [704/2211] Forecasting EPD...
[2025-09-29T01:28:43.922191] [INFO ] [sig       ] Generating forecast for: EPD
[2025-09-29T01:28:43.922278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-09-29T01:28:43.933943] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EPD'.
[2025-09-29T01:28:43.934551] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-09-29T01:28:43.962353] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:43.963250] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-09-29T01:28:43.963350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:43.963423] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:43.963495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:43.963598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:43.983074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:43.983873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:43.983991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:43.984065] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:44.021526] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:44.021727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:44.021793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:44.021884] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:44.025559] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=26.35%)
[2025-09-29T01:28:44.025899] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-09-29T01:28:44.026071] [INFO ] [sig       ] EPD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:44.174312] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EPD.txt
[2025-09-29T01:28:44.174634] [INFO ] [sig       ] [704/2211] Completed EPD in 0.3s | 3.72 sym/s | Total: 3.2m | ETA: 6.7m
[2025-09-29T01:28:44.174746] [INFO ] [sig       ] [705/2211] Forecasting EPR...
[2025-09-29T01:28:44.174819] [INFO ] [sig       ] Generating forecast for: EPR
[2025-09-29T01:28:44.174894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPR' from 'https://tdm.silogroup.org/data/derivative_storage/EPR.csv'.
[2025-09-29T01:28:44.186347] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EPR'.
[2025-09-29T01:28:44.186940] [INFO ] [FORECASTER] Starting predict_future for EPR
[2025-09-29T01:28:44.214181] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:44.215073] [DEBUG] [LOCAL     ] No optimal features file found for EPR: ./output/feature-sets/EPR.txt
[2025-09-29T01:28:44.215160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:44.215236] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:44.215307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:44.215413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:44.233977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:44.234718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:44.234835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:44.234910] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:44.274537] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:44.274735] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:44.274801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:44.274840] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:44.278509] [DEBUG] [FORECASTER] EPR: Forecast T+1@11:T+2@11: DOWN (p=47.95%)
[2025-09-29T01:28:44.278848] [INFO ] [FORECASTER] Completed predict_future for EPR
[2025-09-29T01:28:44.279015] [INFO ] [sig       ] EPR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:44.427597] [INFO ] [LOCAL     ] Saved forecast: EPR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EPR.txt
[2025-09-29T01:28:44.427922] [INFO ] [sig       ] [705/2211] Completed EPR in 0.3s | 3.72 sym/s | Total: 3.2m | ETA: 6.7m
[2025-09-29T01:28:44.428007] [INFO ] [sig       ] [706/2211] Forecasting EPRT...
[2025-09-29T01:28:44.428080] [INFO ] [sig       ] Generating forecast for: EPRT
[2025-09-29T01:28:44.428165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPRT' from 'https://tdm.silogroup.org/data/derivative_storage/EPRT.csv'.
[2025-09-29T01:28:44.439570] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EPRT'.
[2025-09-29T01:28:44.440076] [INFO ] [FORECASTER] Starting predict_future for EPRT
[2025-09-29T01:28:44.476137] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:44.477512] [DEBUG] [LOCAL     ] No optimal features file found for EPRT: ./output/feature-sets/EPRT.txt
[2025-09-29T01:28:44.477600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:44.477699] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:44.477773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:44.477904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:44.502639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:44.503585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:44.503733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:44.503810] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:44.547903] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:44.548096] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:44.548150] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:44.548188] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:44.552245] [DEBUG] [FORECASTER] EPRT: Forecast T+1@11:T+2@11: UP (p=92.06%)
[2025-09-29T01:28:44.552564] [INFO ] [FORECASTER] Completed predict_future for EPRT
[2025-09-29T01:28:44.552765] [INFO ] [sig       ] EPRT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:44.706685] [INFO ] [LOCAL     ] Saved forecast: EPRT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EPRT.txt
[2025-09-29T01:28:44.707006] [INFO ] [sig       ] [706/2211] Completed EPRT in 0.3s | 3.72 sym/s | Total: 3.2m | ETA: 6.7m
[2025-09-29T01:28:44.707094] [INFO ] [sig       ] [707/2211] Forecasting EQBK...
[2025-09-29T01:28:44.707168] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-09-29T01:28:44.707244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-09-29T01:28:44.718586] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EQBK'.
[2025-09-29T01:28:44.719039] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-09-29T01:28:44.747942] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:44.748888] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-09-29T01:28:44.748973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:44.749049] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:44.749121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:44.749225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:44.769087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:44.769875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:44.769994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:44.770068] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:44.809073] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:44.809241] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:44.809292] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:44.809342] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:44.813471] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: DOWN (p=35.63%)
[2025-09-29T01:28:44.813857] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-09-29T01:28:44.814046] [INFO ] [sig       ] EQBK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:44.975448] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EQBK.txt
[2025-09-29T01:28:44.975792] [INFO ] [sig       ] [707/2211] Completed EQBK in 0.3s | 3.72 sym/s | Total: 3.2m | ETA: 6.7m
[2025-09-29T01:28:44.975878] [INFO ] [sig       ] [708/2211] Forecasting EQH...
[2025-09-29T01:28:44.975951] [INFO ] [sig       ] Generating forecast for: EQH
[2025-09-29T01:28:44.976026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-09-29T01:28:44.987737] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EQH'.
[2025-09-29T01:28:44.988268] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-09-29T01:28:45.015130] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:45.016159] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-09-29T01:28:45.016244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:45.016320] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:45.016392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:45.016497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:45.035092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:45.035846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:45.035962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:45.036035] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:45.076373] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:45.076575] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:45.076624] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:45.076698] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:45.080521] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-09-29T01:28:45.080903] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-09-29T01:28:45.081079] [INFO ] [sig       ] EQH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:45.229544] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EQH.txt
[2025-09-29T01:28:45.229892] [INFO ] [sig       ] [708/2211] Completed EQH in 0.3s | 3.72 sym/s | Total: 3.2m | ETA: 6.7m
[2025-09-29T01:28:45.229982] [INFO ] [sig       ] [709/2211] Forecasting EQNR...
[2025-09-29T01:28:45.230056] [INFO ] [sig       ] Generating forecast for: EQNR
[2025-09-29T01:28:45.230145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQNR' from 'https://tdm.silogroup.org/data/derivative_storage/EQNR.csv'.
[2025-09-29T01:28:45.241068] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EQNR'.
[2025-09-29T01:28:45.241498] [INFO ] [FORECASTER] Starting predict_future for EQNR
[2025-09-29T01:28:45.268431] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:45.269373] [DEBUG] [LOCAL     ] No optimal features file found for EQNR: ./output/feature-sets/EQNR.txt
[2025-09-29T01:28:45.269457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:45.269531] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:45.269615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:45.269803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:45.287963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:45.288730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:45.288863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:45.288949] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:45.328050] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:45.328232] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:45.328284] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:45.328328] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:45.332230] [DEBUG] [FORECASTER] EQNR: Forecast T+1@11:T+2@11: DOWN (p=0.52%)
[2025-09-29T01:28:45.332553] [INFO ] [FORECASTER] Completed predict_future for EQNR
[2025-09-29T01:28:45.332744] [INFO ] [sig       ] EQNR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:45.489912] [INFO ] [LOCAL     ] Saved forecast: EQNR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EQNR.txt
[2025-09-29T01:28:45.490218] [INFO ] [sig       ] [709/2211] Completed EQNR in 0.3s | 3.72 sym/s | Total: 3.2m | ETA: 6.7m
[2025-09-29T01:28:45.490403] [INFO ] [sig       ] [710/2211] Forecasting EQR...
[2025-09-29T01:28:45.490482] [INFO ] [sig       ] Generating forecast for: EQR
[2025-09-29T01:28:45.490556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQR' from 'https://tdm.silogroup.org/data/derivative_storage/EQR.csv'.
[2025-09-29T01:28:45.502046] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EQR'.
[2025-09-29T01:28:45.502460] [INFO ] [FORECASTER] Starting predict_future for EQR
[2025-09-29T01:28:45.528709] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:45.529583] [DEBUG] [LOCAL     ] No optimal features file found for EQR: ./output/feature-sets/EQR.txt
[2025-09-29T01:28:45.529831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:45.529907] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:45.529977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:45.530081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:45.547596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:45.548291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:45.548406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:45.548477] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:45.588612] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:45.588825] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:45.588879] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:45.588915] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:45.592873] [DEBUG] [FORECASTER] EQR: Forecast T+1@11:T+2@11: UP (p=97.20%)
[2025-09-29T01:28:45.593269] [INFO ] [FORECASTER] Completed predict_future for EQR
[2025-09-29T01:28:45.593435] [INFO ] [sig       ] EQR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:45.744922] [INFO ] [LOCAL     ] Saved forecast: EQR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EQR.txt
[2025-09-29T01:28:45.745204] [INFO ] [sig       ] [710/2211] Completed EQR in 0.3s | 3.72 sym/s | Total: 3.2m | ETA: 6.7m
[2025-09-29T01:28:45.745288] [INFO ] [sig       ] [711/2211] Forecasting EQT...
[2025-09-29T01:28:45.745362] [INFO ] [sig       ] Generating forecast for: EQT
[2025-09-29T01:28:45.745512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQT' from 'https://tdm.silogroup.org/data/derivative_storage/EQT.csv'.
[2025-09-29T01:28:45.756858] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EQT'.
[2025-09-29T01:28:45.757243] [INFO ] [FORECASTER] Starting predict_future for EQT
[2025-09-29T01:28:45.784078] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:45.784949] [DEBUG] [LOCAL     ] No optimal features file found for EQT: ./output/feature-sets/EQT.txt
[2025-09-29T01:28:45.785047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:45.785136] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:45.785221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:45.785339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:45.804269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:45.805133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:45.805251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:45.805337] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:45.852542] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:45.852797] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:45.852872] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:45.852945] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:45.857735] [DEBUG] [FORECASTER] EQT: Forecast T+1@11:T+2@11: UP (p=62.57%)
[2025-09-29T01:28:45.858077] [INFO ] [FORECASTER] Completed predict_future for EQT
[2025-09-29T01:28:45.858270] [INFO ] [sig       ] EQT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:46.008787] [INFO ] [LOCAL     ] Saved forecast: EQT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EQT.txt
[2025-09-29T01:28:46.009134] [INFO ] [sig       ] [711/2211] Completed EQT in 0.3s | 3.72 sym/s | Total: 3.2m | ETA: 6.7m
[2025-09-29T01:28:46.009215] [INFO ] [sig       ] [712/2211] Forecasting EQV...
[2025-09-29T01:28:46.009288] [INFO ] [sig       ] Generating forecast for: EQV
[2025-09-29T01:28:46.009361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQV' from 'https://tdm.silogroup.org/data/derivative_storage/EQV.csv'.
[2025-09-29T01:28:46.020380] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EQV'.
[2025-09-29T01:28:46.020789] [INFO ] [FORECASTER] Starting predict_future for EQV
[2025-09-29T01:28:46.047713] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:46.048684] [DEBUG] [LOCAL     ] No optimal features file found for EQV: ./output/feature-sets/EQV.txt
[2025-09-29T01:28:46.048767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:46.048852] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:46.048925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:46.049041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:46.066464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:46.067203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:46.067315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:46.067386] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:46.104905] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:46.105089] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:46.105138] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:46.105174] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:46.109230] [DEBUG] [FORECASTER] EQV: Forecast T+1@11:T+2@11: DOWN (p=48.93%)
[2025-09-29T01:28:46.109544] [INFO ] [FORECASTER] Completed predict_future for EQV
[2025-09-29T01:28:46.109730] [INFO ] [sig       ] EQV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:46.277047] [INFO ] [LOCAL     ] Saved forecast: EQV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EQV.txt
[2025-09-29T01:28:46.277399] [INFO ] [sig       ] [712/2211] Completed EQV in 0.3s | 3.72 sym/s | Total: 3.2m | ETA: 6.7m
[2025-09-29T01:28:46.277494] [INFO ] [sig       ] [713/2211] Forecasting ERJ...
[2025-09-29T01:28:46.277569] [INFO ] [sig       ] Generating forecast for: ERJ
[2025-09-29T01:28:46.277731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERJ' from 'https://tdm.silogroup.org/data/derivative_storage/ERJ.csv'.
[2025-09-29T01:28:46.291662] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ERJ'.
[2025-09-29T01:28:46.292096] [INFO ] [FORECASTER] Starting predict_future for ERJ
[2025-09-29T01:28:46.319870] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:46.320762] [DEBUG] [LOCAL     ] No optimal features file found for ERJ: ./output/feature-sets/ERJ.txt
[2025-09-29T01:28:46.320846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:46.320921] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:46.320992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:46.321097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:46.339771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:46.340410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:46.340542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:46.340621] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:46.380710] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:46.380891] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:46.380940] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:46.380980] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:46.384619] [DEBUG] [FORECASTER] ERJ: Forecast T+1@11:T+2@11: DOWN (p=27.91%)
[2025-09-29T01:28:46.384967] [INFO ] [FORECASTER] Completed predict_future for ERJ
[2025-09-29T01:28:46.385120] [INFO ] [sig       ] ERJ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:46.536525] [INFO ] [LOCAL     ] Saved forecast: ERJ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ERJ.txt
[2025-09-29T01:28:46.536917] [INFO ] [sig       ] [713/2211] Completed ERJ in 0.3s | 3.72 sym/s | Total: 3.2m | ETA: 6.7m
[2025-09-29T01:28:46.537088] [INFO ] [sig       ] [714/2211] Forecasting ERO...
[2025-09-29T01:28:46.537168] [INFO ] [sig       ] Generating forecast for: ERO
[2025-09-29T01:28:46.537258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-09-29T01:28:46.549245] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ERO'.
[2025-09-29T01:28:46.549729] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-09-29T01:28:46.579187] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:46.580148] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-09-29T01:28:46.580231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:46.580284] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:46.580363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:46.580526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:46.599883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:46.600903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:46.601034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:46.601120] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:46.641008] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:46.641197] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:46.641249] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:46.641286] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:46.645235] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: DOWN (p=26.68%)
[2025-09-29T01:28:46.645621] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-09-29T01:28:46.645826] [INFO ] [sig       ] ERO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:46.809153] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ERO.txt
[2025-09-29T01:28:46.809571] [INFO ] [sig       ] [714/2211] Completed ERO in 0.3s | 3.72 sym/s | Total: 3.2m | ETA: 6.7m
[2025-09-29T01:28:46.809706] [INFO ] [sig       ] [715/2211] Forecasting ES...
[2025-09-29T01:28:46.809801] [INFO ] [sig       ] Generating forecast for: ES
[2025-09-29T01:28:46.809957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-09-29T01:28:46.822314] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ES'.
[2025-09-29T01:28:46.822949] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-09-29T01:28:46.852912] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:46.853876] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-09-29T01:28:46.853961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:46.854038] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:46.854109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:46.854187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:46.873998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:46.874962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:46.875081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:46.875151] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:46.924123] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:46.924331] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:46.924384] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:46.924421] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:46.928914] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: UP (p=78.05%)
[2025-09-29T01:28:46.929374] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-09-29T01:28:46.929578] [INFO ] [sig       ] ES: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:47.086772] [INFO ] [LOCAL     ] Saved forecast: ES	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ES.txt
[2025-09-29T01:28:47.087139] [INFO ] [sig       ] [715/2211] Completed ES in 0.3s | 3.72 sym/s | Total: 3.2m | ETA: 6.7m
[2025-09-29T01:28:47.087223] [INFO ] [sig       ] [716/2211] Forecasting ESAB...
[2025-09-29T01:28:47.087296] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-09-29T01:28:47.087371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-09-29T01:28:47.098588] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ESAB'.
[2025-09-29T01:28:47.098988] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-09-29T01:28:47.126804] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:47.127684] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-09-29T01:28:47.127768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:47.127843] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:47.127912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:47.128017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:47.147290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:47.148088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:47.148233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:47.148333] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:47.187888] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:47.188019] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:47.188091] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:47.188137] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:47.191787] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=23.82%)
[2025-09-29T01:28:47.192085] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-09-29T01:28:47.192258] [INFO ] [sig       ] ESAB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:47.350136] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ESAB.txt
[2025-09-29T01:28:47.350406] [INFO ] [sig       ] [716/2211] Completed ESAB in 0.3s | 3.72 sym/s | Total: 3.2m | ETA: 6.7m
[2025-09-29T01:28:47.350486] [INFO ] [sig       ] [717/2211] Forecasting ESE...
[2025-09-29T01:28:47.350557] [INFO ] [sig       ] Generating forecast for: ESE
[2025-09-29T01:28:47.350630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-09-29T01:28:47.362180] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ESE'.
[2025-09-29T01:28:47.362557] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-09-29T01:28:47.389599] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:47.390389] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-09-29T01:28:47.390471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:47.390545] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:47.390615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:47.390739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:47.409549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:47.410337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:47.410566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:47.411379] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:47.451024] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:47.451227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:47.451277] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:47.451312] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:47.455212] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: UP (p=94.94%)
[2025-09-29T01:28:47.455662] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-09-29T01:28:47.455857] [INFO ] [sig       ] ESE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:47.616383] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ESE.txt
[2025-09-29T01:28:47.616756] [INFO ] [sig       ] [717/2211] Completed ESE in 0.3s | 3.72 sym/s | Total: 3.2m | ETA: 6.7m
[2025-09-29T01:28:47.616866] [INFO ] [sig       ] [718/2211] Forecasting ESI...
[2025-09-29T01:28:47.616945] [INFO ] [sig       ] Generating forecast for: ESI
[2025-09-29T01:28:47.617057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-09-29T01:28:47.631297] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ESI'.
[2025-09-29T01:28:47.631761] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-09-29T01:28:47.664131] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:47.665133] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-09-29T01:28:47.665216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:47.665336] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:47.665394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:47.665491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:47.691540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:47.692885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:47.693045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:47.693173] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:47.736960] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:47.737162] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:47.737220] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:47.737257] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:47.741444] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-09-29T01:28:47.741918] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-09-29T01:28:47.742146] [INFO ] [sig       ] ESI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:47.896333] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ESI.txt
[2025-09-29T01:28:47.896598] [INFO ] [sig       ] [718/2211] Completed ESI in 0.3s | 3.72 sym/s | Total: 3.2m | ETA: 6.7m
[2025-09-29T01:28:47.896702] [INFO ] [sig       ] [719/2211] Forecasting ESNT...
[2025-09-29T01:28:47.896774] [INFO ] [sig       ] Generating forecast for: ESNT
[2025-09-29T01:28:47.896868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESNT' from 'https://tdm.silogroup.org/data/derivative_storage/ESNT.csv'.
[2025-09-29T01:28:47.913445] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ESNT'.
[2025-09-29T01:28:47.914004] [INFO ] [FORECASTER] Starting predict_future for ESNT
[2025-09-29T01:28:47.941613] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:47.942540] [DEBUG] [LOCAL     ] No optimal features file found for ESNT: ./output/feature-sets/ESNT.txt
[2025-09-29T01:28:47.942628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:47.942721] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:47.942793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:47.942899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:47.962244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:47.963265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:47.963389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:47.963468] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:48.003691] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:48.003973] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:48.004050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:48.004092] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:48.008136] [DEBUG] [FORECASTER] ESNT: Forecast T+1@11:T+2@11: UP (p=84.40%)
[2025-09-29T01:28:48.008448] [INFO ] [FORECASTER] Completed predict_future for ESNT
[2025-09-29T01:28:48.008612] [INFO ] [sig       ] ESNT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:48.172409] [INFO ] [LOCAL     ] Saved forecast: ESNT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ESNT.txt
[2025-09-29T01:28:48.172883] [INFO ] [sig       ] [719/2211] Completed ESNT in 0.3s | 3.72 sym/s | Total: 3.2m | ETA: 6.7m
[2025-09-29T01:28:48.172988] [INFO ] [sig       ] [720/2211] Forecasting ESRT...
[2025-09-29T01:28:48.173072] [INFO ] [sig       ] Generating forecast for: ESRT
[2025-09-29T01:28:48.173155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESRT' from 'https://tdm.silogroup.org/data/derivative_storage/ESRT.csv'.
[2025-09-29T01:28:48.185555] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ESRT'.
[2025-09-29T01:28:48.186050] [INFO ] [FORECASTER] Starting predict_future for ESRT
[2025-09-29T01:28:48.213885] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:48.214671] [DEBUG] [LOCAL     ] No optimal features file found for ESRT: ./output/feature-sets/ESRT.txt
[2025-09-29T01:28:48.214754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:48.214828] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:48.214898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:48.215018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:48.235074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:48.235800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:48.235951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:48.236026] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:48.281639] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:48.281888] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:48.281943] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:48.281983] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:48.286429] [DEBUG] [FORECASTER] ESRT: Forecast T+1@11:T+2@11: DOWN (p=9.70%)
[2025-09-29T01:28:48.286970] [INFO ] [FORECASTER] Completed predict_future for ESRT
[2025-09-29T01:28:48.287179] [INFO ] [sig       ] ESRT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:48.445307] [INFO ] [LOCAL     ] Saved forecast: ESRT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ESRT.txt
[2025-09-29T01:28:48.445571] [INFO ] [sig       ] [720/2211] Completed ESRT in 0.3s | 3.72 sym/s | Total: 3.2m | ETA: 6.7m
[2025-09-29T01:28:48.445676] [INFO ] [sig       ] [721/2211] Forecasting ESS...
[2025-09-29T01:28:48.445749] [INFO ] [sig       ] Generating forecast for: ESS
[2025-09-29T01:28:48.445822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESS' from 'https://tdm.silogroup.org/data/derivative_storage/ESS.csv'.
[2025-09-29T01:28:48.456636] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ESS'.
[2025-09-29T01:28:48.457039] [INFO ] [FORECASTER] Starting predict_future for ESS
[2025-09-29T01:28:48.483480] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:48.484346] [DEBUG] [LOCAL     ] No optimal features file found for ESS: ./output/feature-sets/ESS.txt
[2025-09-29T01:28:48.484433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:48.484538] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:48.484634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:48.484800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:48.503635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:48.504361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:48.504491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:48.504577] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:48.549128] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:48.549342] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:48.549395] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:48.549432] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:48.553485] [DEBUG] [FORECASTER] ESS: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2025-09-29T01:28:48.553857] [INFO ] [FORECASTER] Completed predict_future for ESS
[2025-09-29T01:28:48.554055] [INFO ] [sig       ] ESS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:48.704852] [INFO ] [LOCAL     ] Saved forecast: ESS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ESS.txt
[2025-09-29T01:28:48.705147] [INFO ] [sig       ] [721/2211] Completed ESS in 0.3s | 3.72 sym/s | Total: 3.2m | ETA: 6.7m
[2025-09-29T01:28:48.705228] [INFO ] [sig       ] [722/2211] Forecasting ESTC...
[2025-09-29T01:28:48.705297] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-09-29T01:28:48.705370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-09-29T01:28:48.716872] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ESTC'.
[2025-09-29T01:28:48.717279] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-09-29T01:28:48.745348] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:48.746293] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-09-29T01:28:48.746418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:48.746515] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:48.746614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:48.746750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:48.767371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:48.768235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:48.768355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:48.768479] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:48.807500] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:48.807749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:48.807819] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:48.807858] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:48.811735] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=91.59%)
[2025-09-29T01:28:48.812112] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-09-29T01:28:48.812273] [INFO ] [sig       ] ESTC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:48.976026] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ESTC.txt
[2025-09-29T01:28:48.976319] [INFO ] [sig       ] [722/2211] Completed ESTC in 0.3s | 3.72 sym/s | Total: 3.2m | ETA: 6.7m
[2025-09-29T01:28:48.976399] [INFO ] [sig       ] [723/2211] Forecasting ET...
[2025-09-29T01:28:48.976471] [INFO ] [sig       ] Generating forecast for: ET
[2025-09-29T01:28:48.976544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ET' from 'https://tdm.silogroup.org/data/derivative_storage/ET.csv'.
[2025-09-29T01:28:48.987840] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ET'.
[2025-09-29T01:28:48.988242] [INFO ] [FORECASTER] Starting predict_future for ET
[2025-09-29T01:28:49.015842] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:49.016748] [DEBUG] [LOCAL     ] No optimal features file found for ET: ./output/feature-sets/ET.txt
[2025-09-29T01:28:49.016988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:49.017065] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:49.017136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:49.017239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:49.036352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:49.037334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:49.037457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:49.037529] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:49.073532] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:49.073717] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:49.073782] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:49.073819] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:49.077842] [DEBUG] [FORECASTER] ET: Forecast T+1@11:T+2@11: DOWN (p=1.65%)
[2025-09-29T01:28:49.078191] [INFO ] [FORECASTER] Completed predict_future for ET
[2025-09-29T01:28:49.078361] [INFO ] [sig       ] ET: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:49.242705] [INFO ] [LOCAL     ] Saved forecast: ET	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ET.txt
[2025-09-29T01:28:49.243000] [INFO ] [sig       ] [723/2211] Completed ET in 0.3s | 3.72 sym/s | Total: 3.2m | ETA: 6.7m
[2025-09-29T01:28:49.243091] [INFO ] [sig       ] [724/2211] Forecasting ETB...
[2025-09-29T01:28:49.243175] [INFO ] [sig       ] Generating forecast for: ETB
[2025-09-29T01:28:49.243246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-09-29T01:28:49.253542] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ETB'.
[2025-09-29T01:28:49.253966] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-09-29T01:28:49.280203] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:49.281104] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-09-29T01:28:49.281186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:49.281258] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:49.281327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:49.281438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:49.299505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:49.300222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:49.300341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:49.300413] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:49.334757] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:49.334944] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:49.334996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:49.335034] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:49.339103] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=15.23%)
[2025-09-29T01:28:49.339467] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-09-29T01:28:49.339662] [INFO ] [sig       ] ETB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:49.509776] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ETB.txt
[2025-09-29T01:28:49.510069] [INFO ] [sig       ] [724/2211] Completed ETB in 0.3s | 3.72 sym/s | Total: 3.2m | ETA: 6.7m
[2025-09-29T01:28:49.510153] [INFO ] [sig       ] [725/2211] Forecasting ETD...
[2025-09-29T01:28:49.510226] [INFO ] [sig       ] Generating forecast for: ETD
[2025-09-29T01:28:49.510309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-09-29T01:28:49.521051] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ETD'.
[2025-09-29T01:28:49.521493] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-09-29T01:28:49.548782] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:49.549630] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-09-29T01:28:49.549736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:49.549828] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:49.549901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:49.550012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:49.568858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:49.569535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:49.569712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:49.569810] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:49.604450] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:49.604599] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:49.604688] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:49.604749] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:49.608356] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=20.69%)
[2025-09-29T01:28:49.608674] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-09-29T01:28:49.608845] [INFO ] [sig       ] ETD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:49.767528] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ETD.txt
[2025-09-29T01:28:49.767872] [INFO ] [sig       ] [725/2211] Completed ETD in 0.3s | 3.72 sym/s | Total: 3.2m | ETA: 6.7m
[2025-09-29T01:28:49.767953] [INFO ] [sig       ] [726/2211] Forecasting ETG...
[2025-09-29T01:28:49.767999] [INFO ] [sig       ] Generating forecast for: ETG
[2025-09-29T01:28:49.768041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-09-29T01:28:49.781473] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ETG'.
[2025-09-29T01:28:49.781936] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-09-29T01:28:49.809617] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:49.810509] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-09-29T01:28:49.810598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:49.810698] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:49.810770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:49.810875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:49.829342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:49.830047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:49.830199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:49.830274] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:49.868872] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:49.869014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:49.869058] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:49.869092] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:49.872574] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: UP (p=85.03%)
[2025-09-29T01:28:49.872936] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-09-29T01:28:49.873101] [INFO ] [sig       ] ETG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:50.024339] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ETG.txt
[2025-09-29T01:28:50.024610] [INFO ] [sig       ] [726/2211] Completed ETG in 0.3s | 3.72 sym/s | Total: 3.3m | ETA: 6.6m
[2025-09-29T01:28:50.024712] [INFO ] [sig       ] [727/2211] Forecasting ETJ...
[2025-09-29T01:28:50.024785] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-09-29T01:28:50.024863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-09-29T01:28:50.034836] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ETJ'.
[2025-09-29T01:28:50.035219] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-09-29T01:28:50.061493] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:50.062459] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-09-29T01:28:50.062544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:50.062620] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:50.062713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:50.062817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:50.081376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:50.082068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:50.082183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:50.082256] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:50.123565] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:50.123794] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:50.123866] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:50.123912] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:50.128191] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=77.93%)
[2025-09-29T01:28:50.128600] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-09-29T01:28:50.128824] [INFO ] [sig       ] ETJ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:50.287324] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ETJ.txt
[2025-09-29T01:28:50.287604] [INFO ] [sig       ] [727/2211] Completed ETJ in 0.3s | 3.72 sym/s | Total: 3.3m | ETA: 6.6m
[2025-09-29T01:28:50.287708] [INFO ] [sig       ] [728/2211] Forecasting ETN...
[2025-09-29T01:28:50.287783] [INFO ] [sig       ] Generating forecast for: ETN
[2025-09-29T01:28:50.287844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-09-29T01:28:50.298859] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ETN'.
[2025-09-29T01:28:50.299278] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-09-29T01:28:50.328326] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:50.329160] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-09-29T01:28:50.329241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:50.329313] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:50.329384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:50.329486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:50.348381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:50.349082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:50.349200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:50.349273] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:50.392974] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:50.393180] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:50.393230] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:50.393266] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:50.397259] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=49.27%)
[2025-09-29T01:28:50.397566] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-09-29T01:28:50.397804] [INFO ] [sig       ] ETN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:50.553116] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ETN.txt
[2025-09-29T01:28:50.553400] [INFO ] [sig       ] [728/2211] Completed ETN in 0.3s | 3.72 sym/s | Total: 3.3m | ETA: 6.6m
[2025-09-29T01:28:50.553484] [INFO ] [sig       ] [729/2211] Forecasting ETO...
[2025-09-29T01:28:50.553565] [INFO ] [sig       ] Generating forecast for: ETO
[2025-09-29T01:28:50.553667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-09-29T01:28:50.565292] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ETO'.
[2025-09-29T01:28:50.565765] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-09-29T01:28:50.595331] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:50.596134] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-09-29T01:28:50.596217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:50.596292] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:50.596362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:50.596468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:50.614696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:50.615352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:50.615472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:50.615545] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:50.654619] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:50.654759] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:50.654809] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:50.654846] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:50.658444] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=81.92%)
[2025-09-29T01:28:50.658810] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-09-29T01:28:50.659000] [INFO ] [sig       ] ETO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:50.825805] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ETO.txt
[2025-09-29T01:28:50.826095] [INFO ] [sig       ] [729/2211] Completed ETO in 0.3s | 3.72 sym/s | Total: 3.3m | ETA: 6.6m
[2025-09-29T01:28:50.826182] [INFO ] [sig       ] [730/2211] Forecasting ETR...
[2025-09-29T01:28:50.826306] [INFO ] [sig       ] Generating forecast for: ETR
[2025-09-29T01:28:50.826405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETR' from 'https://tdm.silogroup.org/data/derivative_storage/ETR.csv'.
[2025-09-29T01:28:50.837346] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ETR'.
[2025-09-29T01:28:50.837765] [INFO ] [FORECASTER] Starting predict_future for ETR
[2025-09-29T01:28:50.865439] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:50.866299] [DEBUG] [LOCAL     ] No optimal features file found for ETR: ./output/feature-sets/ETR.txt
[2025-09-29T01:28:50.866381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:50.866456] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:50.866526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:50.866631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:50.885244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:50.885894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:50.886007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:50.886079] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:50.925215] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:50.925351] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:50.925397] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:50.925433] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:50.928971] [DEBUG] [FORECASTER] ETR: Forecast T+1@11:T+2@11: UP (p=79.98%)
[2025-09-29T01:28:50.929276] [INFO ] [FORECASTER] Completed predict_future for ETR
[2025-09-29T01:28:50.929429] [INFO ] [sig       ] ETR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:51.088432] [INFO ] [LOCAL     ] Saved forecast: ETR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ETR.txt
[2025-09-29T01:28:51.088760] [INFO ] [sig       ] [730/2211] Completed ETR in 0.3s | 3.72 sym/s | Total: 3.3m | ETA: 6.6m
[2025-09-29T01:28:51.088845] [INFO ] [sig       ] [731/2211] Forecasting ETV...
[2025-09-29T01:28:51.088921] [INFO ] [sig       ] Generating forecast for: ETV
[2025-09-29T01:28:51.088995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETV' from 'https://tdm.silogroup.org/data/derivative_storage/ETV.csv'.
[2025-09-29T01:28:51.103639] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ETV'.
[2025-09-29T01:28:51.104181] [INFO ] [FORECASTER] Starting predict_future for ETV
[2025-09-29T01:28:51.134933] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:51.136157] [DEBUG] [LOCAL     ] No optimal features file found for ETV: ./output/feature-sets/ETV.txt
[2025-09-29T01:28:51.136272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:51.136357] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:51.136502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:51.136612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:51.155311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:51.156149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:51.156286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:51.156359] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:51.199850] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:51.200092] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:51.200151] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:51.200188] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:51.204387] [DEBUG] [FORECASTER] ETV: Forecast T+1@11:T+2@11: DOWN (p=7.79%)
[2025-09-29T01:28:51.204752] [INFO ] [FORECASTER] Completed predict_future for ETV
[2025-09-29T01:28:51.204926] [INFO ] [sig       ] ETV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:51.366050] [INFO ] [LOCAL     ] Saved forecast: ETV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ETV.txt
[2025-09-29T01:28:51.366348] [INFO ] [sig       ] [731/2211] Completed ETV in 0.3s | 3.72 sym/s | Total: 3.3m | ETA: 6.6m
[2025-09-29T01:28:51.366428] [INFO ] [sig       ] [732/2211] Forecasting ETW...
[2025-09-29T01:28:51.366475] [INFO ] [sig       ] Generating forecast for: ETW
[2025-09-29T01:28:51.366517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETW' from 'https://tdm.silogroup.org/data/derivative_storage/ETW.csv'.
[2025-09-29T01:28:51.376763] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ETW'.
[2025-09-29T01:28:51.377171] [INFO ] [FORECASTER] Starting predict_future for ETW
[2025-09-29T01:28:51.404396] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:51.405337] [DEBUG] [LOCAL     ] No optimal features file found for ETW: ./output/feature-sets/ETW.txt
[2025-09-29T01:28:51.405423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:51.405515] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:51.405587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:51.405721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:51.425231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:51.425893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:51.426008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:51.426081] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:51.471020] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:51.471228] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:51.471298] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:51.471360] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:51.475821] [DEBUG] [FORECASTER] ETW: Forecast T+1@11:T+2@11: UP (p=98.06%)
[2025-09-29T01:28:51.476242] [INFO ] [FORECASTER] Completed predict_future for ETW
[2025-09-29T01:28:51.476503] [INFO ] [sig       ] ETW: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:51.626868] [INFO ] [LOCAL     ] Saved forecast: ETW	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ETW.txt
[2025-09-29T01:28:51.627184] [INFO ] [sig       ] [732/2211] Completed ETW in 0.3s | 3.72 sym/s | Total: 3.3m | ETA: 6.6m
[2025-09-29T01:28:51.627266] [INFO ] [sig       ] [733/2211] Forecasting ETX...
[2025-09-29T01:28:51.627338] [INFO ] [sig       ] Generating forecast for: ETX
[2025-09-29T01:28:51.627411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETX' from 'https://tdm.silogroup.org/data/derivative_storage/ETX.csv'.
[2025-09-29T01:28:51.641899] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ETX'.
[2025-09-29T01:28:51.642489] [INFO ] [FORECASTER] Starting predict_future for ETX
[2025-09-29T01:28:51.672298] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:51.673255] [DEBUG] [LOCAL     ] No optimal features file found for ETX: ./output/feature-sets/ETX.txt
[2025-09-29T01:28:51.673347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:51.673428] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:51.673501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:51.673670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:51.692957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:51.693842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:51.693997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:51.694083] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:51.734093] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:51.734315] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:51.734367] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:51.734404] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:51.738589] [DEBUG] [FORECASTER] ETX: Forecast T+1@11:T+2@11: UP (p=56.08%)
[2025-09-29T01:28:51.739018] [INFO ] [FORECASTER] Completed predict_future for ETX
[2025-09-29T01:28:51.739201] [INFO ] [sig       ] ETX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:51.890885] [INFO ] [LOCAL     ] Saved forecast: ETX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ETX.txt
[2025-09-29T01:28:51.891159] [INFO ] [sig       ] [733/2211] Completed ETX in 0.3s | 3.72 sym/s | Total: 3.3m | ETA: 6.6m
[2025-09-29T01:28:51.891239] [INFO ] [sig       ] [734/2211] Forecasting ETY...
[2025-09-29T01:28:51.891311] [INFO ] [sig       ] Generating forecast for: ETY
[2025-09-29T01:28:51.891385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-09-29T01:28:51.903707] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ETY'.
[2025-09-29T01:28:51.904191] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-09-29T01:28:51.932084] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:51.932991] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-09-29T01:28:51.933076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:51.933151] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:51.933222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:51.933328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:51.951658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:51.952329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:51.952445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:51.952539] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:51.990472] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:51.990684] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:51.990757] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:51.990797] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:51.994536] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=89.55%)
[2025-09-29T01:28:51.994938] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-09-29T01:28:51.995118] [INFO ] [sig       ] ETY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:52.149080] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ETY.txt
[2025-09-29T01:28:52.149395] [INFO ] [sig       ] [734/2211] Completed ETY in 0.3s | 3.72 sym/s | Total: 3.3m | ETA: 6.6m
[2025-09-29T01:28:52.149480] [INFO ] [sig       ] [735/2211] Forecasting EVC...
[2025-09-29T01:28:52.149554] [INFO ] [sig       ] Generating forecast for: EVC
[2025-09-29T01:28:52.149602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-09-29T01:28:52.161557] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EVC'.
[2025-09-29T01:28:52.162025] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-09-29T01:28:52.188597] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:52.189465] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-09-29T01:28:52.189547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:52.189621] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:52.189727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:52.189832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:52.207751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:52.208430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:52.208548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:52.208622] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:52.248675] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:52.248870] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:52.248919] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:52.248954] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:52.252603] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=40.64%)
[2025-09-29T01:28:52.252999] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-09-29T01:28:52.253181] [INFO ] [sig       ] EVC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:52.404540] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EVC.txt
[2025-09-29T01:28:52.404880] [INFO ] [sig       ] [735/2211] Completed EVC in 0.3s | 3.72 sym/s | Total: 3.3m | ETA: 6.6m
[2025-09-29T01:28:52.404962] [INFO ] [sig       ] [736/2211] Forecasting EVEX...
[2025-09-29T01:28:52.405034] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-09-29T01:28:52.405108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-09-29T01:28:52.415465] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EVEX'.
[2025-09-29T01:28:52.415857] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-09-29T01:28:52.442154] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:52.443063] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-09-29T01:28:52.443144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:52.443219] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:52.443288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:52.443396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:52.461467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:52.462205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:52.462319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:52.462391] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:52.509070] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:52.509260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:52.509315] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:52.509363] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:52.513222] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: DOWN (p=8.67%)
[2025-09-29T01:28:52.513580] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-09-29T01:28:52.513774] [INFO ] [sig       ] EVEX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:52.666092] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EVEX.txt
[2025-09-29T01:28:52.666410] [INFO ] [sig       ] [736/2211] Completed EVEX in 0.3s | 3.72 sym/s | Total: 3.3m | ETA: 6.6m
[2025-09-29T01:28:52.666498] [INFO ] [sig       ] [737/2211] Forecasting EVF...
[2025-09-29T01:28:52.666573] [INFO ] [sig       ] Generating forecast for: EVF
[2025-09-29T01:28:52.666678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-09-29T01:28:52.677240] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EVF'.
[2025-09-29T01:28:52.677637] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-09-29T01:28:52.704858] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:52.705784] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-09-29T01:28:52.705868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:52.705943] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:52.706013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:52.706118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:52.724765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:52.725525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:52.725667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:52.725747] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:52.759196] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:52.759381] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:52.759460] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:52.759510] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:52.763454] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: DOWN (p=14.61%)
[2025-09-29T01:28:52.763838] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-09-29T01:28:52.764036] [INFO ] [sig       ] EVF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:52.916670] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EVF.txt
[2025-09-29T01:28:52.916986] [INFO ] [sig       ] [737/2211] Completed EVF in 0.3s | 3.72 sym/s | Total: 3.3m | ETA: 6.6m
[2025-09-29T01:28:52.917072] [INFO ] [sig       ] [738/2211] Forecasting EVG...
[2025-09-29T01:28:52.917150] [INFO ] [sig       ] Generating forecast for: EVG
[2025-09-29T01:28:52.917225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-09-29T01:28:52.927718] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EVG'.
[2025-09-29T01:28:52.928137] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-09-29T01:28:52.954989] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:52.955992] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-09-29T01:28:52.956077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:52.956152] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:52.956244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:52.956406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:52.975660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:52.976639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:52.976803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:52.976908] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:53.009196] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:53.009399] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:53.009451] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:53.009489] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:53.013348] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=75.48%)
[2025-09-29T01:28:53.013725] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-09-29T01:28:53.013902] [INFO ] [sig       ] EVG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:53.166524] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EVG.txt
[2025-09-29T01:28:53.166879] [INFO ] [sig       ] [738/2211] Completed EVG in 0.2s | 3.72 sym/s | Total: 3.3m | ETA: 6.6m
[2025-09-29T01:28:53.166968] [INFO ] [sig       ] [739/2211] Forecasting EVH...
[2025-09-29T01:28:53.167061] [INFO ] [sig       ] Generating forecast for: EVH
[2025-09-29T01:28:53.167158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-09-29T01:28:53.177556] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EVH'.
[2025-09-29T01:28:53.177952] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-09-29T01:28:53.204520] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:53.205505] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-09-29T01:28:53.205590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:53.205690] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:53.205795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:53.205943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:53.225578] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:53.226740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:53.226931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:53.227026] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:53.260460] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:53.260673] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:53.260753] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:53.260800] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:53.264483] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=36.90%)
[2025-09-29T01:28:53.264929] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-09-29T01:28:53.265102] [INFO ] [sig       ] EVH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:53.416201] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EVH.txt
[2025-09-29T01:28:53.416522] [INFO ] [sig       ] [739/2211] Completed EVH in 0.2s | 3.72 sym/s | Total: 3.3m | ETA: 6.6m
[2025-09-29T01:28:53.416605] [INFO ] [sig       ] [740/2211] Forecasting EVN...
[2025-09-29T01:28:53.416700] [INFO ] [sig       ] Generating forecast for: EVN
[2025-09-29T01:28:53.416786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-09-29T01:28:53.427205] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EVN'.
[2025-09-29T01:28:53.427712] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-09-29T01:28:53.454472] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:53.455455] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-09-29T01:28:53.455541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:53.455615] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:53.455785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:53.455894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:53.474882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:53.475575] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:53.475717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:53.475807] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:53.510360] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:53.510529] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:53.510577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:53.510614] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:53.514250] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: UP (p=92.16%)
[2025-09-29T01:28:53.514556] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-09-29T01:28:53.514739] [INFO ] [sig       ] EVN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:53.664072] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EVN.txt
[2025-09-29T01:28:53.664440] [INFO ] [sig       ] [740/2211] Completed EVN in 0.2s | 3.73 sym/s | Total: 3.3m | ETA: 6.6m
[2025-09-29T01:28:53.664529] [INFO ] [sig       ] [741/2211] Forecasting EVR...
[2025-09-29T01:28:53.664602] [INFO ] [sig       ] Generating forecast for: EVR
[2025-09-29T01:28:53.664702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVR' from 'https://tdm.silogroup.org/data/derivative_storage/EVR.csv'.
[2025-09-29T01:28:53.676170] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'EVR'.
[2025-09-29T01:28:53.676694] [INFO ] [FORECASTER] Starting predict_future for EVR
[2025-09-29T01:28:53.704027] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:53.704976] [DEBUG] [LOCAL     ] No optimal features file found for EVR: ./output/feature-sets/EVR.txt
[2025-09-29T01:28:53.705057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:53.705142] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:53.705223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:53.705327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:53.724188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:53.725020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:53.725136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:53.725208] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:53.757737] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:53.757966] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:53.758047] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:53.758098] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:53.762264] [DEBUG] [FORECASTER] EVR: Forecast T+1@11:T+2@11: UP (p=88.99%)
[2025-09-29T01:28:53.762572] [INFO ] [FORECASTER] Completed predict_future for EVR
[2025-09-29T01:28:53.762769] [INFO ] [sig       ] EVR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:53.915005] [INFO ] [LOCAL     ] Saved forecast: EVR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EVR.txt
[2025-09-29T01:28:53.915363] [INFO ] [sig       ] [741/2211] Completed EVR in 0.3s | 3.73 sym/s | Total: 3.3m | ETA: 6.6m
[2025-09-29T01:28:53.915449] [INFO ] [sig       ] [742/2211] Forecasting EVT...
[2025-09-29T01:28:53.915523] [INFO ] [sig       ] Generating forecast for: EVT
[2025-09-29T01:28:53.915575] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVT' from 'https://tdm.silogroup.org/data/derivative_storage/EVT.csv'.
[2025-09-29T01:28:53.926493] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EVT'.
[2025-09-29T01:28:53.926948] [INFO ] [FORECASTER] Starting predict_future for EVT
[2025-09-29T01:28:53.953746] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:53.954683] [DEBUG] [LOCAL     ] No optimal features file found for EVT: ./output/feature-sets/EVT.txt
[2025-09-29T01:28:53.954767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:53.954840] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:53.954909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:53.955015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:53.973493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:53.974200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:53.974343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:53.974415] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:54.005592] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:54.005823] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:54.005883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:54.005921] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:54.009776] [DEBUG] [FORECASTER] EVT: Forecast T+1@11:T+2@11: UP (p=86.39%)
[2025-09-29T01:28:54.010107] [INFO ] [FORECASTER] Completed predict_future for EVT
[2025-09-29T01:28:54.010258] [INFO ] [sig       ] EVT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:54.158960] [INFO ] [LOCAL     ] Saved forecast: EVT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EVT.txt
[2025-09-29T01:28:54.159261] [INFO ] [sig       ] [742/2211] Completed EVT in 0.2s | 3.73 sym/s | Total: 3.3m | ETA: 6.6m
[2025-09-29T01:28:54.159343] [INFO ] [sig       ] [743/2211] Forecasting EVTC...
[2025-09-29T01:28:54.159415] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-09-29T01:28:54.159488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-09-29T01:28:54.169884] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EVTC'.
[2025-09-29T01:28:54.170260] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-09-29T01:28:54.196370] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:54.197442] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-09-29T01:28:54.197531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:54.197606] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:54.197701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:54.197826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:54.216292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:54.217220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:54.217341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:54.217411] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:54.255881] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:54.256125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:54.256181] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:54.256226] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:54.260698] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: DOWN (p=9.34%)
[2025-09-29T01:28:54.261148] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-09-29T01:28:54.261331] [INFO ] [sig       ] EVTC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:54.416450] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EVTC.txt
[2025-09-29T01:28:54.416783] [INFO ] [sig       ] [743/2211] Completed EVTC in 0.3s | 3.73 sym/s | Total: 3.3m | ETA: 6.6m
[2025-09-29T01:28:54.416894] [INFO ] [sig       ] [744/2211] Forecasting EVTL...
[2025-09-29T01:28:54.416967] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-09-29T01:28:54.417039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-09-29T01:28:54.427711] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EVTL'.
[2025-09-29T01:28:54.428112] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-09-29T01:28:54.457877] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:54.458822] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-09-29T01:28:54.458905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:54.458980] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:54.459050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:54.459163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:54.479100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:54.479835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:54.479950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:54.480021] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:54.521013] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:54.521168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:54.521235] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:54.521279] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:54.525033] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: UP (p=77.27%)
[2025-09-29T01:28:54.525343] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-09-29T01:28:54.525525] [INFO ] [sig       ] EVTL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:54.677769] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EVTL.txt
[2025-09-29T01:28:54.678073] [INFO ] [sig       ] [744/2211] Completed EVTL in 0.3s | 3.73 sym/s | Total: 3.3m | ETA: 6.6m
[2025-09-29T01:28:54.678154] [INFO ] [sig       ] [745/2211] Forecasting EVTR...
[2025-09-29T01:28:54.678226] [INFO ] [sig       ] Generating forecast for: EVTR
[2025-09-29T01:28:54.678300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTR' from 'https://tdm.silogroup.org/data/derivative_storage/EVTR.csv'.
[2025-09-29T01:28:54.690169] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'EVTR'.
[2025-09-29T01:28:54.690627] [INFO ] [FORECASTER] Starting predict_future for EVTR
[2025-09-29T01:28:54.719752] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:54.720625] [DEBUG] [LOCAL     ] No optimal features file found for EVTR: ./output/feature-sets/EVTR.txt
[2025-09-29T01:28:54.720731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:54.720814] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:54.720892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:54.720999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:54.741267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:54.742109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:54.742235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:54.742315] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:54.783920] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:54.784120] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:54.784174] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:54.784211] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:54.788250] [DEBUG] [FORECASTER] EVTR: Forecast T+1@11:T+2@11: DOWN (p=8.51%)
[2025-09-29T01:28:54.788614] [INFO ] [FORECASTER] Completed predict_future for EVTR
[2025-09-29T01:28:54.788825] [INFO ] [sig       ] EVTR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:54.943896] [INFO ] [LOCAL     ] Saved forecast: EVTR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EVTR.txt
[2025-09-29T01:28:54.944207] [INFO ] [sig       ] [745/2211] Completed EVTR in 0.3s | 3.73 sym/s | Total: 3.3m | ETA: 6.6m
[2025-09-29T01:28:54.944297] [INFO ] [sig       ] [746/2211] Forecasting EW...
[2025-09-29T01:28:54.944374] [INFO ] [sig       ] Generating forecast for: EW
[2025-09-29T01:28:54.944451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EW' from 'https://tdm.silogroup.org/data/derivative_storage/EW.csv'.
[2025-09-29T01:28:54.956260] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EW'.
[2025-09-29T01:28:54.956784] [INFO ] [FORECASTER] Starting predict_future for EW
[2025-09-29T01:28:54.983773] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:54.984789] [DEBUG] [LOCAL     ] No optimal features file found for EW: ./output/feature-sets/EW.txt
[2025-09-29T01:28:54.984885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:54.984962] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:54.985033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:54.985158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:55.003366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:55.004332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:55.004454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:55.004528] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:55.042929] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:55.043112] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:55.043162] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:55.043199] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:55.046892] [DEBUG] [FORECASTER] EW: Forecast T+1@11:T+2@11: UP (p=89.01%)
[2025-09-29T01:28:55.047198] [INFO ] [FORECASTER] Completed predict_future for EW
[2025-09-29T01:28:55.047347] [INFO ] [sig       ] EW: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:55.202137] [INFO ] [LOCAL     ] Saved forecast: EW	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EW.txt
[2025-09-29T01:28:55.202439] [INFO ] [sig       ] [746/2211] Completed EW in 0.3s | 3.73 sym/s | Total: 3.3m | ETA: 6.6m
[2025-09-29T01:28:55.202521] [INFO ] [sig       ] [747/2211] Forecasting EXG...
[2025-09-29T01:28:55.202592] [INFO ] [sig       ] Generating forecast for: EXG
[2025-09-29T01:28:55.202692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-09-29T01:28:55.214830] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EXG'.
[2025-09-29T01:28:55.215310] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-09-29T01:28:55.244101] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:55.245103] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-09-29T01:28:55.245212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:55.245295] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:55.245367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:55.245483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:55.263986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:55.264759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:55.264875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:55.264954] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:55.302784] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:55.302982] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:55.303041] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:55.303110] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:55.307145] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: UP (p=74.73%)
[2025-09-29T01:28:55.307461] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-09-29T01:28:55.307613] [INFO ] [sig       ] EXG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:55.463905] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/EXG.txt
[2025-09-29T01:28:55.464228] [INFO ] [sig       ] [747/2211] Completed EXG in 0.3s | 3.73 sym/s | Total: 3.3m | ETA: 6.5m
[2025-09-29T01:28:55.464312] [INFO ] [sig       ] [748/2211] Forecasting EXK...
[2025-09-29T01:28:55.464388] [INFO ] [sig       ] Generating forecast for: EXK
[2025-09-29T01:28:55.464465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-09-29T01:28:55.476906] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EXK'.
[2025-09-29T01:28:55.477428] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-09-29T01:28:55.505527] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:55.506434] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-09-29T01:28:55.506519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:55.506596] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:55.506699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:55.506806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:55.525968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:55.526963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:55.527088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:55.527162] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:55.571631] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:55.571869] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:55.571932] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:55.571970] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:55.576474] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: DOWN (p=7.20%)
[2025-09-29T01:28:55.576879] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-09-29T01:28:55.577110] [INFO ] [sig       ] EXK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:55.729223] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EXK.txt
[2025-09-29T01:28:55.729541] [INFO ] [sig       ] [748/2211] Completed EXK in 0.3s | 3.73 sym/s | Total: 3.3m | ETA: 6.5m
[2025-09-29T01:28:55.729624] [INFO ] [sig       ] [749/2211] Forecasting EXP...
[2025-09-29T01:28:55.729727] [INFO ] [sig       ] Generating forecast for: EXP
[2025-09-29T01:28:55.729801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-09-29T01:28:55.741063] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EXP'.
[2025-09-29T01:28:55.741584] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-09-29T01:28:55.769576] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:55.770565] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-09-29T01:28:55.770678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:55.770769] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:55.770855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:55.770990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:55.790340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:55.791300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:55.791425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:55.791513] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:55.829996] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:55.830210] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:55.830260] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:55.830298] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:55.834220] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: DOWN (p=26.54%)
[2025-09-29T01:28:55.834614] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-09-29T01:28:55.834850] [INFO ] [sig       ] EXP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:55.983107] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EXP.txt
[2025-09-29T01:28:55.983406] [INFO ] [sig       ] [749/2211] Completed EXP in 0.3s | 3.73 sym/s | Total: 3.3m | ETA: 6.5m
[2025-09-29T01:28:55.983487] [INFO ] [sig       ] [750/2211] Forecasting EXPD...
[2025-09-29T01:28:55.983558] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-09-29T01:28:55.983632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-09-29T01:28:55.994909] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EXPD'.
[2025-09-29T01:28:55.995341] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-09-29T01:28:56.022853] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:56.023803] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-09-29T01:28:56.023887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:56.023961] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:56.024033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:56.024140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:56.043227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:56.044039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:56.044161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:56.044233] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:56.080506] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:56.080745] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:56.080814] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:56.080854] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:56.084679] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=11.70%)
[2025-09-29T01:28:56.085006] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-09-29T01:28:56.085167] [INFO ] [sig       ] EXPD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:56.240181] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EXPD.txt
[2025-09-29T01:28:56.240514] [INFO ] [sig       ] [750/2211] Completed EXPD in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 6.5m
[2025-09-29T01:28:56.240602] [INFO ] [sig       ] [751/2211] Forecasting EXR...
[2025-09-29T01:28:56.240698] [INFO ] [sig       ] Generating forecast for: EXR
[2025-09-29T01:28:56.240780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXR' from 'https://tdm.silogroup.org/data/derivative_storage/EXR.csv'.
[2025-09-29T01:28:56.252166] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EXR'.
[2025-09-29T01:28:56.252592] [INFO ] [FORECASTER] Starting predict_future for EXR
[2025-09-29T01:28:56.278773] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:56.279588] [DEBUG] [LOCAL     ] No optimal features file found for EXR: ./output/feature-sets/EXR.txt
[2025-09-29T01:28:56.279694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:56.279769] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:56.279839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:56.279941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:56.298899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:56.299604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:56.299741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:56.299813] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:56.338686] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:56.338829] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:56.338875] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:56.338926] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:56.342276] [DEBUG] [FORECASTER] EXR: Forecast T+1@11:T+2@11: DOWN (p=16.90%)
[2025-09-29T01:28:56.342567] [INFO ] [FORECASTER] Completed predict_future for EXR
[2025-09-29T01:28:56.342749] [INFO ] [sig       ] EXR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:56.494575] [INFO ] [LOCAL     ] Saved forecast: EXR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/EXR.txt
[2025-09-29T01:28:56.494918] [INFO ] [sig       ] [751/2211] Completed EXR in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 6.5m
[2025-09-29T01:28:56.495002] [INFO ] [sig       ] [752/2211] Forecasting F...
[2025-09-29T01:28:56.495074] [INFO ] [sig       ] Generating forecast for: F
[2025-09-29T01:28:56.495156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-09-29T01:28:56.507779] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'F'.
[2025-09-29T01:28:56.508332] [INFO ] [FORECASTER] Starting predict_future for F
[2025-09-29T01:28:56.538090] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:56.539021] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-09-29T01:28:56.539104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:56.539189] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:56.539264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:56.539370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:56.558187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:56.558958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:56.559097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:56.559174] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:56.597578] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:56.597829] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:56.597885] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:56.597923] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:56.601762] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: UP (p=64.32%)
[2025-09-29T01:28:56.602082] [INFO ] [FORECASTER] Completed predict_future for F
[2025-09-29T01:28:56.602336] [INFO ] [sig       ] F: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:56.750116] [INFO ] [LOCAL     ] Saved forecast: F	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/F.txt
[2025-09-29T01:28:56.750408] [INFO ] [sig       ] [752/2211] Completed F in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 6.5m
[2025-09-29T01:28:56.750500] [INFO ] [sig       ] [753/2211] Forecasting FAF...
[2025-09-29T01:28:56.750582] [INFO ] [sig       ] Generating forecast for: FAF
[2025-09-29T01:28:56.750681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-09-29T01:28:56.761234] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FAF'.
[2025-09-29T01:28:56.761618] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-09-29T01:28:56.787984] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:56.788842] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-09-29T01:28:56.788927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:56.788976] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:56.789041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:56.789148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:56.808928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:56.809585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:56.809722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:56.809797] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:56.841954] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:56.842110] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:56.842157] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:56.842195] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:56.845759] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: UP (p=77.78%)
[2025-09-29T01:28:56.846068] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-09-29T01:28:56.846226] [INFO ] [sig       ] FAF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:56.996410] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FAF.txt
[2025-09-29T01:28:56.996753] [INFO ] [sig       ] [753/2211] Completed FAF in 0.2s | 3.73 sym/s | Total: 3.4m | ETA: 6.5m
[2025-09-29T01:28:56.996866] [INFO ] [sig       ] [754/2211] Forecasting FBIN...
[2025-09-29T01:28:56.996943] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-09-29T01:28:56.997019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-09-29T01:28:57.007337] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FBIN'.
[2025-09-29T01:28:57.007865] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-09-29T01:28:57.035263] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:57.036183] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-09-29T01:28:57.036268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:57.036345] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:57.036420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:57.036526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:57.055688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:57.056696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:57.056904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:57.056986] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:57.091140] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:57.091335] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:57.091384] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:57.091420] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:57.095206] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: UP (p=87.91%)
[2025-09-29T01:28:57.095520] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-09-29T01:28:57.095699] [INFO ] [sig       ] FBIN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:57.249849] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FBIN.txt
[2025-09-29T01:28:57.250148] [INFO ] [sig       ] [754/2211] Completed FBIN in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 6.5m
[2025-09-29T01:28:57.250211] [INFO ] [sig       ] [755/2211] Forecasting FBK...
[2025-09-29T01:28:57.250278] [INFO ] [sig       ] Generating forecast for: FBK
[2025-09-29T01:28:57.250353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-09-29T01:28:57.261154] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FBK'.
[2025-09-29T01:28:57.261539] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-09-29T01:28:57.290024] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:57.290940] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-09-29T01:28:57.291023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:57.291098] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:57.291169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:57.291274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:57.311743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:57.312582] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:57.312733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:57.312828] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:57.351822] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:57.351977] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:57.352051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:57.352102] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:57.355950] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: UP (p=95.83%)
[2025-09-29T01:28:57.356315] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-09-29T01:28:57.356487] [INFO ] [sig       ] FBK: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:57.513127] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FBK.txt
[2025-09-29T01:28:57.513438] [INFO ] [sig       ] [755/2211] Completed FBK in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 6.5m
[2025-09-29T01:28:57.513538] [INFO ] [sig       ] [756/2211] Forecasting FBP...
[2025-09-29T01:28:57.513636] [INFO ] [sig       ] Generating forecast for: FBP
[2025-09-29T01:28:57.513762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-09-29T01:28:57.523830] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FBP'.
[2025-09-29T01:28:57.524254] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-09-29T01:28:57.551812] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:57.552764] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-09-29T01:28:57.552863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:57.552935] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:57.553004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:57.553106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:57.571326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:57.572275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:57.572392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:57.572464] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:57.618425] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:57.618715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:57.618822] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:57.618891] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:57.624946] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=39.16%)
[2025-09-29T01:28:57.625589] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-09-29T01:28:57.625922] [INFO ] [sig       ] FBP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:57.795762] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FBP.txt
[2025-09-29T01:28:57.796096] [INFO ] [sig       ] [756/2211] Completed FBP in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 6.5m
[2025-09-29T01:28:57.796188] [INFO ] [sig       ] [757/2211] Forecasting FBRT...
[2025-09-29T01:28:57.796264] [INFO ] [sig       ] Generating forecast for: FBRT
[2025-09-29T01:28:57.796346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBRT' from 'https://tdm.silogroup.org/data/derivative_storage/FBRT.csv'.
[2025-09-29T01:28:57.807804] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FBRT'.
[2025-09-29T01:28:57.808245] [INFO ] [FORECASTER] Starting predict_future for FBRT
[2025-09-29T01:28:57.835965] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:57.836986] [DEBUG] [LOCAL     ] No optimal features file found for FBRT: ./output/feature-sets/FBRT.txt
[2025-09-29T01:28:57.837078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:57.837190] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:57.837291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:57.837455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:57.856220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:57.857090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:57.857227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:57.857333] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:57.901018] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:57.901211] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:57.901260] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:57.901297] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:57.905423] [DEBUG] [FORECASTER] FBRT: Forecast T+1@11:T+2@11: DOWN (p=44.02%)
[2025-09-29T01:28:57.905786] [INFO ] [FORECASTER] Completed predict_future for FBRT
[2025-09-29T01:28:57.905953] [INFO ] [sig       ] FBRT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:58.056292] [INFO ] [LOCAL     ] Saved forecast: FBRT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FBRT.txt
[2025-09-29T01:28:58.056610] [INFO ] [sig       ] [757/2211] Completed FBRT in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 6.5m
[2025-09-29T01:28:58.056721] [INFO ] [sig       ] [758/2211] Forecasting FC...
[2025-09-29T01:28:58.056810] [INFO ] [sig       ] Generating forecast for: FC
[2025-09-29T01:28:58.056907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-09-29T01:28:58.067252] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FC'.
[2025-09-29T01:28:58.067664] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-09-29T01:28:58.095295] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:58.096217] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-09-29T01:28:58.096303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:58.096387] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:58.096456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:58.096536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:58.115119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:58.116037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:58.116155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:58.116239] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:58.152701] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:58.152905] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:58.152956] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:58.153009] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:58.156958] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: DOWN (p=24.81%)
[2025-09-29T01:28:58.157312] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-09-29T01:28:58.157467] [INFO ] [sig       ] FC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:58.313963] [INFO ] [LOCAL     ] Saved forecast: FC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FC.txt
[2025-09-29T01:28:58.314265] [INFO ] [sig       ] [758/2211] Completed FC in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 6.5m
[2025-09-29T01:28:58.314351] [INFO ] [sig       ] [759/2211] Forecasting FCF...
[2025-09-29T01:28:58.314436] [INFO ] [sig       ] Generating forecast for: FCF
[2025-09-29T01:28:58.314530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-09-29T01:28:58.325632] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FCF'.
[2025-09-29T01:28:58.326021] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-09-29T01:28:58.354131] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:58.355582] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-09-29T01:28:58.355703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:58.355825] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:58.355925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:58.356067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:58.379423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:58.380208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:58.380338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:58.380420] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:58.420360] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:58.420525] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:58.420574] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:58.420611] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:58.424501] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=0.53%)
[2025-09-29T01:28:58.424865] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-09-29T01:28:58.425034] [INFO ] [sig       ] FCF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:58.584756] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FCF.txt
[2025-09-29T01:28:58.585131] [INFO ] [sig       ] [759/2211] Completed FCF in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 6.5m
[2025-09-29T01:28:58.585234] [INFO ] [sig       ] [760/2211] Forecasting FCN...
[2025-09-29T01:28:58.585315] [INFO ] [sig       ] Generating forecast for: FCN
[2025-09-29T01:28:58.585399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-09-29T01:28:58.597864] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FCN'.
[2025-09-29T01:28:58.598506] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-09-29T01:28:58.630293] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:58.631574] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-09-29T01:28:58.631696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:58.631781] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:58.631853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:58.631981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:58.652876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:58.654064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:58.654197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:58.654270] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:58.695179] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:58.695394] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:58.695446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:58.695482] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:58.699703] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: UP (p=60.34%)
[2025-09-29T01:28:58.700120] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-09-29T01:28:58.700299] [INFO ] [sig       ] FCN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:58.860248] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FCN.txt
[2025-09-29T01:28:58.860581] [INFO ] [sig       ] [760/2211] Completed FCN in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 6.5m
[2025-09-29T01:28:58.860699] [INFO ] [sig       ] [761/2211] Forecasting FCPT...
[2025-09-29T01:28:58.860774] [INFO ] [sig       ] Generating forecast for: FCPT
[2025-09-29T01:28:58.860847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCPT' from 'https://tdm.silogroup.org/data/derivative_storage/FCPT.csv'.
[2025-09-29T01:28:58.872121] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FCPT'.
[2025-09-29T01:28:58.872682] [INFO ] [FORECASTER] Starting predict_future for FCPT
[2025-09-29T01:28:58.901889] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:58.902948] [DEBUG] [LOCAL     ] No optimal features file found for FCPT: ./output/feature-sets/FCPT.txt
[2025-09-29T01:28:58.903039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:58.903116] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:58.903187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:58.903292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:58.923008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:58.924060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:58.924204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:58.924278] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:58.963386] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:58.963596] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:58.963669] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:58.963741] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:58.967806] [DEBUG] [FORECASTER] FCPT: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-09-29T01:28:58.968153] [INFO ] [FORECASTER] Completed predict_future for FCPT
[2025-09-29T01:28:58.968320] [INFO ] [sig       ] FCPT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:28:59.132274] [INFO ] [LOCAL     ] Saved forecast: FCPT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FCPT.txt
[2025-09-29T01:28:59.132602] [INFO ] [sig       ] [761/2211] Completed FCPT in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 6.5m
[2025-09-29T01:28:59.132714] [INFO ] [sig       ] [762/2211] Forecasting FCT...
[2025-09-29T01:28:59.132789] [INFO ] [sig       ] Generating forecast for: FCT
[2025-09-29T01:28:59.132864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCT' from 'https://tdm.silogroup.org/data/derivative_storage/FCT.csv'.
[2025-09-29T01:28:59.143833] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FCT'.
[2025-09-29T01:28:59.144322] [INFO ] [FORECASTER] Starting predict_future for FCT
[2025-09-29T01:28:59.174961] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:59.175929] [DEBUG] [LOCAL     ] No optimal features file found for FCT: ./output/feature-sets/FCT.txt
[2025-09-29T01:28:59.176026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:59.176100] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:59.176171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:59.176275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:59.195335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:59.196264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:59.196392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:59.196463] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:59.241457] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:59.241703] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:59.241817] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:59.241862] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:59.246341] [DEBUG] [FORECASTER] FCT: Forecast T+1@11:T+2@11: UP (p=91.80%)
[2025-09-29T01:28:59.246936] [INFO ] [FORECASTER] Completed predict_future for FCT
[2025-09-29T01:28:59.247152] [INFO ] [sig       ] FCT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:59.404539] [INFO ] [LOCAL     ] Saved forecast: FCT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FCT.txt
[2025-09-29T01:28:59.404845] [INFO ] [sig       ] [762/2211] Completed FCT in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 6.5m
[2025-09-29T01:28:59.404927] [INFO ] [sig       ] [763/2211] Forecasting FCX...
[2025-09-29T01:28:59.405004] [INFO ] [sig       ] Generating forecast for: FCX
[2025-09-29T01:28:59.405079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-09-29T01:28:59.419276] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FCX'.
[2025-09-29T01:28:59.419771] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-09-29T01:28:59.446255] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:59.447207] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-09-29T01:28:59.447289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:59.447363] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:59.447432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:59.447535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:59.465976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:59.466609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:59.466743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:59.466817] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:59.506020] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:59.506244] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:59.506303] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:59.506340] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:59.510824] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=83.75%)
[2025-09-29T01:28:59.511189] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-09-29T01:28:59.511384] [INFO ] [sig       ] FCX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:59.672352] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FCX.txt
[2025-09-29T01:28:59.672834] [INFO ] [sig       ] [763/2211] Completed FCX in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 6.5m
[2025-09-29T01:28:59.672923] [INFO ] [sig       ] [764/2211] Forecasting FDP...
[2025-09-29T01:28:59.673007] [INFO ] [sig       ] Generating forecast for: FDP
[2025-09-29T01:28:59.673086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-09-29T01:28:59.683878] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FDP'.
[2025-09-29T01:28:59.684243] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-09-29T01:28:59.712273] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:59.713174] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-09-29T01:28:59.713315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:59.713398] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:59.713470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:59.713574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:59.732058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:59.732755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:59.732888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:59.732980] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:28:59.780673] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:28:59.780812] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:28:59.780862] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:28:59.780904] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:28:59.784950] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-09-29T01:28:59.785272] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-09-29T01:28:59.785452] [INFO ] [sig       ] FDP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:28:59.937918] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FDP.txt
[2025-09-29T01:28:59.938216] [INFO ] [sig       ] [764/2211] Completed FDP in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 6.5m
[2025-09-29T01:28:59.938317] [INFO ] [sig       ] [765/2211] Forecasting FDS...
[2025-09-29T01:28:59.938411] [INFO ] [sig       ] Generating forecast for: FDS
[2025-09-29T01:28:59.938509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-09-29T01:28:59.949866] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FDS'.
[2025-09-29T01:28:59.950255] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-09-29T01:28:59.977175] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:28:59.978081] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-09-29T01:28:59.978180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:28:59.978286] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:28:59.978389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:28:59.978543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:28:59.996718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:28:59.997468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:28:59.997601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:28:59.997720] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:00.042780] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:00.042941] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:00.042994] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:00.043032] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:00.046635] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: DOWN (p=14.31%)
[2025-09-29T01:29:00.047039] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-09-29T01:29:00.047206] [INFO ] [sig       ] FDS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:00.197115] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FDS.txt
[2025-09-29T01:29:00.197398] [INFO ] [sig       ] [765/2211] Completed FDS in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 6.5m
[2025-09-29T01:29:00.197482] [INFO ] [sig       ] [766/2211] Forecasting FDX...
[2025-09-29T01:29:00.197557] [INFO ] [sig       ] Generating forecast for: FDX
[2025-09-29T01:29:00.197748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-09-29T01:29:00.213253] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FDX'.
[2025-09-29T01:29:00.214012] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-09-29T01:29:00.248448] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:00.250215] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-09-29T01:29:00.250448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:00.250531] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:00.250605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:00.250760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:00.268615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:00.269521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:00.269672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:00.269747] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:00.308569] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:00.308795] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:00.308860] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:00.308928] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:00.312847] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=0.92%)
[2025-09-29T01:29:00.313176] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-09-29T01:29:00.313349] [INFO ] [sig       ] FDX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:00.470729] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FDX.txt
[2025-09-29T01:29:00.471148] [INFO ] [sig       ] [766/2211] Completed FDX in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 6.5m
[2025-09-29T01:29:00.471231] [INFO ] [sig       ] [767/2211] Forecasting FE...
[2025-09-29T01:29:00.471303] [INFO ] [sig       ] Generating forecast for: FE
[2025-09-29T01:29:00.471378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-09-29T01:29:00.482671] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FE'.
[2025-09-29T01:29:00.483072] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-09-29T01:29:00.510571] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:00.511420] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-09-29T01:29:00.511502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:00.511576] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:00.511667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:00.511772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:00.530566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:00.531286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:00.531424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:00.531495] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:00.568984] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:00.569140] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:00.569188] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:00.569224] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:00.572986] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=86.50%)
[2025-09-29T01:29:00.573304] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-09-29T01:29:00.573457] [INFO ] [sig       ] FE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:00.724938] [INFO ] [LOCAL     ] Saved forecast: FE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FE.txt
[2025-09-29T01:29:00.725276] [INFO ] [sig       ] [767/2211] Completed FE in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 6.5m
[2025-09-29T01:29:00.725357] [INFO ] [sig       ] [768/2211] Forecasting FERG...
[2025-09-29T01:29:00.725428] [INFO ] [sig       ] Generating forecast for: FERG
[2025-09-29T01:29:00.725501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-09-29T01:29:00.736670] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FERG'.
[2025-09-29T01:29:00.737119] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-09-29T01:29:00.764377] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:00.765314] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-09-29T01:29:00.765419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:00.765513] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:00.765605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:00.765759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:00.784572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:00.785277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:00.785412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:00.785502] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:00.821061] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:00.821208] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:00.821263] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:00.821302] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:00.825343] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: DOWN (p=31.44%)
[2025-09-29T01:29:00.825694] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-09-29T01:29:00.825871] [INFO ] [sig       ] FERG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:00.981977] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FERG.txt
[2025-09-29T01:29:00.982265] [INFO ] [sig       ] [768/2211] Completed FERG in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 6.4m
[2025-09-29T01:29:00.982345] [INFO ] [sig       ] [769/2211] Forecasting FET...
[2025-09-29T01:29:00.982420] [INFO ] [sig       ] Generating forecast for: FET
[2025-09-29T01:29:00.982494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FET' from 'https://tdm.silogroup.org/data/derivative_storage/FET.csv'.
[2025-09-29T01:29:00.992802] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FET'.
[2025-09-29T01:29:00.993133] [INFO ] [FORECASTER] Starting predict_future for FET
[2025-09-29T01:29:01.021014] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:01.021954] [DEBUG] [LOCAL     ] No optimal features file found for FET: ./output/feature-sets/FET.txt
[2025-09-29T01:29:01.022077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:01.022153] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:01.022223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:01.022334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:01.040086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:01.040748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:01.040861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:01.040931] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:01.077364] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:01.077481] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:01.077527] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:01.077562] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:01.080974] [DEBUG] [FORECASTER] FET: Forecast T+1@11:T+2@11: UP (p=88.25%)
[2025-09-29T01:29:01.081263] [INFO ] [FORECASTER] Completed predict_future for FET
[2025-09-29T01:29:01.081416] [INFO ] [sig       ] FET: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:01.235794] [INFO ] [LOCAL     ] Saved forecast: FET	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FET.txt
[2025-09-29T01:29:01.236068] [INFO ] [sig       ] [769/2211] Completed FET in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 6.4m
[2025-09-29T01:29:01.236149] [INFO ] [sig       ] [770/2211] Forecasting FF...
[2025-09-29T01:29:01.236220] [INFO ] [sig       ] Generating forecast for: FF
[2025-09-29T01:29:01.236309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-09-29T01:29:01.247462] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FF'.
[2025-09-29T01:29:01.247982] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-09-29T01:29:01.275848] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:01.276886] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-09-29T01:29:01.276972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:01.277048] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:01.277119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:01.277223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:01.295314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:01.296383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:01.296511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:01.296584] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:01.328520] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:01.328753] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:01.328823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:01.328860] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:01.332631] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: UP (p=84.35%)
[2025-09-29T01:29:01.332967] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-09-29T01:29:01.333120] [INFO ] [sig       ] FF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:01.488552] [INFO ] [LOCAL     ] Saved forecast: FF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FF.txt
[2025-09-29T01:29:01.488932] [INFO ] [sig       ] [770/2211] Completed FF in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 6.4m
[2025-09-29T01:29:01.489019] [INFO ] [sig       ] [771/2211] Forecasting FFA...
[2025-09-29T01:29:01.489092] [INFO ] [sig       ] Generating forecast for: FFA
[2025-09-29T01:29:01.489185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-09-29T01:29:01.500577] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FFA'.
[2025-09-29T01:29:01.501001] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-09-29T01:29:01.528879] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:01.529741] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-09-29T01:29:01.529832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:01.529945] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:01.530042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:01.530154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:01.549379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:01.550035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:01.550153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:01.550226] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:01.587670] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:01.587800] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:01.587845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:01.587885] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:01.591453] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=78.89%)
[2025-09-29T01:29:01.591870] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-09-29T01:29:01.592058] [INFO ] [sig       ] FFA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:01.744282] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FFA.txt
[2025-09-29T01:29:01.744585] [INFO ] [sig       ] [771/2211] Completed FFA in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 6.4m
[2025-09-29T01:29:01.744705] [INFO ] [sig       ] [772/2211] Forecasting FFC...
[2025-09-29T01:29:01.744790] [INFO ] [sig       ] Generating forecast for: FFC
[2025-09-29T01:29:01.744878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-09-29T01:29:01.757245] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FFC'.
[2025-09-29T01:29:01.757790] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-09-29T01:29:01.787935] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:01.788953] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-09-29T01:29:01.789044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:01.789136] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:01.789212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:01.789323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:01.815622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:01.816664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:01.816798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:01.816909] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:01.862810] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:01.863154] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:01.863235] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:01.863324] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:01.868009] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: DOWN (p=26.22%)
[2025-09-29T01:29:01.868422] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-09-29T01:29:01.868595] [INFO ] [sig       ] FFC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:02.027132] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FFC.txt
[2025-09-29T01:29:02.027741] [INFO ] [sig       ] [772/2211] Completed FFC in 0.3s | 3.73 sym/s | Total: 3.5m | ETA: 6.4m
[2025-09-29T01:29:02.027835] [INFO ] [sig       ] [773/2211] Forecasting FFWM...
[2025-09-29T01:29:02.027910] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-09-29T01:29:02.028013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-09-29T01:29:02.040401] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FFWM'.
[2025-09-29T01:29:02.040848] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-09-29T01:29:02.068428] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:02.069266] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-09-29T01:29:02.069350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:02.069424] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:02.069493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:02.069597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:02.089098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:02.089786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:02.089916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:02.089990] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:02.126606] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:02.126758] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:02.126817] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:02.126930] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:02.130254] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=10.39%)
[2025-09-29T01:29:02.130550] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-09-29T01:29:02.130729] [INFO ] [sig       ] FFWM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:02.340782] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FFWM.txt
[2025-09-29T01:29:02.341141] [INFO ] [sig       ] [773/2211] Completed FFWM in 0.3s | 3.73 sym/s | Total: 3.5m | ETA: 6.4m
[2025-09-29T01:29:02.341246] [INFO ] [sig       ] [774/2211] Forecasting FG...
[2025-09-29T01:29:02.341341] [INFO ] [sig       ] Generating forecast for: FG
[2025-09-29T01:29:02.341436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-09-29T01:29:02.354597] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FG'.
[2025-09-29T01:29:02.355006] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-09-29T01:29:02.390625] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:02.391739] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-09-29T01:29:02.391840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:02.391930] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:02.392015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:02.392155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:02.417900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:02.418863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:02.418984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:02.419073] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:02.470968] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:02.471202] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:02.471271] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:02.471317] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:02.476499] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=20.79%)
[2025-09-29T01:29:02.477029] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-09-29T01:29:02.477264] [INFO ] [sig       ] FG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:02.696637] [INFO ] [LOCAL     ] Saved forecast: FG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FG.txt
[2025-09-29T01:29:02.696998] [INFO ] [sig       ] [774/2211] Completed FG in 0.4s | 3.73 sym/s | Total: 3.5m | ETA: 6.4m
[2025-09-29T01:29:02.697084] [INFO ] [sig       ] [775/2211] Forecasting FGN...
[2025-09-29T01:29:02.697159] [INFO ] [sig       ] Generating forecast for: FGN
[2025-09-29T01:29:02.697235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGN' from 'https://tdm.silogroup.org/data/derivative_storage/FGN.csv'.
[2025-09-29T01:29:02.710613] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FGN'.
[2025-09-29T01:29:02.711064] [INFO ] [FORECASTER] Starting predict_future for FGN
[2025-09-29T01:29:02.740712] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:02.741859] [DEBUG] [LOCAL     ] No optimal features file found for FGN: ./output/feature-sets/FGN.txt
[2025-09-29T01:29:02.741943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:02.742030] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:02.742139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:02.742257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:02.762410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:02.763164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:02.763292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:02.763372] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:02.800076] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:02.800268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:02.800319] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:02.800357] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:02.804381] [DEBUG] [FORECASTER] FGN: Forecast T+1@11:T+2@11: DOWN (p=49.62%)
[2025-09-29T01:29:02.804728] [INFO ] [FORECASTER] Completed predict_future for FGN
[2025-09-29T01:29:02.804911] [INFO ] [sig       ] FGN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:02.963746] [INFO ] [LOCAL     ] Saved forecast: FGN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FGN.txt
[2025-09-29T01:29:02.964127] [INFO ] [sig       ] [775/2211] Completed FGN in 0.3s | 3.73 sym/s | Total: 3.5m | ETA: 6.4m
[2025-09-29T01:29:02.964214] [INFO ] [sig       ] [776/2211] Forecasting FHI...
[2025-09-29T01:29:02.964291] [INFO ] [sig       ] Generating forecast for: FHI
[2025-09-29T01:29:02.964367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-09-29T01:29:02.978765] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FHI'.
[2025-09-29T01:29:02.979271] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-09-29T01:29:03.012507] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:03.013847] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-09-29T01:29:03.013976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:03.014079] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:03.014174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:03.014317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:03.038531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:03.039529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:03.039734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:03.039820] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:03.089442] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:03.089628] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:03.089843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:03.089915] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:03.094345] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=23.91%)
[2025-09-29T01:29:03.094819] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-09-29T01:29:03.095038] [INFO ] [sig       ] FHI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:03.321296] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FHI.txt
[2025-09-29T01:29:03.321580] [INFO ] [sig       ] [776/2211] Completed FHI in 0.4s | 3.73 sym/s | Total: 3.5m | ETA: 6.4m
[2025-09-29T01:29:03.321684] [INFO ] [sig       ] [777/2211] Forecasting FHN...
[2025-09-29T01:29:03.321761] [INFO ] [sig       ] Generating forecast for: FHN
[2025-09-29T01:29:03.321852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-09-29T01:29:03.336215] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FHN'.
[2025-09-29T01:29:03.336715] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-09-29T01:29:03.374474] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:03.375865] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-09-29T01:29:03.375979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:03.376079] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:03.376173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:03.376328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:03.403376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:03.404284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:03.404419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:03.404496] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:03.459062] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:03.459242] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:03.459310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:03.459369] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:03.463351] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=97.53%)
[2025-09-29T01:29:03.463810] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-09-29T01:29:03.464037] [INFO ] [sig       ] FHN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:03.681215] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FHN.txt
[2025-09-29T01:29:03.681567] [INFO ] [sig       ] [777/2211] Completed FHN in 0.4s | 3.72 sym/s | Total: 3.5m | ETA: 6.4m
[2025-09-29T01:29:03.681705] [INFO ] [sig       ] [778/2211] Forecasting FI...
[2025-09-29T01:29:03.681799] [INFO ] [sig       ] Generating forecast for: FI
[2025-09-29T01:29:03.681895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FI' from 'https://tdm.silogroup.org/data/derivative_storage/FI.csv'.
[2025-09-29T01:29:03.695105] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FI'.
[2025-09-29T01:29:03.695529] [INFO ] [FORECASTER] Starting predict_future for FI
[2025-09-29T01:29:03.731517] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:03.732584] [DEBUG] [LOCAL     ] No optimal features file found for FI: ./output/feature-sets/FI.txt
[2025-09-29T01:29:03.732711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:03.732801] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:03.732900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:03.733048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:03.759013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:03.759882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:03.760022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:03.760108] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:03.815097] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:03.815327] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:03.815439] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:03.815523] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:03.821230] [DEBUG] [FORECASTER] FI: Forecast T+1@11:T+2@11: DOWN (p=0.78%)
[2025-09-29T01:29:03.821682] [INFO ] [FORECASTER] Completed predict_future for FI
[2025-09-29T01:29:03.821897] [INFO ] [sig       ] FI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:04.028935] [INFO ] [LOCAL     ] Saved forecast: FI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FI.txt
[2025-09-29T01:29:04.029315] [INFO ] [sig       ] [778/2211] Completed FI in 0.3s | 3.72 sym/s | Total: 3.5m | ETA: 6.4m
[2025-09-29T01:29:04.029401] [INFO ] [sig       ] [779/2211] Forecasting FICO...
[2025-09-29T01:29:04.029474] [INFO ] [sig       ] Generating forecast for: FICO
[2025-09-29T01:29:04.029546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-09-29T01:29:04.042192] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FICO'.
[2025-09-29T01:29:04.042712] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-09-29T01:29:04.071711] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:04.072754] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-09-29T01:29:04.072838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:04.072919] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:04.072991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:04.073122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:04.092937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:04.093801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:04.093976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:04.094055] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:04.137736] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:04.137940] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:04.137990] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:04.138050] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:04.141767] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: DOWN (p=0.31%)
[2025-09-29T01:29:04.142076] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-09-29T01:29:04.142249] [INFO ] [sig       ] FICO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:04.296032] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FICO.txt
[2025-09-29T01:29:04.296381] [INFO ] [sig       ] [779/2211] Completed FICO in 0.3s | 3.72 sym/s | Total: 3.5m | ETA: 6.4m
[2025-09-29T01:29:04.296462] [INFO ] [sig       ] [780/2211] Forecasting FIGS...
[2025-09-29T01:29:04.296534] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-09-29T01:29:04.296607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-09-29T01:29:04.308035] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FIGS'.
[2025-09-29T01:29:04.308639] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-09-29T01:29:04.337451] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:04.338441] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-09-29T01:29:04.338525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:04.338600] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:04.338695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:04.338801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:04.357697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:04.358456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:04.358577] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:04.358672] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:04.399069] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:04.399291] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:04.399343] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:04.399378] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:04.404280] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: DOWN (p=3.66%)
[2025-09-29T01:29:04.404815] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-09-29T01:29:04.405054] [INFO ] [sig       ] FIGS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:04.570468] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FIGS.txt
[2025-09-29T01:29:04.570829] [INFO ] [sig       ] [780/2211] Completed FIGS in 0.3s | 3.72 sym/s | Total: 3.5m | ETA: 6.4m
[2025-09-29T01:29:04.570916] [INFO ] [sig       ] [781/2211] Forecasting FIHL...
[2025-09-29T01:29:04.570990] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-09-29T01:29:04.571064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-09-29T01:29:04.582329] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FIHL'.
[2025-09-29T01:29:04.582746] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-09-29T01:29:04.609927] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:04.610824] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-09-29T01:29:04.610908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:04.610982] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:04.611053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:04.611155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:04.634131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:04.635189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:04.635370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:04.635473] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:04.674919] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:04.675085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:04.675133] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:04.675172] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:04.678773] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: UP (p=82.55%)
[2025-09-29T01:29:04.679082] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-09-29T01:29:04.679255] [INFO ] [sig       ] FIHL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:04.832550] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FIHL.txt
[2025-09-29T01:29:04.832904] [INFO ] [sig       ] [781/2211] Completed FIHL in 0.3s | 3.72 sym/s | Total: 3.5m | ETA: 6.4m
[2025-09-29T01:29:04.832989] [INFO ] [sig       ] [782/2211] Forecasting FINS...
[2025-09-29T01:29:04.833064] [INFO ] [sig       ] Generating forecast for: FINS
[2025-09-29T01:29:04.833140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-09-29T01:29:04.844840] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'FINS'.
[2025-09-29T01:29:04.845262] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-09-29T01:29:04.872330] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:04.873375] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-09-29T01:29:04.873458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:04.873532] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:04.873602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:04.873747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:04.893138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:04.894061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:04.894222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:04.894296] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:04.933194] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:04.933411] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:04.933468] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:04.933505] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:04.937518] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=71.22%)
[2025-09-29T01:29:04.937880] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-09-29T01:29:04.938095] [INFO ] [sig       ] FINS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:05.091268] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FINS.txt
[2025-09-29T01:29:05.091577] [INFO ] [sig       ] [782/2211] Completed FINS in 0.3s | 3.72 sym/s | Total: 3.5m | ETA: 6.4m
[2025-09-29T01:29:05.091680] [INFO ] [sig       ] [783/2211] Forecasting FINV...
[2025-09-29T01:29:05.091751] [INFO ] [sig       ] Generating forecast for: FINV
[2025-09-29T01:29:05.091824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINV' from 'https://tdm.silogroup.org/data/derivative_storage/FINV.csv'.
[2025-09-29T01:29:05.103161] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FINV'.
[2025-09-29T01:29:05.103700] [INFO ] [FORECASTER] Starting predict_future for FINV
[2025-09-29T01:29:05.132333] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:05.133474] [DEBUG] [LOCAL     ] No optimal features file found for FINV: ./output/feature-sets/FINV.txt
[2025-09-29T01:29:05.133616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:05.133733] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:05.133830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:05.133987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:05.152733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:05.153802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:05.153971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:05.154073] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:05.200681] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:05.200873] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:05.200926] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:05.200965] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:05.205333] [DEBUG] [FORECASTER] FINV: Forecast T+1@11:T+2@11: DOWN (p=6.25%)
[2025-09-29T01:29:05.205744] [INFO ] [FORECASTER] Completed predict_future for FINV
[2025-09-29T01:29:05.205940] [INFO ] [sig       ] FINV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:05.356329] [INFO ] [LOCAL     ] Saved forecast: FINV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FINV.txt
[2025-09-29T01:29:05.356744] [INFO ] [sig       ] [783/2211] Completed FINV in 0.3s | 3.72 sym/s | Total: 3.5m | ETA: 6.4m
[2025-09-29T01:29:05.356862] [INFO ] [sig       ] [784/2211] Forecasting FIS...
[2025-09-29T01:29:05.356961] [INFO ] [sig       ] Generating forecast for: FIS
[2025-09-29T01:29:05.357070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-09-29T01:29:05.368164] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FIS'.
[2025-09-29T01:29:05.368565] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-09-29T01:29:05.395348] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:05.396161] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-09-29T01:29:05.396242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:05.396315] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:05.396386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:05.396488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:05.415191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:05.415832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:05.415942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:05.416013] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:05.464017] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:05.464157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:05.464204] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:05.464243] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:05.468385] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=7.66%)
[2025-09-29T01:29:05.468790] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-09-29T01:29:05.468975] [INFO ] [sig       ] FIS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:05.619481] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FIS.txt
[2025-09-29T01:29:05.619794] [INFO ] [sig       ] [784/2211] Completed FIS in 0.3s | 3.72 sym/s | Total: 3.5m | ETA: 6.4m
[2025-09-29T01:29:05.619958] [INFO ] [sig       ] [785/2211] Forecasting FIX...
[2025-09-29T01:29:05.620051] [INFO ] [sig       ] Generating forecast for: FIX
[2025-09-29T01:29:05.620130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-09-29T01:29:05.631773] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'FIX'.
[2025-09-29T01:29:05.632156] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-09-29T01:29:05.660328] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:05.661177] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-09-29T01:29:05.661261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:05.661346] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:05.661421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:05.661524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:05.679558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:05.680214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:05.680329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:05.680400] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:05.731622] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:05.731873] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:05.731976] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:05.732063] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:05.737366] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: DOWN (p=34.58%)
[2025-09-29T01:29:05.737814] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-09-29T01:29:05.738018] [INFO ] [sig       ] FIX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:05.894604] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FIX.txt
[2025-09-29T01:29:05.894963] [INFO ] [sig       ] [785/2211] Completed FIX in 0.3s | 3.72 sym/s | Total: 3.5m | ETA: 6.4m
[2025-09-29T01:29:05.895056] [INFO ] [sig       ] [786/2211] Forecasting FLC...
[2025-09-29T01:29:05.895131] [INFO ] [sig       ] Generating forecast for: FLC
[2025-09-29T01:29:05.895204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLC' from 'https://tdm.silogroup.org/data/derivative_storage/FLC.csv'.
[2025-09-29T01:29:05.909366] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FLC'.
[2025-09-29T01:29:05.909882] [INFO ] [FORECASTER] Starting predict_future for FLC
[2025-09-29T01:29:05.941702] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:05.942554] [DEBUG] [LOCAL     ] No optimal features file found for FLC: ./output/feature-sets/FLC.txt
[2025-09-29T01:29:05.942637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:05.942732] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:05.942802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:05.942942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:05.961962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:05.962820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:05.962956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:05.963033] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:05.998831] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:05.999002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:05.999053] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:05.999089] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:06.002835] [DEBUG] [FORECASTER] FLC: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2025-09-29T01:29:06.003183] [INFO ] [FORECASTER] Completed predict_future for FLC
[2025-09-29T01:29:06.003482] [INFO ] [sig       ] FLC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:06.163425] [INFO ] [LOCAL     ] Saved forecast: FLC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FLC.txt
[2025-09-29T01:29:06.163751] [INFO ] [sig       ] [786/2211] Completed FLC in 0.3s | 3.72 sym/s | Total: 3.5m | ETA: 6.4m
[2025-09-29T01:29:06.163839] [INFO ] [sig       ] [787/2211] Forecasting FLG...
[2025-09-29T01:29:06.163912] [INFO ] [sig       ] Generating forecast for: FLG
[2025-09-29T01:29:06.163984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLG' from 'https://tdm.silogroup.org/data/derivative_storage/FLG.csv'.
[2025-09-29T01:29:06.175095] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FLG'.
[2025-09-29T01:29:06.175497] [INFO ] [FORECASTER] Starting predict_future for FLG
[2025-09-29T01:29:06.203350] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:06.204222] [DEBUG] [LOCAL     ] No optimal features file found for FLG: ./output/feature-sets/FLG.txt
[2025-09-29T01:29:06.204311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:06.204424] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:06.204498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:06.204605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:06.223120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:06.223795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:06.223917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:06.223994] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:06.257903] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:06.258047] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:06.258102] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:06.258141] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:06.261955] [DEBUG] [FORECASTER] FLG: Forecast T+1@11:T+2@11: DOWN (p=19.40%)
[2025-09-29T01:29:06.262392] [INFO ] [FORECASTER] Completed predict_future for FLG
[2025-09-29T01:29:06.262572] [INFO ] [sig       ] FLG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:06.421405] [INFO ] [LOCAL     ] Saved forecast: FLG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FLG.txt
[2025-09-29T01:29:06.421705] [INFO ] [sig       ] [787/2211] Completed FLG in 0.3s | 3.72 sym/s | Total: 3.5m | ETA: 6.4m
[2025-09-29T01:29:06.421787] [INFO ] [sig       ] [788/2211] Forecasting FLNG...
[2025-09-29T01:29:06.421859] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-09-29T01:29:06.421930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-09-29T01:29:06.432460] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FLNG'.
[2025-09-29T01:29:06.432825] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-09-29T01:29:06.459486] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:06.460416] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-09-29T01:29:06.460497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:06.460572] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:06.460660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:06.460766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:06.479624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:06.480517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:06.480707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:06.480785] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:06.517318] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:06.517510] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:06.517564] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:06.517606] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:06.521221] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: DOWN (p=48.41%)
[2025-09-29T01:29:06.521526] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-09-29T01:29:06.521698] [INFO ] [sig       ] FLNG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:06.696808] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FLNG.txt
[2025-09-29T01:29:06.697244] [INFO ] [sig       ] [788/2211] Completed FLNG in 0.3s | 3.72 sym/s | Total: 3.5m | ETA: 6.4m
[2025-09-29T01:29:06.697341] [INFO ] [sig       ] [789/2211] Forecasting FLO...
[2025-09-29T01:29:06.697417] [INFO ] [sig       ] Generating forecast for: FLO
[2025-09-29T01:29:06.697518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-09-29T01:29:06.712489] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FLO'.
[2025-09-29T01:29:06.713115] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-09-29T01:29:06.753907] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:06.754814] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-09-29T01:29:06.754895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:06.754979] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:06.755051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:06.755165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:06.773006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:06.773955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:06.774085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:06.774161] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:06.812260] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:06.812458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:06.812508] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:06.812557] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:06.816257] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=40.16%)
[2025-09-29T01:29:06.816569] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-09-29T01:29:06.816751] [INFO ] [sig       ] FLO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:06.967567] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FLO.txt
[2025-09-29T01:29:06.967908] [INFO ] [sig       ] [789/2211] Completed FLO in 0.3s | 3.72 sym/s | Total: 3.5m | ETA: 6.4m
[2025-09-29T01:29:06.967997] [INFO ] [sig       ] [790/2211] Forecasting FLR...
[2025-09-29T01:29:06.968069] [INFO ] [sig       ] Generating forecast for: FLR
[2025-09-29T01:29:06.968143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLR' from 'https://tdm.silogroup.org/data/derivative_storage/FLR.csv'.
[2025-09-29T01:29:06.979211] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FLR'.
[2025-09-29T01:29:06.979767] [INFO ] [FORECASTER] Starting predict_future for FLR
[2025-09-29T01:29:07.007833] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:07.008915] [DEBUG] [LOCAL     ] No optimal features file found for FLR: ./output/feature-sets/FLR.txt
[2025-09-29T01:29:07.009006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:07.009140] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:07.009214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:07.009321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:07.027984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:07.028805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:07.028925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:07.028999] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:07.057941] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:07.058082] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:07.058128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:07.058165] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:07.061852] [DEBUG] [FORECASTER] FLR: Forecast T+1@11:T+2@11: UP (p=89.70%)
[2025-09-29T01:29:07.062157] [INFO ] [FORECASTER] Completed predict_future for FLR
[2025-09-29T01:29:07.062309] [INFO ] [sig       ] FLR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:07.214782] [INFO ] [LOCAL     ] Saved forecast: FLR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FLR.txt
[2025-09-29T01:29:07.215112] [INFO ] [sig       ] [790/2211] Completed FLR in 0.2s | 3.72 sym/s | Total: 3.5m | ETA: 6.4m
[2025-09-29T01:29:07.215192] [INFO ] [sig       ] [791/2211] Forecasting FLS...
[2025-09-29T01:29:07.215263] [INFO ] [sig       ] Generating forecast for: FLS
[2025-09-29T01:29:07.215337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-09-29T01:29:07.226235] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FLS'.
[2025-09-29T01:29:07.226616] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-09-29T01:29:07.253603] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:07.254576] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-09-29T01:29:07.254681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:07.254757] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:07.254828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:07.254932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:07.273230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:07.273932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:07.274051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:07.274121] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:07.301768] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:07.301937] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:07.301986] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:07.302023] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:07.305597] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=12.87%)
[2025-09-29T01:29:07.305953] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-09-29T01:29:07.306113] [INFO ] [sig       ] FLS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:07.458255] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FLS.txt
[2025-09-29T01:29:07.458599] [INFO ] [sig       ] [791/2211] Completed FLS in 0.2s | 3.72 sym/s | Total: 3.5m | ETA: 6.4m
[2025-09-29T01:29:07.458705] [INFO ] [sig       ] [792/2211] Forecasting FLUT...
[2025-09-29T01:29:07.458779] [INFO ] [sig       ] Generating forecast for: FLUT
[2025-09-29T01:29:07.458853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUT' from 'https://tdm.silogroup.org/data/derivative_storage/FLUT.csv'.
[2025-09-29T01:29:07.469662] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FLUT'.
[2025-09-29T01:29:07.470055] [INFO ] [FORECASTER] Starting predict_future for FLUT
[2025-09-29T01:29:07.496973] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:07.497950] [DEBUG] [LOCAL     ] No optimal features file found for FLUT: ./output/feature-sets/FLUT.txt
[2025-09-29T01:29:07.498037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:07.498124] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:07.498205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:07.498342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:07.516963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:07.517703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:07.517820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:07.517902] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:07.546603] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:07.546785] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:07.546872] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:07.546927] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:07.552055] [DEBUG] [FORECASTER] FLUT: Forecast T+1@11:T+2@11: DOWN (p=12.96%)
[2025-09-29T01:29:07.552412] [INFO ] [FORECASTER] Completed predict_future for FLUT
[2025-09-29T01:29:07.552592] [INFO ] [sig       ] FLUT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:07.713466] [INFO ] [LOCAL     ] Saved forecast: FLUT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FLUT.txt
[2025-09-29T01:29:07.713798] [INFO ] [sig       ] [792/2211] Completed FLUT in 0.3s | 3.72 sym/s | Total: 3.5m | ETA: 6.4m
[2025-09-29T01:29:07.713888] [INFO ] [sig       ] [793/2211] Forecasting FLXR...
[2025-09-29T01:29:07.714001] [INFO ] [sig       ] Generating forecast for: FLXR
[2025-09-29T01:29:07.714078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXR' from 'https://tdm.silogroup.org/data/derivative_storage/FLXR.csv'.
[2025-09-29T01:29:07.726576] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FLXR'.
[2025-09-29T01:29:07.727178] [INFO ] [FORECASTER] Starting predict_future for FLXR
[2025-09-29T01:29:07.758249] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:07.759284] [DEBUG] [LOCAL     ] No optimal features file found for FLXR: ./output/feature-sets/FLXR.txt
[2025-09-29T01:29:07.759371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:07.759447] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:07.759520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:07.759635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:07.780502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:07.781272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:07.781389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:07.781461] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:07.811236] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:07.811391] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:07.811438] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:07.811475] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:07.815298] [DEBUG] [FORECASTER] FLXR: Forecast T+1@11:T+2@11: UP (p=97.34%)
[2025-09-29T01:29:07.815690] [INFO ] [FORECASTER] Completed predict_future for FLXR
[2025-09-29T01:29:07.815898] [INFO ] [sig       ] FLXR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:08.005368] [INFO ] [LOCAL     ] Saved forecast: FLXR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FLXR.txt
[2025-09-29T01:29:08.005721] [INFO ] [sig       ] [793/2211] Completed FLXR in 0.3s | 3.72 sym/s | Total: 3.5m | ETA: 6.3m
[2025-09-29T01:29:08.005826] [INFO ] [sig       ] [794/2211] Forecasting FMC...
[2025-09-29T01:29:08.005986] [INFO ] [sig       ] Generating forecast for: FMC
[2025-09-29T01:29:08.006101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-09-29T01:29:08.017435] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FMC'.
[2025-09-29T01:29:08.017846] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-09-29T01:29:08.045666] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:08.046504] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-09-29T01:29:08.046586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:08.046684] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:08.046756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:08.047022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:08.065099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:08.065885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:08.066002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:08.066074] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:08.095298] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:08.095446] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:08.095492] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:08.095528] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:08.099241] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2025-09-29T01:29:08.099542] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-09-29T01:29:08.099724] [INFO ] [sig       ] FMC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:08.249369] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FMC.txt
[2025-09-29T01:29:08.249674] [INFO ] [sig       ] [794/2211] Completed FMC in 0.2s | 3.72 sym/s | Total: 3.6m | ETA: 6.3m
[2025-09-29T01:29:08.249756] [INFO ] [sig       ] [795/2211] Forecasting FMN...
[2025-09-29T01:29:08.249827] [INFO ] [sig       ] Generating forecast for: FMN
[2025-09-29T01:29:08.249897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-09-29T01:29:08.260144] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FMN'.
[2025-09-29T01:29:08.260580] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-09-29T01:29:08.287190] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:08.288156] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-09-29T01:29:08.288421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:08.288510] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:08.288617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:08.288778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:08.307793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:08.308512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:08.308668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:08.308763] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:08.345572] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:08.345848] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:08.345922] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:08.345966] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:08.351140] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: UP (p=85.76%)
[2025-09-29T01:29:08.351540] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-09-29T01:29:08.351755] [INFO ] [sig       ] FMN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:08.514547] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FMN.txt
[2025-09-29T01:29:08.514938] [INFO ] [sig       ] [795/2211] Completed FMN in 0.3s | 3.72 sym/s | Total: 3.6m | ETA: 6.3m
[2025-09-29T01:29:08.515036] [INFO ] [sig       ] [796/2211] Forecasting FMS...
[2025-09-29T01:29:08.515138] [INFO ] [sig       ] Generating forecast for: FMS
[2025-09-29T01:29:08.515250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-09-29T01:29:08.527587] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FMS'.
[2025-09-29T01:29:08.528062] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-09-29T01:29:08.556480] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:08.557562] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-09-29T01:29:08.557693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:08.557787] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:08.557883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:08.558035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:08.576744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:08.577538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:08.577697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:08.577789] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:08.611215] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:08.611387] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:08.611449] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:08.611491] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:08.615734] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: DOWN (p=36.05%)
[2025-09-29T01:29:08.616105] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-09-29T01:29:08.616273] [INFO ] [sig       ] FMS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:08.776958] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FMS.txt
[2025-09-29T01:29:08.777308] [INFO ] [sig       ] [796/2211] Completed FMS in 0.3s | 3.72 sym/s | Total: 3.6m | ETA: 6.3m
[2025-09-29T01:29:08.777409] [INFO ] [sig       ] [797/2211] Forecasting FMX...
[2025-09-29T01:29:08.777512] [INFO ] [sig       ] Generating forecast for: FMX
[2025-09-29T01:29:08.777614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-09-29T01:29:08.788295] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FMX'.
[2025-09-29T01:29:08.788795] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-09-29T01:29:08.815614] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:08.816502] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-09-29T01:29:08.816586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:08.816700] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:08.816772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:08.816904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:08.836358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:08.837089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:08.837205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:08.837274] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:08.870930] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:08.871071] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:08.871119] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:08.871158] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:08.875338] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=37.41%)
[2025-09-29T01:29:08.875820] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-09-29T01:29:08.875995] [INFO ] [sig       ] FMX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:09.031886] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FMX.txt
[2025-09-29T01:29:09.032164] [INFO ] [sig       ] [797/2211] Completed FMX in 0.3s | 3.72 sym/s | Total: 3.6m | ETA: 6.3m
[2025-09-29T01:29:09.032247] [INFO ] [sig       ] [798/2211] Forecasting FMY...
[2025-09-29T01:29:09.032331] [INFO ] [sig       ] Generating forecast for: FMY
[2025-09-29T01:29:09.032416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMY' from 'https://tdm.silogroup.org/data/derivative_storage/FMY.csv'.
[2025-09-29T01:29:09.042033] [DEBUG] [REMOTE    ] Successfully parsed 1809 rows of historical data for symbol 'FMY'.
[2025-09-29T01:29:09.042365] [INFO ] [FORECASTER] Starting predict_future for FMY
[2025-09-29T01:29:09.071783] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:09.072621] [DEBUG] [LOCAL     ] No optimal features file found for FMY: ./output/feature-sets/FMY.txt
[2025-09-29T01:29:09.072724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:09.072799] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:09.072870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:09.072979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:09.093439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:09.094297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:09.094421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:09.094496] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:09.125297] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:09.125464] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:09.125527] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:09.125569] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:09.129508] [DEBUG] [FORECASTER] FMY: Forecast T+1@11:T+2@11: DOWN (p=4.58%)
[2025-09-29T01:29:09.129878] [INFO ] [FORECASTER] Completed predict_future for FMY
[2025-09-29T01:29:09.130081] [INFO ] [sig       ] FMY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:09.289851] [INFO ] [LOCAL     ] Saved forecast: FMY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FMY.txt
[2025-09-29T01:29:09.290165] [INFO ] [sig       ] [798/2211] Completed FMY in 0.3s | 3.72 sym/s | Total: 3.6m | ETA: 6.3m
[2025-09-29T01:29:09.290247] [INFO ] [sig       ] [799/2211] Forecasting FN...
[2025-09-29T01:29:09.290319] [INFO ] [sig       ] Generating forecast for: FN
[2025-09-29T01:29:09.290389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-09-29T01:29:09.301296] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FN'.
[2025-09-29T01:29:09.301768] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-09-29T01:29:09.328611] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:09.329558] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-09-29T01:29:09.329675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:09.329777] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:09.329870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:09.330022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:09.349439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:09.350360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:09.350499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:09.350593] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:09.388831] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:09.389070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:09.389147] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:09.389213] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:09.394168] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: UP (p=51.54%)
[2025-09-29T01:29:09.394629] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-09-29T01:29:09.394850] [INFO ] [sig       ] FN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:09.547856] [INFO ] [LOCAL     ] Saved forecast: FN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FN.txt
[2025-09-29T01:29:09.548162] [INFO ] [sig       ] [799/2211] Completed FN in 0.3s | 3.72 sym/s | Total: 3.6m | ETA: 6.3m
[2025-09-29T01:29:09.548254] [INFO ] [sig       ] [800/2211] Forecasting FNB...
[2025-09-29T01:29:09.548327] [INFO ] [sig       ] Generating forecast for: FNB
[2025-09-29T01:29:09.548397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-09-29T01:29:09.559981] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FNB'.
[2025-09-29T01:29:09.560364] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-09-29T01:29:09.587465] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:09.588351] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-09-29T01:29:09.588436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:09.588525] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:09.588607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:09.588755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:09.607618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:09.608373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:09.608506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:09.608585] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:09.642088] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:09.642267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:09.642318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:09.642357] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:09.646551] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=30.94%)
[2025-09-29T01:29:09.647011] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-09-29T01:29:09.647196] [INFO ] [sig       ] FNB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:09.799306] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FNB.txt
[2025-09-29T01:29:09.799625] [INFO ] [sig       ] [800/2211] Completed FNB in 0.3s | 3.72 sym/s | Total: 3.6m | ETA: 6.3m
[2025-09-29T01:29:09.799745] [INFO ] [sig       ] [801/2211] Forecasting FND...
[2025-09-29T01:29:09.799839] [INFO ] [sig       ] Generating forecast for: FND
[2025-09-29T01:29:09.799947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-09-29T01:29:09.812023] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FND'.
[2025-09-29T01:29:09.812442] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-09-29T01:29:09.839066] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:09.839954] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-09-29T01:29:09.840058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:09.840163] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:09.840266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:09.840418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:09.858955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:09.859713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:09.859847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:09.859953] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:09.894164] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:09.894349] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:09.894400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:09.894441] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:09.898681] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: DOWN (p=19.54%)
[2025-09-29T01:29:09.899025] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-09-29T01:29:09.899186] [INFO ] [sig       ] FND: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:10.166354] [INFO ] [LOCAL     ] Saved forecast: FND	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FND.txt
[2025-09-29T01:29:10.166672] [INFO ] [sig       ] [801/2211] Completed FND in 0.4s | 3.72 sym/s | Total: 3.6m | ETA: 6.3m
[2025-09-29T01:29:10.166758] [INFO ] [sig       ] [802/2211] Forecasting FNF...
[2025-09-29T01:29:10.166857] [INFO ] [sig       ] Generating forecast for: FNF
[2025-09-29T01:29:10.166965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-09-29T01:29:10.177875] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FNF'.
[2025-09-29T01:29:10.178260] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-09-29T01:29:10.205463] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:10.206362] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-09-29T01:29:10.206444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:10.206518] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:10.206601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:10.206762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:10.225355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:10.226141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:10.226260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:10.226344] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:10.268362] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:10.268617] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:10.268708] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:10.268767] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:10.272549] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: UP (p=78.54%)
[2025-09-29T01:29:10.272893] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-09-29T01:29:10.273067] [INFO ] [sig       ] FNF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:10.431979] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FNF.txt
[2025-09-29T01:29:10.432330] [INFO ] [sig       ] [802/2211] Completed FNF in 0.3s | 3.72 sym/s | Total: 3.6m | ETA: 6.3m
[2025-09-29T01:29:10.432439] [INFO ] [sig       ] [803/2211] Forecasting FNV...
[2025-09-29T01:29:10.432524] [INFO ] [sig       ] Generating forecast for: FNV
[2025-09-29T01:29:10.432598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNV' from 'https://tdm.silogroup.org/data/derivative_storage/FNV.csv'.
[2025-09-29T01:29:10.445219] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FNV'.
[2025-09-29T01:29:10.445615] [INFO ] [FORECASTER] Starting predict_future for FNV
[2025-09-29T01:29:10.473018] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:10.473866] [DEBUG] [LOCAL     ] No optimal features file found for FNV: ./output/feature-sets/FNV.txt
[2025-09-29T01:29:10.473948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:10.474026] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:10.474100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:10.474204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:10.493188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:10.493905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:10.494032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:10.494133] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:10.534586] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:10.534798] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:10.534859] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:10.534897] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:10.538471] [DEBUG] [FORECASTER] FNV: Forecast T+1@11:T+2@11: UP (p=57.96%)
[2025-09-29T01:29:10.538818] [INFO ] [FORECASTER] Completed predict_future for FNV
[2025-09-29T01:29:10.538987] [INFO ] [sig       ] FNV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:10.689723] [INFO ] [LOCAL     ] Saved forecast: FNV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FNV.txt
[2025-09-29T01:29:10.690004] [INFO ] [sig       ] [803/2211] Completed FNV in 0.3s | 3.72 sym/s | Total: 3.6m | ETA: 6.3m
[2025-09-29T01:29:10.690086] [INFO ] [sig       ] [804/2211] Forecasting FOA...
[2025-09-29T01:29:10.690157] [INFO ] [sig       ] Generating forecast for: FOA
[2025-09-29T01:29:10.690231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-09-29T01:29:10.701366] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FOA'.
[2025-09-29T01:29:10.701900] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-09-29T01:29:10.729530] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:10.730430] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-09-29T01:29:10.730514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:10.730589] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:10.730703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:10.730808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:10.751324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:10.752254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:10.752377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:10.752452] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:10.790634] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:10.790853] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:10.790906] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:10.790942] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:10.794750] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=19.99%)
[2025-09-29T01:29:10.795068] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-09-29T01:29:10.795227] [INFO ] [sig       ] FOA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:10.949212] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FOA.txt
[2025-09-29T01:29:10.949523] [INFO ] [sig       ] [804/2211] Completed FOA in 0.3s | 3.72 sym/s | Total: 3.6m | ETA: 6.3m
[2025-09-29T01:29:10.949610] [INFO ] [sig       ] [805/2211] Forecasting FOF...
[2025-09-29T01:29:10.949717] [INFO ] [sig       ] Generating forecast for: FOF
[2025-09-29T01:29:10.949802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-09-29T01:29:10.961280] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FOF'.
[2025-09-29T01:29:10.961820] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-09-29T01:29:10.989933] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:10.990939] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-09-29T01:29:10.991025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:10.991101] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:10.991179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:10.991290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:11.010449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:11.011515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:11.011673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:11.011749] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:11.050147] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:11.050360] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:11.050412] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:11.050450] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:11.054330] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2025-09-29T01:29:11.054714] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-09-29T01:29:11.054898] [INFO ] [sig       ] FOF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:11.210694] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FOF.txt
[2025-09-29T01:29:11.211004] [INFO ] [sig       ] [805/2211] Completed FOF in 0.3s | 3.72 sym/s | Total: 3.6m | ETA: 6.3m
[2025-09-29T01:29:11.211095] [INFO ] [sig       ] [806/2211] Forecasting FOR...
[2025-09-29T01:29:11.211169] [INFO ] [sig       ] Generating forecast for: FOR
[2025-09-29T01:29:11.211261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOR' from 'https://tdm.silogroup.org/data/derivative_storage/FOR.csv'.
[2025-09-29T01:29:11.222704] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FOR'.
[2025-09-29T01:29:11.223146] [INFO ] [FORECASTER] Starting predict_future for FOR
[2025-09-29T01:29:11.250249] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:11.251084] [DEBUG] [LOCAL     ] No optimal features file found for FOR: ./output/feature-sets/FOR.txt
[2025-09-29T01:29:11.251167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:11.251242] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:11.251313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:11.251418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:11.269933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:11.270595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:11.270737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:11.270807] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:11.308591] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:11.308771] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:11.308829] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:11.308866] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:11.312717] [DEBUG] [FORECASTER] FOR: Forecast T+1@11:T+2@11: DOWN (p=11.97%)
[2025-09-29T01:29:11.313016] [INFO ] [FORECASTER] Completed predict_future for FOR
[2025-09-29T01:29:11.313167] [INFO ] [sig       ] FOR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:11.474431] [INFO ] [LOCAL     ] Saved forecast: FOR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FOR.txt
[2025-09-29T01:29:11.474767] [INFO ] [sig       ] [806/2211] Completed FOR in 0.3s | 3.72 sym/s | Total: 3.6m | ETA: 6.3m
[2025-09-29T01:29:11.474853] [INFO ] [sig       ] [807/2211] Forecasting FOUR...
[2025-09-29T01:29:11.474926] [INFO ] [sig       ] Generating forecast for: FOUR
[2025-09-29T01:29:11.475000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOUR' from 'https://tdm.silogroup.org/data/derivative_storage/FOUR.csv'.
[2025-09-29T01:29:11.485329] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FOUR'.
[2025-09-29T01:29:11.485748] [INFO ] [FORECASTER] Starting predict_future for FOUR
[2025-09-29T01:29:11.513440] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:11.514351] [DEBUG] [LOCAL     ] No optimal features file found for FOUR: ./output/feature-sets/FOUR.txt
[2025-09-29T01:29:11.514434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:11.514509] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:11.514576] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:11.514706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:11.532808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:11.533478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:11.533594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:11.533690] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:11.570918] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:11.571062] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:11.571110] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:11.571147] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:11.574821] [DEBUG] [FORECASTER] FOUR: Forecast T+1@11:T+2@11: UP (p=98.17%)
[2025-09-29T01:29:11.575125] [INFO ] [FORECASTER] Completed predict_future for FOUR
[2025-09-29T01:29:11.575271] [INFO ] [sig       ] FOUR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:11.723188] [INFO ] [LOCAL     ] Saved forecast: FOUR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FOUR.txt
[2025-09-29T01:29:11.723477] [INFO ] [sig       ] [807/2211] Completed FOUR in 0.2s | 3.72 sym/s | Total: 3.6m | ETA: 6.3m
[2025-09-29T01:29:11.723559] [INFO ] [sig       ] [808/2211] Forecasting FPF...
[2025-09-29T01:29:11.723631] [INFO ] [sig       ] Generating forecast for: FPF
[2025-09-29T01:29:11.723726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-09-29T01:29:11.735747] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FPF'.
[2025-09-29T01:29:11.736220] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-09-29T01:29:11.764220] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:11.765159] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-09-29T01:29:11.765242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:11.765316] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:11.765397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:11.765541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:11.785542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:11.786298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:11.786415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:11.786488] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:11.826531] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:11.826774] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:11.826877] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:11.826931] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:11.831101] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: DOWN (p=24.82%)
[2025-09-29T01:29:11.831428] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-09-29T01:29:11.831593] [INFO ] [sig       ] FPF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:11.983895] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FPF.txt
[2025-09-29T01:29:11.984231] [INFO ] [sig       ] [808/2211] Completed FPF in 0.3s | 3.72 sym/s | Total: 3.6m | ETA: 6.3m
[2025-09-29T01:29:11.984317] [INFO ] [sig       ] [809/2211] Forecasting FPH...
[2025-09-29T01:29:11.984390] [INFO ] [sig       ] Generating forecast for: FPH
[2025-09-29T01:29:11.984466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-09-29T01:29:11.995041] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FPH'.
[2025-09-29T01:29:11.995400] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-09-29T01:29:12.022366] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:12.023266] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-09-29T01:29:12.023347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:12.023421] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:12.023492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:12.023596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:12.042481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:12.043234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:12.043371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:12.043445] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:12.082889] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:12.083060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:12.083125] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:12.083162] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:12.087140] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: DOWN (p=37.15%)
[2025-09-29T01:29:12.087445] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-09-29T01:29:12.087635] [INFO ] [sig       ] FPH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:12.240989] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FPH.txt
[2025-09-29T01:29:12.241260] [INFO ] [sig       ] [809/2211] Completed FPH in 0.3s | 3.72 sym/s | Total: 3.6m | ETA: 6.3m
[2025-09-29T01:29:12.241345] [INFO ] [sig       ] [810/2211] Forecasting FPI...
[2025-09-29T01:29:12.241426] [INFO ] [sig       ] Generating forecast for: FPI
[2025-09-29T01:29:12.241511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-09-29T01:29:12.252464] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FPI'.
[2025-09-29T01:29:12.252833] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-09-29T01:29:12.280210] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:12.281171] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-09-29T01:29:12.281253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:12.281327] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:12.281398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:12.281503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:12.301045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:12.301634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:12.301769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:12.301841] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:12.335548] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:12.335699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:12.335763] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:12.335801] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:12.339164] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-09-29T01:29:12.339451] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-09-29T01:29:12.339597] [INFO ] [sig       ] FPI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:12.493836] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FPI.txt
[2025-09-29T01:29:12.494196] [INFO ] [sig       ] [810/2211] Completed FPI in 0.3s | 3.72 sym/s | Total: 3.6m | ETA: 6.3m
[2025-09-29T01:29:12.494294] [INFO ] [sig       ] [811/2211] Forecasting FR...
[2025-09-29T01:29:12.494369] [INFO ] [sig       ] Generating forecast for: FR
[2025-09-29T01:29:12.494442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FR' from 'https://tdm.silogroup.org/data/derivative_storage/FR.csv'.
[2025-09-29T01:29:12.506013] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FR'.
[2025-09-29T01:29:12.506396] [INFO ] [FORECASTER] Starting predict_future for FR
[2025-09-29T01:29:12.534225] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:12.535080] [DEBUG] [LOCAL     ] No optimal features file found for FR: ./output/feature-sets/FR.txt
[2025-09-29T01:29:12.535163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:12.535239] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:12.535310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:12.535431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:12.554041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:12.554838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:12.554978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:12.555049] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:12.592472] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:12.592620] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:12.592700] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:12.592755] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:12.596395] [DEBUG] [FORECASTER] FR: Forecast T+1@11:T+2@11: UP (p=90.65%)
[2025-09-29T01:29:12.596722] [INFO ] [FORECASTER] Completed predict_future for FR
[2025-09-29T01:29:12.596913] [INFO ] [sig       ] FR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:12.757447] [INFO ] [LOCAL     ] Saved forecast: FR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FR.txt
[2025-09-29T01:29:12.757766] [INFO ] [sig       ] [811/2211] Completed FR in 0.3s | 3.72 sym/s | Total: 3.6m | ETA: 6.3m
[2025-09-29T01:29:12.757847] [INFO ] [sig       ] [812/2211] Forecasting FRA...
[2025-09-29T01:29:12.757918] [INFO ] [sig       ] Generating forecast for: FRA
[2025-09-29T01:29:12.757990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-09-29T01:29:12.769997] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FRA'.
[2025-09-29T01:29:12.770427] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-09-29T01:29:12.797174] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:12.798067] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-09-29T01:29:12.798150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:12.798241] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:12.798333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:12.798464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:12.816790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:12.817501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:12.817626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:12.817766] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:12.855050] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:12.855273] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:12.855328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:12.855365] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:12.859365] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: DOWN (p=43.49%)
[2025-09-29T01:29:12.859709] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-09-29T01:29:12.859893] [INFO ] [sig       ] FRA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:13.011031] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FRA.txt
[2025-09-29T01:29:13.011338] [INFO ] [sig       ] [812/2211] Completed FRA in 0.3s | 3.72 sym/s | Total: 3.6m | ETA: 6.3m
[2025-09-29T01:29:13.011427] [INFO ] [sig       ] [813/2211] Forecasting FRGE...
[2025-09-29T01:29:13.011500] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-09-29T01:29:13.011575] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-09-29T01:29:13.022546] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FRGE'.
[2025-09-29T01:29:13.022930] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-09-29T01:29:13.051765] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:13.052596] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-09-29T01:29:13.052705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:13.052782] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:13.052854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:13.052959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:13.072742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:13.073417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:13.073532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:13.073605] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:13.111269] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:13.111440] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:13.111514] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:13.111578] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:13.115589] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: UP (p=78.79%)
[2025-09-29T01:29:13.115958] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-09-29T01:29:13.116143] [INFO ] [sig       ] FRGE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:13.268523] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FRGE.txt
[2025-09-29T01:29:13.268828] [INFO ] [sig       ] [813/2211] Completed FRGE in 0.3s | 3.72 sym/s | Total: 3.6m | ETA: 6.3m
[2025-09-29T01:29:13.268911] [INFO ] [sig       ] [814/2211] Forecasting FRO...
[2025-09-29T01:29:13.268982] [INFO ] [sig       ] Generating forecast for: FRO
[2025-09-29T01:29:13.269056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-09-29T01:29:13.279825] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FRO'.
[2025-09-29T01:29:13.280186] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-09-29T01:29:13.306935] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:13.307835] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-09-29T01:29:13.307916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:13.307989] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:13.308066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:13.308173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:13.330908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:13.331876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:13.332013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:13.332085] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:13.370452] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:13.370626] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:13.370760] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:13.370818] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:13.374384] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=43.14%)
[2025-09-29T01:29:13.374771] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-09-29T01:29:13.374964] [INFO ] [sig       ] FRO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:13.522476] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FRO.txt
[2025-09-29T01:29:13.522829] [INFO ] [sig       ] [814/2211] Completed FRO in 0.3s | 3.73 sym/s | Total: 3.6m | ETA: 6.3m
[2025-09-29T01:29:13.522913] [INFO ] [sig       ] [815/2211] Forecasting FRT...
[2025-09-29T01:29:13.522995] [INFO ] [sig       ] Generating forecast for: FRT
[2025-09-29T01:29:13.523071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRT' from 'https://tdm.silogroup.org/data/derivative_storage/FRT.csv'.
[2025-09-29T01:29:13.534104] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FRT'.
[2025-09-29T01:29:13.534530] [INFO ] [FORECASTER] Starting predict_future for FRT
[2025-09-29T01:29:13.561703] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:13.562591] [DEBUG] [LOCAL     ] No optimal features file found for FRT: ./output/feature-sets/FRT.txt
[2025-09-29T01:29:13.562701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:13.562776] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:13.562892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:13.562998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:13.581152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:13.582043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:13.582169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:13.582240] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:13.622312] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:13.622444] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:13.622488] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:13.622522] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:13.625936] [DEBUG] [FORECASTER] FRT: Forecast T+1@11:T+2@11: DOWN (p=19.06%)
[2025-09-29T01:29:13.626238] [INFO ] [FORECASTER] Completed predict_future for FRT
[2025-09-29T01:29:13.626392] [INFO ] [sig       ] FRT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:13.777811] [INFO ] [LOCAL     ] Saved forecast: FRT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FRT.txt
[2025-09-29T01:29:13.778108] [INFO ] [sig       ] [815/2211] Completed FRT in 0.3s | 3.73 sym/s | Total: 3.6m | ETA: 6.2m
[2025-09-29T01:29:13.778194] [INFO ] [sig       ] [816/2211] Forecasting FSCO...
[2025-09-29T01:29:13.778274] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-09-29T01:29:13.778354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-09-29T01:29:13.789748] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FSCO'.
[2025-09-29T01:29:13.790149] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-09-29T01:29:13.816320] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:13.817359] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-09-29T01:29:13.817445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:13.817525] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:13.817602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:13.817734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:13.836579] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:13.837310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:13.837429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:13.837507] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:13.871486] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:13.871630] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:13.871725] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:13.871788] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:13.875380] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=58.27%)
[2025-09-29T01:29:13.875721] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-09-29T01:29:13.875888] [INFO ] [sig       ] FSCO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:14.033065] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FSCO.txt
[2025-09-29T01:29:14.033419] [INFO ] [sig       ] [816/2211] Completed FSCO in 0.3s | 3.73 sym/s | Total: 3.7m | ETA: 6.2m
[2025-09-29T01:29:14.033506] [INFO ] [sig       ] [817/2211] Forecasting FSK...
[2025-09-29T01:29:14.033584] [INFO ] [sig       ] Generating forecast for: FSK
[2025-09-29T01:29:14.033683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-09-29T01:29:14.045554] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FSK'.
[2025-09-29T01:29:14.046013] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-09-29T01:29:14.072887] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:14.073695] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-09-29T01:29:14.073776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:14.073850] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:14.073921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:14.074023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:14.091846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:14.092477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:14.092595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:14.092693] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:14.131359] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:14.131524] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:14.131570] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:14.131604] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:14.135074] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=98.43%)
[2025-09-29T01:29:14.135371] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-09-29T01:29:14.135520] [INFO ] [sig       ] FSK: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:14.291665] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FSK.txt
[2025-09-29T01:29:14.292063] [INFO ] [sig       ] [817/2211] Completed FSK in 0.3s | 3.73 sym/s | Total: 3.7m | ETA: 6.2m
[2025-09-29T01:29:14.292147] [INFO ] [sig       ] [818/2211] Forecasting FSLY...
[2025-09-29T01:29:14.292219] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-09-29T01:29:14.292292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-09-29T01:29:14.305092] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FSLY'.
[2025-09-29T01:29:14.305494] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-09-29T01:29:14.336996] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:14.338020] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-09-29T01:29:14.338105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:14.338179] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:14.338251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:14.338383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:14.356486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:14.357378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:14.357498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:14.357569] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:14.398789] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:14.398993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:14.399042] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:14.399079] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:14.403088] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=25.53%)
[2025-09-29T01:29:14.403401] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-09-29T01:29:14.403562] [INFO ] [sig       ] FSLY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:14.554093] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FSLY.txt
[2025-09-29T01:29:14.554477] [INFO ] [sig       ] [818/2211] Completed FSLY in 0.3s | 3.73 sym/s | Total: 3.7m | ETA: 6.2m
[2025-09-29T01:29:14.554563] [INFO ] [sig       ] [819/2211] Forecasting FSM...
[2025-09-29T01:29:14.554636] [INFO ] [sig       ] Generating forecast for: FSM
[2025-09-29T01:29:14.554738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-09-29T01:29:14.565855] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FSM'.
[2025-09-29T01:29:14.566290] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-09-29T01:29:14.592932] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:14.593821] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-09-29T01:29:14.593905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:14.593980] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:14.594053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:14.594159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:14.611986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:14.612987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:14.613124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:14.613199] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:14.650696] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:14.650966] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:14.651036] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:14.651077] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:14.655012] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: UP (p=96.15%)
[2025-09-29T01:29:14.655344] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-09-29T01:29:14.655512] [INFO ] [sig       ] FSM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:14.810932] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FSM.txt
[2025-09-29T01:29:14.811280] [INFO ] [sig       ] [819/2211] Completed FSM in 0.3s | 3.73 sym/s | Total: 3.7m | ETA: 6.2m
[2025-09-29T01:29:14.811361] [INFO ] [sig       ] [820/2211] Forecasting FSS...
[2025-09-29T01:29:14.811433] [INFO ] [sig       ] Generating forecast for: FSS
[2025-09-29T01:29:14.811506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-09-29T01:29:14.823237] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FSS'.
[2025-09-29T01:29:14.823757] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-09-29T01:29:14.860985] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:14.862246] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-09-29T01:29:14.862343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:14.862418] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:14.862488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:14.862607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:14.882502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:14.883447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:14.883582] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:14.883690] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:14.927795] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:14.927999] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:14.928048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:14.928083] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:14.932088] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=84.31%)
[2025-09-29T01:29:14.932494] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-09-29T01:29:14.932724] [INFO ] [sig       ] FSS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:15.084290] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FSS.txt
[2025-09-29T01:29:15.084592] [INFO ] [sig       ] [820/2211] Completed FSS in 0.3s | 3.73 sym/s | Total: 3.7m | ETA: 6.2m
[2025-09-29T01:29:15.084699] [INFO ] [sig       ] [821/2211] Forecasting FT...
[2025-09-29T01:29:15.084773] [INFO ] [sig       ] Generating forecast for: FT
[2025-09-29T01:29:15.084848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FT' from 'https://tdm.silogroup.org/data/derivative_storage/FT.csv'.
[2025-09-29T01:29:15.098597] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FT'.
[2025-09-29T01:29:15.099090] [INFO ] [FORECASTER] Starting predict_future for FT
[2025-09-29T01:29:15.127590] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:15.128485] [DEBUG] [LOCAL     ] No optimal features file found for FT: ./output/feature-sets/FT.txt
[2025-09-29T01:29:15.128575] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:15.128770] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:15.128847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:15.128954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:15.148600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:15.149674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:15.149874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:15.149974] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:15.187389] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:15.187585] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:15.187639] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:15.187736] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:15.191521] [DEBUG] [FORECASTER] FT: Forecast T+1@11:T+2@11: DOWN (p=8.88%)
[2025-09-29T01:29:15.191871] [INFO ] [FORECASTER] Completed predict_future for FT
[2025-09-29T01:29:15.192056] [INFO ] [sig       ] FT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:15.352220] [INFO ] [LOCAL     ] Saved forecast: FT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FT.txt
[2025-09-29T01:29:15.352844] [INFO ] [sig       ] [821/2211] Completed FT in 0.3s | 3.73 sym/s | Total: 3.7m | ETA: 6.2m
[2025-09-29T01:29:15.352942] [INFO ] [sig       ] [822/2211] Forecasting FTHY...
[2025-09-29T01:29:15.353013] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-09-29T01:29:15.353087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-09-29T01:29:15.364612] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FTHY'.
[2025-09-29T01:29:15.365040] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-09-29T01:29:15.392957] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:15.393886] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-09-29T01:29:15.393967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:15.394044] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:15.394127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:15.394306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:15.414037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:15.414991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:15.415113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:15.415200] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:15.454194] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:15.454396] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:15.454448] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:15.454486] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:15.458508] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: DOWN (p=8.24%)
[2025-09-29T01:29:15.458910] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-09-29T01:29:15.459101] [INFO ] [sig       ] FTHY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:15.610975] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FTHY.txt
[2025-09-29T01:29:15.611313] [INFO ] [sig       ] [822/2211] Completed FTHY in 0.3s | 3.73 sym/s | Total: 3.7m | ETA: 6.2m
[2025-09-29T01:29:15.611413] [INFO ] [sig       ] [823/2211] Forecasting FTI...
[2025-09-29T01:29:15.611495] [INFO ] [sig       ] Generating forecast for: FTI
[2025-09-29T01:29:15.611571] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-09-29T01:29:15.623714] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FTI'.
[2025-09-29T01:29:15.624117] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-09-29T01:29:15.650866] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:15.651922] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-09-29T01:29:15.652060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:15.652136] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:15.652208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:15.652311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:15.670924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:15.671871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:15.672001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:15.672080] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:15.712339] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:15.712544] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:15.712593] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:15.712740] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:15.716453] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: UP (p=96.15%)
[2025-09-29T01:29:15.716816] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-09-29T01:29:15.717020] [INFO ] [sig       ] FTI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:15.870954] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FTI.txt
[2025-09-29T01:29:15.871247] [INFO ] [sig       ] [823/2211] Completed FTI in 0.3s | 3.73 sym/s | Total: 3.7m | ETA: 6.2m
[2025-09-29T01:29:15.871327] [INFO ] [sig       ] [824/2211] Forecasting FTK...
[2025-09-29T01:29:15.871399] [INFO ] [sig       ] Generating forecast for: FTK
[2025-09-29T01:29:15.871472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-09-29T01:29:15.883098] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FTK'.
[2025-09-29T01:29:15.883525] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-09-29T01:29:15.910767] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:15.911738] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-09-29T01:29:15.911822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:15.911896] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:15.911966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:15.912071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:15.930290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:15.931057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:15.931179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:15.931250] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:15.971931] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:15.972147] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:15.972198] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:15.972235] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:15.976292] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: UP (p=92.87%)
[2025-09-29T01:29:15.976622] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-09-29T01:29:15.976868] [INFO ] [sig       ] FTK: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:16.135552] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FTK.txt
[2025-09-29T01:29:16.136125] [INFO ] [sig       ] [824/2211] Completed FTK in 0.3s | 3.73 sym/s | Total: 3.7m | ETA: 6.2m
[2025-09-29T01:29:16.136226] [INFO ] [sig       ] [825/2211] Forecasting FTS...
[2025-09-29T01:29:16.136305] [INFO ] [sig       ] Generating forecast for: FTS
[2025-09-29T01:29:16.136382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-09-29T01:29:16.153404] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FTS'.
[2025-09-29T01:29:16.153953] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-09-29T01:29:16.181455] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:16.182243] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-09-29T01:29:16.182324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:16.182409] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:16.182485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:16.182594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:16.201119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:16.201865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:16.201995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:16.202072] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:16.244047] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:16.244267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:16.244318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:16.244354] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:16.248340] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-09-29T01:29:16.248681] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-09-29T01:29:16.248865] [INFO ] [sig       ] FTS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:16.404661] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FTS.txt
[2025-09-29T01:29:16.404977] [INFO ] [sig       ] [825/2211] Completed FTS in 0.3s | 3.73 sym/s | Total: 3.7m | ETA: 6.2m
[2025-09-29T01:29:16.405057] [INFO ] [sig       ] [826/2211] Forecasting FTV...
[2025-09-29T01:29:16.405131] [INFO ] [sig       ] Generating forecast for: FTV
[2025-09-29T01:29:16.405206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTV' from 'https://tdm.silogroup.org/data/derivative_storage/FTV.csv'.
[2025-09-29T01:29:16.418315] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FTV'.
[2025-09-29T01:29:16.418835] [INFO ] [FORECASTER] Starting predict_future for FTV
[2025-09-29T01:29:16.448562] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:16.449558] [DEBUG] [LOCAL     ] No optimal features file found for FTV: ./output/feature-sets/FTV.txt
[2025-09-29T01:29:16.449663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:16.449732] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:16.449797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:16.449902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:16.468227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:16.468911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:16.469025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:16.469096] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:16.507773] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:16.507912] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:16.507957] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:16.507993] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:16.511371] [DEBUG] [FORECASTER] FTV: Forecast T+1@11:T+2@11: UP (p=58.52%)
[2025-09-29T01:29:16.511721] [INFO ] [FORECASTER] Completed predict_future for FTV
[2025-09-29T01:29:16.511891] [INFO ] [sig       ] FTV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:16.662386] [INFO ] [LOCAL     ] Saved forecast: FTV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FTV.txt
[2025-09-29T01:29:16.662732] [INFO ] [sig       ] [826/2211] Completed FTV in 0.3s | 3.73 sym/s | Total: 3.7m | ETA: 6.2m
[2025-09-29T01:29:16.662819] [INFO ] [sig       ] [827/2211] Forecasting FTWO...
[2025-09-29T01:29:16.662895] [INFO ] [sig       ] Generating forecast for: FTWO
[2025-09-29T01:29:16.662974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTWO' from 'https://tdm.silogroup.org/data/derivative_storage/FTWO.csv'.
[2025-09-29T01:29:16.675860] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'FTWO'.
[2025-09-29T01:29:16.676185] [INFO ] [FORECASTER] Starting predict_future for FTWO
[2025-09-29T01:29:16.704251] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:16.705311] [DEBUG] [LOCAL     ] No optimal features file found for FTWO: ./output/feature-sets/FTWO.txt
[2025-09-29T01:29:16.705397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:16.705473] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:16.705546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:16.705675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:16.724178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:16.725138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:16.725264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:16.725338] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:16.763994] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:16.764229] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:16.764288] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:16.764326] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:16.768422] [DEBUG] [FORECASTER] FTWO: Forecast T+1@11:T+2@11: UP (p=91.44%)
[2025-09-29T01:29:16.768790] [INFO ] [FORECASTER] Completed predict_future for FTWO
[2025-09-29T01:29:16.768993] [INFO ] [sig       ] FTWO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:16.920297] [INFO ] [LOCAL     ] Saved forecast: FTWO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FTWO.txt
[2025-09-29T01:29:16.920673] [INFO ] [sig       ] [827/2211] Completed FTWO in 0.3s | 3.73 sym/s | Total: 3.7m | ETA: 6.2m
[2025-09-29T01:29:16.920807] [INFO ] [sig       ] [828/2211] Forecasting FUBO...
[2025-09-29T01:29:16.920884] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-09-29T01:29:16.920970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-09-29T01:29:16.936868] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FUBO'.
[2025-09-29T01:29:16.937423] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-09-29T01:29:16.966101] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:16.967187] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-09-29T01:29:16.967273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:16.967348] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:16.967418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:16.967531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:16.985872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:16.986523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:16.986637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:16.986733] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:17.025617] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:17.025915] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:17.025977] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:17.026015] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:17.029860] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: UP (p=96.06%)
[2025-09-29T01:29:17.030175] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-09-29T01:29:17.030332] [INFO ] [sig       ] FUBO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:17.180856] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FUBO.txt
[2025-09-29T01:29:17.181208] [INFO ] [sig       ] [828/2211] Completed FUBO in 0.3s | 3.73 sym/s | Total: 3.7m | ETA: 6.2m
[2025-09-29T01:29:17.181303] [INFO ] [sig       ] [829/2211] Forecasting FUL...
[2025-09-29T01:29:17.181380] [INFO ] [sig       ] Generating forecast for: FUL
[2025-09-29T01:29:17.181462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-09-29T01:29:17.192476] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FUL'.
[2025-09-29T01:29:17.192868] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-09-29T01:29:17.220357] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:17.221269] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-09-29T01:29:17.221356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:17.221432] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:17.221505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:17.221693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:17.240261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:17.241199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:17.241322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:17.241397] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:17.280925] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:17.281061] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:17.281106] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:17.281142] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:17.284766] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=18.93%)
[2025-09-29T01:29:17.285070] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-09-29T01:29:17.285225] [INFO ] [sig       ] FUL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:17.433282] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FUL.txt
[2025-09-29T01:29:17.433563] [INFO ] [sig       ] [829/2211] Completed FUL in 0.3s | 3.73 sym/s | Total: 3.7m | ETA: 6.2m
[2025-09-29T01:29:17.433669] [INFO ] [sig       ] [830/2211] Forecasting FUN...
[2025-09-29T01:29:17.433744] [INFO ] [sig       ] Generating forecast for: FUN
[2025-09-29T01:29:17.433818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-09-29T01:29:17.444834] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FUN'.
[2025-09-29T01:29:17.445181] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-09-29T01:29:17.472037] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:17.472924] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-09-29T01:29:17.473007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:17.473081] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:17.473149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:17.473253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:17.491770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:17.492575] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:17.492727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:17.492798] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:17.530442] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:17.530608] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:17.530686] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:17.530765] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:17.534297] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: UP (p=98.26%)
[2025-09-29T01:29:17.534605] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-09-29T01:29:17.534807] [INFO ] [sig       ] FUN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:17.684398] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FUN.txt
[2025-09-29T01:29:17.684725] [INFO ] [sig       ] [830/2211] Completed FUN in 0.3s | 3.73 sym/s | Total: 3.7m | ETA: 6.2m
[2025-09-29T01:29:17.684836] [INFO ] [sig       ] [831/2211] Forecasting FVR...
[2025-09-29T01:29:17.684909] [INFO ] [sig       ] Generating forecast for: FVR
[2025-09-29T01:29:17.684985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVR' from 'https://tdm.silogroup.org/data/derivative_storage/FVR.csv'.
[2025-09-29T01:29:17.697713] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FVR'.
[2025-09-29T01:29:17.698154] [INFO ] [FORECASTER] Starting predict_future for FVR
[2025-09-29T01:29:17.725664] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:17.726536] [DEBUG] [LOCAL     ] No optimal features file found for FVR: ./output/feature-sets/FVR.txt
[2025-09-29T01:29:17.726620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:17.726732] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:17.726809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:17.726978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:17.745688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:17.746432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:17.746551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:17.746631] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:17.783991] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:17.784159] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:17.784214] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:17.784252] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:17.788180] [DEBUG] [FORECASTER] FVR: Forecast T+1@11:T+2@11: UP (p=82.40%)
[2025-09-29T01:29:17.788510] [INFO ] [FORECASTER] Completed predict_future for FVR
[2025-09-29T01:29:17.788699] [INFO ] [sig       ] FVR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:17.944725] [INFO ] [LOCAL     ] Saved forecast: FVR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FVR.txt
[2025-09-29T01:29:17.945074] [INFO ] [sig       ] [831/2211] Completed FVR in 0.3s | 3.73 sym/s | Total: 3.7m | ETA: 6.2m
[2025-09-29T01:29:17.945159] [INFO ] [sig       ] [832/2211] Forecasting FVRR...
[2025-09-29T01:29:17.945232] [INFO ] [sig       ] Generating forecast for: FVRR
[2025-09-29T01:29:17.945308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVRR' from 'https://tdm.silogroup.org/data/derivative_storage/FVRR.csv'.
[2025-09-29T01:29:17.956151] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FVRR'.
[2025-09-29T01:29:17.956550] [INFO ] [FORECASTER] Starting predict_future for FVRR
[2025-09-29T01:29:17.985749] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:17.986943] [DEBUG] [LOCAL     ] No optimal features file found for FVRR: ./output/feature-sets/FVRR.txt
[2025-09-29T01:29:17.987040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:17.987139] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:17.987227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:17.987374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:18.005302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:18.006306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:18.006445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:18.006532] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:18.046006] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:18.046227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:18.046280] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:18.046320] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:18.051150] [DEBUG] [FORECASTER] FVRR: Forecast T+1@11:T+2@11: UP (p=66.30%)
[2025-09-29T01:29:18.051488] [INFO ] [FORECASTER] Completed predict_future for FVRR
[2025-09-29T01:29:18.051683] [INFO ] [sig       ] FVRR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:18.209627] [INFO ] [LOCAL     ] Saved forecast: FVRR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/FVRR.txt
[2025-09-29T01:29:18.210007] [INFO ] [sig       ] [832/2211] Completed FVRR in 0.3s | 3.73 sym/s | Total: 3.7m | ETA: 6.2m
[2025-09-29T01:29:18.210108] [INFO ] [sig       ] [833/2211] Forecasting FXED...
[2025-09-29T01:29:18.210207] [INFO ] [sig       ] Generating forecast for: FXED
[2025-09-29T01:29:18.210309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FXED' from 'https://tdm.silogroup.org/data/derivative_storage/FXED.csv'.
[2025-09-29T01:29:18.220683] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'FXED'.
[2025-09-29T01:29:18.221133] [INFO ] [FORECASTER] Starting predict_future for FXED
[2025-09-29T01:29:18.251781] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:18.252923] [DEBUG] [LOCAL     ] No optimal features file found for FXED: ./output/feature-sets/FXED.txt
[2025-09-29T01:29:18.253012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:18.253098] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:18.253172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:18.253285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:18.272941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:18.273784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:18.273914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:18.273997] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:18.312471] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:18.312695] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:18.312769] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:18.312807] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:18.316543] [DEBUG] [FORECASTER] FXED: Forecast T+1@11:T+2@11: DOWN (p=18.13%)
[2025-09-29T01:29:18.316939] [INFO ] [FORECASTER] Completed predict_future for FXED
[2025-09-29T01:29:18.317112] [INFO ] [sig       ] FXED: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:18.471672] [INFO ] [LOCAL     ] Saved forecast: FXED	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/FXED.txt
[2025-09-29T01:29:18.471978] [INFO ] [sig       ] [833/2211] Completed FXED in 0.3s | 3.73 sym/s | Total: 3.7m | ETA: 6.2m
[2025-09-29T01:29:18.472061] [INFO ] [sig       ] [834/2211] Forecasting G...
[2025-09-29T01:29:18.472132] [INFO ] [sig       ] Generating forecast for: G
[2025-09-29T01:29:18.472206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-09-29T01:29:18.484439] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'G'.
[2025-09-29T01:29:18.484972] [INFO ] [FORECASTER] Starting predict_future for G
[2025-09-29T01:29:18.515310] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:18.516553] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-09-29T01:29:18.516679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:18.516765] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:18.516863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:18.516994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:18.536073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:18.537412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:18.537543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:18.537617] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:18.573799] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:18.574000] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:18.574056] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:18.574092] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:18.577962] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-09-29T01:29:18.578286] [INFO ] [FORECASTER] Completed predict_future for G
[2025-09-29T01:29:18.578446] [INFO ] [sig       ] G: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:18.727435] [INFO ] [LOCAL     ] Saved forecast: G	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/G.txt
[2025-09-29T01:29:18.727754] [INFO ] [sig       ] [834/2211] Completed G in 0.3s | 3.73 sym/s | Total: 3.7m | ETA: 6.2m
[2025-09-29T01:29:18.727840] [INFO ] [sig       ] [835/2211] Forecasting GAB...
[2025-09-29T01:29:18.727913] [INFO ] [sig       ] Generating forecast for: GAB
[2025-09-29T01:29:18.727986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-09-29T01:29:18.738943] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GAB'.
[2025-09-29T01:29:18.739390] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-09-29T01:29:18.766976] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:18.767929] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-09-29T01:29:18.768015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:18.768093] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:18.768164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:18.768278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:18.788035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:18.788789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:18.788906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:18.788985] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:18.824822] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:18.824993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:18.825043] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:18.825083] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:18.829094] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=91.21%)
[2025-09-29T01:29:18.829415] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-09-29T01:29:18.829581] [INFO ] [sig       ] GAB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:18.983034] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GAB.txt
[2025-09-29T01:29:18.983374] [INFO ] [sig       ] [835/2211] Completed GAB in 0.3s | 3.73 sym/s | Total: 3.7m | ETA: 6.2m
[2025-09-29T01:29:18.983474] [INFO ] [sig       ] [836/2211] Forecasting GAM...
[2025-09-29T01:29:18.983557] [INFO ] [sig       ] Generating forecast for: GAM
[2025-09-29T01:29:18.983693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-09-29T01:29:18.994089] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GAM'.
[2025-09-29T01:29:18.994567] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-09-29T01:29:19.023172] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:19.024156] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-09-29T01:29:19.024242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:19.024321] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:19.024391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:19.024504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:19.044204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:19.045175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:19.045300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:19.045370] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:19.081415] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:19.081615] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:19.081699] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:19.081757] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:19.085770] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: DOWN (p=34.65%)
[2025-09-29T01:29:19.086130] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-09-29T01:29:19.086296] [INFO ] [sig       ] GAM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:19.239348] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GAM.txt
[2025-09-29T01:29:19.239637] [INFO ] [sig       ] [836/2211] Completed GAM in 0.3s | 3.73 sym/s | Total: 3.7m | ETA: 6.1m
[2025-09-29T01:29:19.239742] [INFO ] [sig       ] [837/2211] Forecasting GAP...
[2025-09-29T01:29:19.239813] [INFO ] [sig       ] Generating forecast for: GAP
[2025-09-29T01:29:19.239886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAP' from 'https://tdm.silogroup.org/data/derivative_storage/GAP.csv'.
[2025-09-29T01:29:19.251514] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GAP'.
[2025-09-29T01:29:19.251990] [INFO ] [FORECASTER] Starting predict_future for GAP
[2025-09-29T01:29:19.281041] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:19.282001] [DEBUG] [LOCAL     ] No optimal features file found for GAP: ./output/feature-sets/GAP.txt
[2025-09-29T01:29:19.282108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:19.282192] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:19.282262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:19.282364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:19.301049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:19.302028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:19.302151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:19.302235] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:19.331916] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:19.332121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:19.332172] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:19.332209] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:19.336621] [DEBUG] [FORECASTER] GAP: Forecast T+1@11:T+2@11: DOWN (p=37.39%)
[2025-09-29T01:29:19.337052] [INFO ] [FORECASTER] Completed predict_future for GAP
[2025-09-29T01:29:19.337222] [INFO ] [sig       ] GAP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:19.500289] [INFO ] [LOCAL     ] Saved forecast: GAP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GAP.txt
[2025-09-29T01:29:19.500616] [INFO ] [sig       ] [837/2211] Completed GAP in 0.3s | 3.73 sym/s | Total: 3.7m | ETA: 6.1m
[2025-09-29T01:29:19.500749] [INFO ] [sig       ] [838/2211] Forecasting GATX...
[2025-09-29T01:29:19.500847] [INFO ] [sig       ] Generating forecast for: GATX
[2025-09-29T01:29:19.500947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-09-29T01:29:19.512592] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GATX'.
[2025-09-29T01:29:19.513159] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-09-29T01:29:19.544504] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:19.546268] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-09-29T01:29:19.546415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:19.546511] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:19.546811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:19.546978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:19.580598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:19.581913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:19.582076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:19.582169] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:19.628701] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:19.628948] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:19.629041] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:19.629117] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:19.635143] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: DOWN (p=28.27%)
[2025-09-29T01:29:19.635755] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-09-29T01:29:19.636008] [INFO ] [sig       ] GATX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:19.894040] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GATX.txt
[2025-09-29T01:29:19.894463] [INFO ] [sig       ] [838/2211] Completed GATX in 0.4s | 3.73 sym/s | Total: 3.7m | ETA: 6.1m
[2025-09-29T01:29:19.894559] [INFO ] [sig       ] [839/2211] Forecasting GBAB...
[2025-09-29T01:29:19.894638] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-09-29T01:29:19.894749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-09-29T01:29:19.913137] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GBAB'.
[2025-09-29T01:29:19.913833] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-09-29T01:29:19.953404] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:19.954991] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-09-29T01:29:19.955193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:19.955277] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:19.955341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:19.955456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:19.986774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:19.988156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:19.988355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:19.991368] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:20.038681] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:20.038920] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:20.038992] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:20.039058] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:20.043744] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=81.92%)
[2025-09-29T01:29:20.044148] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-09-29T01:29:20.044336] [INFO ] [sig       ] GBAB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:20.248909] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GBAB.txt
[2025-09-29T01:29:20.249276] [INFO ] [sig       ] [839/2211] Completed GBAB in 0.4s | 3.72 sym/s | Total: 3.8m | ETA: 6.1m
[2025-09-29T01:29:20.249368] [INFO ] [sig       ] [840/2211] Forecasting GBCI...
[2025-09-29T01:29:20.249461] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-09-29T01:29:20.249555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-09-29T01:29:20.263902] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GBCI'.
[2025-09-29T01:29:20.264534] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-09-29T01:29:20.299894] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:20.300886] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-09-29T01:29:20.300992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:20.301103] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:20.301201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:20.301431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:20.320856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:20.322097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:20.322271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:20.322374] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:20.366057] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:20.366281] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:20.366335] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:20.366374] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:20.371038] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=25.03%)
[2025-09-29T01:29:20.371480] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-09-29T01:29:20.371697] [INFO ] [sig       ] GBCI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:20.565935] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GBCI.txt
[2025-09-29T01:29:20.566331] [INFO ] [sig       ] [840/2211] Completed GBCI in 0.3s | 3.72 sym/s | Total: 3.8m | ETA: 6.1m
[2025-09-29T01:29:20.566423] [INFO ] [sig       ] [841/2211] Forecasting GBTG...
[2025-09-29T01:29:20.566525] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-09-29T01:29:20.566697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-09-29T01:29:20.578467] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GBTG'.
[2025-09-29T01:29:20.579019] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-09-29T01:29:20.608189] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:20.609215] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-09-29T01:29:20.609304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:20.609380] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:20.609451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:20.609556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:20.628712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:20.629846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:20.629978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:20.630050] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:20.672703] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:20.672901] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:20.672953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:20.672989] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:20.676989] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: UP (p=74.41%)
[2025-09-29T01:29:20.677305] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-09-29T01:29:20.677461] [INFO ] [sig       ] GBTG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:20.837194] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GBTG.txt
[2025-09-29T01:29:20.837484] [INFO ] [sig       ] [841/2211] Completed GBTG in 0.3s | 3.72 sym/s | Total: 3.8m | ETA: 6.1m
[2025-09-29T01:29:20.837567] [INFO ] [sig       ] [842/2211] Forecasting GBX...
[2025-09-29T01:29:20.837617] [INFO ] [sig       ] Generating forecast for: GBX
[2025-09-29T01:29:20.837709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-09-29T01:29:20.849756] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GBX'.
[2025-09-29T01:29:20.850206] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-09-29T01:29:20.878870] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:20.879858] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-09-29T01:29:20.879944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:20.880021] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:20.880093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:20.880197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:20.898941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:20.899666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:20.899785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:20.899856] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:20.935423] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:20.935595] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:20.935665] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:20.935734] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:20.939421] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: UP (p=89.34%)
[2025-09-29T01:29:20.939823] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-09-29T01:29:20.940004] [INFO ] [sig       ] GBX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:21.093167] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GBX.txt
[2025-09-29T01:29:21.093489] [INFO ] [sig       ] [842/2211] Completed GBX in 0.3s | 3.72 sym/s | Total: 3.8m | ETA: 6.1m
[2025-09-29T01:29:21.093577] [INFO ] [sig       ] [843/2211] Forecasting GCI...
[2025-09-29T01:29:21.093705] [INFO ] [sig       ] Generating forecast for: GCI
[2025-09-29T01:29:21.093815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCI' from 'https://tdm.silogroup.org/data/derivative_storage/GCI.csv'.
[2025-09-29T01:29:21.105553] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GCI'.
[2025-09-29T01:29:21.106032] [INFO ] [FORECASTER] Starting predict_future for GCI
[2025-09-29T01:29:21.133751] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:21.134574] [DEBUG] [LOCAL     ] No optimal features file found for GCI: ./output/feature-sets/GCI.txt
[2025-09-29T01:29:21.134682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:21.134758] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:21.134829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:21.134933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:21.153030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:21.153720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:21.153836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:21.153905] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:21.193537] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:21.193665] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:21.193739] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:21.193778] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:21.197145] [DEBUG] [FORECASTER] GCI: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2025-09-29T01:29:21.197459] [INFO ] [FORECASTER] Completed predict_future for GCI
[2025-09-29T01:29:21.197688] [INFO ] [sig       ] GCI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:21.348402] [INFO ] [LOCAL     ] Saved forecast: GCI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GCI.txt
[2025-09-29T01:29:21.348737] [INFO ] [sig       ] [843/2211] Completed GCI in 0.3s | 3.72 sym/s | Total: 3.8m | ETA: 6.1m
[2025-09-29T01:29:21.348839] [INFO ] [sig       ] [844/2211] Forecasting GCO...
[2025-09-29T01:29:21.348941] [INFO ] [sig       ] Generating forecast for: GCO
[2025-09-29T01:29:21.349021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-09-29T01:29:21.361060] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GCO'.
[2025-09-29T01:29:21.361540] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-09-29T01:29:21.389216] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:21.390088] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-09-29T01:29:21.390174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:21.390249] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:21.390320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:21.390430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:21.409540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:21.410380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:21.410503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:21.410574] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:21.449603] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:21.449808] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:21.449863] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:21.449898] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:21.453546] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=67.56%)
[2025-09-29T01:29:21.453910] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-09-29T01:29:21.454130] [INFO ] [sig       ] GCO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:21.605960] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GCO.txt
[2025-09-29T01:29:21.606270] [INFO ] [sig       ] [844/2211] Completed GCO in 0.3s | 3.72 sym/s | Total: 3.8m | ETA: 6.1m
[2025-09-29T01:29:21.606356] [INFO ] [sig       ] [845/2211] Forecasting GCTS...
[2025-09-29T01:29:21.606429] [INFO ] [sig       ] Generating forecast for: GCTS
[2025-09-29T01:29:21.606504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCTS' from 'https://tdm.silogroup.org/data/derivative_storage/GCTS.csv'.
[2025-09-29T01:29:21.617592] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GCTS'.
[2025-09-29T01:29:21.618007] [INFO ] [FORECASTER] Starting predict_future for GCTS
[2025-09-29T01:29:21.645883] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:21.646809] [DEBUG] [LOCAL     ] No optimal features file found for GCTS: ./output/feature-sets/GCTS.txt
[2025-09-29T01:29:21.647060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:21.647135] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:21.647207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:21.647312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:21.666746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:21.667475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:21.667590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:21.667687] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:21.709847] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:21.710042] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:21.710096] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:21.710143] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:21.713845] [DEBUG] [FORECASTER] GCTS: Forecast T+1@11:T+2@11: DOWN (p=8.21%)
[2025-09-29T01:29:21.714224] [INFO ] [FORECASTER] Completed predict_future for GCTS
[2025-09-29T01:29:21.714398] [INFO ] [sig       ] GCTS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:21.866777] [INFO ] [LOCAL     ] Saved forecast: GCTS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GCTS.txt
[2025-09-29T01:29:21.867152] [INFO ] [sig       ] [845/2211] Completed GCTS in 0.3s | 3.72 sym/s | Total: 3.8m | ETA: 6.1m
[2025-09-29T01:29:21.867238] [INFO ] [sig       ] [846/2211] Forecasting GCV...
[2025-09-29T01:29:21.867312] [INFO ] [sig       ] Generating forecast for: GCV
[2025-09-29T01:29:21.867386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCV' from 'https://tdm.silogroup.org/data/derivative_storage/GCV.csv'.
[2025-09-29T01:29:21.879432] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GCV'.
[2025-09-29T01:29:21.879995] [INFO ] [FORECASTER] Starting predict_future for GCV
[2025-09-29T01:29:21.908833] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:21.909764] [DEBUG] [LOCAL     ] No optimal features file found for GCV: ./output/feature-sets/GCV.txt
[2025-09-29T01:29:21.909846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:21.909918] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:21.909989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:21.910093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:21.930297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:21.931317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:21.931457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:21.931529] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:21.971732] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:21.971916] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:21.971987] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:21.972029] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:21.976181] [DEBUG] [FORECASTER] GCV: Forecast T+1@11:T+2@11: UP (p=89.80%)
[2025-09-29T01:29:21.976506] [INFO ] [FORECASTER] Completed predict_future for GCV
[2025-09-29T01:29:21.976719] [INFO ] [sig       ] GCV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:22.143940] [INFO ] [LOCAL     ] Saved forecast: GCV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GCV.txt
[2025-09-29T01:29:22.144221] [INFO ] [sig       ] [846/2211] Completed GCV in 0.3s | 3.72 sym/s | Total: 3.8m | ETA: 6.1m
[2025-09-29T01:29:22.144303] [INFO ] [sig       ] [847/2211] Forecasting GD...
[2025-09-29T01:29:22.144375] [INFO ] [sig       ] Generating forecast for: GD
[2025-09-29T01:29:22.144448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-09-29T01:29:22.154688] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GD'.
[2025-09-29T01:29:22.155053] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-09-29T01:29:22.182562] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:22.183405] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-09-29T01:29:22.183488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:22.183565] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:22.183637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:22.183769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:22.202685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:22.203318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:22.203433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:22.203505] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:22.243081] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:22.243230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:22.243278] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:22.243314] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:22.247104] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=80.65%)
[2025-09-29T01:29:22.247422] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-09-29T01:29:22.247584] [INFO ] [sig       ] GD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:22.410933] [INFO ] [LOCAL     ] Saved forecast: GD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GD.txt
[2025-09-29T01:29:22.411246] [INFO ] [sig       ] [847/2211] Completed GD in 0.3s | 3.72 sym/s | Total: 3.8m | ETA: 6.1m
[2025-09-29T01:29:22.411349] [INFO ] [sig       ] [848/2211] Forecasting GDDY...
[2025-09-29T01:29:22.411434] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-09-29T01:29:22.411522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-09-29T01:29:22.425131] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GDDY'.
[2025-09-29T01:29:22.425640] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-09-29T01:29:22.456745] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:22.457850] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-09-29T01:29:22.457962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:22.458042] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:22.458114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:22.458232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:22.480131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:22.480989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:22.481108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:22.481189] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:22.524875] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:22.525080] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:22.525171] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:22.525270] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:22.529277] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: DOWN (p=17.00%)
[2025-09-29T01:29:22.529612] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-09-29T01:29:22.529809] [INFO ] [sig       ] GDDY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:22.690878] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GDDY.txt
[2025-09-29T01:29:22.691197] [INFO ] [sig       ] [848/2211] Completed GDDY in 0.3s | 3.72 sym/s | Total: 3.8m | ETA: 6.1m
[2025-09-29T01:29:22.691279] [INFO ] [sig       ] [849/2211] Forecasting GDIV...
[2025-09-29T01:29:22.691352] [INFO ] [sig       ] Generating forecast for: GDIV
[2025-09-29T01:29:22.691426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDIV' from 'https://tdm.silogroup.org/data/derivative_storage/GDIV.csv'.
[2025-09-29T01:29:22.703412] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'GDIV'.
[2025-09-29T01:29:22.703924] [INFO ] [FORECASTER] Starting predict_future for GDIV
[2025-09-29T01:29:22.733024] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:22.733895] [DEBUG] [LOCAL     ] No optimal features file found for GDIV: ./output/feature-sets/GDIV.txt
[2025-09-29T01:29:22.733977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:22.734051] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:22.734122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:22.734226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:22.753107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:22.753768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:22.753881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:22.753961] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:22.795677] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:22.795791] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:22.795835] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:22.795876] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:22.799452] [DEBUG] [FORECASTER] GDIV: Forecast T+1@11:T+2@11: UP (p=94.58%)
[2025-09-29T01:29:22.799796] [INFO ] [FORECASTER] Completed predict_future for GDIV
[2025-09-29T01:29:22.799981] [INFO ] [sig       ] GDIV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:22.979587] [INFO ] [LOCAL     ] Saved forecast: GDIV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GDIV.txt
[2025-09-29T01:29:22.979923] [INFO ] [sig       ] [849/2211] Completed GDIV in 0.3s | 3.72 sym/s | Total: 3.8m | ETA: 6.1m
[2025-09-29T01:29:22.980007] [INFO ] [sig       ] [850/2211] Forecasting GDL...
[2025-09-29T01:29:22.980079] [INFO ] [sig       ] Generating forecast for: GDL
[2025-09-29T01:29:22.980161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDL' from 'https://tdm.silogroup.org/data/derivative_storage/GDL.csv'.
[2025-09-29T01:29:22.990417] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'GDL'.
[2025-09-29T01:29:22.990938] [INFO ] [FORECASTER] Starting predict_future for GDL
[2025-09-29T01:29:23.019226] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:23.020196] [DEBUG] [LOCAL     ] No optimal features file found for GDL: ./output/feature-sets/GDL.txt
[2025-09-29T01:29:23.020282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:23.020361] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:23.020442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:23.020547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:23.039596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:23.040524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:23.040667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:23.040740] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:23.079028] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:23.079158] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:23.079222] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:23.079268] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:23.082899] [DEBUG] [FORECASTER] GDL: Forecast T+1@11:T+2@11: DOWN (p=3.13%)
[2025-09-29T01:29:23.083211] [INFO ] [FORECASTER] Completed predict_future for GDL
[2025-09-29T01:29:23.083370] [INFO ] [sig       ] GDL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:23.237145] [INFO ] [LOCAL     ] Saved forecast: GDL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GDL.txt
[2025-09-29T01:29:23.237423] [INFO ] [sig       ] [850/2211] Completed GDL in 0.3s | 3.72 sym/s | Total: 3.8m | ETA: 6.1m
[2025-09-29T01:29:23.237512] [INFO ] [sig       ] [851/2211] Forecasting GDO...
[2025-09-29T01:29:23.237590] [INFO ] [sig       ] Generating forecast for: GDO
[2025-09-29T01:29:23.237664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDO' from 'https://tdm.silogroup.org/data/derivative_storage/GDO.csv'.
[2025-09-29T01:29:23.249954] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GDO'.
[2025-09-29T01:29:23.250434] [INFO ] [FORECASTER] Starting predict_future for GDO
[2025-09-29T01:29:23.278281] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:23.279195] [DEBUG] [LOCAL     ] No optimal features file found for GDO: ./output/feature-sets/GDO.txt
[2025-09-29T01:29:23.279279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:23.279360] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:23.279461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:23.279573] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:23.298918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:23.299952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:23.300079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:23.300154] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:23.336460] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:23.336669] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:23.336748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:23.336788] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:23.340780] [DEBUG] [FORECASTER] GDO: Forecast T+1@11:T+2@11: UP (p=68.52%)
[2025-09-29T01:29:23.341157] [INFO ] [FORECASTER] Completed predict_future for GDO
[2025-09-29T01:29:23.341344] [INFO ] [sig       ] GDO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:23.497777] [INFO ] [LOCAL     ] Saved forecast: GDO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GDO.txt
[2025-09-29T01:29:23.498147] [INFO ] [sig       ] [851/2211] Completed GDO in 0.3s | 3.72 sym/s | Total: 3.8m | ETA: 6.1m
[2025-09-29T01:29:23.498231] [INFO ] [sig       ] [852/2211] Forecasting GDOT...
[2025-09-29T01:29:23.498304] [INFO ] [sig       ] Generating forecast for: GDOT
[2025-09-29T01:29:23.498386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDOT' from 'https://tdm.silogroup.org/data/derivative_storage/GDOT.csv'.
[2025-09-29T01:29:23.510061] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GDOT'.
[2025-09-29T01:29:23.510591] [INFO ] [FORECASTER] Starting predict_future for GDOT
[2025-09-29T01:29:23.538451] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:23.539402] [DEBUG] [LOCAL     ] No optimal features file found for GDOT: ./output/feature-sets/GDOT.txt
[2025-09-29T01:29:23.539485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:23.539575] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:23.539679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:23.539809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:23.558760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:23.559688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:23.559852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:23.559930] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:23.600996] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:23.601228] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:23.601318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:23.601395] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:23.605948] [DEBUG] [FORECASTER] GDOT: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2025-09-29T01:29:23.606276] [INFO ] [FORECASTER] Completed predict_future for GDOT
[2025-09-29T01:29:23.606435] [INFO ] [sig       ] GDOT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:23.765175] [INFO ] [LOCAL     ] Saved forecast: GDOT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GDOT.txt
[2025-09-29T01:29:23.765524] [INFO ] [sig       ] [852/2211] Completed GDOT in 0.3s | 3.72 sym/s | Total: 3.8m | ETA: 6.1m
[2025-09-29T01:29:23.765665] [INFO ] [sig       ] [853/2211] Forecasting GDV...
[2025-09-29T01:29:23.765764] [INFO ] [sig       ] Generating forecast for: GDV
[2025-09-29T01:29:23.765861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDV' from 'https://tdm.silogroup.org/data/derivative_storage/GDV.csv'.
[2025-09-29T01:29:23.777702] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GDV'.
[2025-09-29T01:29:23.778155] [INFO ] [FORECASTER] Starting predict_future for GDV
[2025-09-29T01:29:23.807003] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:23.808019] [DEBUG] [LOCAL     ] No optimal features file found for GDV: ./output/feature-sets/GDV.txt
[2025-09-29T01:29:23.808104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:23.808180] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:23.808251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:23.808357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:23.827869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:23.828534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:23.828676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:23.828774] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:23.869257] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:23.869492] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:23.869556] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:23.869597] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:23.873693] [DEBUG] [FORECASTER] GDV: Forecast T+1@11:T+2@11: UP (p=66.33%)
[2025-09-29T01:29:23.874108] [INFO ] [FORECASTER] Completed predict_future for GDV
[2025-09-29T01:29:23.874284] [INFO ] [sig       ] GDV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:24.043748] [INFO ] [LOCAL     ] Saved forecast: GDV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GDV.txt
[2025-09-29T01:29:24.044039] [INFO ] [sig       ] [853/2211] Completed GDV in 0.3s | 3.72 sym/s | Total: 3.8m | ETA: 6.1m
[2025-09-29T01:29:24.044121] [INFO ] [sig       ] [854/2211] Forecasting GE...
[2025-09-29T01:29:24.044196] [INFO ] [sig       ] Generating forecast for: GE
[2025-09-29T01:29:24.044270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-09-29T01:29:24.055812] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GE'.
[2025-09-29T01:29:24.056250] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-09-29T01:29:24.083305] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:24.084206] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-09-29T01:29:24.084289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:24.084364] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:24.084454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:24.084606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:24.103602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:24.104341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:24.104461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:24.104553] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:24.142048] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:24.142173] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:24.142218] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:24.142253] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:24.145769] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: DOWN (p=7.77%)
[2025-09-29T01:29:24.146065] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-09-29T01:29:24.146210] [INFO ] [sig       ] GE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:24.295131] [INFO ] [LOCAL     ] Saved forecast: GE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GE.txt
[2025-09-29T01:29:24.295426] [INFO ] [sig       ] [854/2211] Completed GE in 0.3s | 3.72 sym/s | Total: 3.8m | ETA: 6.1m
[2025-09-29T01:29:24.295536] [INFO ] [sig       ] [855/2211] Forecasting GEF...
[2025-09-29T01:29:24.295630] [INFO ] [sig       ] Generating forecast for: GEF
[2025-09-29T01:29:24.295746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-09-29T01:29:24.307566] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GEF'.
[2025-09-29T01:29:24.308017] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-09-29T01:29:24.335665] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:24.337081] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-09-29T01:29:24.337346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:24.337432] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:24.337532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:24.337727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:24.358052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:24.358969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:24.359099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:24.359176] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:24.400077] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:24.400283] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:24.400336] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:24.400374] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:24.404290] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: UP (p=55.48%)
[2025-09-29T01:29:24.404608] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-09-29T01:29:24.404804] [INFO ] [sig       ] GEF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:24.559186] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GEF.txt
[2025-09-29T01:29:24.559482] [INFO ] [sig       ] [855/2211] Completed GEF in 0.3s | 3.72 sym/s | Total: 3.8m | ETA: 6.1m
[2025-09-29T01:29:24.559565] [INFO ] [sig       ] [856/2211] Forecasting GEL...
[2025-09-29T01:29:24.559638] [INFO ] [sig       ] Generating forecast for: GEL
[2025-09-29T01:29:24.559737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-09-29T01:29:24.571391] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GEL'.
[2025-09-29T01:29:24.571875] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-09-29T01:29:24.598882] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:24.599911] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-09-29T01:29:24.600000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:24.600075] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:24.600146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:24.600252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:24.620119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:24.621156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:24.621277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:24.621354] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:24.659915] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:24.660105] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:24.660172] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:24.660210] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:24.664059] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: DOWN (p=8.37%)
[2025-09-29T01:29:24.664393] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-09-29T01:29:24.664552] [INFO ] [sig       ] GEL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:24.815754] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GEL.txt
[2025-09-29T01:29:24.816030] [INFO ] [sig       ] [856/2211] Completed GEL in 0.3s | 3.72 sym/s | Total: 3.8m | ETA: 6.1m
[2025-09-29T01:29:24.816122] [INFO ] [sig       ] [857/2211] Forecasting GENI...
[2025-09-29T01:29:24.816205] [INFO ] [sig       ] Generating forecast for: GENI
[2025-09-29T01:29:24.816290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-09-29T01:29:24.827540] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GENI'.
[2025-09-29T01:29:24.827950] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-09-29T01:29:24.857368] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:24.858351] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-09-29T01:29:24.858440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:24.858518] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:24.858591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:24.858721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:24.877780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:24.878542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:24.878685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:24.878762] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:24.917385] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:24.917565] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:24.917614] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:24.917683] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:24.921496] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: UP (p=94.00%)
[2025-09-29T01:29:24.921883] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-09-29T01:29:24.922059] [INFO ] [sig       ] GENI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:25.084822] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GENI.txt
[2025-09-29T01:29:25.085141] [INFO ] [sig       ] [857/2211] Completed GENI in 0.3s | 3.72 sym/s | Total: 3.8m | ETA: 6.1m
[2025-09-29T01:29:25.085224] [INFO ] [sig       ] [858/2211] Forecasting GEO...
[2025-09-29T01:29:25.085297] [INFO ] [sig       ] Generating forecast for: GEO
[2025-09-29T01:29:25.085371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEO' from 'https://tdm.silogroup.org/data/derivative_storage/GEO.csv'.
[2025-09-29T01:29:25.096562] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GEO'.
[2025-09-29T01:29:25.096986] [INFO ] [FORECASTER] Starting predict_future for GEO
[2025-09-29T01:29:25.124262] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:25.125142] [DEBUG] [LOCAL     ] No optimal features file found for GEO: ./output/feature-sets/GEO.txt
[2025-09-29T01:29:25.125225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:25.125300] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:25.125371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:25.125476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:25.145556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:25.146469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:25.146605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:25.146710] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:25.198668] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:25.198879] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:25.198945] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:25.199012] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:25.204016] [DEBUG] [FORECASTER] GEO: Forecast T+1@11:T+2@11: DOWN (p=6.30%)
[2025-09-29T01:29:25.204423] [INFO ] [FORECASTER] Completed predict_future for GEO
[2025-09-29T01:29:25.204694] [INFO ] [sig       ] GEO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:25.370872] [INFO ] [LOCAL     ] Saved forecast: GEO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GEO.txt
[2025-09-29T01:29:25.371196] [INFO ] [sig       ] [858/2211] Completed GEO in 0.3s | 3.72 sym/s | Total: 3.8m | ETA: 6.1m
[2025-09-29T01:29:25.371282] [INFO ] [sig       ] [859/2211] Forecasting GES...
[2025-09-29T01:29:25.371356] [INFO ] [sig       ] Generating forecast for: GES
[2025-09-29T01:29:25.371430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-09-29T01:29:25.390477] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GES'.
[2025-09-29T01:29:25.391097] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-09-29T01:29:25.419606] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:25.420544] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-09-29T01:29:25.420630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:25.420764] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:25.420839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:25.420970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:25.440754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:25.441564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:25.441743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:25.441823] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:25.483129] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:25.483313] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:25.483363] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:25.483399] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:25.487266] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: UP (p=93.84%)
[2025-09-29T01:29:25.487771] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-09-29T01:29:25.487949] [INFO ] [sig       ] GES: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:25.635829] [INFO ] [LOCAL     ] Saved forecast: GES	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GES.txt
[2025-09-29T01:29:25.636132] [INFO ] [sig       ] [859/2211] Completed GES in 0.3s | 3.72 sym/s | Total: 3.8m | ETA: 6.0m
[2025-09-29T01:29:25.636240] [INFO ] [sig       ] [860/2211] Forecasting GETY...
[2025-09-29T01:29:25.636329] [INFO ] [sig       ] Generating forecast for: GETY
[2025-09-29T01:29:25.636418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GETY' from 'https://tdm.silogroup.org/data/derivative_storage/GETY.csv'.
[2025-09-29T01:29:25.648634] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GETY'.
[2025-09-29T01:29:25.649175] [INFO ] [FORECASTER] Starting predict_future for GETY
[2025-09-29T01:29:25.676667] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:25.677572] [DEBUG] [LOCAL     ] No optimal features file found for GETY: ./output/feature-sets/GETY.txt
[2025-09-29T01:29:25.677677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:25.677784] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:25.677855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:25.677957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:25.696331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:25.697049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:25.697163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:25.697233] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:25.731812] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:25.731960] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:25.732005] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:25.732040] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:25.735416] [DEBUG] [FORECASTER] GETY: Forecast T+1@11:T+2@11: UP (p=80.46%)
[2025-09-29T01:29:25.735750] [INFO ] [FORECASTER] Completed predict_future for GETY
[2025-09-29T01:29:25.735912] [INFO ] [sig       ] GETY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:25.883594] [INFO ] [LOCAL     ] Saved forecast: GETY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GETY.txt
[2025-09-29T01:29:25.883905] [INFO ] [sig       ] [860/2211] Completed GETY in 0.2s | 3.73 sym/s | Total: 3.8m | ETA: 6.0m
[2025-09-29T01:29:25.883984] [INFO ] [sig       ] [861/2211] Forecasting GEV...
[2025-09-29T01:29:25.884055] [INFO ] [sig       ] Generating forecast for: GEV
[2025-09-29T01:29:25.884128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEV' from 'https://tdm.silogroup.org/data/derivative_storage/GEV.csv'.
[2025-09-29T01:29:25.895183] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GEV'.
[2025-09-29T01:29:25.895632] [INFO ] [FORECASTER] Starting predict_future for GEV
[2025-09-29T01:29:25.924172] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:25.925220] [DEBUG] [LOCAL     ] No optimal features file found for GEV: ./output/feature-sets/GEV.txt
[2025-09-29T01:29:25.925306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:25.925382] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:25.925462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:25.925605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:25.945203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:25.946195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:25.946318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:25.946390] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:25.988111] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:25.988329] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:25.988384] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:25.988424] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:25.992743] [DEBUG] [FORECASTER] GEV: Forecast T+1@11:T+2@11: UP (p=98.33%)
[2025-09-29T01:29:25.993218] [INFO ] [FORECASTER] Completed predict_future for GEV
[2025-09-29T01:29:25.993435] [INFO ] [sig       ] GEV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:26.154944] [INFO ] [LOCAL     ] Saved forecast: GEV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GEV.txt
[2025-09-29T01:29:26.155236] [INFO ] [sig       ] [861/2211] Completed GEV in 0.3s | 3.72 sym/s | Total: 3.9m | ETA: 6.0m
[2025-09-29T01:29:26.155317] [INFO ] [sig       ] [862/2211] Forecasting GF...
[2025-09-29T01:29:26.155389] [INFO ] [sig       ] Generating forecast for: GF
[2025-09-29T01:29:26.155464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GF' from 'https://tdm.silogroup.org/data/derivative_storage/GF.csv'.
[2025-09-29T01:29:26.168740] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GF'.
[2025-09-29T01:29:26.169120] [INFO ] [FORECASTER] Starting predict_future for GF
[2025-09-29T01:29:26.196083] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:26.197096] [DEBUG] [LOCAL     ] No optimal features file found for GF: ./output/feature-sets/GF.txt
[2025-09-29T01:29:26.197182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:26.197274] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:26.197345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:26.197471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:26.217704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:26.218357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:26.218471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:26.218543] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:26.257103] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:26.257313] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:26.257363] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:26.257399] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:26.261488] [DEBUG] [FORECASTER] GF: Forecast T+1@11:T+2@11: DOWN (p=47.29%)
[2025-09-29T01:29:26.261843] [INFO ] [FORECASTER] Completed predict_future for GF
[2025-09-29T01:29:26.262015] [INFO ] [sig       ] GF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:26.416366] [INFO ] [LOCAL     ] Saved forecast: GF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GF.txt
[2025-09-29T01:29:26.416724] [INFO ] [sig       ] [862/2211] Completed GF in 0.3s | 3.73 sym/s | Total: 3.9m | ETA: 6.0m
[2025-09-29T01:29:26.416810] [INFO ] [sig       ] [863/2211] Forecasting GFF...
[2025-09-29T01:29:26.416912] [INFO ] [sig       ] Generating forecast for: GFF
[2025-09-29T01:29:26.416988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-09-29T01:29:26.428105] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GFF'.
[2025-09-29T01:29:26.428599] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-09-29T01:29:26.457848] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:26.458888] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-09-29T01:29:26.458971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:26.459047] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:26.459119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:26.459201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:26.477793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:26.478740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:26.478856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:26.478928] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:26.519122] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:26.519327] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:26.519376] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:26.519412] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:26.523094] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: UP (p=97.00%)
[2025-09-29T01:29:26.523404] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-09-29T01:29:26.523557] [INFO ] [sig       ] GFF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:26.687908] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GFF.txt
[2025-09-29T01:29:26.688234] [INFO ] [sig       ] [863/2211] Completed GFF in 0.3s | 3.73 sym/s | Total: 3.9m | ETA: 6.0m
[2025-09-29T01:29:26.688319] [INFO ] [sig       ] [864/2211] Forecasting GFI...
[2025-09-29T01:29:26.688391] [INFO ] [sig       ] Generating forecast for: GFI
[2025-09-29T01:29:26.688470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-09-29T01:29:26.699804] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GFI'.
[2025-09-29T01:29:26.700219] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-09-29T01:29:26.729166] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:26.730100] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-09-29T01:29:26.730194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:26.730270] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:26.730341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:26.730446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:26.748746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:26.749406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:26.749521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:26.749592] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:26.787596] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:26.787791] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:26.787844] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:26.787881] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:26.791478] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: UP (p=58.07%)
[2025-09-29T01:29:26.791837] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-09-29T01:29:26.792009] [INFO ] [sig       ] GFI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:26.942398] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GFI.txt
[2025-09-29T01:29:26.942741] [INFO ] [sig       ] [864/2211] Completed GFI in 0.3s | 3.73 sym/s | Total: 3.9m | ETA: 6.0m
[2025-09-29T01:29:26.942828] [INFO ] [sig       ] [865/2211] Forecasting GFL...
[2025-09-29T01:29:26.942901] [INFO ] [sig       ] Generating forecast for: GFL
[2025-09-29T01:29:26.942973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-09-29T01:29:26.954423] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GFL'.
[2025-09-29T01:29:26.954877] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-09-29T01:29:26.982099] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:26.983011] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-09-29T01:29:26.983095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:26.983172] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:26.983243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:26.983347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:27.001084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:27.001863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:27.001979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:27.002049] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:27.043223] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:27.043432] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:27.043483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:27.043520] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:27.047457] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-09-29T01:29:27.047846] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-09-29T01:29:27.048029] [INFO ] [sig       ] GFL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:27.219240] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GFL.txt
[2025-09-29T01:29:27.219546] [INFO ] [sig       ] [865/2211] Completed GFL in 0.3s | 3.73 sym/s | Total: 3.9m | ETA: 6.0m
[2025-09-29T01:29:27.219627] [INFO ] [sig       ] [866/2211] Forecasting GFR...
[2025-09-29T01:29:27.219713] [INFO ] [sig       ] Generating forecast for: GFR
[2025-09-29T01:29:27.219783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFR' from 'https://tdm.silogroup.org/data/derivative_storage/GFR.csv'.
[2025-09-29T01:29:27.231373] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GFR'.
[2025-09-29T01:29:27.231937] [INFO ] [FORECASTER] Starting predict_future for GFR
[2025-09-29T01:29:27.260370] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:27.261569] [DEBUG] [LOCAL     ] No optimal features file found for GFR: ./output/feature-sets/GFR.txt
[2025-09-29T01:29:27.261693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:27.261825] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:27.261899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:27.262003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:27.281440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:27.282183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:27.282301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:27.282375] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:27.322493] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:27.322732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:27.322804] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:27.322842] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:27.326780] [DEBUG] [FORECASTER] GFR: Forecast T+1@11:T+2@11: UP (p=90.03%)
[2025-09-29T01:29:27.327123] [INFO ] [FORECASTER] Completed predict_future for GFR
[2025-09-29T01:29:27.327282] [INFO ] [sig       ] GFR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:27.482827] [INFO ] [LOCAL     ] Saved forecast: GFR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GFR.txt
[2025-09-29T01:29:27.483127] [INFO ] [sig       ] [866/2211] Completed GFR in 0.3s | 3.73 sym/s | Total: 3.9m | ETA: 6.0m
[2025-09-29T01:29:27.483209] [INFO ] [sig       ] [867/2211] Forecasting GGB...
[2025-09-29T01:29:27.483282] [INFO ] [sig       ] Generating forecast for: GGB
[2025-09-29T01:29:27.483358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-09-29T01:29:27.494758] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GGB'.
[2025-09-29T01:29:27.495192] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-09-29T01:29:27.524001] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:27.525034] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-09-29T01:29:27.525122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:27.525199] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:27.525271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:27.525380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:27.544324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:27.545465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:27.545588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:27.545686] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:27.587464] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:27.587664] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:27.587745] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:27.587790] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:27.591532] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: UP (p=52.87%)
[2025-09-29T01:29:27.592142] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-09-29T01:29:27.592336] [INFO ] [sig       ] GGB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:27.751570] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GGB.txt
[2025-09-29T01:29:27.751922] [INFO ] [sig       ] [867/2211] Completed GGB in 0.3s | 3.73 sym/s | Total: 3.9m | ETA: 6.0m
[2025-09-29T01:29:27.752012] [INFO ] [sig       ] [868/2211] Forecasting GGG...
[2025-09-29T01:29:27.752086] [INFO ] [sig       ] Generating forecast for: GGG
[2025-09-29T01:29:27.752177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-09-29T01:29:27.763319] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GGG'.
[2025-09-29T01:29:27.763797] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-09-29T01:29:27.791438] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:27.792538] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-09-29T01:29:27.792638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:27.792766] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:27.792863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:27.793016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:27.812388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:27.813228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:27.813365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:27.813463] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:27.846206] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:27.846371] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:27.846421] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:27.846465] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:27.850869] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: UP (p=90.65%)
[2025-09-29T01:29:27.851224] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-09-29T01:29:27.851390] [INFO ] [sig       ] GGG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:28.002452] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GGG.txt
[2025-09-29T01:29:28.002764] [INFO ] [sig       ] [868/2211] Completed GGG in 0.3s | 3.73 sym/s | Total: 3.9m | ETA: 6.0m
[2025-09-29T01:29:28.002848] [INFO ] [sig       ] [869/2211] Forecasting GGT...
[2025-09-29T01:29:28.002920] [INFO ] [sig       ] Generating forecast for: GGT
[2025-09-29T01:29:28.002990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGT' from 'https://tdm.silogroup.org/data/derivative_storage/GGT.csv'.
[2025-09-29T01:29:28.013188] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GGT'.
[2025-09-29T01:29:28.013545] [INFO ] [FORECASTER] Starting predict_future for GGT
[2025-09-29T01:29:28.039784] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:28.040617] [DEBUG] [LOCAL     ] No optimal features file found for GGT: ./output/feature-sets/GGT.txt
[2025-09-29T01:29:28.040735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:28.040826] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:28.040896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:28.041000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:28.059248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:28.059910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:28.060021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:28.060091] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:28.088789] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:28.088913] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:28.088956] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:28.088991] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:28.092449] [DEBUG] [FORECASTER] GGT: Forecast T+1@11:T+2@11: UP (p=57.22%)
[2025-09-29T01:29:28.092798] [INFO ] [FORECASTER] Completed predict_future for GGT
[2025-09-29T01:29:28.092958] [INFO ] [sig       ] GGT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:28.247690] [INFO ] [LOCAL     ] Saved forecast: GGT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GGT.txt
[2025-09-29T01:29:28.247977] [INFO ] [sig       ] [869/2211] Completed GGT in 0.2s | 3.73 sym/s | Total: 3.9m | ETA: 6.0m
[2025-09-29T01:29:28.248057] [INFO ] [sig       ] [870/2211] Forecasting GGZ...
[2025-09-29T01:29:28.248128] [INFO ] [sig       ] Generating forecast for: GGZ
[2025-09-29T01:29:28.248201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGZ' from 'https://tdm.silogroup.org/data/derivative_storage/GGZ.csv'.
[2025-09-29T01:29:28.258073] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GGZ'.
[2025-09-29T01:29:28.258418] [INFO ] [FORECASTER] Starting predict_future for GGZ
[2025-09-29T01:29:28.287624] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:28.288623] [DEBUG] [LOCAL     ] No optimal features file found for GGZ: ./output/feature-sets/GGZ.txt
[2025-09-29T01:29:28.288727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:28.288803] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:28.288873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:28.288978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:28.307305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:28.307973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:28.308119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:28.308211] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:28.349939] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:28.350180] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:28.350240] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:28.350277] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:28.354138] [DEBUG] [FORECASTER] GGZ: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-09-29T01:29:28.354464] [INFO ] [FORECASTER] Completed predict_future for GGZ
[2025-09-29T01:29:28.354626] [INFO ] [sig       ] GGZ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:28.504284] [INFO ] [LOCAL     ] Saved forecast: GGZ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GGZ.txt
[2025-09-29T01:29:28.504589] [INFO ] [sig       ] [870/2211] Completed GGZ in 0.3s | 3.73 sym/s | Total: 3.9m | ETA: 6.0m
[2025-09-29T01:29:28.504685] [INFO ] [sig       ] [871/2211] Forecasting GHC...
[2025-09-29T01:29:28.504749] [INFO ] [sig       ] Generating forecast for: GHC
[2025-09-29T01:29:28.504819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHC' from 'https://tdm.silogroup.org/data/derivative_storage/GHC.csv'.
[2025-09-29T01:29:28.514927] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GHC'.
[2025-09-29T01:29:28.515357] [INFO ] [FORECASTER] Starting predict_future for GHC
[2025-09-29T01:29:28.542528] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:28.543441] [DEBUG] [LOCAL     ] No optimal features file found for GHC: ./output/feature-sets/GHC.txt
[2025-09-29T01:29:28.543531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:28.543620] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:28.543731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:28.543839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:28.563380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:28.564126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:28.564265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:28.564347] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:28.604070] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:28.604240] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:28.604289] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:28.604327] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:28.608233] [DEBUG] [FORECASTER] GHC: Forecast T+1@11:T+2@11: DOWN (p=14.87%)
[2025-09-29T01:29:28.608542] [INFO ] [FORECASTER] Completed predict_future for GHC
[2025-09-29T01:29:28.608735] [INFO ] [sig       ] GHC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:28.763348] [INFO ] [LOCAL     ] Saved forecast: GHC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GHC.txt
[2025-09-29T01:29:28.763687] [INFO ] [sig       ] [871/2211] Completed GHC in 0.3s | 3.73 sym/s | Total: 3.9m | ETA: 6.0m
[2025-09-29T01:29:28.763781] [INFO ] [sig       ] [872/2211] Forecasting GHG...
[2025-09-29T01:29:28.763835] [INFO ] [sig       ] Generating forecast for: GHG
[2025-09-29T01:29:28.763901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHG' from 'https://tdm.silogroup.org/data/derivative_storage/GHG.csv'.
[2025-09-29T01:29:28.773761] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'GHG'.
[2025-09-29T01:29:28.774166] [INFO ] [FORECASTER] Starting predict_future for GHG
[2025-09-29T01:29:28.800821] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:28.801621] [DEBUG] [LOCAL     ] No optimal features file found for GHG: ./output/feature-sets/GHG.txt
[2025-09-29T01:29:28.801727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:28.801801] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:28.801873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:28.801980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:28.820212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:28.820870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:28.820984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:28.821057] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:28.851805] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:28.851957] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:28.852019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:28.852056] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:28.855971] [DEBUG] [FORECASTER] GHG: Forecast T+1@11:T+2@11: UP (p=66.33%)
[2025-09-29T01:29:28.856268] [INFO ] [FORECASTER] Completed predict_future for GHG
[2025-09-29T01:29:28.856458] [INFO ] [sig       ] GHG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:29.010257] [INFO ] [LOCAL     ] Saved forecast: GHG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GHG.txt
[2025-09-29T01:29:29.010589] [INFO ] [sig       ] [872/2211] Completed GHG in 0.2s | 3.73 sym/s | Total: 3.9m | ETA: 6.0m
[2025-09-29T01:29:29.010699] [INFO ] [sig       ] [873/2211] Forecasting GHI...
[2025-09-29T01:29:29.010773] [INFO ] [sig       ] Generating forecast for: GHI
[2025-09-29T01:29:29.010850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-09-29T01:29:29.022296] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GHI'.
[2025-09-29T01:29:29.022835] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-09-29T01:29:29.049183] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:29.050083] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-09-29T01:29:29.050167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:29.050250] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:29.050323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:29.050464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:29.069082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:29.069788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:29.069904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:29.069978] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:29.108639] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:29.108883] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:29.108990] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:29.109039] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:29.112990] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: UP (p=53.55%)
[2025-09-29T01:29:29.113310] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-09-29T01:29:29.113474] [INFO ] [sig       ] GHI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:29.272789] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GHI.txt
[2025-09-29T01:29:29.273115] [INFO ] [sig       ] [873/2211] Completed GHI in 0.3s | 3.73 sym/s | Total: 3.9m | ETA: 6.0m
[2025-09-29T01:29:29.273210] [INFO ] [sig       ] [874/2211] Forecasting GHLD...
[2025-09-29T01:29:29.273284] [INFO ] [sig       ] Generating forecast for: GHLD
[2025-09-29T01:29:29.273359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHLD' from 'https://tdm.silogroup.org/data/derivative_storage/GHLD.csv'.
[2025-09-29T01:29:29.283466] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GHLD'.
[2025-09-29T01:29:29.283861] [INFO ] [FORECASTER] Starting predict_future for GHLD
[2025-09-29T01:29:29.311335] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:29.312319] [DEBUG] [LOCAL     ] No optimal features file found for GHLD: ./output/feature-sets/GHLD.txt
[2025-09-29T01:29:29.312408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:29.312497] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:29.312570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:29.312699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:29.332877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:29.333927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:29.334073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:29.334164] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:29.375575] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:29.375798] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:29.375882] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:29.375923] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:29.379864] [DEBUG] [FORECASTER] GHLD: Forecast T+1@11:T+2@11: UP (p=85.67%)
[2025-09-29T01:29:29.380231] [INFO ] [FORECASTER] Completed predict_future for GHLD
[2025-09-29T01:29:29.380409] [INFO ] [sig       ] GHLD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:29.554254] [INFO ] [LOCAL     ] Saved forecast: GHLD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GHLD.txt
[2025-09-29T01:29:29.554722] [INFO ] [sig       ] [874/2211] Completed GHLD in 0.3s | 3.73 sym/s | Total: 3.9m | ETA: 6.0m
[2025-09-29T01:29:29.554824] [INFO ] [sig       ] [875/2211] Forecasting GHM...
[2025-09-29T01:29:29.554906] [INFO ] [sig       ] Generating forecast for: GHM
[2025-09-29T01:29:29.554988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-09-29T01:29:29.568284] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GHM'.
[2025-09-29T01:29:29.568902] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-09-29T01:29:29.609116] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:29.610054] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-09-29T01:29:29.610137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:29.610211] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:29.610287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:29.610390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:29.629057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:29.629847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:29.629962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:29.630032] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:29.671701] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:29.671938] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:29.672010] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:29.672048] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:29.675935] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: DOWN (p=11.75%)
[2025-09-29T01:29:29.676248] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-09-29T01:29:29.676412] [INFO ] [sig       ] GHM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:29.840634] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GHM.txt
[2025-09-29T01:29:29.840981] [INFO ] [sig       ] [875/2211] Completed GHM in 0.3s | 3.73 sym/s | Total: 3.9m | ETA: 6.0m
[2025-09-29T01:29:29.841066] [INFO ] [sig       ] [876/2211] Forecasting GHY...
[2025-09-29T01:29:29.841142] [INFO ] [sig       ] Generating forecast for: GHY
[2025-09-29T01:29:29.841217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-09-29T01:29:29.852288] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GHY'.
[2025-09-29T01:29:29.852719] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-09-29T01:29:29.879466] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:29.880250] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-09-29T01:29:29.880331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:29.880403] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:29.880487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:29.880565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:29.898503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:29.899131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:29.899243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:29.899312] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:29.935756] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:29.935863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:29.935905] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:29.935940] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:29.939302] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: DOWN (p=32.17%)
[2025-09-29T01:29:29.939588] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-09-29T01:29:29.939769] [INFO ] [sig       ] GHY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:30.090195] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GHY.txt
[2025-09-29T01:29:30.090503] [INFO ] [sig       ] [876/2211] Completed GHY in 0.2s | 3.73 sym/s | Total: 3.9m | ETA: 6.0m
[2025-09-29T01:29:30.090586] [INFO ] [sig       ] [877/2211] Forecasting GIB...
[2025-09-29T01:29:30.090684] [INFO ] [sig       ] Generating forecast for: GIB
[2025-09-29T01:29:30.090759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-09-29T01:29:30.104987] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GIB'.
[2025-09-29T01:29:30.105459] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-09-29T01:29:30.135336] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:30.136330] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-09-29T01:29:30.136432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:30.136517] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:30.136587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:30.136716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:30.155248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:30.156448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:30.156625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:30.156742] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:30.192824] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:30.193072] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:30.193142] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:30.193183] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:30.197120] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: DOWN (p=7.79%)
[2025-09-29T01:29:30.197515] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-09-29T01:29:30.197727] [INFO ] [sig       ] GIB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:30.354690] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GIB.txt
[2025-09-29T01:29:30.355003] [INFO ] [sig       ] [877/2211] Completed GIB in 0.3s | 3.73 sym/s | Total: 3.9m | ETA: 6.0m
[2025-09-29T01:29:30.355087] [INFO ] [sig       ] [878/2211] Forecasting GIC...
[2025-09-29T01:29:30.355160] [INFO ] [sig       ] Generating forecast for: GIC
[2025-09-29T01:29:30.355235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIC' from 'https://tdm.silogroup.org/data/derivative_storage/GIC.csv'.
[2025-09-29T01:29:30.366021] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GIC'.
[2025-09-29T01:29:30.366510] [INFO ] [FORECASTER] Starting predict_future for GIC
[2025-09-29T01:29:30.393693] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:30.394606] [DEBUG] [LOCAL     ] No optimal features file found for GIC: ./output/feature-sets/GIC.txt
[2025-09-29T01:29:30.394719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:30.394818] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:30.394917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:30.395066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:30.413206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:30.413908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:30.414035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:30.414129] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:30.456415] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:30.456560] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:30.456631] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:30.456731] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:30.460983] [DEBUG] [FORECASTER] GIC: Forecast T+1@11:T+2@11: UP (p=60.22%)
[2025-09-29T01:29:30.461316] [INFO ] [FORECASTER] Completed predict_future for GIC
[2025-09-29T01:29:30.461478] [INFO ] [sig       ] GIC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:30.612267] [INFO ] [LOCAL     ] Saved forecast: GIC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GIC.txt
[2025-09-29T01:29:30.612549] [INFO ] [sig       ] [878/2211] Completed GIC in 0.3s | 3.73 sym/s | Total: 3.9m | ETA: 6.0m
[2025-09-29T01:29:30.612662] [INFO ] [sig       ] [879/2211] Forecasting GIL...
[2025-09-29T01:29:30.612759] [INFO ] [sig       ] Generating forecast for: GIL
[2025-09-29T01:29:30.612852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-09-29T01:29:30.623829] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GIL'.
[2025-09-29T01:29:30.624208] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-09-29T01:29:30.650934] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:30.651895] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-09-29T01:29:30.651982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:30.652084] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:30.652183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:30.652331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:30.671991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:30.672806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:30.672933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:30.673023] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:30.718091] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:30.718228] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:30.718276] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:30.718316] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:30.722433] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: DOWN (p=9.82%)
[2025-09-29T01:29:30.722813] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-09-29T01:29:30.722990] [INFO ] [sig       ] GIL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:30.871336] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GIL.txt
[2025-09-29T01:29:30.871704] [INFO ] [sig       ] [879/2211] Completed GIL in 0.3s | 3.73 sym/s | Total: 3.9m | ETA: 6.0m
[2025-09-29T01:29:30.871814] [INFO ] [sig       ] [880/2211] Forecasting GIS...
[2025-09-29T01:29:30.871943] [INFO ] [sig       ] Generating forecast for: GIS
[2025-09-29T01:29:30.872042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-09-29T01:29:30.883521] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GIS'.
[2025-09-29T01:29:30.884023] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-09-29T01:29:30.912578] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:30.913504] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-09-29T01:29:30.913588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:30.913687] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:30.913758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:30.913861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:30.932992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:30.933994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:30.934120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:30.934198] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:30.965703] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:30.965905] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:30.965957] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:30.965994] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:30.969827] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: DOWN (p=44.82%)
[2025-09-29T01:29:30.970154] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-09-29T01:29:30.970311] [INFO ] [sig       ] GIS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:31.122811] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GIS.txt
[2025-09-29T01:29:31.123187] [INFO ] [sig       ] [880/2211] Completed GIS in 0.3s | 3.73 sym/s | Total: 3.9m | ETA: 6.0m
[2025-09-29T01:29:31.123274] [INFO ] [sig       ] [881/2211] Forecasting GKOS...
[2025-09-29T01:29:31.123354] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-09-29T01:29:31.123433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-09-29T01:29:31.134434] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GKOS'.
[2025-09-29T01:29:31.134970] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-09-29T01:29:31.162166] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:31.163130] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-09-29T01:29:31.163214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:31.163288] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:31.163358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:31.163460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:31.180956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:31.181761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:31.181880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:31.181950] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:31.222664] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:31.222887] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:31.222974] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:31.223020] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:31.227403] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: DOWN (p=7.37%)
[2025-09-29T01:29:31.227804] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-09-29T01:29:31.227985] [INFO ] [sig       ] GKOS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:31.381927] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GKOS.txt
[2025-09-29T01:29:31.382253] [INFO ] [sig       ] [881/2211] Completed GKOS in 0.3s | 3.73 sym/s | Total: 3.9m | ETA: 5.9m
[2025-09-29T01:29:31.382338] [INFO ] [sig       ] [882/2211] Forecasting GL...
[2025-09-29T01:29:31.382424] [INFO ] [sig       ] Generating forecast for: GL
[2025-09-29T01:29:31.382508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-09-29T01:29:31.394312] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GL'.
[2025-09-29T01:29:31.394835] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-09-29T01:29:31.422007] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:31.422909] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-09-29T01:29:31.422992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:31.423069] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:31.423142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:31.423249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:31.443057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:31.443899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:31.444023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:31.444101] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:31.488528] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:31.488741] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:31.488808] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:31.488881] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:31.493105] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2025-09-29T01:29:31.493435] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-09-29T01:29:31.493597] [INFO ] [sig       ] GL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:31.649490] [INFO ] [LOCAL     ] Saved forecast: GL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GL.txt
[2025-09-29T01:29:31.649820] [INFO ] [sig       ] [882/2211] Completed GL in 0.3s | 3.73 sym/s | Total: 3.9m | ETA: 5.9m
[2025-09-29T01:29:31.649905] [INFO ] [sig       ] [883/2211] Forecasting GLOB...
[2025-09-29T01:29:31.649978] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-09-29T01:29:31.650051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-09-29T01:29:31.661553] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GLOB'.
[2025-09-29T01:29:31.662010] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-09-29T01:29:31.689113] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:31.690007] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-09-29T01:29:31.690091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:31.690167] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:31.690240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:31.690359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:31.709552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:31.710342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:31.710460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:31.710512] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:31.750575] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:31.750750] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:31.750812] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:31.750854] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:31.754528] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: DOWN (p=15.02%)
[2025-09-29T01:29:31.754892] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-09-29T01:29:31.755062] [INFO ] [sig       ] GLOB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:31.908559] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GLOB.txt
[2025-09-29T01:29:31.908865] [INFO ] [sig       ] [883/2211] Completed GLOB in 0.3s | 3.73 sym/s | Total: 3.9m | ETA: 5.9m
[2025-09-29T01:29:31.908947] [INFO ] [sig       ] [884/2211] Forecasting GLP...
[2025-09-29T01:29:31.909018] [INFO ] [sig       ] Generating forecast for: GLP
[2025-09-29T01:29:31.909092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-09-29T01:29:31.919082] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GLP'.
[2025-09-29T01:29:31.919484] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-09-29T01:29:31.946003] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:31.946866] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-09-29T01:29:31.946949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:31.947023] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:31.947093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:31.947196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:31.965069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:31.965797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:31.965915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:31.965988] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:32.004306] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:32.004488] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:32.004538] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:32.004574] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:32.008494] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-09-29T01:29:32.008852] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-09-29T01:29:32.009024] [INFO ] [sig       ] GLP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:32.159803] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GLP.txt
[2025-09-29T01:29:32.160118] [INFO ] [sig       ] [884/2211] Completed GLP in 0.3s | 3.73 sym/s | Total: 4.0m | ETA: 5.9m
[2025-09-29T01:29:32.160202] [INFO ] [sig       ] [885/2211] Forecasting GLW...
[2025-09-29T01:29:32.160276] [INFO ] [sig       ] Generating forecast for: GLW
[2025-09-29T01:29:32.160351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLW' from 'https://tdm.silogroup.org/data/derivative_storage/GLW.csv'.
[2025-09-29T01:29:32.171259] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GLW'.
[2025-09-29T01:29:32.171687] [INFO ] [FORECASTER] Starting predict_future for GLW
[2025-09-29T01:29:32.200379] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:32.201290] [DEBUG] [LOCAL     ] No optimal features file found for GLW: ./output/feature-sets/GLW.txt
[2025-09-29T01:29:32.201392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:32.201467] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:32.201552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:32.201689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:32.221468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:32.222259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:32.222379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:32.222452] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:32.264564] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:32.264792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:32.264869] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:32.264910] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:32.269184] [DEBUG] [FORECASTER] GLW: Forecast T+1@11:T+2@11: UP (p=93.07%)
[2025-09-29T01:29:32.269514] [INFO ] [FORECASTER] Completed predict_future for GLW
[2025-09-29T01:29:32.269733] [INFO ] [sig       ] GLW: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:32.430724] [INFO ] [LOCAL     ] Saved forecast: GLW	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GLW.txt
[2025-09-29T01:29:32.431037] [INFO ] [sig       ] [885/2211] Completed GLW in 0.3s | 3.73 sym/s | Total: 4.0m | ETA: 5.9m
[2025-09-29T01:29:32.431121] [INFO ] [sig       ] [886/2211] Forecasting GM...
[2025-09-29T01:29:32.431199] [INFO ] [sig       ] Generating forecast for: GM
[2025-09-29T01:29:32.431270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GM' from 'https://tdm.silogroup.org/data/derivative_storage/GM.csv'.
[2025-09-29T01:29:32.442022] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GM'.
[2025-09-29T01:29:32.442425] [INFO ] [FORECASTER] Starting predict_future for GM
[2025-09-29T01:29:32.470579] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:32.471451] [DEBUG] [LOCAL     ] No optimal features file found for GM: ./output/feature-sets/GM.txt
[2025-09-29T01:29:32.471536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:32.471611] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:32.471713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:32.471840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:32.490301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:32.491024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:32.491141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:32.491214] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:32.538536] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:32.538787] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:32.538867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:32.538909] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:32.542704] [DEBUG] [FORECASTER] GM: Forecast T+1@11:T+2@11: UP (p=88.29%)
[2025-09-29T01:29:32.543022] [INFO ] [FORECASTER] Completed predict_future for GM
[2025-09-29T01:29:32.543178] [INFO ] [sig       ] GM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:32.695734] [INFO ] [LOCAL     ] Saved forecast: GM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GM.txt
[2025-09-29T01:29:32.696018] [INFO ] [sig       ] [886/2211] Completed GM in 0.3s | 3.73 sym/s | Total: 4.0m | ETA: 5.9m
[2025-09-29T01:29:32.696108] [INFO ] [sig       ] [887/2211] Forecasting GME...
[2025-09-29T01:29:32.696183] [INFO ] [sig       ] Generating forecast for: GME
[2025-09-29T01:29:32.696258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-09-29T01:29:32.708145] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GME'.
[2025-09-29T01:29:32.708638] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-09-29T01:29:32.737187] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:32.738194] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-09-29T01:29:32.738278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:32.738354] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:32.738425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:32.738529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:32.758617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:32.759610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:32.759758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:32.759833] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:32.803705] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:32.803956] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:32.804051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:32.804124] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:32.808682] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=28.31%)
[2025-09-29T01:29:32.809256] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-09-29T01:29:32.809484] [INFO ] [sig       ] GME: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:32.964780] [INFO ] [LOCAL     ] Saved forecast: GME	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GME.txt
[2025-09-29T01:29:32.965063] [INFO ] [sig       ] [887/2211] Completed GME in 0.3s | 3.73 sym/s | Total: 4.0m | ETA: 5.9m
[2025-09-29T01:29:32.965144] [INFO ] [sig       ] [888/2211] Forecasting GMED...
[2025-09-29T01:29:32.965216] [INFO ] [sig       ] Generating forecast for: GMED
[2025-09-29T01:29:32.965291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-09-29T01:29:32.976860] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GMED'.
[2025-09-29T01:29:32.977300] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-09-29T01:29:33.004607] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:33.005466] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-09-29T01:29:33.005550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:33.005627] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:33.005723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:33.005832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:33.023528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:33.024204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:33.024328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:33.024400] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:33.061735] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:33.061881] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:33.061926] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:33.061979] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:33.065559] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-09-29T01:29:33.065912] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-09-29T01:29:33.066100] [INFO ] [sig       ] GMED: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:33.220739] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GMED.txt
[2025-09-29T01:29:33.221040] [INFO ] [sig       ] [888/2211] Completed GMED in 0.3s | 3.73 sym/s | Total: 4.0m | ETA: 5.9m
[2025-09-29T01:29:33.221124] [INFO ] [sig       ] [889/2211] Forecasting GMRE...
[2025-09-29T01:29:33.221201] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-09-29T01:29:33.221282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-09-29T01:29:33.232669] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GMRE'.
[2025-09-29T01:29:33.233078] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-09-29T01:29:33.261256] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:33.262157] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-09-29T01:29:33.262240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:33.262316] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:33.262387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:33.262491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:33.281758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:33.282537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:33.282678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:33.282775] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:33.324933] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:33.325107] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:33.325157] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:33.325194] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:33.329056] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=89.88%)
[2025-09-29T01:29:33.329376] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-09-29T01:29:33.329534] [INFO ] [sig       ] GMRE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:33.490207] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GMRE.txt
[2025-09-29T01:29:33.490511] [INFO ] [sig       ] [889/2211] Completed GMRE in 0.3s | 3.73 sym/s | Total: 4.0m | ETA: 5.9m
[2025-09-29T01:29:33.490575] [INFO ] [sig       ] [890/2211] Forecasting GNE...
[2025-09-29T01:29:33.490666] [INFO ] [sig       ] Generating forecast for: GNE
[2025-09-29T01:29:33.490744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-09-29T01:29:33.501664] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GNE'.
[2025-09-29T01:29:33.502073] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-09-29T01:29:33.530326] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:33.531304] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-09-29T01:29:33.531396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:33.531479] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:33.531557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:33.531686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:33.551203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:33.552210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:33.552349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:33.552422] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:33.592837] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:33.593045] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:33.593098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:33.593135] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:33.597184] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=93.92%)
[2025-09-29T01:29:33.597545] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-09-29T01:29:33.597747] [INFO ] [sig       ] GNE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:33.753578] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GNE.txt
[2025-09-29T01:29:33.753918] [INFO ] [sig       ] [890/2211] Completed GNE in 0.3s | 3.73 sym/s | Total: 4.0m | ETA: 5.9m
[2025-09-29T01:29:33.754001] [INFO ] [sig       ] [891/2211] Forecasting GNK...
[2025-09-29T01:29:33.754074] [INFO ] [sig       ] Generating forecast for: GNK
[2025-09-29T01:29:33.754124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-09-29T01:29:33.765977] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GNK'.
[2025-09-29T01:29:33.766465] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-09-29T01:29:33.794019] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:33.795060] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-09-29T01:29:33.795160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:33.795265] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:33.795367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:33.795551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:33.814242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:33.814992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:33.815109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:33.815192] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:33.856219] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:33.856370] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:33.856418] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:33.856456] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:33.860747] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: DOWN (p=4.82%)
[2025-09-29T01:29:33.861082] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-09-29T01:29:33.861246] [INFO ] [sig       ] GNK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:34.012733] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GNK.txt
[2025-09-29T01:29:34.013083] [INFO ] [sig       ] [891/2211] Completed GNK in 0.3s | 3.73 sym/s | Total: 4.0m | ETA: 5.9m
[2025-09-29T01:29:34.013169] [INFO ] [sig       ] [892/2211] Forecasting GNL...
[2025-09-29T01:29:34.013251] [INFO ] [sig       ] Generating forecast for: GNL
[2025-09-29T01:29:34.013336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-09-29T01:29:34.023515] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GNL'.
[2025-09-29T01:29:34.023934] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-09-29T01:29:34.050563] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:34.051514] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-09-29T01:29:34.051616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:34.051782] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:34.051867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:34.052021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:34.070979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:34.071860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:34.072006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:34.072099] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:34.112074] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:34.112256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:34.112305] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:34.112340] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:34.116181] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: UP (p=93.47%)
[2025-09-29T01:29:34.116527] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-09-29T01:29:34.116716] [INFO ] [sig       ] GNL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:34.272802] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GNL.txt
[2025-09-29T01:29:34.273112] [INFO ] [sig       ] [892/2211] Completed GNL in 0.3s | 3.73 sym/s | Total: 4.0m | ETA: 5.9m
[2025-09-29T01:29:34.273195] [INFO ] [sig       ] [893/2211] Forecasting GNRC...
[2025-09-29T01:29:34.273265] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-09-29T01:29:34.273318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-09-29T01:29:34.284891] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GNRC'.
[2025-09-29T01:29:34.285324] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-09-29T01:29:34.314235] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:34.315243] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-09-29T01:29:34.315329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:34.315405] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:34.315476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:34.315581] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:34.333811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:34.334824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:34.334948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:34.335022] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:34.372243] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:34.372390] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:34.372435] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:34.372470] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:34.376014] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: DOWN (p=22.12%)
[2025-09-29T01:29:34.376313] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-09-29T01:29:34.376464] [INFO ] [sig       ] GNRC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:34.529605] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GNRC.txt
[2025-09-29T01:29:34.529982] [INFO ] [sig       ] [893/2211] Completed GNRC in 0.3s | 3.73 sym/s | Total: 4.0m | ETA: 5.9m
[2025-09-29T01:29:34.530073] [INFO ] [sig       ] [894/2211] Forecasting GNT...
[2025-09-29T01:29:34.530147] [INFO ] [sig       ] Generating forecast for: GNT
[2025-09-29T01:29:34.530225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNT' from 'https://tdm.silogroup.org/data/derivative_storage/GNT.csv'.
[2025-09-29T01:29:34.543270] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GNT'.
[2025-09-29T01:29:34.543832] [INFO ] [FORECASTER] Starting predict_future for GNT
[2025-09-29T01:29:34.579973] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:34.581078] [DEBUG] [LOCAL     ] No optimal features file found for GNT: ./output/feature-sets/GNT.txt
[2025-09-29T01:29:34.581179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:34.581268] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:34.581349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:34.581481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:34.601220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:34.602320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:34.602473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:34.602581] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:34.640511] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:34.640766] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:34.640840] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:34.640882] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:34.645362] [DEBUG] [FORECASTER] GNT: Forecast T+1@11:T+2@11: UP (p=76.25%)
[2025-09-29T01:29:34.645754] [INFO ] [FORECASTER] Completed predict_future for GNT
[2025-09-29T01:29:34.645971] [INFO ] [sig       ] GNT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:34.800294] [INFO ] [LOCAL     ] Saved forecast: GNT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GNT.txt
[2025-09-29T01:29:34.800680] [INFO ] [sig       ] [894/2211] Completed GNT in 0.3s | 3.73 sym/s | Total: 4.0m | ETA: 5.9m
[2025-09-29T01:29:34.800770] [INFO ] [sig       ] [895/2211] Forecasting GNTY...
[2025-09-29T01:29:34.800858] [INFO ] [sig       ] Generating forecast for: GNTY
[2025-09-29T01:29:34.800948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTY' from 'https://tdm.silogroup.org/data/derivative_storage/GNTY.csv'.
[2025-09-29T01:29:34.812941] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'GNTY'.
[2025-09-29T01:29:34.813397] [INFO ] [FORECASTER] Starting predict_future for GNTY
[2025-09-29T01:29:34.844325] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:34.845792] [DEBUG] [LOCAL     ] No optimal features file found for GNTY: ./output/feature-sets/GNTY.txt
[2025-09-29T01:29:34.845877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:34.845953] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:34.846023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:34.846127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:34.870303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:34.871101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:34.871221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:34.871294] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:34.917829] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:34.918073] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:34.918174] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:34.918293] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:34.924396] [DEBUG] [FORECASTER] GNTY: Forecast T+1@11:T+2@11: UP (p=88.38%)
[2025-09-29T01:29:34.924799] [INFO ] [FORECASTER] Completed predict_future for GNTY
[2025-09-29T01:29:34.924976] [INFO ] [sig       ] GNTY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:35.122779] [INFO ] [LOCAL     ] Saved forecast: GNTY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GNTY.txt
[2025-09-29T01:29:35.123093] [INFO ] [sig       ] [895/2211] Completed GNTY in 0.3s | 3.73 sym/s | Total: 4.0m | ETA: 5.9m
[2025-09-29T01:29:35.123176] [INFO ] [sig       ] [896/2211] Forecasting GNW...
[2025-09-29T01:29:35.123228] [INFO ] [sig       ] Generating forecast for: GNW
[2025-09-29T01:29:35.123298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNW' from 'https://tdm.silogroup.org/data/derivative_storage/GNW.csv'.
[2025-09-29T01:29:35.135698] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GNW'.
[2025-09-29T01:29:35.136207] [INFO ] [FORECASTER] Starting predict_future for GNW
[2025-09-29T01:29:35.164497] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:35.165473] [DEBUG] [LOCAL     ] No optimal features file found for GNW: ./output/feature-sets/GNW.txt
[2025-09-29T01:29:35.165557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:35.165632] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:35.165734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:35.165841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:35.185386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:35.186400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:35.186524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:35.186598] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:35.227630] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:35.227872] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:35.227927] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:35.227964] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:35.232133] [DEBUG] [FORECASTER] GNW: Forecast T+1@11:T+2@11: UP (p=91.60%)
[2025-09-29T01:29:35.232470] [INFO ] [FORECASTER] Completed predict_future for GNW
[2025-09-29T01:29:35.232636] [INFO ] [sig       ] GNW: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:35.388545] [INFO ] [LOCAL     ] Saved forecast: GNW	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GNW.txt
[2025-09-29T01:29:35.388853] [INFO ] [sig       ] [896/2211] Completed GNW in 0.3s | 3.73 sym/s | Total: 4.0m | ETA: 5.9m
[2025-09-29T01:29:35.388935] [INFO ] [sig       ] [897/2211] Forecasting GOF...
[2025-09-29T01:29:35.389006] [INFO ] [sig       ] Generating forecast for: GOF
[2025-09-29T01:29:35.389078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-09-29T01:29:35.401051] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GOF'.
[2025-09-29T01:29:35.401528] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-09-29T01:29:35.430259] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:35.431169] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-09-29T01:29:35.431251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:35.431327] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:35.431398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:35.431529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:35.450819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:35.451870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:35.451999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:35.452052] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:35.491588] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:35.491824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:35.491879] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:35.491918] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:35.495730] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=23.98%)
[2025-09-29T01:29:35.496066] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-09-29T01:29:35.496232] [INFO ] [sig       ] GOF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:35.655678] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GOF.txt
[2025-09-29T01:29:35.655986] [INFO ] [sig       ] [897/2211] Completed GOF in 0.3s | 3.73 sym/s | Total: 4.0m | ETA: 5.9m
[2025-09-29T01:29:35.656069] [INFO ] [sig       ] [898/2211] Forecasting GOLF...
[2025-09-29T01:29:35.656140] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-09-29T01:29:35.656214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-09-29T01:29:35.667883] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GOLF'.
[2025-09-29T01:29:35.668267] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-09-29T01:29:35.696552] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:35.697476] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-09-29T01:29:35.697561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:35.697637] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:35.697732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:35.697838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:35.717531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:35.718470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:35.718592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:35.718695] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:35.759232] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:35.759452] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:35.759535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:35.759579] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:35.763611] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=27.28%)
[2025-09-29T01:29:35.764079] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-09-29T01:29:35.764266] [INFO ] [sig       ] GOLF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:35.935317] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GOLF.txt
[2025-09-29T01:29:35.935637] [INFO ] [sig       ] [898/2211] Completed GOLF in 0.3s | 3.73 sym/s | Total: 4.0m | ETA: 5.9m
[2025-09-29T01:29:35.935745] [INFO ] [sig       ] [899/2211] Forecasting GOOS...
[2025-09-29T01:29:35.935820] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-09-29T01:29:35.935893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-09-29T01:29:35.948668] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GOOS'.
[2025-09-29T01:29:35.949217] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-09-29T01:29:35.976897] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:35.977980] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-09-29T01:29:35.978064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:35.978151] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:35.978224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:35.978350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:35.998247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:35.999045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:35.999162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:35.999236] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:36.035558] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:36.035770] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:36.035836] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:36.035876] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:36.039589] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: UP (p=51.10%)
[2025-09-29T01:29:36.039920] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-09-29T01:29:36.040081] [INFO ] [sig       ] GOOS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:36.192580] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GOOS.txt
[2025-09-29T01:29:36.192916] [INFO ] [sig       ] [899/2211] Completed GOOS in 0.3s | 3.73 sym/s | Total: 4.0m | ETA: 5.9m
[2025-09-29T01:29:36.193001] [INFO ] [sig       ] [900/2211] Forecasting GOTU...
[2025-09-29T01:29:36.193074] [INFO ] [sig       ] Generating forecast for: GOTU
[2025-09-29T01:29:36.193149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOTU' from 'https://tdm.silogroup.org/data/derivative_storage/GOTU.csv'.
[2025-09-29T01:29:36.204671] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GOTU'.
[2025-09-29T01:29:36.205069] [INFO ] [FORECASTER] Starting predict_future for GOTU
[2025-09-29T01:29:36.232028] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:36.232979] [DEBUG] [LOCAL     ] No optimal features file found for GOTU: ./output/feature-sets/GOTU.txt
[2025-09-29T01:29:36.233063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:36.233139] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:36.233210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:36.233313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:36.252608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:36.253281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:36.253399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:36.253473] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:36.293567] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:36.293793] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:36.293864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:36.293907] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:36.297792] [DEBUG] [FORECASTER] GOTU: Forecast T+1@11:T+2@11: DOWN (p=27.83%)
[2025-09-29T01:29:36.298101] [INFO ] [FORECASTER] Completed predict_future for GOTU
[2025-09-29T01:29:36.298253] [INFO ] [sig       ] GOTU: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:36.445884] [INFO ] [LOCAL     ] Saved forecast: GOTU	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GOTU.txt
[2025-09-29T01:29:36.446196] [INFO ] [sig       ] [900/2211] Completed GOTU in 0.3s | 3.73 sym/s | Total: 4.0m | ETA: 5.9m
[2025-09-29T01:29:36.446287] [INFO ] [sig       ] [901/2211] Forecasting GPC...
[2025-09-29T01:29:36.446365] [INFO ] [sig       ] Generating forecast for: GPC
[2025-09-29T01:29:36.446440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-09-29T01:29:36.458336] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GPC'.
[2025-09-29T01:29:36.458806] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-09-29T01:29:36.485967] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:36.486916] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-09-29T01:29:36.487001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:36.487076] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:36.487146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:36.487252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:36.506167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:36.506885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:36.506999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:36.507079] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:36.538408] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:36.538549] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:36.538595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:36.538630] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:36.542151] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=53.91%)
[2025-09-29T01:29:36.542447] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-09-29T01:29:36.542599] [INFO ] [sig       ] GPC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:36.734727] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GPC.txt
[2025-09-29T01:29:36.735107] [INFO ] [sig       ] [901/2211] Completed GPC in 0.3s | 3.73 sym/s | Total: 4.0m | ETA: 5.9m
[2025-09-29T01:29:36.735210] [INFO ] [sig       ] [902/2211] Forecasting GPI...
[2025-09-29T01:29:36.735298] [INFO ] [sig       ] Generating forecast for: GPI
[2025-09-29T01:29:36.735387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-09-29T01:29:36.747247] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'GPI'.
[2025-09-29T01:29:36.747701] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-09-29T01:29:36.775458] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:36.776381] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-09-29T01:29:36.776464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:36.776547] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:36.776628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:36.776765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:36.795331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:36.796047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:36.796162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:36.796234] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:36.835320] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:36.835509] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:36.835558] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:36.835611] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:36.839617] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=91.58%)
[2025-09-29T01:29:36.839971] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-09-29T01:29:36.840138] [INFO ] [sig       ] GPI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:36.996140] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GPI.txt
[2025-09-29T01:29:36.996469] [INFO ] [sig       ] [902/2211] Completed GPI in 0.3s | 3.73 sym/s | Total: 4.0m | ETA: 5.9m
[2025-09-29T01:29:36.996552] [INFO ] [sig       ] [903/2211] Forecasting GPJA...
[2025-09-29T01:29:36.996677] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-09-29T01:29:36.996754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-09-29T01:29:37.007082] [DEBUG] [REMOTE    ] Successfully parsed 1818 rows of historical data for symbol 'GPJA'.
[2025-09-29T01:29:37.007516] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-09-29T01:29:37.035767] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:37.036596] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-09-29T01:29:37.036731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:37.036806] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:37.036907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:37.037010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:37.056490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:37.057942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:37.058257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:37.058328] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:37.095448] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:37.095667] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:37.095745] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:37.095786] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:37.099528] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=74.56%)
[2025-09-29T01:29:37.099873] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-09-29T01:29:37.100047] [INFO ] [sig       ] GPJA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:37.261781] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GPJA.txt
[2025-09-29T01:29:37.262105] [INFO ] [sig       ] [903/2211] Completed GPJA in 0.3s | 3.73 sym/s | Total: 4.0m | ETA: 5.8m
[2025-09-29T01:29:37.262195] [INFO ] [sig       ] [904/2211] Forecasting GPK...
[2025-09-29T01:29:37.262295] [INFO ] [sig       ] Generating forecast for: GPK
[2025-09-29T01:29:37.262372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-09-29T01:29:37.273822] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GPK'.
[2025-09-29T01:29:37.274225] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-09-29T01:29:37.301457] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:37.302429] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-09-29T01:29:37.302527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:37.302618] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:37.302734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:37.302857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:37.323093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:37.323908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:37.324042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:37.324127] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:37.354208] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:37.354398] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:37.354454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:37.354492] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:37.358256] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: DOWN (p=11.37%)
[2025-09-29T01:29:37.358566] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-09-29T01:29:37.358746] [INFO ] [sig       ] GPK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:37.522343] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GPK.txt
[2025-09-29T01:29:37.522697] [INFO ] [sig       ] [904/2211] Completed GPK in 0.3s | 3.73 sym/s | Total: 4.0m | ETA: 5.8m
[2025-09-29T01:29:37.522791] [INFO ] [sig       ] [905/2211] Forecasting GPMT...
[2025-09-29T01:29:37.522876] [INFO ] [sig       ] Generating forecast for: GPMT
[2025-09-29T01:29:37.522961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPMT' from 'https://tdm.silogroup.org/data/derivative_storage/GPMT.csv'.
[2025-09-29T01:29:37.534303] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GPMT'.
[2025-09-29T01:29:37.534743] [INFO ] [FORECASTER] Starting predict_future for GPMT
[2025-09-29T01:29:37.561992] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:37.562927] [DEBUG] [LOCAL     ] No optimal features file found for GPMT: ./output/feature-sets/GPMT.txt
[2025-09-29T01:29:37.563007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:37.563093] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:37.563170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:37.563296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:37.581522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:37.582376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:37.582490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:37.582574] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:37.616186] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:37.616355] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:37.616401] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:37.616438] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:37.621038] [DEBUG] [FORECASTER] GPMT: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-09-29T01:29:37.621452] [INFO ] [FORECASTER] Completed predict_future for GPMT
[2025-09-29T01:29:37.621605] [INFO ] [sig       ] GPMT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:37.775732] [INFO ] [LOCAL     ] Saved forecast: GPMT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GPMT.txt
[2025-09-29T01:29:37.776034] [INFO ] [sig       ] [905/2211] Completed GPMT in 0.3s | 3.73 sym/s | Total: 4.0m | ETA: 5.8m
[2025-09-29T01:29:37.776132] [INFO ] [sig       ] [906/2211] Forecasting GPN...
[2025-09-29T01:29:37.776216] [INFO ] [sig       ] Generating forecast for: GPN
[2025-09-29T01:29:37.776300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-09-29T01:29:37.788058] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GPN'.
[2025-09-29T01:29:37.788576] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-09-29T01:29:37.816284] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:37.817326] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-09-29T01:29:37.817416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:37.817493] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:37.817564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:37.817691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:37.836316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:37.837294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:37.837415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:37.837486] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:37.878899] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:37.879102] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:37.879160] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:37.879199] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:37.883174] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=55.45%)
[2025-09-29T01:29:37.883526] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-09-29T01:29:37.883733] [INFO ] [sig       ] GPN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:38.041537] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GPN.txt
[2025-09-29T01:29:38.041931] [INFO ] [sig       ] [906/2211] Completed GPN in 0.3s | 3.73 sym/s | Total: 4.1m | ETA: 5.8m
[2025-09-29T01:29:38.042027] [INFO ] [sig       ] [907/2211] Forecasting GPOR...
[2025-09-29T01:29:38.042101] [INFO ] [sig       ] Generating forecast for: GPOR
[2025-09-29T01:29:38.042176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPOR' from 'https://tdm.silogroup.org/data/derivative_storage/GPOR.csv'.
[2025-09-29T01:29:38.053842] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GPOR'.
[2025-09-29T01:29:38.054371] [INFO ] [FORECASTER] Starting predict_future for GPOR
[2025-09-29T01:29:38.082439] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:38.083430] [DEBUG] [LOCAL     ] No optimal features file found for GPOR: ./output/feature-sets/GPOR.txt
[2025-09-29T01:29:38.083513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:38.083599] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:38.083724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:38.083851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:38.103313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:38.104132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:38.104257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:38.104346] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:38.146248] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:38.146434] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:38.146484] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:38.146522] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:38.151216] [DEBUG] [FORECASTER] GPOR: Forecast T+1@11:T+2@11: DOWN (p=27.00%)
[2025-09-29T01:29:38.151525] [INFO ] [FORECASTER] Completed predict_future for GPOR
[2025-09-29T01:29:38.151780] [INFO ] [sig       ] GPOR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:38.305497] [INFO ] [LOCAL     ] Saved forecast: GPOR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GPOR.txt
[2025-09-29T01:29:38.305849] [INFO ] [sig       ] [907/2211] Completed GPOR in 0.3s | 3.73 sym/s | Total: 4.1m | ETA: 5.8m
[2025-09-29T01:29:38.305942] [INFO ] [sig       ] [908/2211] Forecasting GPRK...
[2025-09-29T01:29:38.306024] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-09-29T01:29:38.306111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-09-29T01:29:38.316604] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GPRK'.
[2025-09-29T01:29:38.317075] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-09-29T01:29:38.343990] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:38.344936] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-09-29T01:29:38.345018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:38.345092] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:38.345161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:38.345263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:38.362979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:38.363610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:38.363744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:38.363816] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:38.405971] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:38.406133] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:38.406183] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:38.406222] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:38.410351] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: DOWN (p=28.48%)
[2025-09-29T01:29:38.410708] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-09-29T01:29:38.410889] [INFO ] [sig       ] GPRK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:38.576952] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GPRK.txt
[2025-09-29T01:29:38.577258] [INFO ] [sig       ] [908/2211] Completed GPRK in 0.3s | 3.73 sym/s | Total: 4.1m | ETA: 5.8m
[2025-09-29T01:29:38.577358] [INFO ] [sig       ] [909/2211] Forecasting GRBK...
[2025-09-29T01:29:38.577450] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-09-29T01:29:38.577546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-09-29T01:29:38.588398] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GRBK'.
[2025-09-29T01:29:38.588843] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-09-29T01:29:38.615533] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:38.616384] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-09-29T01:29:38.616481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:38.616577] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:38.616701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:38.616908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:38.634423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:38.635157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:38.635289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:38.635382] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:38.679282] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:38.679515] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:38.679569] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:38.679609] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:38.684112] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=10.55%)
[2025-09-29T01:29:38.684479] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-09-29T01:29:38.684692] [INFO ] [sig       ] GRBK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:38.852476] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GRBK.txt
[2025-09-29T01:29:38.852831] [INFO ] [sig       ] [909/2211] Completed GRBK in 0.3s | 3.73 sym/s | Total: 4.1m | ETA: 5.8m
[2025-09-29T01:29:38.852916] [INFO ] [sig       ] [910/2211] Forecasting GRC...
[2025-09-29T01:29:38.852988] [INFO ] [sig       ] Generating forecast for: GRC
[2025-09-29T01:29:38.853065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-09-29T01:29:38.865018] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GRC'.
[2025-09-29T01:29:38.865480] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-09-29T01:29:38.893756] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:38.894899] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-09-29T01:29:38.894984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:38.895069] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:38.895141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:38.895254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:38.922434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:38.923762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:38.923920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:38.924057] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:38.970584] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:38.970842] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:38.970906] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:38.970946] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:38.975406] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=86.58%)
[2025-09-29T01:29:38.975815] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-09-29T01:29:38.976019] [INFO ] [sig       ] GRC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:39.130963] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GRC.txt
[2025-09-29T01:29:39.131305] [INFO ] [sig       ] [910/2211] Completed GRC in 0.3s | 3.73 sym/s | Total: 4.1m | ETA: 5.8m
[2025-09-29T01:29:39.131389] [INFO ] [sig       ] [911/2211] Forecasting GRDN...
[2025-09-29T01:29:39.131460] [INFO ] [sig       ] Generating forecast for: GRDN
[2025-09-29T01:29:39.131533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRDN' from 'https://tdm.silogroup.org/data/derivative_storage/GRDN.csv'.
[2025-09-29T01:29:39.142125] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GRDN'.
[2025-09-29T01:29:39.142674] [INFO ] [FORECASTER] Starting predict_future for GRDN
[2025-09-29T01:29:39.171217] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:39.172180] [DEBUG] [LOCAL     ] No optimal features file found for GRDN: ./output/feature-sets/GRDN.txt
[2025-09-29T01:29:39.172279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:39.172355] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:39.172427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:39.172531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:39.191273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:39.192285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:39.192404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:39.192476] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:39.233297] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:39.233496] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:39.233545] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:39.233580] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:39.237351] [DEBUG] [FORECASTER] GRDN: Forecast T+1@11:T+2@11: UP (p=96.66%)
[2025-09-29T01:29:39.237746] [INFO ] [FORECASTER] Completed predict_future for GRDN
[2025-09-29T01:29:39.237927] [INFO ] [sig       ] GRDN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:39.393780] [INFO ] [LOCAL     ] Saved forecast: GRDN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GRDN.txt
[2025-09-29T01:29:39.394079] [INFO ] [sig       ] [911/2211] Completed GRDN in 0.3s | 3.73 sym/s | Total: 4.1m | ETA: 5.8m
[2025-09-29T01:29:39.394162] [INFO ] [sig       ] [912/2211] Forecasting GRMN...
[2025-09-29T01:29:39.394233] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-09-29T01:29:39.394306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-09-29T01:29:39.406091] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GRMN'.
[2025-09-29T01:29:39.406521] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-09-29T01:29:39.434136] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:39.434986] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-09-29T01:29:39.435073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:39.435151] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:39.435224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:39.435337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:39.454246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:39.454904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:39.455017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:39.455092] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:39.502091] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:39.502201] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:39.502244] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:39.502280] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:39.505842] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: UP (p=58.09%)
[2025-09-29T01:29:39.506159] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-09-29T01:29:39.506335] [INFO ] [sig       ] GRMN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:39.672588] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GRMN.txt
[2025-09-29T01:29:39.672958] [INFO ] [sig       ] [912/2211] Completed GRMN in 0.3s | 3.73 sym/s | Total: 4.1m | ETA: 5.8m
[2025-09-29T01:29:39.673050] [INFO ] [sig       ] [913/2211] Forecasting GRND...
[2025-09-29T01:29:39.673126] [INFO ] [sig       ] Generating forecast for: GRND
[2025-09-29T01:29:39.673203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-09-29T01:29:39.685399] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GRND'.
[2025-09-29T01:29:39.685934] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-09-29T01:29:39.712872] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:39.713795] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-09-29T01:29:39.713878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:39.713955] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:39.714027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:39.714133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:39.732456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:39.733148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:39.733269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:39.733368] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:39.784804] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:39.785240] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:39.785314] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:39.785375] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:39.789438] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=21.39%)
[2025-09-29T01:29:39.789906] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-09-29T01:29:39.790096] [INFO ] [sig       ] GRND: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:39.940156] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GRND.txt
[2025-09-29T01:29:39.940516] [INFO ] [sig       ] [913/2211] Completed GRND in 0.3s | 3.73 sym/s | Total: 4.1m | ETA: 5.8m
[2025-09-29T01:29:39.940633] [INFO ] [sig       ] [914/2211] Forecasting GRNT...
[2025-09-29T01:29:39.940749] [INFO ] [sig       ] Generating forecast for: GRNT
[2025-09-29T01:29:39.940825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRNT' from 'https://tdm.silogroup.org/data/derivative_storage/GRNT.csv'.
[2025-09-29T01:29:39.954726] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GRNT'.
[2025-09-29T01:29:39.955134] [INFO ] [FORECASTER] Starting predict_future for GRNT
[2025-09-29T01:29:39.982540] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:39.983419] [DEBUG] [LOCAL     ] No optimal features file found for GRNT: ./output/feature-sets/GRNT.txt
[2025-09-29T01:29:39.983502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:39.983575] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:39.983669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:39.983778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:40.002557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:40.003399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:40.003517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:40.003595] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:40.042677] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:40.042838] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:40.042885] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:40.042920] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:40.046520] [DEBUG] [FORECASTER] GRNT: Forecast T+1@11:T+2@11: UP (p=91.42%)
[2025-09-29T01:29:40.046884] [INFO ] [FORECASTER] Completed predict_future for GRNT
[2025-09-29T01:29:40.047061] [INFO ] [sig       ] GRNT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:40.200709] [INFO ] [LOCAL     ] Saved forecast: GRNT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GRNT.txt
[2025-09-29T01:29:40.201018] [INFO ] [sig       ] [914/2211] Completed GRNT in 0.3s | 3.73 sym/s | Total: 4.1m | ETA: 5.8m
[2025-09-29T01:29:40.201114] [INFO ] [sig       ] [915/2211] Forecasting GROV...
[2025-09-29T01:29:40.201192] [INFO ] [sig       ] Generating forecast for: GROV
[2025-09-29T01:29:40.201272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GROV' from 'https://tdm.silogroup.org/data/derivative_storage/GROV.csv'.
[2025-09-29T01:29:40.212579] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GROV'.
[2025-09-29T01:29:40.213067] [INFO ] [FORECASTER] Starting predict_future for GROV
[2025-09-29T01:29:40.240105] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:40.241023] [DEBUG] [LOCAL     ] No optimal features file found for GROV: ./output/feature-sets/GROV.txt
[2025-09-29T01:29:40.241106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:40.241187] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:40.241264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:40.241394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:40.260114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:40.260840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:40.260951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:40.261030] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:40.296726] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:40.296933] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:40.296992] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:40.297029] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:40.300806] [DEBUG] [FORECASTER] GROV: Forecast T+1@11:T+2@11: DOWN (p=15.31%)
[2025-09-29T01:29:40.301117] [INFO ] [FORECASTER] Completed predict_future for GROV
[2025-09-29T01:29:40.301267] [INFO ] [sig       ] GROV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:40.450459] [INFO ] [LOCAL     ] Saved forecast: GROV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GROV.txt
[2025-09-29T01:29:40.450839] [INFO ] [sig       ] [915/2211] Completed GROV in 0.2s | 3.73 sym/s | Total: 4.1m | ETA: 5.8m
[2025-09-29T01:29:40.450938] [INFO ] [sig       ] [916/2211] Forecasting GRX...
[2025-09-29T01:29:40.451017] [INFO ] [sig       ] Generating forecast for: GRX
[2025-09-29T01:29:40.451089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-09-29T01:29:40.466430] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GRX'.
[2025-09-29T01:29:40.467065] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-09-29T01:29:40.494565] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:40.495504] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-09-29T01:29:40.495588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:40.495693] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:40.495769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:40.495872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:40.514673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:40.515727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:40.515856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:40.515930] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:40.556940] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:40.557163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:40.557215] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:40.557251] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:40.561174] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=92.41%)
[2025-09-29T01:29:40.561553] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-09-29T01:29:40.561770] [INFO ] [sig       ] GRX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:40.718277] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GRX.txt
[2025-09-29T01:29:40.718670] [INFO ] [sig       ] [916/2211] Completed GRX in 0.3s | 3.73 sym/s | Total: 4.1m | ETA: 5.8m
[2025-09-29T01:29:40.718755] [INFO ] [sig       ] [917/2211] Forecasting GS...
[2025-09-29T01:29:40.718827] [INFO ] [sig       ] Generating forecast for: GS
[2025-09-29T01:29:40.718900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-09-29T01:29:40.731601] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GS'.
[2025-09-29T01:29:40.732050] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-09-29T01:29:40.758398] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:40.759317] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-09-29T01:29:40.759400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:40.759474] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:40.759560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:40.759790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:40.777908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:40.778713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:40.778826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:40.778932] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:40.818168] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:40.818355] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:40.818405] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:40.818441] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:40.822120] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=27.59%)
[2025-09-29T01:29:40.822448] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-09-29T01:29:40.822609] [INFO ] [sig       ] GS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:40.970168] [INFO ] [LOCAL     ] Saved forecast: GS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GS.txt
[2025-09-29T01:29:40.970491] [INFO ] [sig       ] [917/2211] Completed GS in 0.3s | 3.73 sym/s | Total: 4.1m | ETA: 5.8m
[2025-09-29T01:29:40.970574] [INFO ] [sig       ] [918/2211] Forecasting GSBD...
[2025-09-29T01:29:40.970672] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-09-29T01:29:40.970744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-09-29T01:29:40.982304] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GSBD'.
[2025-09-29T01:29:40.982775] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-09-29T01:29:41.009352] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:41.010222] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-09-29T01:29:41.010305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:41.010380] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:41.010452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:41.010556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:41.028432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:41.029121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:41.029234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:41.029303] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:41.068702] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:41.068870] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:41.068918] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:41.068953] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:41.072587] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: UP (p=90.18%)
[2025-09-29T01:29:41.072932] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-09-29T01:29:41.073105] [INFO ] [sig       ] GSBD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:41.222397] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GSBD.txt
[2025-09-29T01:29:41.222726] [INFO ] [sig       ] [918/2211] Completed GSBD in 0.3s | 3.73 sym/s | Total: 4.1m | ETA: 5.8m
[2025-09-29T01:29:41.222815] [INFO ] [sig       ] [919/2211] Forecasting GSK...
[2025-09-29T01:29:41.222888] [INFO ] [sig       ] Generating forecast for: GSK
[2025-09-29T01:29:41.222962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-09-29T01:29:41.233578] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GSK'.
[2025-09-29T01:29:41.233986] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-09-29T01:29:41.262574] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:41.263626] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-09-29T01:29:41.263749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:41.263828] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:41.263901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:41.264008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:41.282944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:41.283977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:41.284095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:41.284166] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:41.322365] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:41.322522] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:41.322568] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:41.322603] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:41.326383] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=92.47%)
[2025-09-29T01:29:41.326724] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-09-29T01:29:41.326948] [INFO ] [sig       ] GSK: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:41.478225] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GSK.txt
[2025-09-29T01:29:41.478521] [INFO ] [sig       ] [919/2211] Completed GSK in 0.3s | 3.73 sym/s | Total: 4.1m | ETA: 5.8m
[2025-09-29T01:29:41.478602] [INFO ] [sig       ] [920/2211] Forecasting GSL...
[2025-09-29T01:29:41.478683] [INFO ] [sig       ] Generating forecast for: GSL
[2025-09-29T01:29:41.478768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-09-29T01:29:41.490253] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GSL'.
[2025-09-29T01:29:41.490682] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-09-29T01:29:41.516704] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:41.517687] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-09-29T01:29:41.517783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:41.517857] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:41.517935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:41.518039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:41.535744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:41.536488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:41.536603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:41.536696] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:41.576679] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:41.576939] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:41.577001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:41.577039] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:41.581043] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-09-29T01:29:41.581487] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-09-29T01:29:41.581683] [INFO ] [sig       ] GSL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:41.730753] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GSL.txt
[2025-09-29T01:29:41.731043] [INFO ] [sig       ] [920/2211] Completed GSL in 0.3s | 3.73 sym/s | Total: 4.1m | ETA: 5.8m
[2025-09-29T01:29:41.731145] [INFO ] [sig       ] [921/2211] Forecasting GTES...
[2025-09-29T01:29:41.731217] [INFO ] [sig       ] Generating forecast for: GTES
[2025-09-29T01:29:41.731313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-09-29T01:29:41.742389] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GTES'.
[2025-09-29T01:29:41.742801] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-09-29T01:29:41.769225] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:41.770111] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-09-29T01:29:41.770195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:41.770269] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:41.770339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:41.770441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:41.790172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:41.790894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:41.791005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:41.791085] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:41.826993] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:41.827144] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:41.827189] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:41.827224] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:41.830906] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2025-09-29T01:29:41.831196] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-09-29T01:29:41.831344] [INFO ] [sig       ] GTES: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:41.982906] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GTES.txt
[2025-09-29T01:29:41.983172] [INFO ] [sig       ] [921/2211] Completed GTES in 0.3s | 3.73 sym/s | Total: 4.1m | ETA: 5.8m
[2025-09-29T01:29:41.983252] [INFO ] [sig       ] [922/2211] Forecasting GTLS...
[2025-09-29T01:29:41.983351] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-09-29T01:29:41.983426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-09-29T01:29:41.995357] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GTLS'.
[2025-09-29T01:29:41.995812] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-09-29T01:29:42.021882] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:42.022674] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-09-29T01:29:42.022755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:42.022828] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:42.022896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:42.022998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:42.040946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:42.041574] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:42.041712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:42.041783] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:42.082788] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:42.082965] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:42.083013] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:42.083049] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:42.086682] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: UP (p=52.74%)
[2025-09-29T01:29:42.087028] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-09-29T01:29:42.087193] [INFO ] [sig       ] GTLS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:42.246470] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GTLS.txt
[2025-09-29T01:29:42.246800] [INFO ] [sig       ] [922/2211] Completed GTLS in 0.3s | 3.73 sym/s | Total: 4.1m | ETA: 5.8m
[2025-09-29T01:29:42.246910] [INFO ] [sig       ] [923/2211] Forecasting GTN...
[2025-09-29T01:29:42.246981] [INFO ] [sig       ] Generating forecast for: GTN
[2025-09-29T01:29:42.247053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-09-29T01:29:42.258111] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GTN'.
[2025-09-29T01:29:42.258531] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-09-29T01:29:42.285879] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:42.286805] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-09-29T01:29:42.286916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:42.286991] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:42.287061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:42.287164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:42.307819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:42.308722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:42.308843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:42.308914] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:42.349458] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:42.349697] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:42.349773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:42.349819] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:42.353662] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=55.78%)
[2025-09-29T01:29:42.353998] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-09-29T01:29:42.354154] [INFO ] [sig       ] GTN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:42.514762] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GTN.txt
[2025-09-29T01:29:42.515106] [INFO ] [sig       ] [923/2211] Completed GTN in 0.3s | 3.73 sym/s | Total: 4.1m | ETA: 5.8m
[2025-09-29T01:29:42.515198] [INFO ] [sig       ] [924/2211] Forecasting GTY...
[2025-09-29T01:29:42.515296] [INFO ] [sig       ] Generating forecast for: GTY
[2025-09-29T01:29:42.515393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-09-29T01:29:42.526557] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GTY'.
[2025-09-29T01:29:42.527105] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-09-29T01:29:42.556507] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:42.557498] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-09-29T01:29:42.557581] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:42.557682] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:42.557752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:42.557857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:42.579161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:42.580276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:42.580429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:42.580555] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:42.621785] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:42.621993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:42.622046] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:42.622082] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:42.625903] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: DOWN (p=0.27%)
[2025-09-29T01:29:42.626251] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-09-29T01:29:42.626418] [INFO ] [sig       ] GTY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:42.779732] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GTY.txt
[2025-09-29T01:29:42.780034] [INFO ] [sig       ] [924/2211] Completed GTY in 0.3s | 3.73 sym/s | Total: 4.1m | ETA: 5.8m
[2025-09-29T01:29:42.780115] [INFO ] [sig       ] [925/2211] Forecasting GUG...
[2025-09-29T01:29:42.780188] [INFO ] [sig       ] Generating forecast for: GUG
[2025-09-29T01:29:42.780261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-09-29T01:29:42.791555] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GUG'.
[2025-09-29T01:29:42.792016] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-09-29T01:29:42.819113] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:42.820056] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-09-29T01:29:42.820167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:42.820243] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:42.820313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:42.820418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:42.839161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:42.839895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:42.840027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:42.840099] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:42.882174] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:42.882378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:42.882428] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:42.882465] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:42.886251] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=97.05%)
[2025-09-29T01:29:42.886574] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-09-29T01:29:42.886759] [INFO ] [sig       ] GUG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:43.046016] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GUG.txt
[2025-09-29T01:29:43.046317] [INFO ] [sig       ] [925/2211] Completed GUG in 0.3s | 3.73 sym/s | Total: 4.1m | ETA: 5.7m
[2025-09-29T01:29:43.046398] [INFO ] [sig       ] [926/2211] Forecasting GUT...
[2025-09-29T01:29:43.046471] [INFO ] [sig       ] Generating forecast for: GUT
[2025-09-29T01:29:43.046544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUT' from 'https://tdm.silogroup.org/data/derivative_storage/GUT.csv'.
[2025-09-29T01:29:43.057181] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GUT'.
[2025-09-29T01:29:43.057600] [INFO ] [FORECASTER] Starting predict_future for GUT
[2025-09-29T01:29:43.085221] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:43.086272] [DEBUG] [LOCAL     ] No optimal features file found for GUT: ./output/feature-sets/GUT.txt
[2025-09-29T01:29:43.086357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:43.086430] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:43.086498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:43.086604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:43.108317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:43.109191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:43.109319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:43.109397] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:43.142233] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:43.142390] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:43.142436] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:43.142472] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:43.146218] [DEBUG] [FORECASTER] GUT: Forecast T+1@11:T+2@11: UP (p=50.32%)
[2025-09-29T01:29:43.146532] [INFO ] [FORECASTER] Completed predict_future for GUT
[2025-09-29T01:29:43.146712] [INFO ] [sig       ] GUT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:43.302127] [INFO ] [LOCAL     ] Saved forecast: GUT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GUT.txt
[2025-09-29T01:29:43.302409] [INFO ] [sig       ] [926/2211] Completed GUT in 0.3s | 3.73 sym/s | Total: 4.1m | ETA: 5.7m
[2025-09-29T01:29:43.302496] [INFO ] [sig       ] [927/2211] Forecasting GVA...
[2025-09-29T01:29:43.302577] [INFO ] [sig       ] Generating forecast for: GVA
[2025-09-29T01:29:43.302686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-09-29T01:29:43.316902] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GVA'.
[2025-09-29T01:29:43.317413] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-09-29T01:29:43.347426] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:43.348296] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-09-29T01:29:43.348396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:43.348470] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:43.348551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:43.348675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:43.367258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:43.367982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:43.368097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:43.368167] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:43.408190] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:43.408411] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:43.408463] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:43.408506] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:43.412746] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2025-09-29T01:29:43.413142] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-09-29T01:29:43.413318] [INFO ] [sig       ] GVA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:43.585703] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GVA.txt
[2025-09-29T01:29:43.586075] [INFO ] [sig       ] [927/2211] Completed GVA in 0.3s | 3.73 sym/s | Total: 4.1m | ETA: 5.7m
[2025-09-29T01:29:43.586175] [INFO ] [sig       ] [928/2211] Forecasting GWH...
[2025-09-29T01:29:43.586276] [INFO ] [sig       ] Generating forecast for: GWH
[2025-09-29T01:29:43.586379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-09-29T01:29:43.597802] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GWH'.
[2025-09-29T01:29:43.598244] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-09-29T01:29:43.625820] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:43.626750] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-09-29T01:29:43.626860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:43.626937] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:43.627005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:43.627106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:43.645543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:43.646218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:43.646335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:43.646407] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:43.692244] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:43.692471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:43.692549] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:43.692607] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:43.697401] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: UP (p=51.47%)
[2025-09-29T01:29:43.697781] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-09-29T01:29:43.697959] [INFO ] [sig       ] GWH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:43.850270] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GWH.txt
[2025-09-29T01:29:43.850583] [INFO ] [sig       ] [928/2211] Completed GWH in 0.3s | 3.73 sym/s | Total: 4.1m | ETA: 5.7m
[2025-09-29T01:29:43.850691] [INFO ] [sig       ] [929/2211] Forecasting GWRE...
[2025-09-29T01:29:43.850750] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-09-29T01:29:43.850827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-09-29T01:29:43.861698] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GWRE'.
[2025-09-29T01:29:43.862068] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-09-29T01:29:43.890565] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:43.891484] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-09-29T01:29:43.891569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:43.891683] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:43.891763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:43.891881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:43.911306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:43.912094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:43.912211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:43.912287] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:43.941342] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:43.941461] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:43.941507] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:43.941544] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:43.945170] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-09-29T01:29:43.945550] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-09-29T01:29:43.945733] [INFO ] [sig       ] GWRE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:44.113614] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GWRE.txt
[2025-09-29T01:29:44.113967] [INFO ] [sig       ] [929/2211] Completed GWRE in 0.3s | 3.73 sym/s | Total: 4.2m | ETA: 5.7m
[2025-09-29T01:29:44.114052] [INFO ] [sig       ] [930/2211] Forecasting GWW...
[2025-09-29T01:29:44.114182] [INFO ] [sig       ] Generating forecast for: GWW
[2025-09-29T01:29:44.114283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWW' from 'https://tdm.silogroup.org/data/derivative_storage/GWW.csv'.
[2025-09-29T01:29:44.129433] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GWW'.
[2025-09-29T01:29:44.129878] [INFO ] [FORECASTER] Starting predict_future for GWW
[2025-09-29T01:29:44.157231] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:44.158108] [DEBUG] [LOCAL     ] No optimal features file found for GWW: ./output/feature-sets/GWW.txt
[2025-09-29T01:29:44.158194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:44.158268] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:44.158337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:44.158442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:44.178583] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:44.179298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:44.179415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:44.179486] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:44.210611] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:44.210820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:44.210874] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:44.210910] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:44.214797] [DEBUG] [FORECASTER] GWW: Forecast T+1@11:T+2@11: UP (p=78.65%)
[2025-09-29T01:29:44.215122] [INFO ] [FORECASTER] Completed predict_future for GWW
[2025-09-29T01:29:44.215273] [INFO ] [sig       ] GWW: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:44.365253] [INFO ] [LOCAL     ] Saved forecast: GWW	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GWW.txt
[2025-09-29T01:29:44.365567] [INFO ] [sig       ] [930/2211] Completed GWW in 0.3s | 3.73 sym/s | Total: 4.2m | ETA: 5.7m
[2025-09-29T01:29:44.365672] [INFO ] [sig       ] [931/2211] Forecasting GXO...
[2025-09-29T01:29:44.365758] [INFO ] [sig       ] Generating forecast for: GXO
[2025-09-29T01:29:44.365842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXO' from 'https://tdm.silogroup.org/data/derivative_storage/GXO.csv'.
[2025-09-29T01:29:44.375910] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GXO'.
[2025-09-29T01:29:44.376307] [INFO ] [FORECASTER] Starting predict_future for GXO
[2025-09-29T01:29:44.404011] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:44.404913] [DEBUG] [LOCAL     ] No optimal features file found for GXO: ./output/feature-sets/GXO.txt
[2025-09-29T01:29:44.404995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:44.405069] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:44.405139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:44.405243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:44.423838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:44.424573] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:44.424708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:44.424781] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:44.453889] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:44.454054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:44.454108] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:44.454151] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:44.458156] [DEBUG] [FORECASTER] GXO: Forecast T+1@11:T+2@11: DOWN (p=45.88%)
[2025-09-29T01:29:44.458477] [INFO ] [FORECASTER] Completed predict_future for GXO
[2025-09-29T01:29:44.458636] [INFO ] [sig       ] GXO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:44.613207] [INFO ] [LOCAL     ] Saved forecast: GXO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/GXO.txt
[2025-09-29T01:29:44.613535] [INFO ] [sig       ] [931/2211] Completed GXO in 0.2s | 3.73 sym/s | Total: 4.2m | ETA: 5.7m
[2025-09-29T01:29:44.613620] [INFO ] [sig       ] [932/2211] Forecasting GYLD...
[2025-09-29T01:29:44.613713] [INFO ] [sig       ] Generating forecast for: GYLD
[2025-09-29T01:29:44.613791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYLD' from 'https://tdm.silogroup.org/data/derivative_storage/GYLD.csv'.
[2025-09-29T01:29:44.623394] [DEBUG] [REMOTE    ] Successfully parsed 1818 rows of historical data for symbol 'GYLD'.
[2025-09-29T01:29:44.623959] [INFO ] [FORECASTER] Starting predict_future for GYLD
[2025-09-29T01:29:44.651815] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:44.652739] [DEBUG] [LOCAL     ] No optimal features file found for GYLD: ./output/feature-sets/GYLD.txt
[2025-09-29T01:29:44.652821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:44.652896] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:44.652966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:44.653073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:44.672610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:44.673276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:44.673389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:44.673482] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:44.702005] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:44.702172] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:44.702223] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:44.702260] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:44.706032] [DEBUG] [FORECASTER] GYLD: Forecast T+1@11:T+2@11: UP (p=70.01%)
[2025-09-29T01:29:44.706336] [INFO ] [FORECASTER] Completed predict_future for GYLD
[2025-09-29T01:29:44.706479] [INFO ] [sig       ] GYLD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:44.867371] [INFO ] [LOCAL     ] Saved forecast: GYLD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/GYLD.txt
[2025-09-29T01:29:44.867721] [INFO ] [sig       ] [932/2211] Completed GYLD in 0.3s | 3.73 sym/s | Total: 4.2m | ETA: 5.7m
[2025-09-29T01:29:44.867807] [INFO ] [sig       ] [933/2211] Forecasting H...
[2025-09-29T01:29:44.867884] [INFO ] [sig       ] Generating forecast for: H
[2025-09-29T01:29:44.867970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-09-29T01:29:44.879446] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'H'.
[2025-09-29T01:29:44.879916] [INFO ] [FORECASTER] Starting predict_future for H
[2025-09-29T01:29:44.907173] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:44.908157] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-09-29T01:29:44.908247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:44.908342] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:44.908441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:44.908607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:44.928063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:44.928836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:44.928964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:44.929066] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:44.967580] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:44.967759] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:44.967824] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:44.967865] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:44.971954] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: UP (p=73.50%)
[2025-09-29T01:29:44.972288] [INFO ] [FORECASTER] Completed predict_future for H
[2025-09-29T01:29:44.972450] [INFO ] [sig       ] H: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:45.127622] [INFO ] [LOCAL     ] Saved forecast: H	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/H.txt
[2025-09-29T01:29:45.127993] [INFO ] [sig       ] [933/2211] Completed H in 0.3s | 3.73 sym/s | Total: 4.2m | ETA: 5.7m
[2025-09-29T01:29:45.128088] [INFO ] [sig       ] [934/2211] Forecasting HAE...
[2025-09-29T01:29:45.128193] [INFO ] [sig       ] Generating forecast for: HAE
[2025-09-29T01:29:45.128296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-09-29T01:29:45.139368] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HAE'.
[2025-09-29T01:29:45.139819] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-09-29T01:29:45.166677] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:45.167504] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-09-29T01:29:45.167603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:45.167700] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:45.167771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:45.167901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:45.187247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:45.187953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:45.188083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:45.188174] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:45.231999] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:45.232162] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:45.232213] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:45.232287] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:45.236668] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: UP (p=93.72%)
[2025-09-29T01:29:45.237080] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-09-29T01:29:45.237240] [INFO ] [sig       ] HAE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:45.466938] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HAE.txt
[2025-09-29T01:29:45.467254] [INFO ] [sig       ] [934/2211] Completed HAE in 0.3s | 3.73 sym/s | Total: 4.2m | ETA: 5.7m
[2025-09-29T01:29:45.467337] [INFO ] [sig       ] [935/2211] Forecasting HAFN...
[2025-09-29T01:29:45.467414] [INFO ] [sig       ] Generating forecast for: HAFN
[2025-09-29T01:29:45.467494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFN' from 'https://tdm.silogroup.org/data/derivative_storage/HAFN.csv'.
[2025-09-29T01:29:45.478560] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HAFN'.
[2025-09-29T01:29:45.479086] [INFO ] [FORECASTER] Starting predict_future for HAFN
[2025-09-29T01:29:45.506485] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:45.507483] [DEBUG] [LOCAL     ] No optimal features file found for HAFN: ./output/feature-sets/HAFN.txt
[2025-09-29T01:29:45.507568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:45.507664] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:45.507736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:45.507838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:45.526294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:45.527296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:45.527414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:45.527488] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:45.566956] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:45.567163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:45.567214] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:45.567250] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:45.570984] [DEBUG] [FORECASTER] HAFN: Forecast T+1@11:T+2@11: DOWN (p=49.32%)
[2025-09-29T01:29:45.571333] [INFO ] [FORECASTER] Completed predict_future for HAFN
[2025-09-29T01:29:45.571492] [INFO ] [sig       ] HAFN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:45.724033] [INFO ] [LOCAL     ] Saved forecast: HAFN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HAFN.txt
[2025-09-29T01:29:45.724321] [INFO ] [sig       ] [935/2211] Completed HAFN in 0.3s | 3.73 sym/s | Total: 4.2m | ETA: 5.7m
[2025-09-29T01:29:45.724405] [INFO ] [sig       ] [936/2211] Forecasting HAL...
[2025-09-29T01:29:45.724478] [INFO ] [sig       ] Generating forecast for: HAL
[2025-09-29T01:29:45.724554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-09-29T01:29:45.736376] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HAL'.
[2025-09-29T01:29:45.736846] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-09-29T01:29:45.764632] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:45.765448] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-09-29T01:29:45.765532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:45.765606] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:45.765698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:45.765803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:45.784235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:45.784930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:45.785042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:45.785113] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:45.818144] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:45.818295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:45.818408] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:45.818463] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:45.822022] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=0.62%)
[2025-09-29T01:29:45.822325] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-09-29T01:29:45.822477] [INFO ] [sig       ] HAL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:45.972119] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HAL.txt
[2025-09-29T01:29:45.972391] [INFO ] [sig       ] [936/2211] Completed HAL in 0.2s | 3.73 sym/s | Total: 4.2m | ETA: 5.7m
[2025-09-29T01:29:45.972473] [INFO ] [sig       ] [937/2211] Forecasting HASI...
[2025-09-29T01:29:45.972544] [INFO ] [sig       ] Generating forecast for: HASI
[2025-09-29T01:29:45.972620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-09-29T01:29:45.982979] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HASI'.
[2025-09-29T01:29:45.983358] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-09-29T01:29:46.011281] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:46.012137] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-09-29T01:29:46.012220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:46.012295] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:46.012371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:46.012487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:46.031990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:46.032678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:46.032796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:46.032874] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:46.066424] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:46.066749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:46.066880] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:46.066954] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:46.072586] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: DOWN (p=20.09%)
[2025-09-29T01:29:46.073157] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-09-29T01:29:46.073413] [INFO ] [sig       ] HASI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:46.239226] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HASI.txt
[2025-09-29T01:29:46.239502] [INFO ] [sig       ] [937/2211] Completed HASI in 0.3s | 3.73 sym/s | Total: 4.2m | ETA: 5.7m
[2025-09-29T01:29:46.239583] [INFO ] [sig       ] [938/2211] Forecasting HAYW...
[2025-09-29T01:29:46.239676] [INFO ] [sig       ] Generating forecast for: HAYW
[2025-09-29T01:29:46.239764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAYW' from 'https://tdm.silogroup.org/data/derivative_storage/HAYW.csv'.
[2025-09-29T01:29:46.252556] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HAYW'.
[2025-09-29T01:29:46.252975] [INFO ] [FORECASTER] Starting predict_future for HAYW
[2025-09-29T01:29:46.280763] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:46.281716] [DEBUG] [LOCAL     ] No optimal features file found for HAYW: ./output/feature-sets/HAYW.txt
[2025-09-29T01:29:46.281816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:46.281911] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:46.282002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:46.282145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:46.301033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:46.301795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:46.301949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:46.302044] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:46.337132] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:46.337283] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:46.337344] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:46.337383] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:46.340761] [DEBUG] [FORECASTER] HAYW: Forecast T+1@11:T+2@11: UP (p=57.10%)
[2025-09-29T01:29:46.341098] [INFO ] [FORECASTER] Completed predict_future for HAYW
[2025-09-29T01:29:46.341288] [INFO ] [sig       ] HAYW: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:46.502338] [INFO ] [LOCAL     ] Saved forecast: HAYW	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HAYW.txt
[2025-09-29T01:29:46.502679] [INFO ] [sig       ] [938/2211] Completed HAYW in 0.3s | 3.73 sym/s | Total: 4.2m | ETA: 5.7m
[2025-09-29T01:29:46.502767] [INFO ] [sig       ] [939/2211] Forecasting HBB...
[2025-09-29T01:29:46.502839] [INFO ] [sig       ] Generating forecast for: HBB
[2025-09-29T01:29:46.502913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-09-29T01:29:46.513995] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HBB'.
[2025-09-29T01:29:46.514514] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-09-29T01:29:46.544077] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:46.545068] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-09-29T01:29:46.545162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:46.545235] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:46.545311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:46.545416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:46.564484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:46.565635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:46.565834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:46.565924] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:46.603437] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:46.603663] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:46.603740] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:46.603780] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:46.607621] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: UP (p=95.12%)
[2025-09-29T01:29:46.608034] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-09-29T01:29:46.608198] [INFO ] [sig       ] HBB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:46.765605] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HBB.txt
[2025-09-29T01:29:46.765928] [INFO ] [sig       ] [939/2211] Completed HBB in 0.3s | 3.73 sym/s | Total: 4.2m | ETA: 5.7m
[2025-09-29T01:29:46.766015] [INFO ] [sig       ] [940/2211] Forecasting HBI...
[2025-09-29T01:29:46.766088] [INFO ] [sig       ] Generating forecast for: HBI
[2025-09-29T01:29:46.766171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBI' from 'https://tdm.silogroup.org/data/derivative_storage/HBI.csv'.
[2025-09-29T01:29:46.777244] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HBI'.
[2025-09-29T01:29:46.777929] [INFO ] [FORECASTER] Starting predict_future for HBI
[2025-09-29T01:29:46.805297] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:46.806133] [DEBUG] [LOCAL     ] No optimal features file found for HBI: ./output/feature-sets/HBI.txt
[2025-09-29T01:29:46.806231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:46.806327] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:46.806418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:46.806556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:46.826181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:46.826903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:46.827032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:46.827117] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:46.865947] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:46.866158] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:46.866209] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:46.866244] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:46.870609] [DEBUG] [FORECASTER] HBI: Forecast T+1@11:T+2@11: DOWN (p=21.13%)
[2025-09-29T01:29:46.870961] [INFO ] [FORECASTER] Completed predict_future for HBI
[2025-09-29T01:29:46.871135] [INFO ] [sig       ] HBI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:47.040100] [INFO ] [LOCAL     ] Saved forecast: HBI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HBI.txt
[2025-09-29T01:29:47.040453] [INFO ] [sig       ] [940/2211] Completed HBI in 0.3s | 3.73 sym/s | Total: 4.2m | ETA: 5.7m
[2025-09-29T01:29:47.040540] [INFO ] [sig       ] [941/2211] Forecasting HBM...
[2025-09-29T01:29:47.040614] [INFO ] [sig       ] Generating forecast for: HBM
[2025-09-29T01:29:47.040710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-09-29T01:29:47.052638] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HBM'.
[2025-09-29T01:29:47.053073] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-09-29T01:29:47.079904] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:47.080799] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-09-29T01:29:47.080880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:47.080968] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:47.081038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:47.081138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:47.099985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:47.100619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:47.100767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:47.100839] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:47.133749] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:47.133866] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:47.133909] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:47.133943] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:47.137225] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: UP (p=98.48%)
[2025-09-29T01:29:47.137517] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-09-29T01:29:47.137689] [INFO ] [sig       ] HBM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:47.293198] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HBM.txt
[2025-09-29T01:29:47.293488] [INFO ] [sig       ] [941/2211] Completed HBM in 0.3s | 3.73 sym/s | Total: 4.2m | ETA: 5.7m
[2025-09-29T01:29:47.293573] [INFO ] [sig       ] [942/2211] Forecasting HCA...
[2025-09-29T01:29:47.293670] [INFO ] [sig       ] Generating forecast for: HCA
[2025-09-29T01:29:47.293756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-09-29T01:29:47.305341] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HCA'.
[2025-09-29T01:29:47.305881] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-09-29T01:29:47.332398] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:47.333281] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-09-29T01:29:47.333362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:47.333435] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:47.333504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:47.333607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:47.351051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:47.351716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:47.351828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:47.351898] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:47.388903] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:47.389114] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:47.389164] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:47.389199] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:47.392983] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: DOWN (p=22.80%)
[2025-09-29T01:29:47.393326] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-09-29T01:29:47.393483] [INFO ] [sig       ] HCA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:47.545731] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HCA.txt
[2025-09-29T01:29:47.546083] [INFO ] [sig       ] [942/2211] Completed HCA in 0.3s | 3.73 sym/s | Total: 4.2m | ETA: 5.7m
[2025-09-29T01:29:47.546168] [INFO ] [sig       ] [943/2211] Forecasting HCC...
[2025-09-29T01:29:47.546242] [INFO ] [sig       ] Generating forecast for: HCC
[2025-09-29T01:29:47.546317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-09-29T01:29:47.558547] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HCC'.
[2025-09-29T01:29:47.559027] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-09-29T01:29:47.587341] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:47.588321] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-09-29T01:29:47.588406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:47.588482] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:47.588551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:47.588696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:47.607567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:47.608362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:47.608481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:47.608553] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:47.650246] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:47.650444] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:47.650495] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:47.650530] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:47.654456] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=44.92%)
[2025-09-29T01:29:47.654869] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-09-29T01:29:47.655049] [INFO ] [sig       ] HCC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:47.816958] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HCC.txt
[2025-09-29T01:29:47.817357] [INFO ] [sig       ] [943/2211] Completed HCC in 0.3s | 3.73 sym/s | Total: 4.2m | ETA: 5.7m
[2025-09-29T01:29:47.817454] [INFO ] [sig       ] [944/2211] Forecasting HCI...
[2025-09-29T01:29:47.817536] [INFO ] [sig       ] Generating forecast for: HCI
[2025-09-29T01:29:47.817620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-09-29T01:29:47.831803] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HCI'.
[2025-09-29T01:29:47.832338] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-09-29T01:29:47.860917] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:47.861939] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-09-29T01:29:47.862040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:47.862140] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:47.862229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:47.862383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:47.881172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:47.882104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:47.882281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:47.882359] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:47.923264] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:47.923472] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:47.923526] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:47.923563] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:47.928180] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: UP (p=91.35%)
[2025-09-29T01:29:47.928591] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-09-29T01:29:47.928823] [INFO ] [sig       ] HCI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:48.082340] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HCI.txt
[2025-09-29T01:29:48.082692] [INFO ] [sig       ] [944/2211] Completed HCI in 0.3s | 3.73 sym/s | Total: 4.2m | ETA: 5.7m
[2025-09-29T01:29:48.082806] [INFO ] [sig       ] [945/2211] Forecasting HD...
[2025-09-29T01:29:48.082882] [INFO ] [sig       ] Generating forecast for: HD
[2025-09-29T01:29:48.082973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-09-29T01:29:48.097735] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HD'.
[2025-09-29T01:29:48.098215] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-09-29T01:29:48.125387] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:48.126310] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-09-29T01:29:48.126395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:48.126471] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:48.126544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:48.126672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:48.146427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:48.147280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:48.147399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:48.147472] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:48.187576] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:48.187793] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:48.187856] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:48.187893] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:48.191639] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=95.82%)
[2025-09-29T01:29:48.191986] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-09-29T01:29:48.192229] [INFO ] [sig       ] HD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:48.346922] [INFO ] [LOCAL     ] Saved forecast: HD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HD.txt
[2025-09-29T01:29:48.347231] [INFO ] [sig       ] [945/2211] Completed HD in 0.3s | 3.73 sym/s | Total: 4.2m | ETA: 5.7m
[2025-09-29T01:29:48.347315] [INFO ] [sig       ] [946/2211] Forecasting HDB...
[2025-09-29T01:29:48.347387] [INFO ] [sig       ] Generating forecast for: HDB
[2025-09-29T01:29:48.347460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-09-29T01:29:48.359006] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HDB'.
[2025-09-29T01:29:48.359503] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-09-29T01:29:48.385690] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:48.386458] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-09-29T01:29:48.386540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:48.386614] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:48.386706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:48.386810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:48.409720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:48.412254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:48.412401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:48.412476] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:48.452570] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:48.452850] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:48.452919] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:48.452957] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:48.456403] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=34.75%)
[2025-09-29T01:29:48.456760] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-09-29T01:29:48.456972] [INFO ] [sig       ] HDB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:48.606145] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HDB.txt
[2025-09-29T01:29:48.606456] [INFO ] [sig       ] [946/2211] Completed HDB in 0.3s | 3.73 sym/s | Total: 4.2m | ETA: 5.7m
[2025-09-29T01:29:48.606548] [INFO ] [sig       ] [947/2211] Forecasting HE...
[2025-09-29T01:29:48.606623] [INFO ] [sig       ] Generating forecast for: HE
[2025-09-29T01:29:48.606723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-09-29T01:29:48.621405] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HE'.
[2025-09-29T01:29:48.621920] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-09-29T01:29:48.649821] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:48.650816] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-09-29T01:29:48.650898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:48.650974] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:48.651056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:48.651220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:48.670376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:48.671155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:48.671275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:48.671346] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:48.709802] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:48.710004] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:48.710057] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:48.710094] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:48.713816] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=30.75%)
[2025-09-29T01:29:48.714127] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-09-29T01:29:48.714287] [INFO ] [sig       ] HE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:48.869600] [INFO ] [LOCAL     ] Saved forecast: HE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HE.txt
[2025-09-29T01:29:48.869946] [INFO ] [sig       ] [947/2211] Completed HE in 0.3s | 3.73 sym/s | Total: 4.2m | ETA: 5.6m
[2025-09-29T01:29:48.870028] [INFO ] [sig       ] [948/2211] Forecasting HEI...
[2025-09-29T01:29:48.870101] [INFO ] [sig       ] Generating forecast for: HEI
[2025-09-29T01:29:48.870181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-09-29T01:29:48.881692] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HEI'.
[2025-09-29T01:29:48.882079] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-09-29T01:29:48.908037] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:48.908962] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-09-29T01:29:48.909043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:48.909132] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:48.909201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:48.909304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:48.928399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:48.929286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:48.929433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:48.929505] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:48.969082] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:48.969267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:48.969316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:48.969352] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:48.973239] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=66.48%)
[2025-09-29T01:29:48.973581] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-09-29T01:29:48.973784] [INFO ] [sig       ] HEI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:49.122090] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HEI.txt
[2025-09-29T01:29:49.122407] [INFO ] [sig       ] [948/2211] Completed HEI in 0.3s | 3.73 sym/s | Total: 4.2m | ETA: 5.6m
[2025-09-29T01:29:49.122489] [INFO ] [sig       ] [949/2211] Forecasting HEQ...
[2025-09-29T01:29:49.122561] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-09-29T01:29:49.122634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-09-29T01:29:49.132895] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HEQ'.
[2025-09-29T01:29:49.133255] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-09-29T01:29:49.159271] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:49.160194] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-09-29T01:29:49.160278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:49.160351] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:49.160420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:49.160528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:49.178758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:49.179448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:49.179560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:49.179631] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:49.215639] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:49.215827] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:49.215874] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:49.215909] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:49.219426] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=99.62%)
[2025-09-29T01:29:49.219775] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-09-29T01:29:49.219940] [INFO ] [sig       ] HEQ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:49.367109] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HEQ.txt
[2025-09-29T01:29:49.367437] [INFO ] [sig       ] [949/2211] Completed HEQ in 0.2s | 3.73 sym/s | Total: 4.2m | ETA: 5.6m
[2025-09-29T01:29:49.367521] [INFO ] [sig       ] [950/2211] Forecasting HESM...
[2025-09-29T01:29:49.367606] [INFO ] [sig       ] Generating forecast for: HESM
[2025-09-29T01:29:49.367710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-09-29T01:29:49.379407] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HESM'.
[2025-09-29T01:29:49.379832] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-09-29T01:29:49.406278] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:49.407181] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-09-29T01:29:49.407265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:49.407349] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:49.407428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:49.407553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:49.425826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:49.426458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:49.426573] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:49.426679] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:49.463910] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:49.464061] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:49.464107] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:49.464143] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:49.467770] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=86.64%)
[2025-09-29T01:29:49.468077] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-09-29T01:29:49.468228] [INFO ] [sig       ] HESM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:49.617148] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HESM.txt
[2025-09-29T01:29:49.617435] [INFO ] [sig       ] [950/2211] Completed HESM in 0.2s | 3.73 sym/s | Total: 4.2m | ETA: 5.6m
[2025-09-29T01:29:49.617518] [INFO ] [sig       ] [951/2211] Forecasting HFRO...
[2025-09-29T01:29:49.617600] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-09-29T01:29:49.617702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-09-29T01:29:49.629083] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HFRO'.
[2025-09-29T01:29:49.629540] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-09-29T01:29:49.658174] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:49.659149] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-09-29T01:29:49.659233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:49.659308] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:49.659378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:49.659484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:49.680289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:49.681229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:49.681377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:49.681452] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:49.723514] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:49.723854] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:49.723936] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:49.723983] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:49.729080] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-09-29T01:29:49.729577] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-09-29T01:29:49.729808] [INFO ] [sig       ] HFRO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:49.891338] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HFRO.txt
[2025-09-29T01:29:49.891633] [INFO ] [sig       ] [951/2211] Completed HFRO in 0.3s | 3.73 sym/s | Total: 4.2m | ETA: 5.6m
[2025-09-29T01:29:49.891740] [INFO ] [sig       ] [952/2211] Forecasting HGER...
[2025-09-29T01:29:49.891812] [INFO ] [sig       ] Generating forecast for: HGER
[2025-09-29T01:29:49.891884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGER' from 'https://tdm.silogroup.org/data/derivative_storage/HGER.csv'.
[2025-09-29T01:29:49.903386] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HGER'.
[2025-09-29T01:29:49.903785] [INFO ] [FORECASTER] Starting predict_future for HGER
[2025-09-29T01:29:49.932246] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:49.933165] [DEBUG] [LOCAL     ] No optimal features file found for HGER: ./output/feature-sets/HGER.txt
[2025-09-29T01:29:49.933248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:49.933322] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:49.933392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:49.933513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:49.952176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:49.952900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:49.953035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:49.953112] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:49.990589] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:49.990775] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:49.990836] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:49.990874] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:49.994606] [DEBUG] [FORECASTER] HGER: Forecast T+1@11:T+2@11: DOWN (p=8.68%)
[2025-09-29T01:29:49.994954] [INFO ] [FORECASTER] Completed predict_future for HGER
[2025-09-29T01:29:49.995125] [INFO ] [sig       ] HGER: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:50.157711] [INFO ] [LOCAL     ] Saved forecast: HGER	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HGER.txt
[2025-09-29T01:29:50.158002] [INFO ] [sig       ] [952/2211] Completed HGER in 0.3s | 3.73 sym/s | Total: 4.3m | ETA: 5.6m
[2025-09-29T01:29:50.158083] [INFO ] [sig       ] [953/2211] Forecasting HGLB...
[2025-09-29T01:29:50.158154] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-09-29T01:29:50.158225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-09-29T01:29:50.168913] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HGLB'.
[2025-09-29T01:29:50.169266] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-09-29T01:29:50.195331] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:50.196283] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-09-29T01:29:50.196366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:50.196453] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:50.196536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:50.196722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:50.214264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:50.214942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:50.215051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:50.215136] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:50.251621] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:50.251834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:50.251887] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:50.251923] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:50.255517] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=25.54%)
[2025-09-29T01:29:50.255861] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-09-29T01:29:50.256035] [INFO ] [sig       ] HGLB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:50.417363] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HGLB.txt
[2025-09-29T01:29:50.417692] [INFO ] [sig       ] [953/2211] Completed HGLB in 0.3s | 3.73 sym/s | Total: 4.3m | ETA: 5.6m
[2025-09-29T01:29:50.417780] [INFO ] [sig       ] [954/2211] Forecasting HGTY...
[2025-09-29T01:29:50.417865] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-09-29T01:29:50.417954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-09-29T01:29:50.429395] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HGTY'.
[2025-09-29T01:29:50.429850] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-09-29T01:29:50.456433] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:50.457327] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-09-29T01:29:50.457418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:50.457519] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:50.457616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:50.457789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:50.477408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:50.478174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:50.478312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:50.478410] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:50.525339] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:50.525675] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:50.525789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:50.525858] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:50.530409] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: UP (p=51.99%)
[2025-09-29T01:29:50.530826] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-09-29T01:29:50.531027] [INFO ] [sig       ] HGTY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:50.678585] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HGTY.txt
[2025-09-29T01:29:50.678911] [INFO ] [sig       ] [954/2211] Completed HGTY in 0.3s | 3.73 sym/s | Total: 4.3m | ETA: 5.6m
[2025-09-29T01:29:50.678993] [INFO ] [sig       ] [955/2211] Forecasting HGV...
[2025-09-29T01:29:50.679066] [INFO ] [sig       ] Generating forecast for: HGV
[2025-09-29T01:29:50.679142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGV' from 'https://tdm.silogroup.org/data/derivative_storage/HGV.csv'.
[2025-09-29T01:29:50.691435] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HGV'.
[2025-09-29T01:29:50.691915] [INFO ] [FORECASTER] Starting predict_future for HGV
[2025-09-29T01:29:50.719234] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:50.720158] [DEBUG] [LOCAL     ] No optimal features file found for HGV: ./output/feature-sets/HGV.txt
[2025-09-29T01:29:50.720243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:50.720353] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:50.720440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:50.720575] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:50.741381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:50.742171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:50.742291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:50.742379] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:50.780261] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:50.780465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:50.780517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:50.780557] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:50.784506] [DEBUG] [FORECASTER] HGV: Forecast T+1@11:T+2@11: UP (p=95.64%)
[2025-09-29T01:29:50.784874] [INFO ] [FORECASTER] Completed predict_future for HGV
[2025-09-29T01:29:50.785046] [INFO ] [sig       ] HGV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:50.950029] [INFO ] [LOCAL     ] Saved forecast: HGV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HGV.txt
[2025-09-29T01:29:50.950328] [INFO ] [sig       ] [955/2211] Completed HGV in 0.3s | 3.73 sym/s | Total: 4.3m | ETA: 5.6m
[2025-09-29T01:29:50.950414] [INFO ] [sig       ] [956/2211] Forecasting HHH...
[2025-09-29T01:29:50.950487] [INFO ] [sig       ] Generating forecast for: HHH
[2025-09-29T01:29:50.950590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-09-29T01:29:50.963890] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HHH'.
[2025-09-29T01:29:50.964370] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-09-29T01:29:50.999269] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:51.000156] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-09-29T01:29:51.000239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:51.000327] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:51.000413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:51.000545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:51.019243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:51.019940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:51.020055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:51.020140] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:51.056553] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:51.056777] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:51.056889] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:51.056943] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:51.060735] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=17.15%)
[2025-09-29T01:29:51.061048] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-09-29T01:29:51.061200] [INFO ] [sig       ] HHH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:51.219507] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HHH.txt
[2025-09-29T01:29:51.219830] [INFO ] [sig       ] [956/2211] Completed HHH in 0.3s | 3.73 sym/s | Total: 4.3m | ETA: 5.6m
[2025-09-29T01:29:51.219927] [INFO ] [sig       ] [957/2211] Forecasting HI...
[2025-09-29T01:29:51.220012] [INFO ] [sig       ] Generating forecast for: HI
[2025-09-29T01:29:51.220099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-09-29T01:29:51.230842] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HI'.
[2025-09-29T01:29:51.231255] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-09-29T01:29:51.259189] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:51.260100] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-09-29T01:29:51.260183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:51.260259] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:51.260334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:51.260451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:51.283574] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:51.284780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:51.284930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:51.285006] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:51.326175] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:51.326381] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:51.326445] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:51.326492] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:51.330472] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: DOWN (p=6.50%)
[2025-09-29T01:29:51.330843] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-09-29T01:29:51.331007] [INFO ] [sig       ] HI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:51.481558] [INFO ] [LOCAL     ] Saved forecast: HI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HI.txt
[2025-09-29T01:29:51.481935] [INFO ] [sig       ] [957/2211] Completed HI in 0.3s | 3.73 sym/s | Total: 4.3m | ETA: 5.6m
[2025-09-29T01:29:51.482025] [INFO ] [sig       ] [958/2211] Forecasting HIG...
[2025-09-29T01:29:51.482109] [INFO ] [sig       ] Generating forecast for: HIG
[2025-09-29T01:29:51.482194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-09-29T01:29:51.494308] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HIG'.
[2025-09-29T01:29:51.494773] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-09-29T01:29:51.524342] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:51.525274] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-09-29T01:29:51.525365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:51.525454] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:51.525528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:51.525669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:51.546462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:51.547176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:51.547292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:51.547364] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:51.588546] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:51.588718] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:51.588782] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:51.588820] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:51.592927] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=59.26%)
[2025-09-29T01:29:51.593248] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-09-29T01:29:51.593403] [INFO ] [sig       ] HIG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:51.752561] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HIG.txt
[2025-09-29T01:29:51.752911] [INFO ] [sig       ] [958/2211] Completed HIG in 0.3s | 3.73 sym/s | Total: 4.3m | ETA: 5.6m
[2025-09-29T01:29:51.752994] [INFO ] [sig       ] [959/2211] Forecasting HII...
[2025-09-29T01:29:51.753067] [INFO ] [sig       ] Generating forecast for: HII
[2025-09-29T01:29:51.753139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-09-29T01:29:51.766126] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HII'.
[2025-09-29T01:29:51.766563] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-09-29T01:29:51.794264] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:51.795138] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-09-29T01:29:51.795220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:51.795308] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:51.795393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:51.795513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:51.814565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:51.815474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:51.815597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:51.815708] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:51.855692] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:51.855884] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:51.855943] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:51.855992] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:51.859843] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: DOWN (p=25.31%)
[2025-09-29T01:29:51.860147] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-09-29T01:29:51.860300] [INFO ] [sig       ] HII: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:52.014607] [INFO ] [LOCAL     ] Saved forecast: HII	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HII.txt
[2025-09-29T01:29:52.014930] [INFO ] [sig       ] [959/2211] Completed HII in 0.3s | 3.73 sym/s | Total: 4.3m | ETA: 5.6m
[2025-09-29T01:29:52.015042] [INFO ] [sig       ] [960/2211] Forecasting HIMS...
[2025-09-29T01:29:52.015138] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-09-29T01:29:52.015231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-09-29T01:29:52.026994] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HIMS'.
[2025-09-29T01:29:52.027470] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-09-29T01:29:52.054770] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:52.055633] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-09-29T01:29:52.055743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:52.055844] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:52.055920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:52.056051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:52.076422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:52.077411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:52.077575] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:52.077674] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:52.119537] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:52.119751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:52.119833] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:52.119874] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:52.124094] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2025-09-29T01:29:52.124417] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-09-29T01:29:52.124600] [INFO ] [sig       ] HIMS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:52.284962] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HIMS.txt
[2025-09-29T01:29:52.285387] [INFO ] [sig       ] [960/2211] Completed HIMS in 0.3s | 3.73 sym/s | Total: 4.3m | ETA: 5.6m
[2025-09-29T01:29:52.285483] [INFO ] [sig       ] [961/2211] Forecasting HIO...
[2025-09-29T01:29:52.285572] [INFO ] [sig       ] Generating forecast for: HIO
[2025-09-29T01:29:52.285694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-09-29T01:29:52.298198] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HIO'.
[2025-09-29T01:29:52.298630] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-09-29T01:29:52.326784] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:52.327778] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-09-29T01:29:52.327862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:52.327942] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:52.328019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:52.328159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:52.346433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:52.347357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:52.347514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:52.347590] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:52.384275] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:52.384468] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:52.384517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:52.384553] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:52.388333] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: DOWN (p=4.91%)
[2025-09-29T01:29:52.388661] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-09-29T01:29:52.388833] [INFO ] [sig       ] HIO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:52.540126] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HIO.txt
[2025-09-29T01:29:52.540428] [INFO ] [sig       ] [961/2211] Completed HIO in 0.3s | 3.73 sym/s | Total: 4.3m | ETA: 5.6m
[2025-09-29T01:29:52.540525] [INFO ] [sig       ] [962/2211] Forecasting HIPO...
[2025-09-29T01:29:52.540621] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-09-29T01:29:52.540720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-09-29T01:29:52.551883] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HIPO'.
[2025-09-29T01:29:52.552368] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-09-29T01:29:52.578461] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:52.579311] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-09-29T01:29:52.579393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:52.579466] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:52.579580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:52.579749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:52.598034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:52.598788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:52.598908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:52.598986] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:52.634109] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:52.634273] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:52.634319] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:52.634355] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:52.638005] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: UP (p=77.35%)
[2025-09-29T01:29:52.638304] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-09-29T01:29:52.638458] [INFO ] [sig       ] HIPO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:52.791229] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HIPO.txt
[2025-09-29T01:29:52.791537] [INFO ] [sig       ] [962/2211] Completed HIPO in 0.3s | 3.73 sym/s | Total: 4.3m | ETA: 5.6m
[2025-09-29T01:29:52.791624] [INFO ] [sig       ] [963/2211] Forecasting HIW...
[2025-09-29T01:29:52.791727] [INFO ] [sig       ] Generating forecast for: HIW
[2025-09-29T01:29:52.791776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIW' from 'https://tdm.silogroup.org/data/derivative_storage/HIW.csv'.
[2025-09-29T01:29:52.805057] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HIW'.
[2025-09-29T01:29:52.805738] [INFO ] [FORECASTER] Starting predict_future for HIW
[2025-09-29T01:29:52.832408] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:52.833259] [DEBUG] [LOCAL     ] No optimal features file found for HIW: ./output/feature-sets/HIW.txt
[2025-09-29T01:29:52.833343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:52.833432] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:52.833522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:52.833687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:52.851669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:52.852358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:52.852480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:52.852564] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:52.890600] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:52.890803] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:52.890857] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:52.890893] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:52.894501] [DEBUG] [FORECASTER] HIW: Forecast T+1@11:T+2@11: DOWN (p=30.07%)
[2025-09-29T01:29:52.894863] [INFO ] [FORECASTER] Completed predict_future for HIW
[2025-09-29T01:29:52.895042] [INFO ] [sig       ] HIW: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:53.040489] [INFO ] [LOCAL     ] Saved forecast: HIW	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HIW.txt
[2025-09-29T01:29:53.040913] [INFO ] [sig       ] [963/2211] Completed HIW in 0.2s | 3.73 sym/s | Total: 4.3m | ETA: 5.6m
[2025-09-29T01:29:53.040997] [INFO ] [sig       ] [964/2211] Forecasting HIX...
[2025-09-29T01:29:53.041068] [INFO ] [sig       ] Generating forecast for: HIX
[2025-09-29T01:29:53.041157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-09-29T01:29:53.051765] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HIX'.
[2025-09-29T01:29:53.052154] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-09-29T01:29:53.079174] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:53.080060] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-09-29T01:29:53.080144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:53.080220] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:53.080291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:53.080394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:53.099046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:53.099957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:53.100075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:53.100147] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:53.134859] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:53.135014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:53.135060] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:53.135094] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:53.138558] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: DOWN (p=26.12%)
[2025-09-29T01:29:53.138893] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-09-29T01:29:53.139067] [INFO ] [sig       ] HIX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:53.288459] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HIX.txt
[2025-09-29T01:29:53.288946] [INFO ] [sig       ] [964/2211] Completed HIX in 0.2s | 3.73 sym/s | Total: 4.3m | ETA: 5.6m
[2025-09-29T01:29:53.289050] [INFO ] [sig       ] [965/2211] Forecasting HKD...
[2025-09-29T01:29:53.289122] [INFO ] [sig       ] Generating forecast for: HKD
[2025-09-29T01:29:53.289196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HKD' from 'https://tdm.silogroup.org/data/derivative_storage/HKD.csv'.
[2025-09-29T01:29:53.301710] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HKD'.
[2025-09-29T01:29:53.302142] [INFO ] [FORECASTER] Starting predict_future for HKD
[2025-09-29T01:29:53.329285] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:53.330151] [DEBUG] [LOCAL     ] No optimal features file found for HKD: ./output/feature-sets/HKD.txt
[2025-09-29T01:29:53.330231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:53.330305] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:53.330373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:53.330487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:53.349040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:53.349844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:53.350004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:53.350079] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:53.389175] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:53.389368] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:53.389416] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:53.389450] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:53.393308] [DEBUG] [FORECASTER] HKD: Forecast T+1@11:T+2@11: DOWN (p=20.08%)
[2025-09-29T01:29:53.393632] [INFO ] [FORECASTER] Completed predict_future for HKD
[2025-09-29T01:29:53.393856] [INFO ] [sig       ] HKD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:53.552392] [INFO ] [LOCAL     ] Saved forecast: HKD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HKD.txt
[2025-09-29T01:29:53.552790] [INFO ] [sig       ] [965/2211] Completed HKD in 0.3s | 3.73 sym/s | Total: 4.3m | ETA: 5.6m
[2025-09-29T01:29:53.552878] [INFO ] [sig       ] [966/2211] Forecasting HL...
[2025-09-29T01:29:53.552964] [INFO ] [sig       ] Generating forecast for: HL
[2025-09-29T01:29:53.553052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-09-29T01:29:53.568076] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HL'.
[2025-09-29T01:29:53.568554] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-09-29T01:29:53.607222] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:53.608154] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-09-29T01:29:53.608238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:53.608311] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:53.608380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:53.608484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:53.626433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:53.627211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:53.627328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:53.627403] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:53.667163] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:53.667361] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:53.667409] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:53.667447] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:53.671377] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: DOWN (p=25.35%)
[2025-09-29T01:29:53.671719] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-09-29T01:29:53.671892] [INFO ] [sig       ] HL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:53.826037] [INFO ] [LOCAL     ] Saved forecast: HL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HL.txt
[2025-09-29T01:29:53.826346] [INFO ] [sig       ] [966/2211] Completed HL in 0.3s | 3.73 sym/s | Total: 4.3m | ETA: 5.6m
[2025-09-29T01:29:53.826432] [INFO ] [sig       ] [967/2211] Forecasting HLF...
[2025-09-29T01:29:53.826505] [INFO ] [sig       ] Generating forecast for: HLF
[2025-09-29T01:29:53.826580] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-09-29T01:29:53.839399] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HLF'.
[2025-09-29T01:29:53.839863] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-09-29T01:29:53.865787] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:53.866638] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-09-29T01:29:53.866743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:53.866818] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:53.866914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:53.867016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:53.884696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:53.885334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:53.885451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:53.885522] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:53.919264] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:53.919399] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:53.919460] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:53.919499] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:53.922968] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: UP (p=65.11%)
[2025-09-29T01:29:53.923268] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-09-29T01:29:53.923419] [INFO ] [sig       ] HLF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:54.070614] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HLF.txt
[2025-09-29T01:29:54.070941] [INFO ] [sig       ] [967/2211] Completed HLF in 0.2s | 3.73 sym/s | Total: 4.3m | ETA: 5.6m
[2025-09-29T01:29:54.071023] [INFO ] [sig       ] [968/2211] Forecasting HLI...
[2025-09-29T01:29:54.071099] [INFO ] [sig       ] Generating forecast for: HLI
[2025-09-29T01:29:54.071174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-09-29T01:29:54.083459] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HLI'.
[2025-09-29T01:29:54.083941] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-09-29T01:29:54.111198] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:54.112082] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-09-29T01:29:54.112165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:54.112256] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:54.112340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:54.112460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:54.131710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:54.132376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:54.132493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:54.132578] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:54.170229] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:54.170441] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:54.170491] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:54.170528] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:54.174313] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-09-29T01:29:54.174637] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-09-29T01:29:54.174868] [INFO ] [sig       ] HLI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:54.331089] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HLI.txt
[2025-09-29T01:29:54.331447] [INFO ] [sig       ] [968/2211] Completed HLI in 0.3s | 3.73 sym/s | Total: 4.3m | ETA: 5.5m
[2025-09-29T01:29:54.331534] [INFO ] [sig       ] [969/2211] Forecasting HLIO...
[2025-09-29T01:29:54.331620] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-09-29T01:29:54.331735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-09-29T01:29:54.342997] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HLIO'.
[2025-09-29T01:29:54.343393] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-09-29T01:29:54.369587] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:54.370452] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-09-29T01:29:54.370534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:54.370688] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:54.370762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:54.370906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:54.389493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:54.390314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:54.390427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:54.390512] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:54.433933] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:54.434132] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:54.434216] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:54.434278] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:54.438768] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: UP (p=85.72%)
[2025-09-29T01:29:54.439139] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-09-29T01:29:54.439329] [INFO ] [sig       ] HLIO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:54.615218] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HLIO.txt
[2025-09-29T01:29:54.615638] [INFO ] [sig       ] [969/2211] Completed HLIO in 0.3s | 3.73 sym/s | Total: 4.3m | ETA: 5.5m
[2025-09-29T01:29:54.615774] [INFO ] [sig       ] [970/2211] Forecasting HLLY...
[2025-09-29T01:29:54.615859] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-09-29T01:29:54.615958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-09-29T01:29:54.628822] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HLLY'.
[2025-09-29T01:29:54.629267] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-09-29T01:29:54.658486] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:54.659414] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-09-29T01:29:54.659499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:54.659588] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:54.659703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:54.659827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:54.680015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:54.680966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:54.681111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:54.681189] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:54.720334] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:54.720562] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:54.720629] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:54.720709] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:54.724540] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: DOWN (p=0.67%)
[2025-09-29T01:29:54.724887] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-09-29T01:29:54.725065] [INFO ] [sig       ] HLLY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:54.895599] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HLLY.txt
[2025-09-29T01:29:54.895933] [INFO ] [sig       ] [970/2211] Completed HLLY in 0.3s | 3.73 sym/s | Total: 4.3m | ETA: 5.5m
[2025-09-29T01:29:54.896017] [INFO ] [sig       ] [971/2211] Forecasting HLN...
[2025-09-29T01:29:54.896102] [INFO ] [sig       ] Generating forecast for: HLN
[2025-09-29T01:29:54.896190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-09-29T01:29:54.908807] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HLN'.
[2025-09-29T01:29:54.909250] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-09-29T01:29:54.936499] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:54.937359] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-09-29T01:29:54.937441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:54.937522] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:54.937600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:54.937742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:54.956067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:54.956740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:54.956881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:54.956962] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:54.991168] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:54.991302] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:54.991348] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:54.991383] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:54.994957] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: DOWN (p=4.80%)
[2025-09-29T01:29:54.995252] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-09-29T01:29:54.995401] [INFO ] [sig       ] HLN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:55.145378] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HLN.txt
[2025-09-29T01:29:55.145741] [INFO ] [sig       ] [971/2211] Completed HLN in 0.2s | 3.73 sym/s | Total: 4.3m | ETA: 5.5m
[2025-09-29T01:29:55.145826] [INFO ] [sig       ] [972/2211] Forecasting HLT...
[2025-09-29T01:29:55.145900] [INFO ] [sig       ] Generating forecast for: HLT
[2025-09-29T01:29:55.145975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLT' from 'https://tdm.silogroup.org/data/derivative_storage/HLT.csv'.
[2025-09-29T01:29:55.157505] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HLT'.
[2025-09-29T01:29:55.157956] [INFO ] [FORECASTER] Starting predict_future for HLT
[2025-09-29T01:29:55.185053] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:55.185987] [DEBUG] [LOCAL     ] No optimal features file found for HLT: ./output/feature-sets/HLT.txt
[2025-09-29T01:29:55.186070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:55.186159] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:55.186246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:55.186376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:55.204415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:55.205074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:55.205209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:55.205296] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:55.244268] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:55.244387] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:55.244430] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:55.244465] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:55.247946] [DEBUG] [FORECASTER] HLT: Forecast T+1@11:T+2@11: UP (p=97.71%)
[2025-09-29T01:29:55.248244] [INFO ] [FORECASTER] Completed predict_future for HLT
[2025-09-29T01:29:55.248427] [INFO ] [sig       ] HLT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:55.401033] [INFO ] [LOCAL     ] Saved forecast: HLT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HLT.txt
[2025-09-29T01:29:55.401412] [INFO ] [sig       ] [972/2211] Completed HLT in 0.3s | 3.73 sym/s | Total: 4.3m | ETA: 5.5m
[2025-09-29T01:29:55.401496] [INFO ] [sig       ] [973/2211] Forecasting HLX...
[2025-09-29T01:29:55.401591] [INFO ] [sig       ] Generating forecast for: HLX
[2025-09-29T01:29:55.401713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-09-29T01:29:55.413527] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HLX'.
[2025-09-29T01:29:55.413898] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-09-29T01:29:55.441612] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:55.442425] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-09-29T01:29:55.442507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:55.442581] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:55.442673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:55.442779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:55.460989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:55.462011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:55.462133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:55.462205] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:55.502559] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:55.502712] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:55.502776] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:55.502815] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:55.507190] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=13.67%)
[2025-09-29T01:29:55.507509] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-09-29T01:29:55.507715] [INFO ] [sig       ] HLX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:55.668229] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HLX.txt
[2025-09-29T01:29:55.668497] [INFO ] [sig       ] [973/2211] Completed HLX in 0.3s | 3.73 sym/s | Total: 4.3m | ETA: 5.5m
[2025-09-29T01:29:55.668609] [INFO ] [sig       ] [974/2211] Forecasting HMC...
[2025-09-29T01:29:55.668718] [INFO ] [sig       ] Generating forecast for: HMC
[2025-09-29T01:29:55.668805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-09-29T01:29:55.679466] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HMC'.
[2025-09-29T01:29:55.679859] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-09-29T01:29:55.716291] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:55.717505] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-09-29T01:29:55.717604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:55.717718] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:55.717803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:55.717941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:55.744922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:55.746078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:55.746221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:55.746304] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:55.788527] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:55.788752] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:55.788820] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:55.788901] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:55.792772] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2025-09-29T01:29:55.793080] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-09-29T01:29:55.793239] [INFO ] [sig       ] HMC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:55.949300] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HMC.txt
[2025-09-29T01:29:55.949569] [INFO ] [sig       ] [974/2211] Completed HMC in 0.3s | 3.73 sym/s | Total: 4.3m | ETA: 5.5m
[2025-09-29T01:29:55.949697] [INFO ] [sig       ] [975/2211] Forecasting HMN...
[2025-09-29T01:29:55.949781] [INFO ] [sig       ] Generating forecast for: HMN
[2025-09-29T01:29:55.949862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-09-29T01:29:55.961441] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HMN'.
[2025-09-29T01:29:55.961878] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-09-29T01:29:55.990803] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:55.991582] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-09-29T01:29:55.991690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:55.991766] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:55.991837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:55.991951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:56.013043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:56.013725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:56.013844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:56.013918] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:56.056501] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:56.056748] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:56.056838] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:56.056913] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:56.061078] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=10.51%)
[2025-09-29T01:29:56.061425] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-09-29T01:29:56.061588] [INFO ] [sig       ] HMN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:56.219161] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HMN.txt
[2025-09-29T01:29:56.219512] [INFO ] [sig       ] [975/2211] Completed HMN in 0.3s | 3.73 sym/s | Total: 4.4m | ETA: 5.5m
[2025-09-29T01:29:56.219600] [INFO ] [sig       ] [976/2211] Forecasting HMY...
[2025-09-29T01:29:56.219709] [INFO ] [sig       ] Generating forecast for: HMY
[2025-09-29T01:29:56.219800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-09-29T01:29:56.233504] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HMY'.
[2025-09-29T01:29:56.233972] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-09-29T01:29:56.262117] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:56.263121] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-09-29T01:29:56.263203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:56.263278] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:56.263349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:56.263452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:56.284763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:56.285680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:56.285803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:56.285876] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:56.323359] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:56.323545] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:56.323611] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:56.323678] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:56.327724] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: DOWN (p=33.74%)
[2025-09-29T01:29:56.328038] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-09-29T01:29:56.328191] [INFO ] [sig       ] HMY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:56.478769] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HMY.txt
[2025-09-29T01:29:56.479086] [INFO ] [sig       ] [976/2211] Completed HMY in 0.3s | 3.73 sym/s | Total: 4.4m | ETA: 5.5m
[2025-09-29T01:29:56.479206] [INFO ] [sig       ] [977/2211] Forecasting HNI...
[2025-09-29T01:29:56.479283] [INFO ] [sig       ] Generating forecast for: HNI
[2025-09-29T01:29:56.479358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-09-29T01:29:56.492108] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HNI'.
[2025-09-29T01:29:56.492739] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-09-29T01:29:56.532253] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:56.533466] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-09-29T01:29:56.533567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:56.533698] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:56.533805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:56.533970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:56.558314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:56.559193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:56.559311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:56.559403] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:56.603920] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:56.604146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:56.604197] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:56.604233] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:56.608872] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: DOWN (p=29.06%)
[2025-09-29T01:29:56.609337] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-09-29T01:29:56.609517] [INFO ] [sig       ] HNI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:56.762244] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HNI.txt
[2025-09-29T01:29:56.762510] [INFO ] [sig       ] [977/2211] Completed HNI in 0.3s | 3.73 sym/s | Total: 4.4m | ETA: 5.5m
[2025-09-29T01:29:56.762612] [INFO ] [sig       ] [978/2211] Forecasting HOG...
[2025-09-29T01:29:56.762729] [INFO ] [sig       ] Generating forecast for: HOG
[2025-09-29T01:29:56.762808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-09-29T01:29:56.774756] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HOG'.
[2025-09-29T01:29:56.775253] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-09-29T01:29:56.803542] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:56.804711] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-09-29T01:29:56.804807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:56.804883] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:56.804953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:56.805059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:56.826539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:56.827489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:56.827615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:56.827713] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:56.867599] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:56.867826] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:56.867883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:56.867919] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:56.872115] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=87.59%)
[2025-09-29T01:29:56.872511] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-09-29T01:29:56.872721] [INFO ] [sig       ] HOG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:57.037440] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HOG.txt
[2025-09-29T01:29:57.037827] [INFO ] [sig       ] [978/2211] Completed HOG in 0.3s | 3.73 sym/s | Total: 4.4m | ETA: 5.5m
[2025-09-29T01:29:57.037913] [INFO ] [sig       ] [979/2211] Forecasting HOMB...
[2025-09-29T01:29:57.037989] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-09-29T01:29:57.038071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-09-29T01:29:57.050010] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HOMB'.
[2025-09-29T01:29:57.050452] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-09-29T01:29:57.077192] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:57.078070] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-09-29T01:29:57.078151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:57.078238] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:57.078338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:57.078499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:57.097283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:57.097971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:57.098086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:57.098173] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:57.135750] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:57.135861] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:57.135905] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:57.135940] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:57.139281] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=68.06%)
[2025-09-29T01:29:57.139576] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-09-29T01:29:57.139787] [INFO ] [sig       ] HOMB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:57.287394] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HOMB.txt
[2025-09-29T01:29:57.287696] [INFO ] [sig       ] [979/2211] Completed HOMB in 0.2s | 3.73 sym/s | Total: 4.4m | ETA: 5.5m
[2025-09-29T01:29:57.287806] [INFO ] [sig       ] [980/2211] Forecasting HOUS...
[2025-09-29T01:29:57.287923] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-09-29T01:29:57.288014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-09-29T01:29:57.299294] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HOUS'.
[2025-09-29T01:29:57.299621] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-09-29T01:29:57.325785] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:57.326567] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-09-29T01:29:57.326674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:57.326752] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:57.326847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:57.326981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:57.344988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:57.345609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:57.345770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:57.345840] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:57.385744] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:57.385856] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:57.385898] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:57.385932] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:57.389351] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: DOWN (p=11.02%)
[2025-09-29T01:29:57.389753] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-09-29T01:29:57.389917] [INFO ] [sig       ] HOUS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:57.553377] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HOUS.txt
[2025-09-29T01:29:57.553754] [INFO ] [sig       ] [980/2211] Completed HOUS in 0.3s | 3.73 sym/s | Total: 4.4m | ETA: 5.5m
[2025-09-29T01:29:57.553865] [INFO ] [sig       ] [981/2211] Forecasting HOV...
[2025-09-29T01:29:57.553963] [INFO ] [sig       ] Generating forecast for: HOV
[2025-09-29T01:29:57.554054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOV' from 'https://tdm.silogroup.org/data/derivative_storage/HOV.csv'.
[2025-09-29T01:29:57.566237] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HOV'.
[2025-09-29T01:29:57.566788] [INFO ] [FORECASTER] Starting predict_future for HOV
[2025-09-29T01:29:57.595611] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:57.596611] [DEBUG] [LOCAL     ] No optimal features file found for HOV: ./output/feature-sets/HOV.txt
[2025-09-29T01:29:57.596721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:57.596797] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:57.596888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:57.596994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:57.616336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:57.617414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:57.617544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:57.617616] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:57.658356] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:57.658556] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:57.658607] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:57.658695] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:57.662491] [DEBUG] [FORECASTER] HOV: Forecast T+1@11:T+2@11: DOWN (p=9.46%)
[2025-09-29T01:29:57.662839] [INFO ] [FORECASTER] Completed predict_future for HOV
[2025-09-29T01:29:57.663009] [INFO ] [sig       ] HOV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:57.815950] [INFO ] [LOCAL     ] Saved forecast: HOV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HOV.txt
[2025-09-29T01:29:57.816276] [INFO ] [sig       ] [981/2211] Completed HOV in 0.3s | 3.73 sym/s | Total: 4.4m | ETA: 5.5m
[2025-09-29T01:29:57.816360] [INFO ] [sig       ] [982/2211] Forecasting HP...
[2025-09-29T01:29:57.816430] [INFO ] [sig       ] Generating forecast for: HP
[2025-09-29T01:29:57.816502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-09-29T01:29:57.827832] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HP'.
[2025-09-29T01:29:57.828238] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-09-29T01:29:57.855410] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:57.856256] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-09-29T01:29:57.856339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:57.856425] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:57.856505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:57.856666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:57.875196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:57.875889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:57.876036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:57.876113] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:57.910967] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:57.911146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:57.911197] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:57.911233] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:57.915247] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: DOWN (p=44.58%)
[2025-09-29T01:29:57.915598] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-09-29T01:29:57.915803] [INFO ] [sig       ] HP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:58.066759] [INFO ] [LOCAL     ] Saved forecast: HP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HP.txt
[2025-09-29T01:29:58.067089] [INFO ] [sig       ] [982/2211] Completed HP in 0.3s | 3.73 sym/s | Total: 4.4m | ETA: 5.5m
[2025-09-29T01:29:58.067176] [INFO ] [sig       ] [983/2211] Forecasting HPE...
[2025-09-29T01:29:58.067262] [INFO ] [sig       ] Generating forecast for: HPE
[2025-09-29T01:29:58.067348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-09-29T01:29:58.077970] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HPE'.
[2025-09-29T01:29:58.078337] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-09-29T01:29:58.104868] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:58.105734] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-09-29T01:29:58.105816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:58.105902] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:58.105984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:58.106111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:58.125423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:58.126148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:58.126291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:58.126372] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:58.161906] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:58.162043] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:58.162090] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:58.162131] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:58.165843] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: UP (p=51.85%)
[2025-09-29T01:29:58.166143] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-09-29T01:29:58.166293] [INFO ] [sig       ] HPE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:58.315534] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HPE.txt
[2025-09-29T01:29:58.315849] [INFO ] [sig       ] [983/2211] Completed HPE in 0.2s | 3.73 sym/s | Total: 4.4m | ETA: 5.5m
[2025-09-29T01:29:58.315934] [INFO ] [sig       ] [984/2211] Forecasting HPF...
[2025-09-29T01:29:58.316013] [INFO ] [sig       ] Generating forecast for: HPF
[2025-09-29T01:29:58.316099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-09-29T01:29:58.327510] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HPF'.
[2025-09-29T01:29:58.328070] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-09-29T01:29:58.356194] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:58.357163] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-09-29T01:29:58.357248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:58.357322] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:58.357394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:58.357500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:58.376216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:58.377138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:58.377260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:58.377361] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:58.413949] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:58.414161] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:58.414217] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:58.414256] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:58.418120] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=4.28%)
[2025-09-29T01:29:58.418567] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-09-29T01:29:58.418772] [INFO ] [sig       ] HPF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:58.582626] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HPF.txt
[2025-09-29T01:29:58.583064] [INFO ] [sig       ] [984/2211] Completed HPF in 0.3s | 3.73 sym/s | Total: 4.4m | ETA: 5.5m
[2025-09-29T01:29:58.583156] [INFO ] [sig       ] [985/2211] Forecasting HPI...
[2025-09-29T01:29:58.583230] [INFO ] [sig       ] Generating forecast for: HPI
[2025-09-29T01:29:58.583307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-09-29T01:29:58.596414] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HPI'.
[2025-09-29T01:29:58.596966] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-09-29T01:29:58.632614] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:58.633716] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-09-29T01:29:58.633802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:58.633888] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:58.633969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:58.634114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:58.658074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:58.659131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:58.659290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:58.659366] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:58.703185] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:58.703358] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:58.703444] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:58.703546] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:58.708941] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=39.73%)
[2025-09-29T01:29:58.709469] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-09-29T01:29:58.709719] [INFO ] [sig       ] HPI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:58.876704] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HPI.txt
[2025-09-29T01:29:58.877029] [INFO ] [sig       ] [985/2211] Completed HPI in 0.3s | 3.73 sym/s | Total: 4.4m | ETA: 5.5m
[2025-09-29T01:29:58.877118] [INFO ] [sig       ] [986/2211] Forecasting HPP...
[2025-09-29T01:29:58.877196] [INFO ] [sig       ] Generating forecast for: HPP
[2025-09-29T01:29:58.877274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-09-29T01:29:58.888306] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HPP'.
[2025-09-29T01:29:58.888693] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-09-29T01:29:58.916024] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:58.916926] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-09-29T01:29:58.917007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:58.917080] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:58.917150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:58.917257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:58.936035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:58.936672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:58.936788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:58.936887] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:58.976299] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:58.976414] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:58.976458] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:58.976493] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:58.979953] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=23.19%)
[2025-09-29T01:29:58.980266] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-09-29T01:29:58.980427] [INFO ] [sig       ] HPP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:59.132565] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HPP.txt
[2025-09-29T01:29:59.132840] [INFO ] [sig       ] [986/2211] Completed HPP in 0.3s | 3.73 sym/s | Total: 4.4m | ETA: 5.5m
[2025-09-29T01:29:59.132928] [INFO ] [sig       ] [987/2211] Forecasting HPQ...
[2025-09-29T01:29:59.133005] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-09-29T01:29:59.133078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-09-29T01:29:59.145848] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HPQ'.
[2025-09-29T01:29:59.146358] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-09-29T01:29:59.173607] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:59.174543] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-09-29T01:29:59.174624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:59.174720] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:59.174845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:59.174952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:59.193481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:59.194300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:59.194418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:59.194488] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:59.231940] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:59.232167] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:59.232229] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:59.232266] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:59.236275] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: DOWN (p=16.27%)
[2025-09-29T01:29:59.236612] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-09-29T01:29:59.236809] [INFO ] [sig       ] HPQ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:29:59.387036] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HPQ.txt
[2025-09-29T01:29:59.387450] [INFO ] [sig       ] [987/2211] Completed HPQ in 0.3s | 3.73 sym/s | Total: 4.4m | ETA: 5.5m
[2025-09-29T01:29:59.387540] [INFO ] [sig       ] [988/2211] Forecasting HPS...
[2025-09-29T01:29:59.387633] [INFO ] [sig       ] Generating forecast for: HPS
[2025-09-29T01:29:59.387739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-09-29T01:29:59.399165] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HPS'.
[2025-09-29T01:29:59.399601] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-09-29T01:29:59.427396] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:59.428251] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-09-29T01:29:59.428340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:59.428456] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:59.428534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:59.428639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:59.447977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:59.448811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:59.448932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:59.449014] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:59.489589] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:59.489747] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:59.489808] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:59.489845] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:59.493275] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2025-09-29T01:29:59.493563] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-09-29T01:29:59.493775] [INFO ] [sig       ] HPS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:59.645979] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HPS.txt
[2025-09-29T01:29:59.646416] [INFO ] [sig       ] [988/2211] Completed HPS in 0.3s | 3.73 sym/s | Total: 4.4m | ETA: 5.5m
[2025-09-29T01:29:59.646510] [INFO ] [sig       ] [989/2211] Forecasting HQH...
[2025-09-29T01:29:59.646609] [INFO ] [sig       ] Generating forecast for: HQH
[2025-09-29T01:29:59.646742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQH' from 'https://tdm.silogroup.org/data/derivative_storage/HQH.csv'.
[2025-09-29T01:29:59.660097] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HQH'.
[2025-09-29T01:29:59.660608] [INFO ] [FORECASTER] Starting predict_future for HQH
[2025-09-29T01:29:59.687885] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:59.688738] [DEBUG] [LOCAL     ] No optimal features file found for HQH: ./output/feature-sets/HQH.txt
[2025-09-29T01:29:59.688820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:59.688893] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:59.688964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:59.689103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:59.708108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:59.709184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:59.709321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:59.709397] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:29:59.750399] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:29:59.750596] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:29:59.750684] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:29:59.750756] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:29:59.754583] [DEBUG] [FORECASTER] HQH: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2025-09-29T01:29:59.754972] [INFO ] [FORECASTER] Completed predict_future for HQH
[2025-09-29T01:29:59.755154] [INFO ] [sig       ] HQH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:29:59.907772] [INFO ] [LOCAL     ] Saved forecast: HQH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HQH.txt
[2025-09-29T01:29:59.908056] [INFO ] [sig       ] [989/2211] Completed HQH in 0.3s | 3.73 sym/s | Total: 4.4m | ETA: 5.5m
[2025-09-29T01:29:59.908181] [INFO ] [sig       ] [990/2211] Forecasting HQL...
[2025-09-29T01:29:59.908254] [INFO ] [sig       ] Generating forecast for: HQL
[2025-09-29T01:29:59.908329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-09-29T01:29:59.919843] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HQL'.
[2025-09-29T01:29:59.920264] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-09-29T01:29:59.947851] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:29:59.948661] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-09-29T01:29:59.948745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:29:59.948819] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:29:59.948888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:29:59.948990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:29:59.968116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:29:59.968881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:29:59.969000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:29:59.969072] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:00.010458] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:00.010579] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:00.010622] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:00.010694] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:00.014371] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=66.07%)
[2025-09-29T01:30:00.014697] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-09-29T01:30:00.014876] [INFO ] [sig       ] HQL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:00.167583] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HQL.txt
[2025-09-29T01:30:00.167887] [INFO ] [sig       ] [990/2211] Completed HQL in 0.3s | 3.73 sym/s | Total: 4.4m | ETA: 5.5m
[2025-09-29T01:30:00.167970] [INFO ] [sig       ] [991/2211] Forecasting HR...
[2025-09-29T01:30:00.168043] [INFO ] [sig       ] Generating forecast for: HR
[2025-09-29T01:30:00.168116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HR' from 'https://tdm.silogroup.org/data/derivative_storage/HR.csv'.
[2025-09-29T01:30:00.181711] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HR'.
[2025-09-29T01:30:00.182180] [INFO ] [FORECASTER] Starting predict_future for HR
[2025-09-29T01:30:00.218134] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:00.219055] [DEBUG] [LOCAL     ] No optimal features file found for HR: ./output/feature-sets/HR.txt
[2025-09-29T01:30:00.219139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:00.219234] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:00.219321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:00.219440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:00.237731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:00.238404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:00.238526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:00.238616] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:00.278143] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:00.278297] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:00.278344] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:00.278380] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:00.282015] [DEBUG] [FORECASTER] HR: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2025-09-29T01:30:00.282319] [INFO ] [FORECASTER] Completed predict_future for HR
[2025-09-29T01:30:00.282479] [INFO ] [sig       ] HR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:00.441804] [INFO ] [LOCAL     ] Saved forecast: HR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HR.txt
[2025-09-29T01:30:00.442188] [INFO ] [sig       ] [991/2211] Completed HR in 0.3s | 3.73 sym/s | Total: 4.4m | ETA: 5.4m
[2025-09-29T01:30:00.442279] [INFO ] [sig       ] [992/2211] Forecasting HRB...
[2025-09-29T01:30:00.442367] [INFO ] [sig       ] Generating forecast for: HRB
[2025-09-29T01:30:00.442456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-09-29T01:30:00.453986] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HRB'.
[2025-09-29T01:30:00.454472] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-09-29T01:30:00.482209] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:00.483119] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-09-29T01:30:00.483219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:00.483307] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:00.483392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:00.483520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:00.502745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:00.503516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:00.503634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:00.503747] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:00.551229] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:00.551469] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:00.551524] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:00.551580] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:00.555977] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: UP (p=84.79%)
[2025-09-29T01:30:00.556327] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-09-29T01:30:00.556488] [INFO ] [sig       ] HRB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:00.716436] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HRB.txt
[2025-09-29T01:30:00.716877] [INFO ] [sig       ] [992/2211] Completed HRB in 0.3s | 3.73 sym/s | Total: 4.4m | ETA: 5.4m
[2025-09-29T01:30:00.716978] [INFO ] [sig       ] [993/2211] Forecasting HRI...
[2025-09-29T01:30:00.717069] [INFO ] [sig       ] Generating forecast for: HRI
[2025-09-29T01:30:00.717156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRI' from 'https://tdm.silogroup.org/data/derivative_storage/HRI.csv'.
[2025-09-29T01:30:00.730376] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HRI'.
[2025-09-29T01:30:00.730938] [INFO ] [FORECASTER] Starting predict_future for HRI
[2025-09-29T01:30:00.759305] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:00.760253] [DEBUG] [LOCAL     ] No optimal features file found for HRI: ./output/feature-sets/HRI.txt
[2025-09-29T01:30:00.760337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:00.760427] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:00.760513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:00.760665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:00.779538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:00.780388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:00.780527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:00.780605] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:00.817927] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:00.818116] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:00.818165] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:00.818202] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:00.822826] [DEBUG] [FORECASTER] HRI: Forecast T+1@11:T+2@11: UP (p=84.03%)
[2025-09-29T01:30:00.823197] [INFO ] [FORECASTER] Completed predict_future for HRI
[2025-09-29T01:30:00.823429] [INFO ] [sig       ] HRI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:00.984321] [INFO ] [LOCAL     ] Saved forecast: HRI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HRI.txt
[2025-09-29T01:30:00.984672] [INFO ] [sig       ] [993/2211] Completed HRI in 0.3s | 3.73 sym/s | Total: 4.4m | ETA: 5.4m
[2025-09-29T01:30:00.984760] [INFO ] [sig       ] [994/2211] Forecasting HRL...
[2025-09-29T01:30:00.984847] [INFO ] [sig       ] Generating forecast for: HRL
[2025-09-29T01:30:00.984944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-09-29T01:30:00.997302] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HRL'.
[2025-09-29T01:30:00.997726] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-09-29T01:30:01.024304] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:01.025244] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-09-29T01:30:01.025328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:01.025413] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:01.025496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:01.025621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:01.044354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:01.045185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:01.045303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:01.045390] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:01.083877] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:01.084086] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:01.084137] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:01.084173] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:01.088121] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=45.75%)
[2025-09-29T01:30:01.088462] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-09-29T01:30:01.088618] [INFO ] [sig       ] HRL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:01.280761] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HRL.txt
[2025-09-29T01:30:01.281142] [INFO ] [sig       ] [994/2211] Completed HRL in 0.3s | 3.73 sym/s | Total: 4.4m | ETA: 5.4m
[2025-09-29T01:30:01.281249] [INFO ] [sig       ] [995/2211] Forecasting HRTG...
[2025-09-29T01:30:01.281334] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-09-29T01:30:01.281420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-09-29T01:30:01.294217] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HRTG'.
[2025-09-29T01:30:01.294792] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-09-29T01:30:01.323476] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:01.324489] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-09-29T01:30:01.324587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:01.324686] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:01.324759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:01.324865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:01.343246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:01.344177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:01.344298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:01.344370] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:01.381079] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:01.381257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:01.381306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:01.381343] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:01.385062] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-09-29T01:30:01.385398] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-09-29T01:30:01.385551] [INFO ] [sig       ] HRTG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:01.542154] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HRTG.txt
[2025-09-29T01:30:01.542518] [INFO ] [sig       ] [995/2211] Completed HRTG in 0.3s | 3.73 sym/s | Total: 4.4m | ETA: 5.4m
[2025-09-29T01:30:01.542608] [INFO ] [sig       ] [996/2211] Forecasting HSBC...
[2025-09-29T01:30:01.542723] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-09-29T01:30:01.542828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-09-29T01:30:01.554275] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HSBC'.
[2025-09-29T01:30:01.554813] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-09-29T01:30:01.582903] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:01.583942] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-09-29T01:30:01.584040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:01.584137] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:01.584234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:01.584381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:01.603036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:01.604119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:01.604266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:01.604362] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:01.645344] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:01.645561] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:01.645615] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:01.645691] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:01.649593] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=95.03%)
[2025-09-29T01:30:01.650056] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-09-29T01:30:01.650264] [INFO ] [sig       ] HSBC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:01.803577] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HSBC.txt
[2025-09-29T01:30:01.803897] [INFO ] [sig       ] [996/2211] Completed HSBC in 0.3s | 3.73 sym/s | Total: 4.4m | ETA: 5.4m
[2025-09-29T01:30:01.803988] [INFO ] [sig       ] [997/2211] Forecasting HSHP...
[2025-09-29T01:30:01.804069] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-09-29T01:30:01.804157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-09-29T01:30:01.815341] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HSHP'.
[2025-09-29T01:30:01.815794] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-09-29T01:30:01.843221] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:01.844171] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-09-29T01:30:01.844257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:01.844334] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:01.844404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:01.844513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:01.868917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:01.870320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:01.870504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:01.870582] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:01.914061] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:01.914288] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:01.914365] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:01.914451] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:01.919089] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=50.90%)
[2025-09-29T01:30:01.919413] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-09-29T01:30:01.919787] [INFO ] [sig       ] HSHP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:02.077516] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HSHP.txt
[2025-09-29T01:30:02.078113] [INFO ] [sig       ] [997/2211] Completed HSHP in 0.3s | 3.73 sym/s | Total: 4.5m | ETA: 5.4m
[2025-09-29T01:30:02.078198] [INFO ] [sig       ] [998/2211] Forecasting HSY...
[2025-09-29T01:30:02.078271] [INFO ] [sig       ] Generating forecast for: HSY
[2025-09-29T01:30:02.078356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-09-29T01:30:02.091406] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HSY'.
[2025-09-29T01:30:02.091949] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-09-29T01:30:02.122397] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:02.123335] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-09-29T01:30:02.123436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:02.123535] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:02.123626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:02.123790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:02.143782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:02.144910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:02.145054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:02.145180] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:02.189084] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:02.189309] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:02.189369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:02.189407] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:02.193610] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: DOWN (p=27.70%)
[2025-09-29T01:30:02.194004] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-09-29T01:30:02.194189] [INFO ] [sig       ] HSY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:02.360362] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HSY.txt
[2025-09-29T01:30:02.360699] [INFO ] [sig       ] [998/2211] Completed HSY in 0.3s | 3.73 sym/s | Total: 4.5m | ETA: 5.4m
[2025-09-29T01:30:02.360788] [INFO ] [sig       ] [999/2211] Forecasting HTD...
[2025-09-29T01:30:02.360873] [INFO ] [sig       ] Generating forecast for: HTD
[2025-09-29T01:30:02.360953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-09-29T01:30:02.371748] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HTD'.
[2025-09-29T01:30:02.372138] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-09-29T01:30:02.399828] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:02.400731] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-09-29T01:30:02.400830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:02.400911] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:02.400982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:02.401089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:02.422167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:02.423093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:02.423212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:02.423286] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:02.472448] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:02.472686] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:02.472793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:02.472839] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:02.477683] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=88.32%)
[2025-09-29T01:30:02.478071] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-09-29T01:30:02.478244] [INFO ] [sig       ] HTD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:02.640395] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HTD.txt
[2025-09-29T01:30:02.640846] [INFO ] [sig       ] [999/2211] Completed HTD in 0.3s | 3.73 sym/s | Total: 4.5m | ETA: 5.4m
[2025-09-29T01:30:02.640953] [INFO ] [sig       ] [1000/2211] Forecasting HTGC...
[2025-09-29T01:30:02.641060] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-09-29T01:30:02.641163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-09-29T01:30:02.653551] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HTGC'.
[2025-09-29T01:30:02.653991] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-09-29T01:30:02.680539] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:02.681545] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-09-29T01:30:02.681633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:02.681733] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:02.681805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:02.681910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:02.707765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:02.708926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:02.709076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:02.709168] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:02.755828] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:02.756026] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:02.756080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:02.756117] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:02.760137] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-09-29T01:30:02.760482] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-09-29T01:30:02.760682] [INFO ] [sig       ] HTGC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:02.964336] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HTGC.txt
[2025-09-29T01:30:02.964696] [INFO ] [sig       ] [1000/2211] Completed HTGC in 0.3s | 3.73 sym/s | Total: 4.5m | ETA: 5.4m
[2025-09-29T01:30:02.964785] [INFO ] [sig       ] [1001/2211] Forecasting HTH...
[2025-09-29T01:30:02.964859] [INFO ] [sig       ] Generating forecast for: HTH
[2025-09-29T01:30:02.964940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-09-29T01:30:02.976943] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HTH'.
[2025-09-29T01:30:02.977351] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-09-29T01:30:03.012101] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:03.013308] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-09-29T01:30:03.013392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:03.013481] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:03.013563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:03.013701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:03.034856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:03.035635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:03.035821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:03.035898] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:03.081378] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:03.081538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:03.081606] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:03.081763] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:03.086167] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=16.79%)
[2025-09-29T01:30:03.086546] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-09-29T01:30:03.086789] [INFO ] [sig       ] HTH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:03.251553] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HTH.txt
[2025-09-29T01:30:03.251940] [INFO ] [sig       ] [1001/2211] Completed HTH in 0.3s | 3.73 sym/s | Total: 4.5m | ETA: 5.4m
[2025-09-29T01:30:03.252040] [INFO ] [sig       ] [1002/2211] Forecasting HUBB...
[2025-09-29T01:30:03.252120] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-09-29T01:30:03.252195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-09-29T01:30:03.265207] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HUBB'.
[2025-09-29T01:30:03.265815] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-09-29T01:30:03.296478] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:03.297519] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-09-29T01:30:03.297606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:03.297704] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:03.297779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:03.297886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:03.318539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:03.319613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:03.319800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:03.319874] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:03.363564] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:03.364006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:03.364063] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:03.364103] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:03.368500] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: UP (p=96.72%)
[2025-09-29T01:30:03.369002] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-09-29T01:30:03.369201] [INFO ] [sig       ] HUBB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:03.531916] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HUBB.txt
[2025-09-29T01:30:03.532230] [INFO ] [sig       ] [1002/2211] Completed HUBB in 0.3s | 3.73 sym/s | Total: 4.5m | ETA: 5.4m
[2025-09-29T01:30:03.532311] [INFO ] [sig       ] [1003/2211] Forecasting HUBS...
[2025-09-29T01:30:03.532382] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-09-29T01:30:03.532454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-09-29T01:30:03.544673] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HUBS'.
[2025-09-29T01:30:03.545081] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-09-29T01:30:03.572197] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:03.573044] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-09-29T01:30:03.573126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:03.573201] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:03.573271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:03.573375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:03.592157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:03.593044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:03.593161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:03.593233] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:03.630278] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:03.630443] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:03.630491] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:03.630528] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:03.634370] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: DOWN (p=30.93%)
[2025-09-29T01:30:03.634720] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-09-29T01:30:03.634888] [INFO ] [sig       ] HUBS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:03.796505] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HUBS.txt
[2025-09-29T01:30:03.796858] [INFO ] [sig       ] [1003/2211] Completed HUBS in 0.3s | 3.73 sym/s | Total: 4.5m | ETA: 5.4m
[2025-09-29T01:30:03.796943] [INFO ] [sig       ] [1004/2211] Forecasting HUM...
[2025-09-29T01:30:03.797026] [INFO ] [sig       ] Generating forecast for: HUM
[2025-09-29T01:30:03.797111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-09-29T01:30:03.807782] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HUM'.
[2025-09-29T01:30:03.808208] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-09-29T01:30:03.835114] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:03.836074] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-09-29T01:30:03.836159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:03.836232] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:03.836306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:03.836409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:03.854892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:03.855919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:03.856060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:03.856134] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:03.891318] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:03.891523] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:03.891577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:03.891613] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:03.895550] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: UP (p=63.56%)
[2025-09-29T01:30:03.895884] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-09-29T01:30:03.896041] [INFO ] [sig       ] HUM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:04.049987] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HUM.txt
[2025-09-29T01:30:04.050403] [INFO ] [sig       ] [1004/2211] Completed HUM in 0.3s | 3.73 sym/s | Total: 4.5m | ETA: 5.4m
[2025-09-29T01:30:04.050486] [INFO ] [sig       ] [1005/2211] Forecasting HUN...
[2025-09-29T01:30:04.050558] [INFO ] [sig       ] Generating forecast for: HUN
[2025-09-29T01:30:04.050632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-09-29T01:30:04.063882] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HUN'.
[2025-09-29T01:30:04.064415] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-09-29T01:30:04.098982] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:04.100118] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-09-29T01:30:04.100206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:04.100314] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:04.100433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:04.100587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:04.127896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:04.128999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:04.129149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:04.129229] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:04.167082] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:04.167270] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:04.167320] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:04.167356] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:04.171229] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=83.80%)
[2025-09-29T01:30:04.171547] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-09-29T01:30:04.171737] [INFO ] [sig       ] HUN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:04.325349] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HUN.txt
[2025-09-29T01:30:04.325947] [INFO ] [sig       ] [1005/2211] Completed HUN in 0.3s | 3.73 sym/s | Total: 4.5m | ETA: 5.4m
[2025-09-29T01:30:04.326067] [INFO ] [sig       ] [1006/2211] Forecasting HUYA...
[2025-09-29T01:30:04.326159] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-09-29T01:30:04.326249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-09-29T01:30:04.339259] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HUYA'.
[2025-09-29T01:30:04.339966] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-09-29T01:30:04.368306] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:04.369191] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-09-29T01:30:04.369289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:04.369365] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:04.369436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:04.369570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:04.388026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:04.388727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:04.388848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:04.388921] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:04.425898] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:04.426094] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:04.426145] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:04.426215] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:04.430324] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=33.20%)
[2025-09-29T01:30:04.430635] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-09-29T01:30:04.430894] [INFO ] [sig       ] HUYA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:04.586524] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HUYA.txt
[2025-09-29T01:30:04.586854] [INFO ] [sig       ] [1006/2211] Completed HUYA in 0.3s | 3.73 sym/s | Total: 4.5m | ETA: 5.4m
[2025-09-29T01:30:04.586941] [INFO ] [sig       ] [1007/2211] Forecasting HVT...
[2025-09-29T01:30:04.587013] [INFO ] [sig       ] Generating forecast for: HVT
[2025-09-29T01:30:04.587088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HVT' from 'https://tdm.silogroup.org/data/derivative_storage/HVT.csv'.
[2025-09-29T01:30:04.598807] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HVT'.
[2025-09-29T01:30:04.599238] [INFO ] [FORECASTER] Starting predict_future for HVT
[2025-09-29T01:30:04.627952] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:04.628876] [DEBUG] [LOCAL     ] No optimal features file found for HVT: ./output/feature-sets/HVT.txt
[2025-09-29T01:30:04.628958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:04.629034] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:04.629105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:04.629211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:04.648546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:04.649292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:04.649411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:04.649484] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:04.686991] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:04.687203] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:04.687272] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:04.687346] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:04.691211] [DEBUG] [FORECASTER] HVT: Forecast T+1@11:T+2@11: DOWN (p=35.06%)
[2025-09-29T01:30:04.691596] [INFO ] [FORECASTER] Completed predict_future for HVT
[2025-09-29T01:30:04.691822] [INFO ] [sig       ] HVT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:04.852901] [INFO ] [LOCAL     ] Saved forecast: HVT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HVT.txt
[2025-09-29T01:30:04.853266] [INFO ] [sig       ] [1007/2211] Completed HVT in 0.3s | 3.73 sym/s | Total: 4.5m | ETA: 5.4m
[2025-09-29T01:30:04.853359] [INFO ] [sig       ] [1008/2211] Forecasting HWM...
[2025-09-29T01:30:04.853443] [INFO ] [sig       ] Generating forecast for: HWM
[2025-09-29T01:30:04.853569] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-09-29T01:30:04.864919] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HWM'.
[2025-09-29T01:30:04.865290] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-09-29T01:30:04.898066] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:04.899086] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-09-29T01:30:04.899186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:04.899283] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:04.899364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:04.899491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:04.920189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:04.921293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:04.921446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:04.921523] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:04.956723] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:04.956931] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:04.956992] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:04.957032] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:04.961130] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: UP (p=91.08%)
[2025-09-29T01:30:04.961448] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-09-29T01:30:04.961600] [INFO ] [sig       ] HWM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:05.125569] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HWM.txt
[2025-09-29T01:30:05.126176] [INFO ] [sig       ] [1008/2211] Completed HWM in 0.3s | 3.73 sym/s | Total: 4.5m | ETA: 5.4m
[2025-09-29T01:30:05.126262] [INFO ] [sig       ] [1009/2211] Forecasting HXL...
[2025-09-29T01:30:05.126347] [INFO ] [sig       ] Generating forecast for: HXL
[2025-09-29T01:30:05.126424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-09-29T01:30:05.138716] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HXL'.
[2025-09-29T01:30:05.139108] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-09-29T01:30:05.166224] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:05.167198] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-09-29T01:30:05.167284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:05.167370] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:05.167451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:05.167576] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:05.186393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:05.187330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:05.187448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:05.187536] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:05.222081] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:05.222261] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:05.222309] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:05.222346] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:05.226952] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-09-29T01:30:05.227330] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-09-29T01:30:05.227506] [INFO ] [sig       ] HXL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:05.396760] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HXL.txt
[2025-09-29T01:30:05.397075] [INFO ] [sig       ] [1009/2211] Completed HXL in 0.3s | 3.73 sym/s | Total: 4.5m | ETA: 5.4m
[2025-09-29T01:30:05.397158] [INFO ] [sig       ] [1010/2211] Forecasting HY...
[2025-09-29T01:30:05.397246] [INFO ] [sig       ] Generating forecast for: HY
[2025-09-29T01:30:05.397333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-09-29T01:30:05.408400] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HY'.
[2025-09-29T01:30:05.408807] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-09-29T01:30:05.436372] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:05.437323] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-09-29T01:30:05.437407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:05.437523] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:05.437596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:05.437744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:05.456764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:05.457441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:05.457557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:05.457640] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:05.495551] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:05.495699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:05.495766] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:05.495805] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:05.499510] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=8.62%)
[2025-09-29T01:30:05.499874] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-09-29T01:30:05.500042] [INFO ] [sig       ] HY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:05.658831] [INFO ] [LOCAL     ] Saved forecast: HY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HY.txt
[2025-09-29T01:30:05.659248] [INFO ] [sig       ] [1010/2211] Completed HY in 0.3s | 3.73 sym/s | Total: 4.5m | ETA: 5.4m
[2025-09-29T01:30:05.659361] [INFO ] [sig       ] [1011/2211] Forecasting HYI...
[2025-09-29T01:30:05.659478] [INFO ] [sig       ] Generating forecast for: HYI
[2025-09-29T01:30:05.659570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-09-29T01:30:05.670988] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HYI'.
[2025-09-29T01:30:05.671354] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-09-29T01:30:05.698930] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:05.699885] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-09-29T01:30:05.699968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:05.700042] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:05.700125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:05.700258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:05.719496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:05.720215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:05.720332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:05.720456] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:05.749793] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:05.749924] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:05.749968] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:05.750002] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:05.753505] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: UP (p=89.61%)
[2025-09-29T01:30:05.753852] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-09-29T01:30:05.754021] [INFO ] [sig       ] HYI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:05.916112] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HYI.txt
[2025-09-29T01:30:05.916395] [INFO ] [sig       ] [1011/2211] Completed HYI in 0.3s | 3.73 sym/s | Total: 4.5m | ETA: 5.4m
[2025-09-29T01:30:05.916476] [INFO ] [sig       ] [1012/2211] Forecasting HYT...
[2025-09-29T01:30:05.916547] [INFO ] [sig       ] Generating forecast for: HYT
[2025-09-29T01:30:05.916619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYT' from 'https://tdm.silogroup.org/data/derivative_storage/HYT.csv'.
[2025-09-29T01:30:05.926952] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HYT'.
[2025-09-29T01:30:05.927330] [INFO ] [FORECASTER] Starting predict_future for HYT
[2025-09-29T01:30:05.954254] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:05.955137] [DEBUG] [LOCAL     ] No optimal features file found for HYT: ./output/feature-sets/HYT.txt
[2025-09-29T01:30:05.955218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:05.955293] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:05.955397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:05.955532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:05.973805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:05.974437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:05.974550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:05.974621] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:06.010580] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:06.010723] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:06.010791] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:06.010828] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:06.014116] [DEBUG] [FORECASTER] HYT: Forecast T+1@11:T+2@11: UP (p=74.83%)
[2025-09-29T01:30:06.014411] [INFO ] [FORECASTER] Completed predict_future for HYT
[2025-09-29T01:30:06.014565] [INFO ] [sig       ] HYT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:06.165813] [INFO ] [LOCAL     ] Saved forecast: HYT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/HYT.txt
[2025-09-29T01:30:06.166206] [INFO ] [sig       ] [1012/2211] Completed HYT in 0.2s | 3.73 sym/s | Total: 4.5m | ETA: 5.4m
[2025-09-29T01:30:06.166300] [INFO ] [sig       ] [1013/2211] Forecasting HYTR...
[2025-09-29T01:30:06.166384] [INFO ] [sig       ] Generating forecast for: HYTR
[2025-09-29T01:30:06.166460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYTR' from 'https://tdm.silogroup.org/data/derivative_storage/HYTR.csv'.
[2025-09-29T01:30:06.177769] [DEBUG] [REMOTE    ] Successfully parsed 1813 rows of historical data for symbol 'HYTR'.
[2025-09-29T01:30:06.178193] [INFO ] [FORECASTER] Starting predict_future for HYTR
[2025-09-29T01:30:06.206523] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:06.207590] [DEBUG] [LOCAL     ] No optimal features file found for HYTR: ./output/feature-sets/HYTR.txt
[2025-09-29T01:30:06.207704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:06.207806] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:06.207886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:06.207989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:06.226902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:06.227868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:06.228041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:06.228125] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:06.264962] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:06.265152] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:06.265213] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:06.265253] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:06.269004] [DEBUG] [FORECASTER] HYTR: Forecast T+1@11:T+2@11: DOWN (p=8.91%)
[2025-09-29T01:30:06.269341] [INFO ] [FORECASTER] Completed predict_future for HYTR
[2025-09-29T01:30:06.269496] [INFO ] [sig       ] HYTR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:06.424400] [INFO ] [LOCAL     ] Saved forecast: HYTR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HYTR.txt
[2025-09-29T01:30:06.424778] [INFO ] [sig       ] [1013/2211] Completed HYTR in 0.3s | 3.73 sym/s | Total: 4.5m | ETA: 5.3m
[2025-09-29T01:30:06.424865] [INFO ] [sig       ] [1014/2211] Forecasting HZO...
[2025-09-29T01:30:06.424940] [INFO ] [sig       ] Generating forecast for: HZO
[2025-09-29T01:30:06.425020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-09-29T01:30:06.437256] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HZO'.
[2025-09-29T01:30:06.437832] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-09-29T01:30:06.468590] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:06.469621] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-09-29T01:30:06.469730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:06.469824] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:06.469932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:06.470068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:06.491107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:06.492191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:06.492317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:06.492428] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:06.534535] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:06.534760] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:06.534828] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:06.534867] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:06.538795] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=8.86%)
[2025-09-29T01:30:06.539096] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-09-29T01:30:06.539243] [INFO ] [sig       ] HZO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:06.690922] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/HZO.txt
[2025-09-29T01:30:06.691251] [INFO ] [sig       ] [1014/2211] Completed HZO in 0.3s | 3.73 sym/s | Total: 4.5m | ETA: 5.3m
[2025-09-29T01:30:06.691359] [INFO ] [sig       ] [1015/2211] Forecasting IAE...
[2025-09-29T01:30:06.691445] [INFO ] [sig       ] Generating forecast for: IAE
[2025-09-29T01:30:06.691531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-09-29T01:30:06.701964] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IAE'.
[2025-09-29T01:30:06.702372] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-09-29T01:30:06.729136] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:06.729974] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-09-29T01:30:06.730058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:06.730132] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:06.730220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:06.730403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:06.748523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:06.749254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:06.749365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:06.749435] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:06.782129] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:06.782247] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:06.782290] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:06.782325] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:06.785760] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=92.12%)
[2025-09-29T01:30:06.786102] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-09-29T01:30:06.786259] [INFO ] [sig       ] IAE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:06.935716] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/IAE.txt
[2025-09-29T01:30:06.936042] [INFO ] [sig       ] [1015/2211] Completed IAE in 0.2s | 3.73 sym/s | Total: 4.5m | ETA: 5.3m
[2025-09-29T01:30:06.936125] [INFO ] [sig       ] [1016/2211] Forecasting IAG...
[2025-09-29T01:30:06.936209] [INFO ] [sig       ] Generating forecast for: IAG
[2025-09-29T01:30:06.936292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-09-29T01:30:06.947534] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IAG'.
[2025-09-29T01:30:06.947942] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-09-29T01:30:06.974831] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:06.975813] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-09-29T01:30:06.975897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:06.975984] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:06.976064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:06.976179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:06.998430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:06.999541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:06.999682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:06.999766] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:07.029186] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:07.029328] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:07.029378] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:07.029415] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:07.032979] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: DOWN (p=13.01%)
[2025-09-29T01:30:07.033318] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-09-29T01:30:07.033536] [INFO ] [sig       ] IAG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:07.195298] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/IAG.txt
[2025-09-29T01:30:07.195669] [INFO ] [sig       ] [1016/2211] Completed IAG in 0.3s | 3.73 sym/s | Total: 4.5m | ETA: 5.3m
[2025-09-29T01:30:07.195752] [INFO ] [sig       ] [1017/2211] Forecasting IBM...
[2025-09-29T01:30:07.195835] [INFO ] [sig       ] Generating forecast for: IBM
[2025-09-29T01:30:07.195908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-09-29T01:30:07.208011] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IBM'.
[2025-09-29T01:30:07.208427] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-09-29T01:30:07.236503] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:07.237461] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-09-29T01:30:07.237545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:07.237635] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:07.237729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:07.237874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:07.256574] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:07.257398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:07.257519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:07.257608] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:07.296430] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:07.296592] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:07.296664] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:07.296734] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:07.300263] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: DOWN (p=12.82%)
[2025-09-29T01:30:07.300567] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-09-29T01:30:07.300745] [INFO ] [sig       ] IBM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:07.454438] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/IBM.txt
[2025-09-29T01:30:07.454778] [INFO ] [sig       ] [1017/2211] Completed IBM in 0.3s | 3.73 sym/s | Total: 4.5m | ETA: 5.3m
[2025-09-29T01:30:07.454869] [INFO ] [sig       ] [1018/2211] Forecasting IBN...
[2025-09-29T01:30:07.454947] [INFO ] [sig       ] Generating forecast for: IBN
[2025-09-29T01:30:07.455027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-09-29T01:30:07.466069] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IBN'.
[2025-09-29T01:30:07.466501] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-09-29T01:30:07.493518] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:07.494402] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-09-29T01:30:07.494500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:07.494603] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:07.494799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:07.494946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:07.513959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:07.514889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:07.515023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:07.515133] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:07.564357] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:07.564541] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:07.564594] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:07.564633] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:07.569099] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: UP (p=75.99%)
[2025-09-29T01:30:07.569461] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-09-29T01:30:07.569621] [INFO ] [sig       ] IBN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:07.736929] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/IBN.txt
[2025-09-29T01:30:07.737397] [INFO ] [sig       ] [1018/2211] Completed IBN in 0.3s | 3.73 sym/s | Total: 4.5m | ETA: 5.3m
[2025-09-29T01:30:07.737484] [INFO ] [sig       ] [1019/2211] Forecasting IBP...
[2025-09-29T01:30:07.737569] [INFO ] [sig       ] Generating forecast for: IBP
[2025-09-29T01:30:07.737685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-09-29T01:30:07.751224] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IBP'.
[2025-09-29T01:30:07.751688] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-09-29T01:30:07.779922] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:07.780761] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-09-29T01:30:07.780851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:07.780934] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:07.781012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:07.781144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:07.799624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:07.800438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:07.800553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:07.800625] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:07.849595] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:07.849810] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:07.849868] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:07.849907] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:07.854413] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: UP (p=97.19%)
[2025-09-29T01:30:07.854813] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-09-29T01:30:07.854988] [INFO ] [sig       ] IBP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:08.012675] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/IBP.txt
[2025-09-29T01:30:08.013018] [INFO ] [sig       ] [1019/2211] Completed IBP in 0.3s | 3.73 sym/s | Total: 4.6m | ETA: 5.3m
[2025-09-29T01:30:08.013104] [INFO ] [sig       ] [1020/2211] Forecasting IBTA...
[2025-09-29T01:30:08.013183] [INFO ] [sig       ] Generating forecast for: IBTA
[2025-09-29T01:30:08.013274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTA' from 'https://tdm.silogroup.org/data/derivative_storage/IBTA.csv'.
[2025-09-29T01:30:08.025783] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IBTA'.
[2025-09-29T01:30:08.026295] [INFO ] [FORECASTER] Starting predict_future for IBTA
[2025-09-29T01:30:08.054911] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:08.055991] [DEBUG] [LOCAL     ] No optimal features file found for IBTA: ./output/feature-sets/IBTA.txt
[2025-09-29T01:30:08.056077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:08.056199] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:08.056292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:08.056419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:08.075953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:08.076976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:08.077097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:08.077188] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:08.119746] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:08.119962] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:08.120017] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:08.120057] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:08.124391] [DEBUG] [FORECASTER] IBTA: Forecast T+1@11:T+2@11: DOWN (p=29.90%)
[2025-09-29T01:30:08.124811] [INFO ] [FORECASTER] Completed predict_future for IBTA
[2025-09-29T01:30:08.124988] [INFO ] [sig       ] IBTA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:08.290048] [INFO ] [LOCAL     ] Saved forecast: IBTA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/IBTA.txt
[2025-09-29T01:30:08.290462] [INFO ] [sig       ] [1020/2211] Completed IBTA in 0.3s | 3.73 sym/s | Total: 4.6m | ETA: 5.3m
[2025-09-29T01:30:08.290552] [INFO ] [sig       ] [1021/2211] Forecasting ICE...
[2025-09-29T01:30:08.290683] [INFO ] [sig       ] Generating forecast for: ICE
[2025-09-29T01:30:08.290765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-09-29T01:30:08.309394] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ICE'.
[2025-09-29T01:30:08.309871] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-09-29T01:30:08.337172] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:08.338060] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-09-29T01:30:08.338145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:08.338199] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:08.338246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:08.338331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:08.356456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:08.357330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:08.357452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:08.357524] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:08.397936] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:08.398091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:08.398137] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:08.398172] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:08.401631] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: DOWN (p=7.54%)
[2025-09-29T01:30:08.401979] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-09-29T01:30:08.402136] [INFO ] [sig       ] ICE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:08.551082] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ICE.txt
[2025-09-29T01:30:08.551426] [INFO ] [sig       ] [1021/2211] Completed ICE in 0.3s | 3.73 sym/s | Total: 4.6m | ETA: 5.3m
[2025-09-29T01:30:08.551518] [INFO ] [sig       ] [1022/2211] Forecasting ICL...
[2025-09-29T01:30:08.551599] [INFO ] [sig       ] Generating forecast for: ICL
[2025-09-29T01:30:08.551700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-09-29T01:30:08.563215] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ICL'.
[2025-09-29T01:30:08.563680] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-09-29T01:30:08.591602] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:08.592595] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-09-29T01:30:08.592763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:08.592842] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:08.592914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:08.593026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:08.612119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:08.613065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:08.613185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:08.613259] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:08.657692] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:08.657915] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:08.657981] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:08.658020] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:08.662946] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=52.07%)
[2025-09-29T01:30:08.663465] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-09-29T01:30:08.663696] [INFO ] [sig       ] ICL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:08.828192] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ICL.txt
[2025-09-29T01:30:08.828524] [INFO ] [sig       ] [1022/2211] Completed ICL in 0.3s | 3.73 sym/s | Total: 4.6m | ETA: 5.3m
[2025-09-29T01:30:08.828610] [INFO ] [sig       ] [1023/2211] Forecasting IDA...
[2025-09-29T01:30:08.828715] [INFO ] [sig       ] Generating forecast for: IDA
[2025-09-29T01:30:08.828792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-09-29T01:30:08.841286] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IDA'.
[2025-09-29T01:30:08.841772] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-09-29T01:30:08.871950] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:08.872928] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-09-29T01:30:08.873020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:08.873101] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:08.873178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:08.873288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:08.893416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:08.894116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:08.894233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:08.894312] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:08.934418] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:08.934557] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:08.934602] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:08.934638] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:08.938548] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: DOWN (p=21.56%)
[2025-09-29T01:30:08.938891] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-09-29T01:30:08.939056] [INFO ] [sig       ] IDA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:09.097016] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/IDA.txt
[2025-09-29T01:30:09.097355] [INFO ] [sig       ] [1023/2211] Completed IDA in 0.3s | 3.73 sym/s | Total: 4.6m | ETA: 5.3m
[2025-09-29T01:30:09.097437] [INFO ] [sig       ] [1024/2211] Forecasting IDE...
[2025-09-29T01:30:09.097510] [INFO ] [sig       ] Generating forecast for: IDE
[2025-09-29T01:30:09.097584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-09-29T01:30:09.108258] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IDE'.
[2025-09-29T01:30:09.108612] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-09-29T01:30:09.135740] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:09.136579] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-09-29T01:30:09.136686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:09.136762] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:09.136863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:09.136969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:09.155975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:09.156695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:09.156811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:09.156908] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:09.191597] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:09.191814] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:09.191904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:09.191961] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:09.195539] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: DOWN (p=12.51%)
[2025-09-29T01:30:09.195872] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-09-29T01:30:09.196040] [INFO ] [sig       ] IDE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:09.369220] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/IDE.txt
[2025-09-29T01:30:09.369721] [INFO ] [sig       ] [1024/2211] Completed IDE in 0.3s | 3.73 sym/s | Total: 4.6m | ETA: 5.3m
[2025-09-29T01:30:09.369843] [INFO ] [sig       ] [1025/2211] Forecasting IDT...
[2025-09-29T01:30:09.369939] [INFO ] [sig       ] Generating forecast for: IDT
[2025-09-29T01:30:09.370031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDT' from 'https://tdm.silogroup.org/data/derivative_storage/IDT.csv'.
[2025-09-29T01:30:09.382392] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IDT'.
[2025-09-29T01:30:09.382902] [INFO ] [FORECASTER] Starting predict_future for IDT
[2025-09-29T01:30:09.412844] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:09.413866] [DEBUG] [LOCAL     ] No optimal features file found for IDT: ./output/feature-sets/IDT.txt
[2025-09-29T01:30:09.413967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:09.414073] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:09.414172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:09.414324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:09.434488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:09.435565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:09.435730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:09.435832] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:09.481172] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:09.481479] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:09.481787] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:09.481856] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:09.487098] [DEBUG] [FORECASTER] IDT: Forecast T+1@11:T+2@11: UP (p=95.32%)
[2025-09-29T01:30:09.487516] [INFO ] [FORECASTER] Completed predict_future for IDT
[2025-09-29T01:30:09.487721] [INFO ] [sig       ] IDT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:09.654748] [INFO ] [LOCAL     ] Saved forecast: IDT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/IDT.txt
[2025-09-29T01:30:09.655285] [INFO ] [sig       ] [1025/2211] Completed IDT in 0.3s | 3.73 sym/s | Total: 4.6m | ETA: 5.3m
[2025-09-29T01:30:09.655369] [INFO ] [sig       ] [1026/2211] Forecasting IEX...
[2025-09-29T01:30:09.655440] [INFO ] [sig       ] Generating forecast for: IEX
[2025-09-29T01:30:09.655513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-09-29T01:30:09.672534] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IEX'.
[2025-09-29T01:30:09.673056] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-09-29T01:30:09.699929] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:09.700853] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-09-29T01:30:09.700940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:09.701021] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:09.701098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:09.701215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:09.719414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:09.720212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:09.720338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:09.720420] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:09.758269] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:09.758462] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:09.758512] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:09.758550] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:09.762516] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: UP (p=60.97%)
[2025-09-29T01:30:09.762862] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-09-29T01:30:09.763028] [INFO ] [sig       ] IEX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:09.930485] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/IEX.txt
[2025-09-29T01:30:09.930891] [INFO ] [sig       ] [1026/2211] Completed IEX in 0.3s | 3.73 sym/s | Total: 4.6m | ETA: 5.3m
[2025-09-29T01:30:09.930992] [INFO ] [sig       ] [1027/2211] Forecasting IFF...
[2025-09-29T01:30:09.931067] [INFO ] [sig       ] Generating forecast for: IFF
[2025-09-29T01:30:09.931177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-09-29T01:30:09.943796] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IFF'.
[2025-09-29T01:30:09.944405] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-09-29T01:30:09.977127] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:09.978139] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-09-29T01:30:09.978223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:09.978329] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:09.978403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:09.978507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:09.999986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:10.001031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:10.001201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:10.001282] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:10.040817] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:10.041006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:10.041054] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:10.041091] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:10.045007] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: UP (p=74.06%)
[2025-09-29T01:30:10.045329] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-09-29T01:30:10.045494] [INFO ] [sig       ] IFF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:10.205021] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/IFF.txt
[2025-09-29T01:30:10.205362] [INFO ] [sig       ] [1027/2211] Completed IFF in 0.3s | 3.73 sym/s | Total: 4.6m | ETA: 5.3m
[2025-09-29T01:30:10.205450] [INFO ] [sig       ] [1028/2211] Forecasting IFN...
[2025-09-29T01:30:10.205524] [INFO ] [sig       ] Generating forecast for: IFN
[2025-09-29T01:30:10.205582] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-09-29T01:30:10.218393] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IFN'.
[2025-09-29T01:30:10.218909] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-09-29T01:30:10.246568] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:10.247512] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-09-29T01:30:10.247613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:10.247753] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:10.247915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:10.248068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:10.266611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:10.267411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:10.267544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:10.267670] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:10.312333] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:10.312538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:10.312595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:10.312634] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:10.316631] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: UP (p=83.70%)
[2025-09-29T01:30:10.317075] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-09-29T01:30:10.319503] [INFO ] [sig       ] IFN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:10.473754] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/IFN.txt
[2025-09-29T01:30:10.474069] [INFO ] [sig       ] [1028/2211] Completed IFN in 0.3s | 3.73 sym/s | Total: 4.6m | ETA: 5.3m
[2025-09-29T01:30:10.474155] [INFO ] [sig       ] [1029/2211] Forecasting IFS...
[2025-09-29T01:30:10.474238] [INFO ] [sig       ] Generating forecast for: IFS
[2025-09-29T01:30:10.474323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-09-29T01:30:10.488409] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IFS'.
[2025-09-29T01:30:10.488867] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-09-29T01:30:10.516470] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:10.517436] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-09-29T01:30:10.517521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:10.517610] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:10.517725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:10.517870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:10.536348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:10.537223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:10.537353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:10.537430] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:10.574546] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:10.574758] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:10.574826] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:10.574865] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:10.578815] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=1.94%)
[2025-09-29T01:30:10.579127] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-09-29T01:30:10.579291] [INFO ] [sig       ] IFS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:10.731063] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/IFS.txt
[2025-09-29T01:30:10.731382] [INFO ] [sig       ] [1029/2211] Completed IFS in 0.3s | 3.73 sym/s | Total: 4.6m | ETA: 5.3m
[2025-09-29T01:30:10.731474] [INFO ] [sig       ] [1030/2211] Forecasting IGA...
[2025-09-29T01:30:10.731560] [INFO ] [sig       ] Generating forecast for: IGA
[2025-09-29T01:30:10.731677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-09-29T01:30:10.746138] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IGA'.
[2025-09-29T01:30:10.746609] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-09-29T01:30:10.774354] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:10.775404] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-09-29T01:30:10.775494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:10.775574] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:10.775670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:10.775780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:10.796357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:10.797156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:10.797296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:10.797378] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:10.838265] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:10.838458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:10.838506] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:10.838542] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:10.842371] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=16.26%)
[2025-09-29T01:30:10.842710] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-09-29T01:30:10.842922] [INFO ] [sig       ] IGA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:10.997219] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/IGA.txt
[2025-09-29T01:30:10.997519] [INFO ] [sig       ] [1030/2211] Completed IGA in 0.3s | 3.73 sym/s | Total: 4.6m | ETA: 5.3m
[2025-09-29T01:30:10.997602] [INFO ] [sig       ] [1031/2211] Forecasting IGD...
[2025-09-29T01:30:10.997710] [INFO ] [sig       ] Generating forecast for: IGD
[2025-09-29T01:30:10.997800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-09-29T01:30:11.008458] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IGD'.
[2025-09-29T01:30:11.008806] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-09-29T01:30:11.036279] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:11.037304] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-09-29T01:30:11.037385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:11.037467] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:11.037544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:11.037676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:11.059442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:11.060181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:11.060307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:11.060389] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:11.101313] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:11.101475] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:11.101522] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:11.101557] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:11.105938] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=83.50%)
[2025-09-29T01:30:11.106262] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-09-29T01:30:11.106421] [INFO ] [sig       ] IGD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:11.265669] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/IGD.txt
[2025-09-29T01:30:11.265979] [INFO ] [sig       ] [1031/2211] Completed IGD in 0.3s | 3.73 sym/s | Total: 4.6m | ETA: 5.3m
[2025-09-29T01:30:11.266062] [INFO ] [sig       ] [1032/2211] Forecasting IGI...
[2025-09-29T01:30:11.266134] [INFO ] [sig       ] Generating forecast for: IGI
[2025-09-29T01:30:11.266208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-09-29T01:30:11.278591] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IGI'.
[2025-09-29T01:30:11.279189] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-09-29T01:30:11.316583] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:11.317951] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-09-29T01:30:11.318058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:11.318162] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:11.318260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:11.318419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:11.342399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:11.343367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:11.343494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:11.343576] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:11.380595] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:11.380805] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:11.380925] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:11.380968] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:11.384771] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: UP (p=60.67%)
[2025-09-29T01:30:11.385084] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-09-29T01:30:11.385239] [INFO ] [sig       ] IGI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:11.538042] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/IGI.txt
[2025-09-29T01:30:11.538395] [INFO ] [sig       ] [1032/2211] Completed IGI in 0.3s | 3.73 sym/s | Total: 4.6m | ETA: 5.3m
[2025-09-29T01:30:11.538481] [INFO ] [sig       ] [1033/2211] Forecasting IGR...
[2025-09-29T01:30:11.538572] [INFO ] [sig       ] Generating forecast for: IGR
[2025-09-29T01:30:11.538721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGR' from 'https://tdm.silogroup.org/data/derivative_storage/IGR.csv'.
[2025-09-29T01:30:11.550341] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IGR'.
[2025-09-29T01:30:11.550769] [INFO ] [FORECASTER] Starting predict_future for IGR
[2025-09-29T01:30:11.578988] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:11.579910] [DEBUG] [LOCAL     ] No optimal features file found for IGR: ./output/feature-sets/IGR.txt
[2025-09-29T01:30:11.579991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:11.580080] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:11.580167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:11.580305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:11.599925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:11.600730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:11.600859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:11.600935] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:11.641984] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:11.642180] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:11.642228] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:11.642266] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:11.646118] [DEBUG] [FORECASTER] IGR: Forecast T+1@11:T+2@11: DOWN (p=23.21%)
[2025-09-29T01:30:11.646434] [INFO ] [FORECASTER] Completed predict_future for IGR
[2025-09-29T01:30:11.646591] [INFO ] [sig       ] IGR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:11.798437] [INFO ] [LOCAL     ] Saved forecast: IGR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/IGR.txt
[2025-09-29T01:30:11.798860] [INFO ] [sig       ] [1033/2211] Completed IGR in 0.3s | 3.73 sym/s | Total: 4.6m | ETA: 5.3m
[2025-09-29T01:30:11.798949] [INFO ] [sig       ] [1034/2211] Forecasting IH...
[2025-09-29T01:30:11.799035] [INFO ] [sig       ] Generating forecast for: IH
[2025-09-29T01:30:11.799126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IH' from 'https://tdm.silogroup.org/data/derivative_storage/IH.csv'.
[2025-09-29T01:30:11.812330] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IH'.
[2025-09-29T01:30:11.812856] [INFO ] [FORECASTER] Starting predict_future for IH
[2025-09-29T01:30:11.849103] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:11.850305] [DEBUG] [LOCAL     ] No optimal features file found for IH: ./output/feature-sets/IH.txt
[2025-09-29T01:30:11.850413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:11.850508] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:11.850610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:11.850774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:11.874745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:11.875400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:11.875515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:11.875585] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:11.923966] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:11.924094] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:11.924138] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:11.924210] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:11.928626] [DEBUG] [FORECASTER] IH: Forecast T+1@11:T+2@11: DOWN (p=1.35%)
[2025-09-29T01:30:11.929143] [INFO ] [FORECASTER] Completed predict_future for IH
[2025-09-29T01:30:11.929368] [INFO ] [sig       ] IH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:12.161853] [INFO ] [LOCAL     ] Saved forecast: IH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/IH.txt
[2025-09-29T01:30:12.162269] [INFO ] [sig       ] [1034/2211] Completed IH in 0.4s | 3.73 sym/s | Total: 4.6m | ETA: 5.3m
[2025-09-29T01:30:12.162374] [INFO ] [sig       ] [1035/2211] Forecasting IHD...
[2025-09-29T01:30:12.162464] [INFO ] [sig       ] Generating forecast for: IHD
[2025-09-29T01:30:12.162560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-09-29T01:30:12.175003] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IHD'.
[2025-09-29T01:30:12.175636] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-09-29T01:30:12.218246] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:12.219494] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-09-29T01:30:12.219597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:12.219721] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:12.219830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:12.219989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:12.240852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:12.242014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:12.242163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:12.242275] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:12.289133] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:12.289460] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:12.289535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:12.289584] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:12.295719] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: UP (p=85.03%)
[2025-09-29T01:30:12.296405] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-09-29T01:30:12.296698] [INFO ] [sig       ] IHD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:12.512517] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/IHD.txt
[2025-09-29T01:30:12.513059] [INFO ] [sig       ] [1035/2211] Completed IHD in 0.4s | 3.73 sym/s | Total: 4.6m | ETA: 5.3m
[2025-09-29T01:30:12.513170] [INFO ] [sig       ] [1036/2211] Forecasting IHG...
[2025-09-29T01:30:12.513259] [INFO ] [sig       ] Generating forecast for: IHG
[2025-09-29T01:30:12.513354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-09-29T01:30:12.531614] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IHG'.
[2025-09-29T01:30:12.532344] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-09-29T01:30:12.565638] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:12.566910] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-09-29T01:30:12.567046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:12.567148] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:12.567233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:12.567371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:12.593885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:12.595248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:12.595436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:12.596438] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:12.651971] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:12.652219] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:12.652279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:12.652325] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:12.657586] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: UP (p=70.86%)
[2025-09-29T01:30:12.658204] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-09-29T01:30:12.658460] [INFO ] [sig       ] IHG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:12.912419] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/IHG.txt
[2025-09-29T01:30:12.912852] [INFO ] [sig       ] [1036/2211] Completed IHG in 0.4s | 3.73 sym/s | Total: 4.6m | ETA: 5.3m
[2025-09-29T01:30:12.912941] [INFO ] [sig       ] [1037/2211] Forecasting IHS...
[2025-09-29T01:30:12.912989] [INFO ] [sig       ] Generating forecast for: IHS
[2025-09-29T01:30:12.913028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-09-29T01:30:12.930059] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IHS'.
[2025-09-29T01:30:12.930754] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-09-29T01:30:12.965138] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:12.966496] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-09-29T01:30:12.966615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:12.966722] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:12.966800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:12.966949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:12.993750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:12.995136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:12.995357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:12.995456] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:13.051849] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:13.052100] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:13.052175] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:13.052235] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:13.058448] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: UP (p=98.67%)
[2025-09-29T01:30:13.059126] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-09-29T01:30:13.059384] [INFO ] [sig       ] IHS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:13.274255] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/IHS.txt
[2025-09-29T01:30:13.274797] [INFO ] [sig       ] [1037/2211] Completed IHS in 0.4s | 3.73 sym/s | Total: 4.6m | ETA: 5.3m
[2025-09-29T01:30:13.274908] [INFO ] [sig       ] [1038/2211] Forecasting IIF...
[2025-09-29T01:30:13.275001] [INFO ] [sig       ] Generating forecast for: IIF
[2025-09-29T01:30:13.275095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-09-29T01:30:13.287511] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IIF'.
[2025-09-29T01:30:13.288176] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-09-29T01:30:13.329037] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:13.330026] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-09-29T01:30:13.330112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:13.330186] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:13.330254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:13.330437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:13.359087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:13.360453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:13.360634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:13.360779] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:13.410494] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:13.410727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:13.410796] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:13.410835] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:13.414871] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=36.23%)
[2025-09-29T01:30:13.415212] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-09-29T01:30:13.415371] [INFO ] [sig       ] IIF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:13.582760] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/IIF.txt
[2025-09-29T01:30:13.583110] [INFO ] [sig       ] [1038/2211] Completed IIF in 0.3s | 3.73 sym/s | Total: 4.6m | ETA: 5.2m
[2025-09-29T01:30:13.583196] [INFO ] [sig       ] [1039/2211] Forecasting IIIN...
[2025-09-29T01:30:13.583298] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-09-29T01:30:13.583396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-09-29T01:30:13.595463] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IIIN'.
[2025-09-29T01:30:13.596020] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-09-29T01:30:13.626928] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:13.628237] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-09-29T01:30:13.628342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:13.628431] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:13.628524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:13.628676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:13.648151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:13.649234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:13.649361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:13.649435] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:13.685168] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:13.685370] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:13.685441] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:13.685481] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:13.689336] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=57.89%)
[2025-09-29T01:30:13.689750] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-09-29T01:30:13.689931] [INFO ] [sig       ] IIIN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:13.848038] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/IIIN.txt
[2025-09-29T01:30:13.848358] [INFO ] [sig       ] [1039/2211] Completed IIIN in 0.3s | 3.73 sym/s | Total: 4.6m | ETA: 5.2m
[2025-09-29T01:30:13.848464] [INFO ] [sig       ] [1040/2211] Forecasting IIM...
[2025-09-29T01:30:13.848554] [INFO ] [sig       ] Generating forecast for: IIM
[2025-09-29T01:30:13.848661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-09-29T01:30:13.860020] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IIM'.
[2025-09-29T01:30:13.860479] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-09-29T01:30:13.888145] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:13.889100] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-09-29T01:30:13.889185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:13.889260] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:13.889329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:13.889433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:13.908299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:13.909148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:13.909273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:13.909351] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:13.948160] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:13.948347] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:13.948401] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:13.948438] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:13.952225] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: UP (p=93.56%)
[2025-09-29T01:30:13.952552] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-09-29T01:30:13.952748] [INFO ] [sig       ] IIM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:14.119603] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/IIM.txt
[2025-09-29T01:30:14.119936] [INFO ] [sig       ] [1040/2211] Completed IIM in 0.3s | 3.73 sym/s | Total: 4.7m | ETA: 5.2m
[2025-09-29T01:30:14.120018] [INFO ] [sig       ] [1041/2211] Forecasting IIPR...
[2025-09-29T01:30:14.120090] [INFO ] [sig       ] Generating forecast for: IIPR
[2025-09-29T01:30:14.120164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIPR' from 'https://tdm.silogroup.org/data/derivative_storage/IIPR.csv'.
[2025-09-29T01:30:14.131312] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IIPR'.
[2025-09-29T01:30:14.131733] [INFO ] [FORECASTER] Starting predict_future for IIPR
[2025-09-29T01:30:14.160415] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:14.161437] [DEBUG] [LOCAL     ] No optimal features file found for IIPR: ./output/feature-sets/IIPR.txt
[2025-09-29T01:30:14.161519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:14.161593] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:14.161686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:14.161815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:14.182049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:14.182788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:14.182908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:14.182987] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:14.221568] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:14.221784] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:14.221848] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:14.221884] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:14.225575] [DEBUG] [FORECASTER] IIPR: Forecast T+1@11:T+2@11: UP (p=83.40%)
[2025-09-29T01:30:14.225973] [INFO ] [FORECASTER] Completed predict_future for IIPR
[2025-09-29T01:30:14.226149] [INFO ] [sig       ] IIPR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:14.377586] [INFO ] [LOCAL     ] Saved forecast: IIPR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/IIPR.txt
[2025-09-29T01:30:14.377916] [INFO ] [sig       ] [1041/2211] Completed IIPR in 0.3s | 3.73 sym/s | Total: 4.7m | ETA: 5.2m
[2025-09-29T01:30:14.378011] [INFO ] [sig       ] [1042/2211] Forecasting IMAX...
[2025-09-29T01:30:14.378087] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-09-29T01:30:14.378161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-09-29T01:30:14.389464] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IMAX'.
[2025-09-29T01:30:14.389853] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-09-29T01:30:14.417032] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:14.417908] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-09-29T01:30:14.417991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:14.418065] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:14.418135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:14.418243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:14.437043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:14.437845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:14.437961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:14.438034] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:14.478528] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:14.478719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:14.478788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:14.478827] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:14.482469] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: UP (p=80.82%)
[2025-09-29T01:30:14.482824] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-09-29T01:30:14.482995] [INFO ] [sig       ] IMAX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:14.636071] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/IMAX.txt
[2025-09-29T01:30:14.636390] [INFO ] [sig       ] [1042/2211] Completed IMAX in 0.3s | 3.73 sym/s | Total: 4.7m | ETA: 5.2m
[2025-09-29T01:30:14.636510] [INFO ] [sig       ] [1043/2211] Forecasting INFA...
[2025-09-29T01:30:14.636598] [INFO ] [sig       ] Generating forecast for: INFA
[2025-09-29T01:30:14.636713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFA' from 'https://tdm.silogroup.org/data/derivative_storage/INFA.csv'.
[2025-09-29T01:30:14.648720] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'INFA'.
[2025-09-29T01:30:14.649176] [INFO ] [FORECASTER] Starting predict_future for INFA
[2025-09-29T01:30:14.677271] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:14.678191] [DEBUG] [LOCAL     ] No optimal features file found for INFA: ./output/feature-sets/INFA.txt
[2025-09-29T01:30:14.678275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:14.678349] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:14.678420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:14.678525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:14.697737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:14.698757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:14.698886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:14.698959] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:14.740700] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:14.740910] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:14.740960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:14.740997] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:14.744892] [DEBUG] [FORECASTER] INFA: Forecast T+1@11:T+2@11: UP (p=94.32%)
[2025-09-29T01:30:14.745230] [INFO ] [FORECASTER] Completed predict_future for INFA
[2025-09-29T01:30:14.745391] [INFO ] [sig       ] INFA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:14.907292] [INFO ] [LOCAL     ] Saved forecast: INFA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/INFA.txt
[2025-09-29T01:30:14.907600] [INFO ] [sig       ] [1043/2211] Completed INFA in 0.3s | 3.73 sym/s | Total: 4.7m | ETA: 5.2m
[2025-09-29T01:30:14.907706] [INFO ] [sig       ] [1044/2211] Forecasting INFY...
[2025-09-29T01:30:14.907779] [INFO ] [sig       ] Generating forecast for: INFY
[2025-09-29T01:30:14.907853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-09-29T01:30:14.920507] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'INFY'.
[2025-09-29T01:30:14.921029] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-09-29T01:30:14.948558] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:14.949505] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-09-29T01:30:14.949590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:14.949690] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:14.949776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:14.949892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:14.970033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:14.970943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:14.971063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:14.971148] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:15.009481] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:15.009717] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:15.009788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:15.009827] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:15.013540] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-09-29T01:30:15.013923] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-09-29T01:30:15.014101] [INFO ] [sig       ] INFY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:15.175076] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/INFY.txt
[2025-09-29T01:30:15.175397] [INFO ] [sig       ] [1044/2211] Completed INFY in 0.3s | 3.73 sym/s | Total: 4.7m | ETA: 5.2m
[2025-09-29T01:30:15.175480] [INFO ] [sig       ] [1045/2211] Forecasting ING...
[2025-09-29T01:30:15.175552] [INFO ] [sig       ] Generating forecast for: ING
[2025-09-29T01:30:15.175627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-09-29T01:30:15.187605] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ING'.
[2025-09-29T01:30:15.188115] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-09-29T01:30:15.214544] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:15.215399] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-09-29T01:30:15.215483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:15.215557] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:15.215626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:15.215765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:15.233555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:15.234223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:15.234339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:15.234410] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:15.267885] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:15.268006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:15.268050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:15.268084] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:15.271476] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: DOWN (p=2.73%)
[2025-09-29T01:30:15.271822] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-09-29T01:30:15.271990] [INFO ] [sig       ] ING: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:15.421382] [INFO ] [LOCAL     ] Saved forecast: ING	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ING.txt
[2025-09-29T01:30:15.421768] [INFO ] [sig       ] [1045/2211] Completed ING in 0.2s | 3.73 sym/s | Total: 4.7m | ETA: 5.2m
[2025-09-29T01:30:15.421854] [INFO ] [sig       ] [1046/2211] Forecasting INGM...
[2025-09-29T01:30:15.421925] [INFO ] [sig       ] Generating forecast for: INGM
[2025-09-29T01:30:15.421997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGM' from 'https://tdm.silogroup.org/data/derivative_storage/INGM.csv'.
[2025-09-29T01:30:15.434818] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'INGM'.
[2025-09-29T01:30:15.435318] [INFO ] [FORECASTER] Starting predict_future for INGM
[2025-09-29T01:30:15.464240] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:15.465166] [DEBUG] [LOCAL     ] No optimal features file found for INGM: ./output/feature-sets/INGM.txt
[2025-09-29T01:30:15.465252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:15.465328] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:15.465417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:15.465566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:15.485862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:15.486604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:15.486744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:15.486857] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:15.525736] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:15.525949] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:15.526044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:15.526104] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:15.530552] [DEBUG] [FORECASTER] INGM: Forecast T+1@11:T+2@11: DOWN (p=26.91%)
[2025-09-29T01:30:15.530955] [INFO ] [FORECASTER] Completed predict_future for INGM
[2025-09-29T01:30:15.531153] [INFO ] [sig       ] INGM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:15.698402] [INFO ] [LOCAL     ] Saved forecast: INGM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/INGM.txt
[2025-09-29T01:30:15.698776] [INFO ] [sig       ] [1046/2211] Completed INGM in 0.3s | 3.73 sym/s | Total: 4.7m | ETA: 5.2m
[2025-09-29T01:30:15.698923] [INFO ] [sig       ] [1047/2211] Forecasting INGR...
[2025-09-29T01:30:15.699009] [INFO ] [sig       ] Generating forecast for: INGR
[2025-09-29T01:30:15.699115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGR' from 'https://tdm.silogroup.org/data/derivative_storage/INGR.csv'.
[2025-09-29T01:30:15.711566] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'INGR'.
[2025-09-29T01:30:15.712107] [INFO ] [FORECASTER] Starting predict_future for INGR
[2025-09-29T01:30:15.742884] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:15.743972] [DEBUG] [LOCAL     ] No optimal features file found for INGR: ./output/feature-sets/INGR.txt
[2025-09-29T01:30:15.744060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:15.744153] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:15.744238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:15.744371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:15.764074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:15.765057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:15.765179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:15.765272] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:15.805560] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:15.805789] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:15.805856] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:15.805895] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:15.809826] [DEBUG] [FORECASTER] INGR: Forecast T+1@11:T+2@11: UP (p=57.90%)
[2025-09-29T01:30:15.810153] [INFO ] [FORECASTER] Completed predict_future for INGR
[2025-09-29T01:30:15.810317] [INFO ] [sig       ] INGR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:15.980958] [INFO ] [LOCAL     ] Saved forecast: INGR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/INGR.txt
[2025-09-29T01:30:15.981339] [INFO ] [sig       ] [1047/2211] Completed INGR in 0.3s | 3.73 sym/s | Total: 4.7m | ETA: 5.2m
[2025-09-29T01:30:15.981428] [INFO ] [sig       ] [1048/2211] Forecasting INN...
[2025-09-29T01:30:15.981518] [INFO ] [sig       ] Generating forecast for: INN
[2025-09-29T01:30:15.981607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-09-29T01:30:15.993141] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'INN'.
[2025-09-29T01:30:15.993579] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-09-29T01:30:16.023138] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:16.024066] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-09-29T01:30:16.024148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:16.024222] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:16.024340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:16.024466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:16.044908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:16.045686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:16.045806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:16.045895] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:16.083034] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:16.083190] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:16.083236] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:16.083272] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:16.087253] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=56.27%)
[2025-09-29T01:30:16.087566] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-09-29T01:30:16.087763] [INFO ] [sig       ] INN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:16.242831] [INFO ] [LOCAL     ] Saved forecast: INN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/INN.txt
[2025-09-29T01:30:16.243174] [INFO ] [sig       ] [1048/2211] Completed INN in 0.3s | 3.73 sym/s | Total: 4.7m | ETA: 5.2m
[2025-09-29T01:30:16.243260] [INFO ] [sig       ] [1049/2211] Forecasting INSP...
[2025-09-29T01:30:16.243348] [INFO ] [sig       ] Generating forecast for: INSP
[2025-09-29T01:30:16.243436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-09-29T01:30:16.254684] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'INSP'.
[2025-09-29T01:30:16.255132] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-09-29T01:30:16.283279] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:16.284226] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-09-29T01:30:16.284341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:16.284420] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:16.284490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:16.284596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:16.304321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:16.305074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:16.305216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:16.305289] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:16.343208] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:16.343469] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:16.343577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:16.343694] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:16.349612] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: UP (p=79.90%)
[2025-09-29T01:30:16.350190] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-09-29T01:30:16.350449] [INFO ] [sig       ] INSP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:16.506769] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/INSP.txt
[2025-09-29T01:30:16.507190] [INFO ] [sig       ] [1049/2211] Completed INSP in 0.3s | 3.73 sym/s | Total: 4.7m | ETA: 5.2m
[2025-09-29T01:30:16.507283] [INFO ] [sig       ] [1050/2211] Forecasting INSW...
[2025-09-29T01:30:16.507368] [INFO ] [sig       ] Generating forecast for: INSW
[2025-09-29T01:30:16.507457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSW' from 'https://tdm.silogroup.org/data/derivative_storage/INSW.csv'.
[2025-09-29T01:30:16.519834] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'INSW'.
[2025-09-29T01:30:16.520440] [INFO ] [FORECASTER] Starting predict_future for INSW
[2025-09-29T01:30:16.549007] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:16.550076] [DEBUG] [LOCAL     ] No optimal features file found for INSW: ./output/feature-sets/INSW.txt
[2025-09-29T01:30:16.550175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:16.550271] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:16.550362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:16.550530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:16.570688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:16.571684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:16.571813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:16.571911] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:16.612682] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:16.613085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:16.613137] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:16.613175] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:16.617480] [DEBUG] [FORECASTER] INSW: Forecast T+1@11:T+2@11: UP (p=80.86%)
[2025-09-29T01:30:16.618032] [INFO ] [FORECASTER] Completed predict_future for INSW
[2025-09-29T01:30:16.618226] [INFO ] [sig       ] INSW: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:16.780998] [INFO ] [LOCAL     ] Saved forecast: INSW	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/INSW.txt
[2025-09-29T01:30:16.781310] [INFO ] [sig       ] [1050/2211] Completed INSW in 0.3s | 3.73 sym/s | Total: 4.7m | ETA: 5.2m
[2025-09-29T01:30:16.781420] [INFO ] [sig       ] [1051/2211] Forecasting INVH...
[2025-09-29T01:30:16.781493] [INFO ] [sig       ] Generating forecast for: INVH
[2025-09-29T01:30:16.781600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-09-29T01:30:16.793570] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'INVH'.
[2025-09-29T01:30:16.794122] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-09-29T01:30:16.823734] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:16.824895] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-09-29T01:30:16.824979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:16.825056] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:16.825127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:16.825232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:16.844728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:16.845615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:16.845769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:16.845843] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:16.885853] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:16.886079] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:16.886141] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:16.886226] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:16.890312] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: DOWN (p=29.17%)
[2025-09-29T01:30:16.890738] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-09-29T01:30:16.890917] [INFO ] [sig       ] INVH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:17.045772] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/INVH.txt
[2025-09-29T01:30:17.046303] [INFO ] [sig       ] [1051/2211] Completed INVH in 0.3s | 3.73 sym/s | Total: 4.7m | ETA: 5.2m
[2025-09-29T01:30:17.046386] [INFO ] [sig       ] [1052/2211] Forecasting INVX...
[2025-09-29T01:30:17.046457] [INFO ] [sig       ] Generating forecast for: INVX
[2025-09-29T01:30:17.046531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVX' from 'https://tdm.silogroup.org/data/derivative_storage/INVX.csv'.
[2025-09-29T01:30:17.058154] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'INVX'.
[2025-09-29T01:30:17.058626] [INFO ] [FORECASTER] Starting predict_future for INVX
[2025-09-29T01:30:17.087745] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:17.088634] [DEBUG] [LOCAL     ] No optimal features file found for INVX: ./output/feature-sets/INVX.txt
[2025-09-29T01:30:17.088746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:17.088826] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:17.088904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:17.089012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:17.108775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:17.109759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:17.109886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:17.109968] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:17.149081] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:17.149295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:17.149350] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:17.149389] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:17.153878] [DEBUG] [FORECASTER] INVX: Forecast T+1@11:T+2@11: DOWN (p=17.37%)
[2025-09-29T01:30:17.154275] [INFO ] [FORECASTER] Completed predict_future for INVX
[2025-09-29T01:30:17.154444] [INFO ] [sig       ] INVX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:17.310035] [INFO ] [LOCAL     ] Saved forecast: INVX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/INVX.txt
[2025-09-29T01:30:17.310404] [INFO ] [sig       ] [1052/2211] Completed INVX in 0.3s | 3.73 sym/s | Total: 4.7m | ETA: 5.2m
[2025-09-29T01:30:17.310489] [INFO ] [sig       ] [1053/2211] Forecasting IONQ...
[2025-09-29T01:30:17.310560] [INFO ] [sig       ] Generating forecast for: IONQ
[2025-09-29T01:30:17.310634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONQ' from 'https://tdm.silogroup.org/data/derivative_storage/IONQ.csv'.
[2025-09-29T01:30:17.322160] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IONQ'.
[2025-09-29T01:30:17.322684] [INFO ] [FORECASTER] Starting predict_future for IONQ
[2025-09-29T01:30:17.350889] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:17.351906] [DEBUG] [LOCAL     ] No optimal features file found for IONQ: ./output/feature-sets/IONQ.txt
[2025-09-29T01:30:17.351991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:17.352080] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:17.352165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:17.352295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:17.373395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:17.374402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:17.374524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:17.374616] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:17.416048] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:17.416249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:17.416317] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:17.416354] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:17.420230] [DEBUG] [FORECASTER] IONQ: Forecast T+1@11:T+2@11: DOWN (p=3.35%)
[2025-09-29T01:30:17.420552] [INFO ] [FORECASTER] Completed predict_future for IONQ
[2025-09-29T01:30:17.420750] [INFO ] [sig       ] IONQ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:17.576605] [INFO ] [LOCAL     ] Saved forecast: IONQ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/IONQ.txt
[2025-09-29T01:30:17.577010] [INFO ] [sig       ] [1053/2211] Completed IONQ in 0.3s | 3.73 sym/s | Total: 4.7m | ETA: 5.2m
[2025-09-29T01:30:17.577101] [INFO ] [sig       ] [1054/2211] Forecasting IOT...
[2025-09-29T01:30:17.577174] [INFO ] [sig       ] Generating forecast for: IOT
[2025-09-29T01:30:17.577264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOT' from 'https://tdm.silogroup.org/data/derivative_storage/IOT.csv'.
[2025-09-29T01:30:17.589470] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IOT'.
[2025-09-29T01:30:17.590051] [INFO ] [FORECASTER] Starting predict_future for IOT
[2025-09-29T01:30:17.619920] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:17.620911] [DEBUG] [LOCAL     ] No optimal features file found for IOT: ./output/feature-sets/IOT.txt
[2025-09-29T01:30:17.620993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:17.621081] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:17.621164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:17.621293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:17.640519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:17.641615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:17.641800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:17.641891] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:17.678029] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:17.678229] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:17.678280] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:17.678317] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:17.682262] [DEBUG] [FORECASTER] IOT: Forecast T+1@11:T+2@11: DOWN (p=11.94%)
[2025-09-29T01:30:17.682604] [INFO ] [FORECASTER] Completed predict_future for IOT
[2025-09-29T01:30:17.682812] [INFO ] [sig       ] IOT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:17.846497] [INFO ] [LOCAL     ] Saved forecast: IOT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/IOT.txt
[2025-09-29T01:30:17.846874] [INFO ] [sig       ] [1054/2211] Completed IOT in 0.3s | 3.73 sym/s | Total: 4.7m | ETA: 5.2m
[2025-09-29T01:30:17.846984] [INFO ] [sig       ] [1055/2211] Forecasting IP...
[2025-09-29T01:30:17.847071] [INFO ] [sig       ] Generating forecast for: IP
[2025-09-29T01:30:17.847162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IP' from 'https://tdm.silogroup.org/data/derivative_storage/IP.csv'.
[2025-09-29T01:30:17.858754] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IP'.
[2025-09-29T01:30:17.859210] [INFO ] [FORECASTER] Starting predict_future for IP
[2025-09-29T01:30:17.887218] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:17.888113] [DEBUG] [LOCAL     ] No optimal features file found for IP: ./output/feature-sets/IP.txt
[2025-09-29T01:30:17.888193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:17.888266] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:17.888352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:17.888455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:17.907250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:17.908029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:17.908142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:17.908213] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:17.942470] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:17.942688] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:17.942759] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:17.942801] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:17.946426] [DEBUG] [FORECASTER] IP: Forecast T+1@11:T+2@11: DOWN (p=34.38%)
[2025-09-29T01:30:17.946818] [INFO ] [FORECASTER] Completed predict_future for IP
[2025-09-29T01:30:17.947021] [INFO ] [sig       ] IP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:18.097500] [INFO ] [LOCAL     ] Saved forecast: IP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/IP.txt
[2025-09-29T01:30:18.097839] [INFO ] [sig       ] [1055/2211] Completed IP in 0.3s | 3.73 sym/s | Total: 4.7m | ETA: 5.2m
[2025-09-29T01:30:18.097946] [INFO ] [sig       ] [1056/2211] Forecasting IPG...
[2025-09-29T01:30:18.098037] [INFO ] [sig       ] Generating forecast for: IPG
[2025-09-29T01:30:18.098132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPG' from 'https://tdm.silogroup.org/data/derivative_storage/IPG.csv'.
[2025-09-29T01:30:18.109229] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IPG'.
[2025-09-29T01:30:18.109624] [INFO ] [FORECASTER] Starting predict_future for IPG
[2025-09-29T01:30:18.137390] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:18.138363] [DEBUG] [LOCAL     ] No optimal features file found for IPG: ./output/feature-sets/IPG.txt
[2025-09-29T01:30:18.138446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:18.138521] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:18.138592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:18.138739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:18.157924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:18.158741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:18.158859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:18.158945] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:18.194917] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:18.195118] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:18.195187] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:18.195228] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:18.199792] [DEBUG] [FORECASTER] IPG: Forecast T+1@11:T+2@11: DOWN (p=32.77%)
[2025-09-29T01:30:18.200151] [INFO ] [FORECASTER] Completed predict_future for IPG
[2025-09-29T01:30:18.200314] [INFO ] [sig       ] IPG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:18.361086] [INFO ] [LOCAL     ] Saved forecast: IPG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/IPG.txt
[2025-09-29T01:30:18.361489] [INFO ] [sig       ] [1056/2211] Completed IPG in 0.3s | 3.73 sym/s | Total: 4.7m | ETA: 5.2m
[2025-09-29T01:30:18.361577] [INFO ] [sig       ] [1057/2211] Forecasting IPI...
[2025-09-29T01:30:18.361693] [INFO ] [sig       ] Generating forecast for: IPI
[2025-09-29T01:30:18.361785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-09-29T01:30:18.372711] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IPI'.
[2025-09-29T01:30:18.373152] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-09-29T01:30:18.400947] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:18.401829] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-09-29T01:30:18.401918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:18.402003] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:18.402076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:18.402182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:18.421810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:18.422487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:18.422606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:18.422701] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:18.471444] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:18.471679] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:18.471754] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:18.471829] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:18.477239] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=7.05%)
[2025-09-29T01:30:18.477636] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-09-29T01:30:18.477916] [INFO ] [sig       ] IPI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:18.660547] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/IPI.txt
[2025-09-29T01:30:18.660890] [INFO ] [sig       ] [1057/2211] Completed IPI in 0.3s | 3.73 sym/s | Total: 4.7m | ETA: 5.2m
[2025-09-29T01:30:18.660973] [INFO ] [sig       ] [1058/2211] Forecasting IQI...
[2025-09-29T01:30:18.661044] [INFO ] [sig       ] Generating forecast for: IQI
[2025-09-29T01:30:18.661124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-09-29T01:30:18.672766] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IQI'.
[2025-09-29T01:30:18.673283] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-09-29T01:30:18.702215] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:18.703307] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-09-29T01:30:18.703394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:18.703481] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:18.703562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:18.703741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:18.724079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:18.725006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:18.725133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:18.725207] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:18.760514] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:18.760778] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:18.760869] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:18.760913] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:18.764875] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: UP (p=82.89%)
[2025-09-29T01:30:18.765230] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-09-29T01:30:18.765396] [INFO ] [sig       ] IQI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:18.923156] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/IQI.txt
[2025-09-29T01:30:18.923481] [INFO ] [sig       ] [1058/2211] Completed IQI in 0.3s | 3.73 sym/s | Total: 4.7m | ETA: 5.2m
[2025-09-29T01:30:18.923567] [INFO ] [sig       ] [1059/2211] Forecasting IQV...
[2025-09-29T01:30:18.923675] [INFO ] [sig       ] Generating forecast for: IQV
[2025-09-29T01:30:18.923762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQV' from 'https://tdm.silogroup.org/data/derivative_storage/IQV.csv'.
[2025-09-29T01:30:18.934438] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IQV'.
[2025-09-29T01:30:18.934859] [INFO ] [FORECASTER] Starting predict_future for IQV
[2025-09-29T01:30:18.962824] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:18.963739] [DEBUG] [LOCAL     ] No optimal features file found for IQV: ./output/feature-sets/IQV.txt
[2025-09-29T01:30:18.963821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:18.963909] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:18.963994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:18.964164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:18.983484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:18.984620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:18.984766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:18.984851] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:19.018145] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:19.018350] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:19.018415] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:19.018456] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:19.022451] [DEBUG] [FORECASTER] IQV: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2025-09-29T01:30:19.022829] [INFO ] [FORECASTER] Completed predict_future for IQV
[2025-09-29T01:30:19.022998] [INFO ] [sig       ] IQV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:19.174255] [INFO ] [LOCAL     ] Saved forecast: IQV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/IQV.txt
[2025-09-29T01:30:19.174560] [INFO ] [sig       ] [1059/2211] Completed IQV in 0.3s | 3.73 sym/s | Total: 4.7m | ETA: 5.2m
[2025-09-29T01:30:19.174639] [INFO ] [sig       ] [1060/2211] Forecasting IR...
[2025-09-29T01:30:19.174734] [INFO ] [sig       ] Generating forecast for: IR
[2025-09-29T01:30:19.174805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IR' from 'https://tdm.silogroup.org/data/derivative_storage/IR.csv'.
[2025-09-29T01:30:19.185417] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IR'.
[2025-09-29T01:30:19.185821] [INFO ] [FORECASTER] Starting predict_future for IR
[2025-09-29T01:30:19.212441] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:19.213298] [DEBUG] [LOCAL     ] No optimal features file found for IR: ./output/feature-sets/IR.txt
[2025-09-29T01:30:19.213381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:19.213457] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:19.213527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:19.213633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:19.231876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:19.232507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:19.232619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:19.232724] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:19.271035] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:19.271221] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:19.271277] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:19.271328] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:19.275140] [DEBUG] [FORECASTER] IR: Forecast T+1@11:T+2@11: DOWN (p=33.12%)
[2025-09-29T01:30:19.275444] [INFO ] [FORECASTER] Completed predict_future for IR
[2025-09-29T01:30:19.275632] [INFO ] [sig       ] IR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:19.437011] [INFO ] [LOCAL     ] Saved forecast: IR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/IR.txt
[2025-09-29T01:30:19.437320] [INFO ] [sig       ] [1060/2211] Completed IR in 0.3s | 3.73 sym/s | Total: 4.7m | ETA: 5.1m
[2025-09-29T01:30:19.437406] [INFO ] [sig       ] [1061/2211] Forecasting IRM...
[2025-09-29T01:30:19.437480] [INFO ] [sig       ] Generating forecast for: IRM
[2025-09-29T01:30:19.437558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-09-29T01:30:19.449291] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IRM'.
[2025-09-29T01:30:19.449783] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-09-29T01:30:19.477940] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:19.478840] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-09-29T01:30:19.478922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:19.478996] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:19.479042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:19.479151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:19.499443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:19.500191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:19.500306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:19.500378] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:19.533474] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:19.533697] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:19.533778] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:19.533822] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:19.538425] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: UP (p=92.28%)
[2025-09-29T01:30:19.538873] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-09-29T01:30:19.539120] [INFO ] [sig       ] IRM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:19.698336] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/IRM.txt
[2025-09-29T01:30:19.698681] [INFO ] [sig       ] [1061/2211] Completed IRM in 0.3s | 3.73 sym/s | Total: 4.7m | ETA: 5.1m
[2025-09-29T01:30:19.698767] [INFO ] [sig       ] [1062/2211] Forecasting IRS...
[2025-09-29T01:30:19.698838] [INFO ] [sig       ] Generating forecast for: IRS
[2025-09-29T01:30:19.698941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRS' from 'https://tdm.silogroup.org/data/derivative_storage/IRS.csv'.
[2025-09-29T01:30:19.710412] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IRS'.
[2025-09-29T01:30:19.710886] [INFO ] [FORECASTER] Starting predict_future for IRS
[2025-09-29T01:30:19.739547] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:19.740470] [DEBUG] [LOCAL     ] No optimal features file found for IRS: ./output/feature-sets/IRS.txt
[2025-09-29T01:30:19.740553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:19.740627] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:19.740720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:19.740825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:19.759434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:19.760142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:19.760254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:19.760326] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:19.794190] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:19.794384] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:19.794437] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:19.794476] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:19.798823] [DEBUG] [FORECASTER] IRS: Forecast T+1@11:T+2@11: UP (p=95.07%)
[2025-09-29T01:30:19.799157] [INFO ] [FORECASTER] Completed predict_future for IRS
[2025-09-29T01:30:19.799314] [INFO ] [sig       ] IRS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:19.955353] [INFO ] [LOCAL     ] Saved forecast: IRS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/IRS.txt
[2025-09-29T01:30:19.955683] [INFO ] [sig       ] [1062/2211] Completed IRS in 0.3s | 3.73 sym/s | Total: 4.7m | ETA: 5.1m
[2025-09-29T01:30:19.955770] [INFO ] [sig       ] [1063/2211] Forecasting IRT...
[2025-09-29T01:30:19.955845] [INFO ] [sig       ] Generating forecast for: IRT
[2025-09-29T01:30:19.955918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRT' from 'https://tdm.silogroup.org/data/derivative_storage/IRT.csv'.
[2025-09-29T01:30:19.967160] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IRT'.
[2025-09-29T01:30:19.967567] [INFO ] [FORECASTER] Starting predict_future for IRT
[2025-09-29T01:30:19.995626] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:19.996541] [DEBUG] [LOCAL     ] No optimal features file found for IRT: ./output/feature-sets/IRT.txt
[2025-09-29T01:30:19.996627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:19.996726] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:19.996797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:19.996923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:20.016951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:20.017806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:20.017920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:20.017991] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:20.057234] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:20.057425] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:20.057474] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:20.057510] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:20.061418] [DEBUG] [FORECASTER] IRT: Forecast T+1@11:T+2@11: UP (p=90.97%)
[2025-09-29T01:30:20.061792] [INFO ] [FORECASTER] Completed predict_future for IRT
[2025-09-29T01:30:20.061959] [INFO ] [sig       ] IRT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:20.219163] [INFO ] [LOCAL     ] Saved forecast: IRT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/IRT.txt
[2025-09-29T01:30:20.219491] [INFO ] [sig       ] [1063/2211] Completed IRT in 0.3s | 3.73 sym/s | Total: 4.8m | ETA: 5.1m
[2025-09-29T01:30:20.219573] [INFO ] [sig       ] [1064/2211] Forecasting ISD...
[2025-09-29T01:30:20.219668] [INFO ] [sig       ] Generating forecast for: ISD
[2025-09-29T01:30:20.219745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-09-29T01:30:20.232833] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ISD'.
[2025-09-29T01:30:20.233346] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-09-29T01:30:20.262963] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:20.263967] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-09-29T01:30:20.264063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:20.264143] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:20.264216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:20.264324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:20.283598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:20.284503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:20.284628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:20.284741] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:20.323455] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:20.323690] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:20.323765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:20.323806] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:20.327574] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: UP (p=71.15%)
[2025-09-29T01:30:20.327917] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-09-29T01:30:20.328086] [INFO ] [sig       ] ISD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:20.499442] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ISD.txt
[2025-09-29T01:30:20.499769] [INFO ] [sig       ] [1064/2211] Completed ISD in 0.3s | 3.73 sym/s | Total: 4.8m | ETA: 5.1m
[2025-09-29T01:30:20.499870] [INFO ] [sig       ] [1065/2211] Forecasting IT...
[2025-09-29T01:30:20.499954] [INFO ] [sig       ] Generating forecast for: IT
[2025-09-29T01:30:20.500043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IT' from 'https://tdm.silogroup.org/data/derivative_storage/IT.csv'.
[2025-09-29T01:30:20.511485] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'IT'.
[2025-09-29T01:30:20.511905] [INFO ] [FORECASTER] Starting predict_future for IT
[2025-09-29T01:30:20.540434] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:20.541386] [DEBUG] [LOCAL     ] No optimal features file found for IT: ./output/feature-sets/IT.txt
[2025-09-29T01:30:20.541470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:20.541565] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:20.541685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:20.541825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:20.563448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:20.564450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:20.564572] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:20.564692] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:20.604432] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:20.604634] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:20.604736] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:20.604781] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:20.608599] [DEBUG] [FORECASTER] IT: Forecast T+1@11:T+2@11: DOWN (p=0.96%)
[2025-09-29T01:30:20.608948] [INFO ] [FORECASTER] Completed predict_future for IT
[2025-09-29T01:30:20.609116] [INFO ] [sig       ] IT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:20.779574] [INFO ] [LOCAL     ] Saved forecast: IT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/IT.txt
[2025-09-29T01:30:20.779924] [INFO ] [sig       ] [1065/2211] Completed IT in 0.3s | 3.73 sym/s | Total: 4.8m | ETA: 5.1m
[2025-09-29T01:30:20.780017] [INFO ] [sig       ] [1066/2211] Forecasting ITGR...
[2025-09-29T01:30:20.780089] [INFO ] [sig       ] Generating forecast for: ITGR
[2025-09-29T01:30:20.780190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITGR' from 'https://tdm.silogroup.org/data/derivative_storage/ITGR.csv'.
[2025-09-29T01:30:20.791633] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ITGR'.
[2025-09-29T01:30:20.792150] [INFO ] [FORECASTER] Starting predict_future for ITGR
[2025-09-29T01:30:20.821413] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:20.822435] [DEBUG] [LOCAL     ] No optimal features file found for ITGR: ./output/feature-sets/ITGR.txt
[2025-09-29T01:30:20.822523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:20.822614] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:20.822735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:20.822910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:20.842739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:20.843534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:20.843718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:20.843798] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:20.889563] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:20.889793] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:20.889866] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:20.889910] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:20.894471] [DEBUG] [FORECASTER] ITGR: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2025-09-29T01:30:20.894997] [INFO ] [FORECASTER] Completed predict_future for ITGR
[2025-09-29T01:30:20.895181] [INFO ] [sig       ] ITGR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:21.061476] [INFO ] [LOCAL     ] Saved forecast: ITGR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ITGR.txt
[2025-09-29T01:30:21.061874] [INFO ] [sig       ] [1066/2211] Completed ITGR in 0.3s | 3.73 sym/s | Total: 4.8m | ETA: 5.1m
[2025-09-29T01:30:21.061963] [INFO ] [sig       ] [1067/2211] Forecasting ITT...
[2025-09-29T01:30:21.062050] [INFO ] [sig       ] Generating forecast for: ITT
[2025-09-29T01:30:21.062142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITT' from 'https://tdm.silogroup.org/data/derivative_storage/ITT.csv'.
[2025-09-29T01:30:21.074101] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ITT'.
[2025-09-29T01:30:21.074665] [INFO ] [FORECASTER] Starting predict_future for ITT
[2025-09-29T01:30:21.105103] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:21.106157] [DEBUG] [LOCAL     ] No optimal features file found for ITT: ./output/feature-sets/ITT.txt
[2025-09-29T01:30:21.106246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:21.106341] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:21.106435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:21.106575] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:21.125858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:21.126997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:21.127133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:21.127225] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:21.169149] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:21.169366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:21.169422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:21.169479] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:21.173381] [DEBUG] [FORECASTER] ITT: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2025-09-29T01:30:21.173838] [INFO ] [FORECASTER] Completed predict_future for ITT
[2025-09-29T01:30:21.174024] [INFO ] [sig       ] ITT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:21.469372] [INFO ] [LOCAL     ] Saved forecast: ITT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ITT.txt
[2025-09-29T01:30:21.469729] [INFO ] [sig       ] [1067/2211] Completed ITT in 0.4s | 3.72 sym/s | Total: 4.8m | ETA: 5.1m
[2025-09-29T01:30:21.469818] [INFO ] [sig       ] [1068/2211] Forecasting ITUB...
[2025-09-29T01:30:21.469893] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-09-29T01:30:21.469970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-09-29T01:30:21.481416] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ITUB'.
[2025-09-29T01:30:21.481941] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-09-29T01:30:21.510299] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:21.511312] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-09-29T01:30:21.511397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:21.511471] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:21.511596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:21.511729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:21.531509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:21.532477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:21.532609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:21.532720] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:21.578038] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:21.578261] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:21.578320] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:21.578372] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:21.583568] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-09-29T01:30:21.583997] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-09-29T01:30:21.584187] [INFO ] [sig       ] ITUB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:21.757864] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ITUB.txt
[2025-09-29T01:30:21.758191] [INFO ] [sig       ] [1068/2211] Completed ITUB in 0.3s | 3.72 sym/s | Total: 4.8m | ETA: 5.1m
[2025-09-29T01:30:21.758298] [INFO ] [sig       ] [1069/2211] Forecasting ITW...
[2025-09-29T01:30:21.758424] [INFO ] [sig       ] Generating forecast for: ITW
[2025-09-29T01:30:21.758514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITW' from 'https://tdm.silogroup.org/data/derivative_storage/ITW.csv'.
[2025-09-29T01:30:21.770180] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ITW'.
[2025-09-29T01:30:21.770635] [INFO ] [FORECASTER] Starting predict_future for ITW
[2025-09-29T01:30:21.798385] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:21.799326] [DEBUG] [LOCAL     ] No optimal features file found for ITW: ./output/feature-sets/ITW.txt
[2025-09-29T01:30:21.799414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:21.799491] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:21.799568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:21.799696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:21.818635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:21.819359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:21.819479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:21.819552] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:21.855917] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:21.856126] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:21.856179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:21.856218] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:21.860135] [DEBUG] [FORECASTER] ITW: Forecast T+1@11:T+2@11: DOWN (p=16.41%)
[2025-09-29T01:30:21.860472] [INFO ] [FORECASTER] Completed predict_future for ITW
[2025-09-29T01:30:21.860665] [INFO ] [sig       ] ITW: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:22.028283] [INFO ] [LOCAL     ] Saved forecast: ITW	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ITW.txt
[2025-09-29T01:30:22.028577] [INFO ] [sig       ] [1069/2211] Completed ITW in 0.3s | 3.72 sym/s | Total: 4.8m | ETA: 5.1m
[2025-09-29T01:30:22.028697] [INFO ] [sig       ] [1070/2211] Forecasting IVR...
[2025-09-29T01:30:22.028779] [INFO ] [sig       ] Generating forecast for: IVR
[2025-09-29T01:30:22.028859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVR' from 'https://tdm.silogroup.org/data/derivative_storage/IVR.csv'.
[2025-09-29T01:30:22.039891] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IVR'.
[2025-09-29T01:30:22.040362] [INFO ] [FORECASTER] Starting predict_future for IVR
[2025-09-29T01:30:22.068422] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:22.069274] [DEBUG] [LOCAL     ] No optimal features file found for IVR: ./output/feature-sets/IVR.txt
[2025-09-29T01:30:22.069356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:22.069446] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:22.069531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:22.069671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:22.090491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:22.091518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:22.091670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:22.091747] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:22.130993] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:22.131302] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:22.131380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:22.131425] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:22.135614] [DEBUG] [FORECASTER] IVR: Forecast T+1@11:T+2@11: UP (p=98.67%)
[2025-09-29T01:30:22.135974] [INFO ] [FORECASTER] Completed predict_future for IVR
[2025-09-29T01:30:22.136143] [INFO ] [sig       ] IVR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:22.288538] [INFO ] [LOCAL     ] Saved forecast: IVR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/IVR.txt
[2025-09-29T01:30:22.288867] [INFO ] [sig       ] [1070/2211] Completed IVR in 0.3s | 3.72 sym/s | Total: 4.8m | ETA: 5.1m
[2025-09-29T01:30:22.288952] [INFO ] [sig       ] [1071/2211] Forecasting IVT...
[2025-09-29T01:30:22.289044] [INFO ] [sig       ] Generating forecast for: IVT
[2025-09-29T01:30:22.289133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVT' from 'https://tdm.silogroup.org/data/derivative_storage/IVT.csv'.
[2025-09-29T01:30:22.300221] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IVT'.
[2025-09-29T01:30:22.300639] [INFO ] [FORECASTER] Starting predict_future for IVT
[2025-09-29T01:30:22.327303] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:22.328229] [DEBUG] [LOCAL     ] No optimal features file found for IVT: ./output/feature-sets/IVT.txt
[2025-09-29T01:30:22.328315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:22.328389] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:22.328461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:22.328566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:22.349177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:22.349964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:22.350084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:22.350156] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:22.382515] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:22.382780] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:22.382852] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:22.382893] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:22.387036] [DEBUG] [FORECASTER] IVT: Forecast T+1@11:T+2@11: DOWN (p=29.80%)
[2025-09-29T01:30:22.387368] [INFO ] [FORECASTER] Completed predict_future for IVT
[2025-09-29T01:30:22.387535] [INFO ] [sig       ] IVT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:22.565354] [INFO ] [LOCAL     ] Saved forecast: IVT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/IVT.txt
[2025-09-29T01:30:22.565662] [INFO ] [sig       ] [1071/2211] Completed IVT in 0.3s | 3.72 sym/s | Total: 4.8m | ETA: 5.1m
[2025-09-29T01:30:22.565745] [INFO ] [sig       ] [1072/2211] Forecasting IVZ...
[2025-09-29T01:30:22.565816] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-09-29T01:30:22.565889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-09-29T01:30:22.577357] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IVZ'.
[2025-09-29T01:30:22.577818] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-09-29T01:30:22.604846] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:22.605901] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-09-29T01:30:22.605992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:22.606067] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:22.606139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:22.606245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:22.624724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:22.625450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:22.625570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:22.625667] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:22.660376] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:22.660574] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:22.660626] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:22.660708] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:22.664478] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: UP (p=85.99%)
[2025-09-29T01:30:22.664997] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-09-29T01:30:22.665172] [INFO ] [sig       ] IVZ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:22.827183] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/IVZ.txt
[2025-09-29T01:30:22.827485] [INFO ] [sig       ] [1072/2211] Completed IVZ in 0.3s | 3.72 sym/s | Total: 4.8m | ETA: 5.1m
[2025-09-29T01:30:22.827577] [INFO ] [sig       ] [1073/2211] Forecasting IX...
[2025-09-29T01:30:22.827699] [INFO ] [sig       ] Generating forecast for: IX
[2025-09-29T01:30:22.827783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-09-29T01:30:22.838763] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IX'.
[2025-09-29T01:30:22.839202] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-09-29T01:30:22.866870] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:22.867875] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-09-29T01:30:22.867970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:22.868069] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:22.868165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:22.868314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:22.887284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:22.888029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:22.888166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:22.888260] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:22.921105] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:22.921293] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:22.921346] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:22.921386] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:22.925669] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: DOWN (p=35.10%)
[2025-09-29T01:30:22.926077] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-09-29T01:30:22.926259] [INFO ] [sig       ] IX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:23.088448] [INFO ] [LOCAL     ] Saved forecast: IX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/IX.txt
[2025-09-29T01:30:23.088925] [INFO ] [sig       ] [1073/2211] Completed IX in 0.3s | 3.72 sym/s | Total: 4.8m | ETA: 5.1m
[2025-09-29T01:30:23.089034] [INFO ] [sig       ] [1074/2211] Forecasting J...
[2025-09-29T01:30:23.089142] [INFO ] [sig       ] Generating forecast for: J
[2025-09-29T01:30:23.089248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-09-29T01:30:23.102669] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'J'.
[2025-09-29T01:30:23.103242] [INFO ] [FORECASTER] Starting predict_future for J
[2025-09-29T01:30:23.140347] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:23.141259] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-09-29T01:30:23.141347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:23.141427] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:23.141503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:23.141608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:23.160857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:23.161636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:23.161784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:23.161862] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:23.199912] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:23.200105] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:23.200157] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:23.200194] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:23.204447] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: DOWN (p=5.34%)
[2025-09-29T01:30:23.204885] [INFO ] [FORECASTER] Completed predict_future for J
[2025-09-29T01:30:23.205085] [INFO ] [sig       ] J: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:23.372485] [INFO ] [LOCAL     ] Saved forecast: J	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/J.txt
[2025-09-29T01:30:23.372824] [INFO ] [sig       ] [1074/2211] Completed J in 0.3s | 3.72 sym/s | Total: 4.8m | ETA: 5.1m
[2025-09-29T01:30:23.372941] [INFO ] [sig       ] [1075/2211] Forecasting JBGS...
[2025-09-29T01:30:23.373043] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-09-29T01:30:23.373150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-09-29T01:30:23.384825] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JBGS'.
[2025-09-29T01:30:23.385214] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-09-29T01:30:23.412895] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:23.413765] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-09-29T01:30:23.413859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:23.413947] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:23.414032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:23.414166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:23.435408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:23.436150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:23.436281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:23.436374] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:23.483005] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:23.483169] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:23.483218] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:23.483257] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:23.487412] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: UP (p=71.71%)
[2025-09-29T01:30:23.487831] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-09-29T01:30:23.488022] [INFO ] [sig       ] JBGS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:23.641449] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/JBGS.txt
[2025-09-29T01:30:23.641795] [INFO ] [sig       ] [1075/2211] Completed JBGS in 0.3s | 3.72 sym/s | Total: 4.8m | ETA: 5.1m
[2025-09-29T01:30:23.641897] [INFO ] [sig       ] [1076/2211] Forecasting JBI...
[2025-09-29T01:30:23.641989] [INFO ] [sig       ] Generating forecast for: JBI
[2025-09-29T01:30:23.642086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-09-29T01:30:23.653345] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JBI'.
[2025-09-29T01:30:23.653810] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-09-29T01:30:23.680682] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:23.681534] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-09-29T01:30:23.681620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:23.681745] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:23.681838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:23.681969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:23.700834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:23.701552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:23.701692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:23.701780] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:23.741147] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:23.741333] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:23.741381] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:23.741418] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:23.745130] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: UP (p=98.09%)
[2025-09-29T01:30:23.745454] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-09-29T01:30:23.745609] [INFO ] [sig       ] JBI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:23.894330] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/JBI.txt
[2025-09-29T01:30:23.894678] [INFO ] [sig       ] [1076/2211] Completed JBI in 0.3s | 3.72 sym/s | Total: 4.8m | ETA: 5.1m
[2025-09-29T01:30:23.894762] [INFO ] [sig       ] [1077/2211] Forecasting JBL...
[2025-09-29T01:30:23.894846] [INFO ] [sig       ] Generating forecast for: JBL
[2025-09-29T01:30:23.894920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-09-29T01:30:23.906377] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JBL'.
[2025-09-29T01:30:23.906812] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-09-29T01:30:23.932973] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:23.933883] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-09-29T01:30:23.933966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:23.934040] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:23.934121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:23.934251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:23.952518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:23.953294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:23.953417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:23.953551] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:23.995005] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:23.995196] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:23.995246] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:23.995281] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:23.999290] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: DOWN (p=21.17%)
[2025-09-29T01:30:23.999596] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-09-29T01:30:23.999783] [INFO ] [sig       ] JBL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:24.149479] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/JBL.txt
[2025-09-29T01:30:24.149819] [INFO ] [sig       ] [1077/2211] Completed JBL in 0.3s | 3.72 sym/s | Total: 4.8m | ETA: 5.1m
[2025-09-29T01:30:24.149903] [INFO ] [sig       ] [1078/2211] Forecasting JBND...
[2025-09-29T01:30:24.149974] [INFO ] [sig       ] Generating forecast for: JBND
[2025-09-29T01:30:24.150047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-09-29T01:30:24.161446] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JBND'.
[2025-09-29T01:30:24.162067] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-09-29T01:30:24.192769] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:24.193874] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-09-29T01:30:24.193967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:24.194063] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:24.194138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:24.194247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:24.215212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:24.216238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:24.216364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:24.216439] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:24.255865] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:24.256073] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:24.256152] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:24.256198] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:24.260139] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: UP (p=89.99%)
[2025-09-29T01:30:24.260466] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-09-29T01:30:24.260695] [INFO ] [sig       ] JBND: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:24.420260] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/JBND.txt
[2025-09-29T01:30:24.420559] [INFO ] [sig       ] [1078/2211] Completed JBND in 0.3s | 3.72 sym/s | Total: 4.8m | ETA: 5.1m
[2025-09-29T01:30:24.420694] [INFO ] [sig       ] [1079/2211] Forecasting JCE...
[2025-09-29T01:30:24.420780] [INFO ] [sig       ] Generating forecast for: JCE
[2025-09-29T01:30:24.420871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-09-29T01:30:24.431678] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JCE'.
[2025-09-29T01:30:24.432109] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-09-29T01:30:24.459344] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:24.460261] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-09-29T01:30:24.460344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:24.460418] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:24.460506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:24.460686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:24.479732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:24.480723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:24.480840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:24.480935] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:24.520076] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:24.520248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:24.520299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:24.520334] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:24.524164] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=42.45%)
[2025-09-29T01:30:24.524466] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-09-29T01:30:24.524615] [INFO ] [sig       ] JCE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:24.680682] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/JCE.txt
[2025-09-29T01:30:24.680979] [INFO ] [sig       ] [1079/2211] Completed JCE in 0.3s | 3.72 sym/s | Total: 4.8m | ETA: 5.1m
[2025-09-29T01:30:24.681060] [INFO ] [sig       ] [1080/2211] Forecasting JCI...
[2025-09-29T01:30:24.681139] [INFO ] [sig       ] Generating forecast for: JCI
[2025-09-29T01:30:24.681212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-09-29T01:30:24.692275] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JCI'.
[2025-09-29T01:30:24.692726] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-09-29T01:30:24.719422] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:24.720358] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-09-29T01:30:24.720445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:24.720523] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:24.720593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:24.720724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:24.740517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:24.741405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:24.741521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:24.741594] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:24.780057] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:24.780295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:24.780373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:24.780448] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:24.785670] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: UP (p=68.70%)
[2025-09-29T01:30:24.786166] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-09-29T01:30:24.786372] [INFO ] [sig       ] JCI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:24.951991] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/JCI.txt
[2025-09-29T01:30:24.952283] [INFO ] [sig       ] [1080/2211] Completed JCI in 0.3s | 3.72 sym/s | Total: 4.8m | ETA: 5.1m
[2025-09-29T01:30:24.952365] [INFO ] [sig       ] [1081/2211] Forecasting JEF...
[2025-09-29T01:30:24.952437] [INFO ] [sig       ] Generating forecast for: JEF
[2025-09-29T01:30:24.952510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-09-29T01:30:24.963503] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JEF'.
[2025-09-29T01:30:24.963970] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-09-29T01:30:24.991473] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:24.992444] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-09-29T01:30:24.992586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:24.992700] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:24.992787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:24.992922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:25.013599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:25.014413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:25.014532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:25.014620] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:25.051751] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:25.051923] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:25.051969] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:25.052005] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:25.055585] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=3.90%)
[2025-09-29T01:30:25.055933] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-09-29T01:30:25.056092] [INFO ] [sig       ] JEF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:25.210888] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/JEF.txt
[2025-09-29T01:30:25.211192] [INFO ] [sig       ] [1081/2211] Completed JEF in 0.3s | 3.73 sym/s | Total: 4.8m | ETA: 5.1m
[2025-09-29T01:30:25.211297] [INFO ] [sig       ] [1082/2211] Forecasting JELD...
[2025-09-29T01:30:25.211383] [INFO ] [sig       ] Generating forecast for: JELD
[2025-09-29T01:30:25.211471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-09-29T01:30:25.222332] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JELD'.
[2025-09-29T01:30:25.222773] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-09-29T01:30:25.250908] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:25.251805] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-09-29T01:30:25.251887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:25.251961] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:25.252031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:25.252136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:25.282217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:25.283536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:25.283726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:25.283825] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:25.315467] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:25.315700] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:25.315773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:25.315814] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:25.319518] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=1.42%)
[2025-09-29T01:30:25.319898] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-09-29T01:30:25.320069] [INFO ] [sig       ] JELD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:25.476790] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/JELD.txt
[2025-09-29T01:30:25.477104] [INFO ] [sig       ] [1082/2211] Completed JELD in 0.3s | 3.73 sym/s | Total: 4.8m | ETA: 5.1m
[2025-09-29T01:30:25.477185] [INFO ] [sig       ] [1083/2211] Forecasting JEQ...
[2025-09-29T01:30:25.477256] [INFO ] [sig       ] Generating forecast for: JEQ
[2025-09-29T01:30:25.477330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEQ.csv'.
[2025-09-29T01:30:25.487281] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JEQ'.
[2025-09-29T01:30:25.487814] [INFO ] [FORECASTER] Starting predict_future for JEQ
[2025-09-29T01:30:25.516090] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:25.517208] [DEBUG] [LOCAL     ] No optimal features file found for JEQ: ./output/feature-sets/JEQ.txt
[2025-09-29T01:30:25.517338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:25.517447] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:25.517555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:25.517747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:25.537477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:25.538254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:25.538449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:25.538536] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:25.573015] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:25.573210] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:25.573277] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:25.573318] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:25.578358] [DEBUG] [FORECASTER] JEQ: Forecast T+1@11:T+2@11: DOWN (p=21.57%)
[2025-09-29T01:30:25.578826] [INFO ] [FORECASTER] Completed predict_future for JEQ
[2025-09-29T01:30:25.579055] [INFO ] [sig       ] JEQ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:25.740766] [INFO ] [LOCAL     ] Saved forecast: JEQ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/JEQ.txt
[2025-09-29T01:30:25.741160] [INFO ] [sig       ] [1083/2211] Completed JEQ in 0.3s | 3.73 sym/s | Total: 4.8m | ETA: 5.0m
[2025-09-29T01:30:25.741265] [INFO ] [sig       ] [1084/2211] Forecasting JFR...
[2025-09-29T01:30:25.741428] [INFO ] [sig       ] Generating forecast for: JFR
[2025-09-29T01:30:25.741542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFR' from 'https://tdm.silogroup.org/data/derivative_storage/JFR.csv'.
[2025-09-29T01:30:25.754399] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JFR'.
[2025-09-29T01:30:25.754987] [INFO ] [FORECASTER] Starting predict_future for JFR
[2025-09-29T01:30:25.790240] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:25.791207] [DEBUG] [LOCAL     ] No optimal features file found for JFR: ./output/feature-sets/JFR.txt
[2025-09-29T01:30:25.791291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:25.791374] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:25.791456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:25.791580] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:25.810837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:25.811861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:25.811987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:25.812069] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:25.844443] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:25.844670] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:25.844749] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:25.844791] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:25.849441] [DEBUG] [FORECASTER] JFR: Forecast T+1@11:T+2@11: UP (p=76.65%)
[2025-09-29T01:30:25.849890] [INFO ] [FORECASTER] Completed predict_future for JFR
[2025-09-29T01:30:25.850112] [INFO ] [sig       ] JFR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:26.010273] [INFO ] [LOCAL     ] Saved forecast: JFR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/JFR.txt
[2025-09-29T01:30:26.010591] [INFO ] [sig       ] [1084/2211] Completed JFR in 0.3s | 3.73 sym/s | Total: 4.8m | ETA: 5.0m
[2025-09-29T01:30:26.010717] [INFO ] [sig       ] [1085/2211] Forecasting JGH...
[2025-09-29T01:30:26.010799] [INFO ] [sig       ] Generating forecast for: JGH
[2025-09-29T01:30:26.010885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGH' from 'https://tdm.silogroup.org/data/derivative_storage/JGH.csv'.
[2025-09-29T01:30:26.022533] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JGH'.
[2025-09-29T01:30:26.023069] [INFO ] [FORECASTER] Starting predict_future for JGH
[2025-09-29T01:30:26.051582] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:26.052625] [DEBUG] [LOCAL     ] No optimal features file found for JGH: ./output/feature-sets/JGH.txt
[2025-09-29T01:30:26.052765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:26.052861] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:26.052954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:26.053090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:26.072615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:26.073635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:26.073798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:26.073888] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:26.107506] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:26.107760] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:26.107832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:26.107874] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:26.112200] [DEBUG] [FORECASTER] JGH: Forecast T+1@11:T+2@11: DOWN (p=2.73%)
[2025-09-29T01:30:26.112590] [INFO ] [FORECASTER] Completed predict_future for JGH
[2025-09-29T01:30:26.112815] [INFO ] [sig       ] JGH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:26.268537] [INFO ] [LOCAL     ] Saved forecast: JGH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/JGH.txt
[2025-09-29T01:30:26.268952] [INFO ] [sig       ] [1085/2211] Completed JGH in 0.3s | 3.73 sym/s | Total: 4.9m | ETA: 5.0m
[2025-09-29T01:30:26.269054] [INFO ] [sig       ] [1086/2211] Forecasting JHG...
[2025-09-29T01:30:26.269148] [INFO ] [sig       ] Generating forecast for: JHG
[2025-09-29T01:30:26.269245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-09-29T01:30:26.280835] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JHG'.
[2025-09-29T01:30:26.281335] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-09-29T01:30:26.308937] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:26.310099] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-09-29T01:30:26.310202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:26.310304] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:26.310394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:26.310551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:26.328931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:26.329935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:26.330080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:26.330187] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:26.370945] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:26.371153] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:26.371206] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:26.371243] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:26.375495] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: UP (p=76.99%)
[2025-09-29T01:30:26.375914] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-09-29T01:30:26.376144] [INFO ] [sig       ] JHG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:26.532060] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/JHG.txt
[2025-09-29T01:30:26.532367] [INFO ] [sig       ] [1086/2211] Completed JHG in 0.3s | 3.73 sym/s | Total: 4.9m | ETA: 5.0m
[2025-09-29T01:30:26.532453] [INFO ] [sig       ] [1087/2211] Forecasting JHI...
[2025-09-29T01:30:26.532538] [INFO ] [sig       ] Generating forecast for: JHI
[2025-09-29T01:30:26.532704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-09-29T01:30:26.543209] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JHI'.
[2025-09-29T01:30:26.543743] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-09-29T01:30:26.571336] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:26.572231] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-09-29T01:30:26.572313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:26.572402] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:26.572486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:26.572627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:26.591661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:26.592330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:26.592445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:26.592533] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:26.631520] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:26.631731] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:26.631800] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:26.631842] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:26.635568] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-09-29T01:30:26.635955] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-09-29T01:30:26.636128] [INFO ] [sig       ] JHI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:26.790017] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/JHI.txt
[2025-09-29T01:30:26.790307] [INFO ] [sig       ] [1087/2211] Completed JHI in 0.3s | 3.73 sym/s | Total: 4.9m | ETA: 5.0m
[2025-09-29T01:30:26.790388] [INFO ] [sig       ] [1088/2211] Forecasting JHS...
[2025-09-29T01:30:26.790459] [INFO ] [sig       ] Generating forecast for: JHS
[2025-09-29T01:30:26.790533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHS' from 'https://tdm.silogroup.org/data/derivative_storage/JHS.csv'.
[2025-09-29T01:30:26.800726] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JHS'.
[2025-09-29T01:30:26.801116] [INFO ] [FORECASTER] Starting predict_future for JHS
[2025-09-29T01:30:26.829919] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:26.830894] [DEBUG] [LOCAL     ] No optimal features file found for JHS: ./output/feature-sets/JHS.txt
[2025-09-29T01:30:26.830984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:26.831086] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:26.831184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:26.831318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:26.851345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:26.852253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:26.852377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:26.852451] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:26.891063] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:26.891264] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:26.891325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:26.891363] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:26.896050] [DEBUG] [FORECASTER] JHS: Forecast T+1@11:T+2@11: DOWN (p=34.32%)
[2025-09-29T01:30:26.896414] [INFO ] [FORECASTER] Completed predict_future for JHS
[2025-09-29T01:30:26.896575] [INFO ] [sig       ] JHS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:27.050021] [INFO ] [LOCAL     ] Saved forecast: JHS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/JHS.txt
[2025-09-29T01:30:27.050406] [INFO ] [sig       ] [1088/2211] Completed JHS in 0.3s | 3.73 sym/s | Total: 4.9m | ETA: 5.0m
[2025-09-29T01:30:27.050490] [INFO ] [sig       ] [1089/2211] Forecasting JHX...
[2025-09-29T01:30:27.050563] [INFO ] [sig       ] Generating forecast for: JHX
[2025-09-29T01:30:27.050635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-09-29T01:30:27.062200] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JHX'.
[2025-09-29T01:30:27.062760] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-09-29T01:30:27.095410] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:27.096457] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-09-29T01:30:27.096554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:27.096631] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:27.096728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:27.096884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:27.116131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:27.117070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:27.117188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:27.117261] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:27.160856] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:27.161052] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:27.161100] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:27.161136] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:27.164994] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=35.16%)
[2025-09-29T01:30:27.165307] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-09-29T01:30:27.165462] [INFO ] [sig       ] JHX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:27.322915] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/JHX.txt
[2025-09-29T01:30:27.323213] [INFO ] [sig       ] [1089/2211] Completed JHX in 0.3s | 3.73 sym/s | Total: 4.9m | ETA: 5.0m
[2025-09-29T01:30:27.323293] [INFO ] [sig       ] [1090/2211] Forecasting JILL...
[2025-09-29T01:30:27.323365] [INFO ] [sig       ] Generating forecast for: JILL
[2025-09-29T01:30:27.323439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-09-29T01:30:27.334389] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JILL'.
[2025-09-29T01:30:27.334770] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-09-29T01:30:27.361064] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:27.361985] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-09-29T01:30:27.362067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:27.362141] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:27.362210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:27.362318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:27.380819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:27.381571] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:27.381728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:27.381802] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:27.421051] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:27.421233] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:27.421281] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:27.421316] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:27.424978] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: DOWN (p=7.69%)
[2025-09-29T01:30:27.425278] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-09-29T01:30:27.425468] [INFO ] [sig       ] JILL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:27.582942] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/JILL.txt
[2025-09-29T01:30:27.583250] [INFO ] [sig       ] [1090/2211] Completed JILL in 0.3s | 3.73 sym/s | Total: 4.9m | ETA: 5.0m
[2025-09-29T01:30:27.583333] [INFO ] [sig       ] [1091/2211] Forecasting JKS...
[2025-09-29T01:30:27.583404] [INFO ] [sig       ] Generating forecast for: JKS
[2025-09-29T01:30:27.583476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-09-29T01:30:27.594051] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JKS'.
[2025-09-29T01:30:27.594444] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-09-29T01:30:27.622347] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:27.623227] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-09-29T01:30:27.623320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:27.623394] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:27.623464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:27.623570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:27.641977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:27.642800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:27.642916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:27.642989] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:27.678420] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:27.678617] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:27.678702] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:27.678759] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:27.682388] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: UP (p=99.73%)
[2025-09-29T01:30:27.682728] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-09-29T01:30:27.682896] [INFO ] [sig       ] JKS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:27.848363] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/JKS.txt
[2025-09-29T01:30:27.848702] [INFO ] [sig       ] [1091/2211] Completed JKS in 0.3s | 3.73 sym/s | Total: 4.9m | ETA: 5.0m
[2025-09-29T01:30:27.848810] [INFO ] [sig       ] [1092/2211] Forecasting JLL...
[2025-09-29T01:30:27.848882] [INFO ] [sig       ] Generating forecast for: JLL
[2025-09-29T01:30:27.848955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-09-29T01:30:27.859966] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JLL'.
[2025-09-29T01:30:27.860299] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-09-29T01:30:27.890322] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:27.891352] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-09-29T01:30:27.891477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:27.891572] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:27.891696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:27.891833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:27.914994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:27.916093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:27.916212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:27.916284] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:27.962216] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:27.962449] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:27.962507] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:27.962544] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:27.966219] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=81.93%)
[2025-09-29T01:30:27.966520] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-09-29T01:30:27.966705] [INFO ] [sig       ] JLL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:28.140451] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/JLL.txt
[2025-09-29T01:30:28.140841] [INFO ] [sig       ] [1092/2211] Completed JLL in 0.3s | 3.73 sym/s | Total: 4.9m | ETA: 5.0m
[2025-09-29T01:30:28.140958] [INFO ] [sig       ] [1093/2211] Forecasting JLS...
[2025-09-29T01:30:28.141043] [INFO ] [sig       ] Generating forecast for: JLS
[2025-09-29T01:30:28.141207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-09-29T01:30:28.153542] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JLS'.
[2025-09-29T01:30:28.154058] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-09-29T01:30:28.182271] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:28.183251] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-09-29T01:30:28.183344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:28.183467] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:28.183551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:28.183719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:28.203470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:28.204321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:28.204462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:28.204566] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:28.245213] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:28.245434] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:28.245489] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:28.245529] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:28.250158] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: DOWN (p=28.46%)
[2025-09-29T01:30:28.250531] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-09-29T01:30:28.250747] [INFO ] [sig       ] JLS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:28.406660] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/JLS.txt
[2025-09-29T01:30:28.406988] [INFO ] [sig       ] [1093/2211] Completed JLS in 0.3s | 3.73 sym/s | Total: 4.9m | ETA: 5.0m
[2025-09-29T01:30:28.407073] [INFO ] [sig       ] [1094/2211] Forecasting JMIA...
[2025-09-29T01:30:28.407155] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-09-29T01:30:28.407248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-09-29T01:30:28.419491] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JMIA'.
[2025-09-29T01:30:28.419896] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-09-29T01:30:28.448117] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:28.449158] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-09-29T01:30:28.449245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:28.449330] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:28.449410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:28.449530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:28.469467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:28.470455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:28.470576] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:28.470670] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:28.498721] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:28.498854] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:28.498902] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:28.498939] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:28.502455] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: DOWN (p=1.95%)
[2025-09-29T01:30:28.502815] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-09-29T01:30:28.502982] [INFO ] [sig       ] JMIA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:28.651591] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/JMIA.txt
[2025-09-29T01:30:28.651881] [INFO ] [sig       ] [1094/2211] Completed JMIA in 0.2s | 3.73 sym/s | Total: 4.9m | ETA: 5.0m
[2025-09-29T01:30:28.651960] [INFO ] [sig       ] [1095/2211] Forecasting JNJ...
[2025-09-29T01:30:28.652031] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-09-29T01:30:28.652104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-09-29T01:30:28.663094] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JNJ'.
[2025-09-29T01:30:28.663528] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-09-29T01:30:28.690693] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:28.691571] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-09-29T01:30:28.691683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:28.691777] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:28.691860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:28.691993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:28.710865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:28.711560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:28.711707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:28.711792] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:28.744002] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:28.744145] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:28.744199] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:28.744239] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:28.748169] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=22.87%)
[2025-09-29T01:30:28.748513] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-09-29T01:30:28.748706] [INFO ] [sig       ] JNJ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:28.905070] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/JNJ.txt
[2025-09-29T01:30:28.905388] [INFO ] [sig       ] [1095/2211] Completed JNJ in 0.3s | 3.73 sym/s | Total: 4.9m | ETA: 5.0m
[2025-09-29T01:30:28.905473] [INFO ] [sig       ] [1096/2211] Forecasting JOBY...
[2025-09-29T01:30:28.905547] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-09-29T01:30:28.905622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-09-29T01:30:28.917503] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JOBY'.
[2025-09-29T01:30:28.917988] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-09-29T01:30:28.945298] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:28.946268] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-09-29T01:30:28.946365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:28.946468] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:28.946567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:28.946741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:28.965156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:28.966054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:28.966196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:28.966292] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:29.006813] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:29.007057] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:29.007111] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:29.007148] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:29.010930] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=79.25%)
[2025-09-29T01:30:29.011243] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-09-29T01:30:29.011447] [INFO ] [sig       ] JOBY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:29.165380] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/JOBY.txt
[2025-09-29T01:30:29.165742] [INFO ] [sig       ] [1096/2211] Completed JOBY in 0.3s | 3.73 sym/s | Total: 4.9m | ETA: 5.0m
[2025-09-29T01:30:29.165828] [INFO ] [sig       ] [1097/2211] Forecasting JOE...
[2025-09-29T01:30:29.165904] [INFO ] [sig       ] Generating forecast for: JOE
[2025-09-29T01:30:29.165977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-09-29T01:30:29.177572] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JOE'.
[2025-09-29T01:30:29.178076] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-09-29T01:30:29.206985] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:29.208125] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-09-29T01:30:29.208218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:29.208291] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:29.208361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:29.208477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:29.227887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:29.228855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:29.228981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:29.229075] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:29.259496] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:29.259709] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:29.259787] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:29.259838] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:29.263800] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: UP (p=56.07%)
[2025-09-29T01:30:29.264157] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-09-29T01:30:29.264309] [INFO ] [sig       ] JOE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:29.421625] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/JOE.txt
[2025-09-29T01:30:29.421973] [INFO ] [sig       ] [1097/2211] Completed JOE in 0.3s | 3.73 sym/s | Total: 4.9m | ETA: 5.0m
[2025-09-29T01:30:29.422058] [INFO ] [sig       ] [1098/2211] Forecasting JOF...
[2025-09-29T01:30:29.422131] [INFO ] [sig       ] Generating forecast for: JOF
[2025-09-29T01:30:29.422206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-09-29T01:30:29.435278] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JOF'.
[2025-09-29T01:30:29.435703] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-09-29T01:30:29.463693] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:29.464716] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-09-29T01:30:29.464816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:29.464891] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:29.464961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:29.465076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:29.484502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:29.485489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:29.485621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:29.485736] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:29.515906] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:29.516116] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:29.516181] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:29.516219] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:29.520272] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: UP (p=90.73%)
[2025-09-29T01:30:29.520687] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-09-29T01:30:29.520867] [INFO ] [sig       ] JOF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:29.674812] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/JOF.txt
[2025-09-29T01:30:29.675127] [INFO ] [sig       ] [1098/2211] Completed JOF in 0.3s | 3.73 sym/s | Total: 4.9m | ETA: 5.0m
[2025-09-29T01:30:29.675213] [INFO ] [sig       ] [1099/2211] Forecasting JPC...
[2025-09-29T01:30:29.675284] [INFO ] [sig       ] Generating forecast for: JPC
[2025-09-29T01:30:29.675356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-09-29T01:30:29.686219] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JPC'.
[2025-09-29T01:30:29.686707] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-09-29T01:30:29.716730] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:29.717610] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-09-29T01:30:29.717731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:29.717807] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:29.717899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:29.718010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:29.738872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:29.739601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:29.739742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:29.739843] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:29.773229] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:29.773409] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:29.773471] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:29.773512] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:29.778110] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2025-09-29T01:30:29.778480] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-09-29T01:30:29.778675] [INFO ] [sig       ] JPC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:29.939166] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/JPC.txt
[2025-09-29T01:30:29.939472] [INFO ] [sig       ] [1099/2211] Completed JPC in 0.3s | 3.73 sym/s | Total: 4.9m | ETA: 5.0m
[2025-09-29T01:30:29.939576] [INFO ] [sig       ] [1100/2211] Forecasting JPM...
[2025-09-29T01:30:29.939696] [INFO ] [sig       ] Generating forecast for: JPM
[2025-09-29T01:30:29.939796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-09-29T01:30:29.951252] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JPM'.
[2025-09-29T01:30:29.951704] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-09-29T01:30:29.979723] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:29.980608] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-09-29T01:30:29.980718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:29.980796] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:29.980869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:29.980984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:30.000285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:30.001241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:30.001362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:30.001437] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:30.031674] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:30.031854] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:30.031909] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:30.031946] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:30.035822] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=82.76%)
[2025-09-29T01:30:30.036146] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-09-29T01:30:30.036296] [INFO ] [sig       ] JPM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:30.200504] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/JPM.txt
[2025-09-29T01:30:30.200836] [INFO ] [sig       ] [1100/2211] Completed JPM in 0.3s | 3.73 sym/s | Total: 4.9m | ETA: 5.0m
[2025-09-29T01:30:30.200922] [INFO ] [sig       ] [1101/2211] Forecasting JQC...
[2025-09-29T01:30:30.200995] [INFO ] [sig       ] Generating forecast for: JQC
[2025-09-29T01:30:30.201110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-09-29T01:30:30.211321] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JQC'.
[2025-09-29T01:30:30.211721] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-09-29T01:30:30.238820] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:30.239724] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-09-29T01:30:30.239806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:30.239913] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:30.239986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:30.240114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:30.258471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:30.259185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:30.259306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:30.259382] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:30.287616] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:30.287823] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:30.287877] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:30.287915] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:30.291807] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: UP (p=87.08%)
[2025-09-29T01:30:30.292172] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-09-29T01:30:30.292387] [INFO ] [sig       ] JQC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:30.457999] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/JQC.txt
[2025-09-29T01:30:30.458295] [INFO ] [sig       ] [1101/2211] Completed JQC in 0.3s | 3.73 sym/s | Total: 4.9m | ETA: 5.0m
[2025-09-29T01:30:30.458379] [INFO ] [sig       ] [1102/2211] Forecasting JRI...
[2025-09-29T01:30:30.458453] [INFO ] [sig       ] Generating forecast for: JRI
[2025-09-29T01:30:30.458529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-09-29T01:30:30.468774] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JRI'.
[2025-09-29T01:30:30.469183] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-09-29T01:30:30.496319] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:30.497280] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-09-29T01:30:30.497362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:30.497436] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:30.497505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:30.497606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:30.517103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:30.517883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:30.518009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:30.518082] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:30.555430] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:30.555669] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:30.555767] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:30.555820] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:30.562537] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: DOWN (p=7.75%)
[2025-09-29T01:30:30.563196] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-09-29T01:30:30.563471] [INFO ] [sig       ] JRI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:30.741954] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/JRI.txt
[2025-09-29T01:30:30.742287] [INFO ] [sig       ] [1102/2211] Completed JRI in 0.3s | 3.73 sym/s | Total: 4.9m | ETA: 5.0m
[2025-09-29T01:30:30.742372] [INFO ] [sig       ] [1103/2211] Forecasting JRS...
[2025-09-29T01:30:30.742445] [INFO ] [sig       ] Generating forecast for: JRS
[2025-09-29T01:30:30.742520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-09-29T01:30:30.754269] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JRS'.
[2025-09-29T01:30:30.754794] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-09-29T01:30:30.783143] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:30.784118] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-09-29T01:30:30.784202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:30.784278] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:30.784350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:30.784455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:30.803743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:30.804444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:30.804561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:30.804635] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:30.845871] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:30.846087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:30.846139] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:30.846182] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:30.850082] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: DOWN (p=37.13%)
[2025-09-29T01:30:30.850444] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-09-29T01:30:30.850625] [INFO ] [sig       ] JRS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:31.009318] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/JRS.txt
[2025-09-29T01:30:31.009669] [INFO ] [sig       ] [1103/2211] Completed JRS in 0.3s | 3.73 sym/s | Total: 4.9m | ETA: 5.0m
[2025-09-29T01:30:31.009754] [INFO ] [sig       ] [1104/2211] Forecasting JXN...
[2025-09-29T01:30:31.009827] [INFO ] [sig       ] Generating forecast for: JXN
[2025-09-29T01:30:31.009901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-09-29T01:30:31.021075] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JXN'.
[2025-09-29T01:30:31.021536] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-09-29T01:30:31.048994] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:31.050030] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-09-29T01:30:31.050114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:31.050210] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:31.050296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:31.050431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:31.070536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:31.071445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:31.071572] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:31.071689] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:31.111541] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:31.111732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:31.111799] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:31.111837] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:31.115524] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: DOWN (p=4.90%)
[2025-09-29T01:30:31.115866] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-09-29T01:30:31.116157] [INFO ] [sig       ] JXN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:31.268504] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/JXN.txt
[2025-09-29T01:30:31.268837] [INFO ] [sig       ] [1104/2211] Completed JXN in 0.3s | 3.73 sym/s | Total: 4.9m | ETA: 5.0m
[2025-09-29T01:30:31.268923] [INFO ] [sig       ] [1105/2211] Forecasting K...
[2025-09-29T01:30:31.268995] [INFO ] [sig       ] Generating forecast for: K
[2025-09-29T01:30:31.269068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'.
[2025-09-29T01:30:31.279736] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'K'.
[2025-09-29T01:30:31.280171] [INFO ] [FORECASTER] Starting predict_future for K
[2025-09-29T01:30:31.307604] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:31.308540] [DEBUG] [LOCAL     ] No optimal features file found for K: ./output/feature-sets/K.txt
[2025-09-29T01:30:31.308634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:31.308745] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:31.308818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:31.308923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:31.328712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:31.329690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:31.329815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:31.329889] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:31.371754] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:31.371968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:31.372022] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:31.372061] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:31.376270] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: DOWN (p=19.57%)
[2025-09-29T01:30:31.376583] [INFO ] [FORECASTER] Completed predict_future for K
[2025-09-29T01:30:31.376773] [INFO ] [sig       ] K: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:31.546282] [INFO ] [LOCAL     ] Saved forecast: K	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/K.txt
[2025-09-29T01:30:31.546611] [INFO ] [sig       ] [1105/2211] Completed K in 0.3s | 3.73 sym/s | Total: 4.9m | ETA: 4.9m
[2025-09-29T01:30:31.546727] [INFO ] [sig       ] [1106/2211] Forecasting KAI...
[2025-09-29T01:30:31.546807] [INFO ] [sig       ] Generating forecast for: KAI
[2025-09-29T01:30:31.546910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-09-29T01:30:31.558453] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KAI'.
[2025-09-29T01:30:31.558961] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-09-29T01:30:31.587808] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:31.588814] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-09-29T01:30:31.588911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:31.589030] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:31.589105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:31.589234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:31.609113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:31.610198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:31.610323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:31.610411] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:31.648453] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:31.648685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:31.648761] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:31.648802] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:31.652931] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=70.43%)
[2025-09-29T01:30:31.653248] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-09-29T01:30:31.653410] [INFO ] [sig       ] KAI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:31.815510] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/KAI.txt
[2025-09-29T01:30:31.815859] [INFO ] [sig       ] [1106/2211] Completed KAI in 0.3s | 3.73 sym/s | Total: 4.9m | ETA: 4.9m
[2025-09-29T01:30:31.815946] [INFO ] [sig       ] [1107/2211] Forecasting KAR...
[2025-09-29T01:30:31.816060] [INFO ] [sig       ] Generating forecast for: KAR
[2025-09-29T01:30:31.816155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAR' from 'https://tdm.silogroup.org/data/derivative_storage/KAR.csv'.
[2025-09-29T01:30:31.828814] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KAR'.
[2025-09-29T01:30:31.829222] [INFO ] [FORECASTER] Starting predict_future for KAR
[2025-09-29T01:30:31.856425] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:31.857333] [DEBUG] [LOCAL     ] No optimal features file found for KAR: ./output/feature-sets/KAR.txt
[2025-09-29T01:30:31.857449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:31.857524] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:31.857595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:31.857724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:31.876254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:31.877782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:31.878047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:31.878124] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:31.922195] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:31.922418] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:31.922497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:31.922568] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:31.926949] [DEBUG] [FORECASTER] KAR: Forecast T+1@11:T+2@11: DOWN (p=33.83%)
[2025-09-29T01:30:31.927278] [INFO ] [FORECASTER] Completed predict_future for KAR
[2025-09-29T01:30:31.927457] [INFO ] [sig       ] KAR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:32.078637] [INFO ] [LOCAL     ] Saved forecast: KAR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KAR.txt
[2025-09-29T01:30:32.078950] [INFO ] [sig       ] [1107/2211] Completed KAR in 0.3s | 3.73 sym/s | Total: 5.0m | ETA: 4.9m
[2025-09-29T01:30:32.079031] [INFO ] [sig       ] [1108/2211] Forecasting KB...
[2025-09-29T01:30:32.079103] [INFO ] [sig       ] Generating forecast for: KB
[2025-09-29T01:30:32.079176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-09-29T01:30:32.089592] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KB'.
[2025-09-29T01:30:32.089968] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-09-29T01:30:32.117013] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:32.117980] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-09-29T01:30:32.118106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:32.118199] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:32.118287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:32.118420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:32.136764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:32.137514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:32.137633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:32.137749] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:32.182087] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:32.182378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:32.182457] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:32.182510] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:32.186734] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2025-09-29T01:30:32.187117] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-09-29T01:30:32.187287] [INFO ] [sig       ] KB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:32.343188] [INFO ] [LOCAL     ] Saved forecast: KB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KB.txt
[2025-09-29T01:30:32.343499] [INFO ] [sig       ] [1108/2211] Completed KB in 0.3s | 3.73 sym/s | Total: 5.0m | ETA: 4.9m
[2025-09-29T01:30:32.343582] [INFO ] [sig       ] [1109/2211] Forecasting KBDC...
[2025-09-29T01:30:32.343680] [INFO ] [sig       ] Generating forecast for: KBDC
[2025-09-29T01:30:32.343759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBDC' from 'https://tdm.silogroup.org/data/derivative_storage/KBDC.csv'.
[2025-09-29T01:30:32.354617] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KBDC'.
[2025-09-29T01:30:32.355070] [INFO ] [FORECASTER] Starting predict_future for KBDC
[2025-09-29T01:30:32.382784] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:32.383692] [DEBUG] [LOCAL     ] No optimal features file found for KBDC: ./output/feature-sets/KBDC.txt
[2025-09-29T01:30:32.383775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:32.383868] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:32.383953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:32.384084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:32.404004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:32.405191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:32.405338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:32.405416] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:32.445782] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:32.445989] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:32.446041] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:32.446077] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:32.450124] [DEBUG] [FORECASTER] KBDC: Forecast T+1@11:T+2@11: DOWN (p=3.27%)
[2025-09-29T01:30:32.450504] [INFO ] [FORECASTER] Completed predict_future for KBDC
[2025-09-29T01:30:32.450706] [INFO ] [sig       ] KBDC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:32.613616] [INFO ] [LOCAL     ] Saved forecast: KBDC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KBDC.txt
[2025-09-29T01:30:32.613987] [INFO ] [sig       ] [1109/2211] Completed KBDC in 0.3s | 3.73 sym/s | Total: 5.0m | ETA: 4.9m
[2025-09-29T01:30:32.614075] [INFO ] [sig       ] [1110/2211] Forecasting KBH...
[2025-09-29T01:30:32.614164] [INFO ] [sig       ] Generating forecast for: KBH
[2025-09-29T01:30:32.614263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-09-29T01:30:32.625344] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KBH'.
[2025-09-29T01:30:32.625876] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-09-29T01:30:32.653980] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:32.654925] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-09-29T01:30:32.655010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:32.655101] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:32.655175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:32.655315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:32.674412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:32.675372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:32.675496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:32.675585] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:32.716746] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:32.716959] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:32.717016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:32.717053] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:32.720809] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2025-09-29T01:30:32.721202] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-09-29T01:30:32.721384] [INFO ] [sig       ] KBH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:32.879482] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KBH.txt
[2025-09-29T01:30:32.879844] [INFO ] [sig       ] [1110/2211] Completed KBH in 0.3s | 3.73 sym/s | Total: 5.0m | ETA: 4.9m
[2025-09-29T01:30:32.879931] [INFO ] [sig       ] [1111/2211] Forecasting KBR...
[2025-09-29T01:30:32.880030] [INFO ] [sig       ] Generating forecast for: KBR
[2025-09-29T01:30:32.880134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBR' from 'https://tdm.silogroup.org/data/derivative_storage/KBR.csv'.
[2025-09-29T01:30:32.891248] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KBR'.
[2025-09-29T01:30:32.891728] [INFO ] [FORECASTER] Starting predict_future for KBR
[2025-09-29T01:30:32.919470] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:32.920372] [DEBUG] [LOCAL     ] No optimal features file found for KBR: ./output/feature-sets/KBR.txt
[2025-09-29T01:30:32.920459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:32.920533] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:32.920604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:32.920733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:32.939312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:32.940187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:32.940312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:32.940411] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:32.984531] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:32.984776] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:32.984846] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:32.984886] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:32.988949] [DEBUG] [FORECASTER] KBR: Forecast T+1@11:T+2@11: DOWN (p=7.35%)
[2025-09-29T01:30:32.989419] [INFO ] [FORECASTER] Completed predict_future for KBR
[2025-09-29T01:30:32.989708] [INFO ] [sig       ] KBR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:33.148191] [INFO ] [LOCAL     ] Saved forecast: KBR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KBR.txt
[2025-09-29T01:30:33.148523] [INFO ] [sig       ] [1111/2211] Completed KBR in 0.3s | 3.73 sym/s | Total: 5.0m | ETA: 4.9m
[2025-09-29T01:30:33.148607] [INFO ] [sig       ] [1112/2211] Forecasting KD...
[2025-09-29T01:30:33.148705] [INFO ] [sig       ] Generating forecast for: KD
[2025-09-29T01:30:33.148783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-09-29T01:30:33.159899] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KD'.
[2025-09-29T01:30:33.160335] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-09-29T01:30:33.188002] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:33.189034] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-09-29T01:30:33.189128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:33.189219] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:33.189302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:33.189419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:33.208548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:33.209456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:33.209603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:33.209711] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:33.253130] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:33.253333] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:33.253383] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:33.253421] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:33.257398] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: DOWN (p=23.42%)
[2025-09-29T01:30:33.257778] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-09-29T01:30:33.257957] [INFO ] [sig       ] KD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:33.414257] [INFO ] [LOCAL     ] Saved forecast: KD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KD.txt
[2025-09-29T01:30:33.414592] [INFO ] [sig       ] [1112/2211] Completed KD in 0.3s | 3.73 sym/s | Total: 5.0m | ETA: 4.9m
[2025-09-29T01:30:33.414699] [INFO ] [sig       ] [1113/2211] Forecasting KEN...
[2025-09-29T01:30:33.414772] [INFO ] [sig       ] Generating forecast for: KEN
[2025-09-29T01:30:33.414846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-09-29T01:30:33.426164] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KEN'.
[2025-09-29T01:30:33.426767] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-09-29T01:30:33.457732] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:33.458824] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-09-29T01:30:33.458933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:33.459032] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:33.459105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:33.459213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:33.478846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:33.479819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:33.479944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:33.480019] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:33.520287] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:33.520508] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:33.520572] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:33.520615] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:33.524748] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: UP (p=57.60%)
[2025-09-29T01:30:33.525092] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-09-29T01:30:33.525267] [INFO ] [sig       ] KEN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:33.685282] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/KEN.txt
[2025-09-29T01:30:33.685606] [INFO ] [sig       ] [1113/2211] Completed KEN in 0.3s | 3.73 sym/s | Total: 5.0m | ETA: 4.9m
[2025-09-29T01:30:33.685722] [INFO ] [sig       ] [1114/2211] Forecasting KEP...
[2025-09-29T01:30:33.685796] [INFO ] [sig       ] Generating forecast for: KEP
[2025-09-29T01:30:33.685901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-09-29T01:30:33.697820] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KEP'.
[2025-09-29T01:30:33.698351] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-09-29T01:30:33.728085] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:33.729152] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-09-29T01:30:33.729273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:33.729386] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:33.729499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:33.729627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:33.751044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:33.752080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:33.752199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:33.752294] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:33.784156] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:33.784286] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:33.784332] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:33.784369] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:33.788051] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=32.59%)
[2025-09-29T01:30:33.788348] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-09-29T01:30:33.788489] [INFO ] [sig       ] KEP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:33.946998] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KEP.txt
[2025-09-29T01:30:33.947685] [INFO ] [sig       ] [1114/2211] Completed KEP in 0.3s | 3.73 sym/s | Total: 5.0m | ETA: 4.9m
[2025-09-29T01:30:33.947774] [INFO ] [sig       ] [1115/2211] Forecasting KEX...
[2025-09-29T01:30:33.947849] [INFO ] [sig       ] Generating forecast for: KEX
[2025-09-29T01:30:33.947925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-09-29T01:30:33.960377] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KEX'.
[2025-09-29T01:30:33.960910] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-09-29T01:30:33.988693] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:33.989577] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-09-29T01:30:33.989686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:33.989763] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:33.989838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:33.989945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:34.009920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:34.010861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:34.010987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:34.011061] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:34.051900] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:34.052114] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:34.052168] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:34.052206] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:34.056364] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=1.21%)
[2025-09-29T01:30:34.056861] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-09-29T01:30:34.057055] [INFO ] [sig       ] KEX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:34.225454] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KEX.txt
[2025-09-29T01:30:34.225892] [INFO ] [sig       ] [1115/2211] Completed KEX in 0.3s | 3.73 sym/s | Total: 5.0m | ETA: 4.9m
[2025-09-29T01:30:34.225994] [INFO ] [sig       ] [1116/2211] Forecasting KEYS...
[2025-09-29T01:30:34.226069] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-09-29T01:30:34.226155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-09-29T01:30:34.237929] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KEYS'.
[2025-09-29T01:30:34.238432] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-09-29T01:30:34.267456] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:34.268419] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-09-29T01:30:34.268502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:34.268576] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:34.268679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:34.268794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:34.287107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:34.287915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:34.288033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:34.288121] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:34.331787] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:34.332002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:34.332055] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:34.332091] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:34.335999] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: DOWN (p=19.30%)
[2025-09-29T01:30:34.336335] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-09-29T01:30:34.336504] [INFO ] [sig       ] KEYS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:34.505378] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KEYS.txt
[2025-09-29T01:30:34.505749] [INFO ] [sig       ] [1116/2211] Completed KEYS in 0.3s | 3.73 sym/s | Total: 5.0m | ETA: 4.9m
[2025-09-29T01:30:34.505837] [INFO ] [sig       ] [1117/2211] Forecasting KF...
[2025-09-29T01:30:34.505930] [INFO ] [sig       ] Generating forecast for: KF
[2025-09-29T01:30:34.506021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KF' from 'https://tdm.silogroup.org/data/derivative_storage/KF.csv'.
[2025-09-29T01:30:34.516580] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KF'.
[2025-09-29T01:30:34.517227] [INFO ] [FORECASTER] Starting predict_future for KF
[2025-09-29T01:30:34.546355] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:34.547504] [DEBUG] [LOCAL     ] No optimal features file found for KF: ./output/feature-sets/KF.txt
[2025-09-29T01:30:34.547601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:34.547730] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:34.547828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:34.547970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:34.568440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:34.569431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:34.569558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:34.569670] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:34.605713] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:34.605921] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:34.605982] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:34.606022] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:34.611272] [DEBUG] [FORECASTER] KF: Forecast T+1@11:T+2@11: DOWN (p=16.33%)
[2025-09-29T01:30:34.611748] [INFO ] [FORECASTER] Completed predict_future for KF
[2025-09-29T01:30:34.611987] [INFO ] [sig       ] KF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:34.768818] [INFO ] [LOCAL     ] Saved forecast: KF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KF.txt
[2025-09-29T01:30:34.769129] [INFO ] [sig       ] [1117/2211] Completed KF in 0.3s | 3.73 sym/s | Total: 5.0m | ETA: 4.9m
[2025-09-29T01:30:34.769237] [INFO ] [sig       ] [1118/2211] Forecasting KFRC...
[2025-09-29T01:30:34.769326] [INFO ] [sig       ] Generating forecast for: KFRC
[2025-09-29T01:30:34.769398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFRC' from 'https://tdm.silogroup.org/data/derivative_storage/KFRC.csv'.
[2025-09-29T01:30:34.780549] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KFRC'.
[2025-09-29T01:30:34.781033] [INFO ] [FORECASTER] Starting predict_future for KFRC
[2025-09-29T01:30:34.810422] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:34.811357] [DEBUG] [LOCAL     ] No optimal features file found for KFRC: ./output/feature-sets/KFRC.txt
[2025-09-29T01:30:34.811441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:34.811531] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:34.811619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:34.811772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:34.830876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:34.831592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:34.831733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:34.831818] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:34.871857] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:34.872063] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:34.872132] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:34.872171] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:34.876339] [DEBUG] [FORECASTER] KFRC: Forecast T+1@11:T+2@11: UP (p=71.30%)
[2025-09-29T01:30:34.876760] [INFO ] [FORECASTER] Completed predict_future for KFRC
[2025-09-29T01:30:34.876979] [INFO ] [sig       ] KFRC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:35.031116] [INFO ] [LOCAL     ] Saved forecast: KFRC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/KFRC.txt
[2025-09-29T01:30:35.031542] [INFO ] [sig       ] [1118/2211] Completed KFRC in 0.3s | 3.73 sym/s | Total: 5.0m | ETA: 4.9m
[2025-09-29T01:30:35.031630] [INFO ] [sig       ] [1119/2211] Forecasting KFS...
[2025-09-29T01:30:35.031748] [INFO ] [sig       ] Generating forecast for: KFS
[2025-09-29T01:30:35.031845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-09-29T01:30:35.042819] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KFS'.
[2025-09-29T01:30:35.043301] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-09-29T01:30:35.072193] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:35.073268] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-09-29T01:30:35.073361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:35.073438] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:35.073509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:35.073627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:35.092772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:35.093678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:35.093801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:35.093871] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:35.127947] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:35.128148] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:35.128198] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:35.128234] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:35.132874] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: UP (p=53.07%)
[2025-09-29T01:30:35.133229] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-09-29T01:30:35.133387] [INFO ] [sig       ] KFS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:35.285619] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/KFS.txt
[2025-09-29T01:30:35.285976] [INFO ] [sig       ] [1119/2211] Completed KFS in 0.3s | 3.73 sym/s | Total: 5.0m | ETA: 4.9m
[2025-09-29T01:30:35.286120] [INFO ] [sig       ] [1120/2211] Forecasting KFY...
[2025-09-29T01:30:35.286228] [INFO ] [sig       ] Generating forecast for: KFY
[2025-09-29T01:30:35.286316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-09-29T01:30:35.297788] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KFY'.
[2025-09-29T01:30:35.298341] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-09-29T01:30:35.327838] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:35.328806] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-09-29T01:30:35.328896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:35.328973] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:35.329064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:35.329170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:35.347588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:35.348394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:35.348523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:35.348597] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:35.385842] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:35.386059] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:35.386111] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:35.386148] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:35.390343] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=59.25%)
[2025-09-29T01:30:35.390738] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-09-29T01:30:35.390924] [INFO ] [sig       ] KFY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:35.554818] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/KFY.txt
[2025-09-29T01:30:35.555142] [INFO ] [sig       ] [1120/2211] Completed KFY in 0.3s | 3.73 sym/s | Total: 5.0m | ETA: 4.9m
[2025-09-29T01:30:35.555228] [INFO ] [sig       ] [1121/2211] Forecasting KGC...
[2025-09-29T01:30:35.555298] [INFO ] [sig       ] Generating forecast for: KGC
[2025-09-29T01:30:35.555371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGC' from 'https://tdm.silogroup.org/data/derivative_storage/KGC.csv'.
[2025-09-29T01:30:35.567285] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KGC'.
[2025-09-29T01:30:35.567821] [INFO ] [FORECASTER] Starting predict_future for KGC
[2025-09-29T01:30:35.596215] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:35.597199] [DEBUG] [LOCAL     ] No optimal features file found for KGC: ./output/feature-sets/KGC.txt
[2025-09-29T01:30:35.597288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:35.597380] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:35.597466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:35.597594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:35.617589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:35.618388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:35.618513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:35.618593] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:35.658445] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:35.658715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:35.658809] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:35.658867] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:35.665100] [DEBUG] [FORECASTER] KGC: Forecast T+1@11:T+2@11: UP (p=66.90%)
[2025-09-29T01:30:35.665633] [INFO ] [FORECASTER] Completed predict_future for KGC
[2025-09-29T01:30:35.665882] [INFO ] [sig       ] KGC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:35.826841] [INFO ] [LOCAL     ] Saved forecast: KGC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/KGC.txt
[2025-09-29T01:30:35.827185] [INFO ] [sig       ] [1121/2211] Completed KGC in 0.3s | 3.73 sym/s | Total: 5.0m | ETA: 4.9m
[2025-09-29T01:30:35.827273] [INFO ] [sig       ] [1122/2211] Forecasting KGS...
[2025-09-29T01:30:35.827350] [INFO ] [sig       ] Generating forecast for: KGS
[2025-09-29T01:30:35.827464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-09-29T01:30:35.838685] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KGS'.
[2025-09-29T01:30:35.839081] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-09-29T01:30:35.865542] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:35.866415] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-09-29T01:30:35.866500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:35.866574] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:35.866666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:35.866770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:35.884727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:35.885355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:35.885468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:35.885537] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:35.927268] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:35.927446] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:35.927494] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:35.927529] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:35.931306] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: UP (p=51.27%)
[2025-09-29T01:30:35.931629] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-09-29T01:30:35.931831] [INFO ] [sig       ] KGS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:36.084802] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/KGS.txt
[2025-09-29T01:30:36.085094] [INFO ] [sig       ] [1122/2211] Completed KGS in 0.3s | 3.73 sym/s | Total: 5.0m | ETA: 4.9m
[2025-09-29T01:30:36.085175] [INFO ] [sig       ] [1123/2211] Forecasting KIM...
[2025-09-29T01:30:36.085246] [INFO ] [sig       ] Generating forecast for: KIM
[2025-09-29T01:30:36.085320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-09-29T01:30:36.096470] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KIM'.
[2025-09-29T01:30:36.096943] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-09-29T01:30:36.123962] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:36.124899] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-09-29T01:30:36.124980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:36.125061] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:36.125134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:36.125240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:36.143461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:36.144125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:36.144242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:36.144322] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:36.183229] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:36.183364] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:36.183408] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:36.183443] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:36.187064] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=16.71%)
[2025-09-29T01:30:36.187359] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-09-29T01:30:36.187525] [INFO ] [sig       ] KIM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:36.337113] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KIM.txt
[2025-09-29T01:30:36.337440] [INFO ] [sig       ] [1123/2211] Completed KIM in 0.3s | 3.73 sym/s | Total: 5.0m | ETA: 4.9m
[2025-09-29T01:30:36.337530] [INFO ] [sig       ] [1124/2211] Forecasting KIO...
[2025-09-29T01:30:36.337601] [INFO ] [sig       ] Generating forecast for: KIO
[2025-09-29T01:30:36.337703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-09-29T01:30:36.347919] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KIO'.
[2025-09-29T01:30:36.348272] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-09-29T01:30:36.375555] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:36.376464] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-09-29T01:30:36.376556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:36.376639] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:36.376732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:36.376872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:36.397338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:36.398075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:36.398191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:36.398261] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:36.433483] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:36.433704] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:36.433780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:36.433821] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:36.437751] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: DOWN (p=17.83%)
[2025-09-29T01:30:36.438148] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-09-29T01:30:36.438324] [INFO ] [sig       ] KIO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:36.613219] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KIO.txt
[2025-09-29T01:30:36.613540] [INFO ] [sig       ] [1124/2211] Completed KIO in 0.3s | 3.73 sym/s | Total: 5.0m | ETA: 4.9m
[2025-09-29T01:30:36.613668] [INFO ] [sig       ] [1125/2211] Forecasting KKR...
[2025-09-29T01:30:36.613787] [INFO ] [sig       ] Generating forecast for: KKR
[2025-09-29T01:30:36.613872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKR' from 'https://tdm.silogroup.org/data/derivative_storage/KKR.csv'.
[2025-09-29T01:30:36.626702] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KKR'.
[2025-09-29T01:30:36.627155] [INFO ] [FORECASTER] Starting predict_future for KKR
[2025-09-29T01:30:36.656010] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:36.656938] [DEBUG] [LOCAL     ] No optimal features file found for KKR: ./output/feature-sets/KKR.txt
[2025-09-29T01:30:36.657024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:36.657100] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:36.657183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:36.657302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:36.676232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:36.676998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:36.677116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:36.677204] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:36.717080] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:36.717226] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:36.717289] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:36.717326] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:36.721009] [DEBUG] [FORECASTER] KKR: Forecast T+1@11:T+2@11: DOWN (p=49.34%)
[2025-09-29T01:30:36.721324] [INFO ] [FORECASTER] Completed predict_future for KKR
[2025-09-29T01:30:36.721478] [INFO ] [sig       ] KKR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:36.877334] [INFO ] [LOCAL     ] Saved forecast: KKR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KKR.txt
[2025-09-29T01:30:36.877676] [INFO ] [sig       ] [1125/2211] Completed KKR in 0.3s | 3.73 sym/s | Total: 5.0m | ETA: 4.9m
[2025-09-29T01:30:36.877781] [INFO ] [sig       ] [1126/2211] Forecasting KKRS...
[2025-09-29T01:30:36.877853] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-09-29T01:30:36.877987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-09-29T01:30:36.890740] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KKRS'.
[2025-09-29T01:30:36.891132] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-09-29T01:30:36.928672] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:36.929938] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-09-29T01:30:36.930035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:36.930126] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:36.930207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:36.930340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:36.955928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:36.956918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:36.957043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:36.957115] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:37.009494] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:37.009688] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:37.009778] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:37.009832] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:37.013684] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: DOWN (p=13.42%)
[2025-09-29T01:30:37.014083] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-09-29T01:30:37.014294] [INFO ] [sig       ] KKRS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:37.224349] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KKRS.txt
[2025-09-29T01:30:37.224624] [INFO ] [sig       ] [1126/2211] Completed KKRS in 0.3s | 3.73 sym/s | Total: 5.0m | ETA: 4.9m
[2025-09-29T01:30:37.224725] [INFO ] [sig       ] [1127/2211] Forecasting KLC...
[2025-09-29T01:30:37.224772] [INFO ] [sig       ] Generating forecast for: KLC
[2025-09-29T01:30:37.224812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLC' from 'https://tdm.silogroup.org/data/derivative_storage/KLC.csv'.
[2025-09-29T01:30:37.237517] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KLC'.
[2025-09-29T01:30:37.237942] [INFO ] [FORECASTER] Starting predict_future for KLC
[2025-09-29T01:30:37.266928] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:37.267984] [DEBUG] [LOCAL     ] No optimal features file found for KLC: ./output/feature-sets/KLC.txt
[2025-09-29T01:30:37.268082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:37.268172] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:37.268259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:37.268423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:37.288805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:37.289519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:37.289698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:37.289797] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:37.330568] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:37.330762] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:37.330859] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:37.330933] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:37.334802] [DEBUG] [FORECASTER] KLC: Forecast T+1@11:T+2@11: DOWN (p=3.75%)
[2025-09-29T01:30:37.335113] [INFO ] [FORECASTER] Completed predict_future for KLC
[2025-09-29T01:30:37.335329] [INFO ] [sig       ] KLC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:37.495772] [INFO ] [LOCAL     ] Saved forecast: KLC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KLC.txt
[2025-09-29T01:30:37.496035] [INFO ] [sig       ] [1127/2211] Completed KLC in 0.3s | 3.73 sym/s | Total: 5.0m | ETA: 4.8m
[2025-09-29T01:30:37.496114] [INFO ] [sig       ] [1128/2211] Forecasting KMI...
[2025-09-29T01:30:37.496186] [INFO ] [sig       ] Generating forecast for: KMI
[2025-09-29T01:30:37.496258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-09-29T01:30:37.507774] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KMI'.
[2025-09-29T01:30:37.508109] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-09-29T01:30:37.534140] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:37.534980] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-09-29T01:30:37.535060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:37.535135] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:37.535205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:37.535308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:37.555633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:37.556262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:37.556373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:37.556442] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:37.600236] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:37.600364] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:37.600411] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:37.600449] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:37.604458] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: DOWN (p=5.76%)
[2025-09-29T01:30:37.604856] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-09-29T01:30:37.605036] [INFO ] [sig       ] KMI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:37.754175] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KMI.txt
[2025-09-29T01:30:37.754497] [INFO ] [sig       ] [1128/2211] Completed KMI in 0.3s | 3.73 sym/s | Total: 5.0m | ETA: 4.8m
[2025-09-29T01:30:37.754579] [INFO ] [sig       ] [1129/2211] Forecasting KMPB...
[2025-09-29T01:30:37.754675] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-09-29T01:30:37.754763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-09-29T01:30:37.765784] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'KMPB'.
[2025-09-29T01:30:37.766213] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-09-29T01:30:37.794035] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:37.794865] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-09-29T01:30:37.794948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:37.795023] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:37.795094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:37.795199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:37.814463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:37.815120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:37.815237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:37.815310] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:37.863186] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:37.863383] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:37.863441] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:37.863480] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:37.867594] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=75.49%)
[2025-09-29T01:30:37.867963] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-09-29T01:30:37.868180] [INFO ] [sig       ] KMPB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:38.022637] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/KMPB.txt
[2025-09-29T01:30:38.022940] [INFO ] [sig       ] [1129/2211] Completed KMPB in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.8m
[2025-09-29T01:30:38.023023] [INFO ] [sig       ] [1130/2211] Forecasting KMPR...
[2025-09-29T01:30:38.023095] [INFO ] [sig       ] Generating forecast for: KMPR
[2025-09-29T01:30:38.023171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPR' from 'https://tdm.silogroup.org/data/derivative_storage/KMPR.csv'.
[2025-09-29T01:30:38.034405] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KMPR'.
[2025-09-29T01:30:38.034795] [INFO ] [FORECASTER] Starting predict_future for KMPR
[2025-09-29T01:30:38.061242] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:38.062209] [DEBUG] [LOCAL     ] No optimal features file found for KMPR: ./output/feature-sets/KMPR.txt
[2025-09-29T01:30:38.062294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:38.062390] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:38.062506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:38.062703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:38.080817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:38.081479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:38.081607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:38.081731] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:38.128099] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:38.128230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:38.128278] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:38.128318] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:38.132306] [DEBUG] [FORECASTER] KMPR: Forecast T+1@11:T+2@11: DOWN (p=8.37%)
[2025-09-29T01:30:38.132720] [INFO ] [FORECASTER] Completed predict_future for KMPR
[2025-09-29T01:30:38.132913] [INFO ] [sig       ] KMPR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:38.281621] [INFO ] [LOCAL     ] Saved forecast: KMPR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KMPR.txt
[2025-09-29T01:30:38.281898] [INFO ] [sig       ] [1130/2211] Completed KMPR in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.8m
[2025-09-29T01:30:38.281978] [INFO ] [sig       ] [1131/2211] Forecasting KMT...
[2025-09-29T01:30:38.282050] [INFO ] [sig       ] Generating forecast for: KMT
[2025-09-29T01:30:38.282122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMT' from 'https://tdm.silogroup.org/data/derivative_storage/KMT.csv'.
[2025-09-29T01:30:38.293792] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KMT'.
[2025-09-29T01:30:38.294257] [INFO ] [FORECASTER] Starting predict_future for KMT
[2025-09-29T01:30:38.322366] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:38.323292] [DEBUG] [LOCAL     ] No optimal features file found for KMT: ./output/feature-sets/KMT.txt
[2025-09-29T01:30:38.323375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:38.323452] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:38.323524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:38.323630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:38.342796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:38.343561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:38.343706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:38.343784] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:38.384737] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:38.384912] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:38.384961] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:38.384999] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:38.391236] [DEBUG] [FORECASTER] KMT: Forecast T+1@11:T+2@11: DOWN (p=12.41%)
[2025-09-29T01:30:38.391688] [INFO ] [FORECASTER] Completed predict_future for KMT
[2025-09-29T01:30:38.391893] [INFO ] [sig       ] KMT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:38.578935] [INFO ] [LOCAL     ] Saved forecast: KMT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KMT.txt
[2025-09-29T01:30:38.579258] [INFO ] [sig       ] [1131/2211] Completed KMT in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.8m
[2025-09-29T01:30:38.579356] [INFO ] [sig       ] [1132/2211] Forecasting KMX...
[2025-09-29T01:30:38.579439] [INFO ] [sig       ] Generating forecast for: KMX
[2025-09-29T01:30:38.579522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-09-29T01:30:38.592446] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KMX'.
[2025-09-29T01:30:38.593100] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-09-29T01:30:38.624818] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:38.625774] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-09-29T01:30:38.625859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:38.625934] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:38.626003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:38.626107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:38.645583] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:38.646494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:38.646623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:38.646732] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:38.685126] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:38.685335] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:38.685409] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:38.685449] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:38.689357] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=47.91%)
[2025-09-29T01:30:38.689698] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-09-29T01:30:38.689865] [INFO ] [sig       ] KMX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:38.852762] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KMX.txt
[2025-09-29T01:30:38.853109] [INFO ] [sig       ] [1132/2211] Completed KMX in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.8m
[2025-09-29T01:30:38.853194] [INFO ] [sig       ] [1133/2211] Forecasting KN...
[2025-09-29T01:30:38.853268] [INFO ] [sig       ] Generating forecast for: KN
[2025-09-29T01:30:38.853343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-09-29T01:30:38.865292] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KN'.
[2025-09-29T01:30:38.865842] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-09-29T01:30:38.895687] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:38.896612] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-09-29T01:30:38.896718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:38.896807] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:38.896920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:38.897040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:38.915186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:38.916122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:38.916252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:38.916325] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:38.957833] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:38.958036] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:38.958087] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:38.958123] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:38.962033] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: UP (p=51.08%)
[2025-09-29T01:30:38.962433] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-09-29T01:30:38.962599] [INFO ] [sig       ] KN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:39.113289] [INFO ] [LOCAL     ] Saved forecast: KN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/KN.txt
[2025-09-29T01:30:39.113629] [INFO ] [sig       ] [1133/2211] Completed KN in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.8m
[2025-09-29T01:30:39.113732] [INFO ] [sig       ] [1134/2211] Forecasting KNF...
[2025-09-29T01:30:39.113818] [INFO ] [sig       ] Generating forecast for: KNF
[2025-09-29T01:30:39.113907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-09-29T01:30:39.125013] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KNF'.
[2025-09-29T01:30:39.125508] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-09-29T01:30:39.152770] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:39.153706] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-09-29T01:30:39.153791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:39.153872] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:39.153983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:39.154124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:39.172822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:39.173523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:39.173672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:39.173752] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:39.212449] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:39.212664] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:39.212748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:39.212789] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:39.216717] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: UP (p=95.11%)
[2025-09-29T01:30:39.217058] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-09-29T01:30:39.217267] [INFO ] [sig       ] KNF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:39.388500] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/KNF.txt
[2025-09-29T01:30:39.388874] [INFO ] [sig       ] [1134/2211] Completed KNF in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.8m
[2025-09-29T01:30:39.388951] [INFO ] [sig       ] [1135/2211] Forecasting KNOP...
[2025-09-29T01:30:39.389020] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-09-29T01:30:39.389093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-09-29T01:30:39.399830] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KNOP'.
[2025-09-29T01:30:39.400259] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-09-29T01:30:39.427408] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:39.428295] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-09-29T01:30:39.428379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:39.428455] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:39.428526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:39.428632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:39.447448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:39.448408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:39.448528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:39.448600] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:39.484953] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:39.485168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:39.485220] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:39.485258] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:39.489502] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2025-09-29T01:30:39.489941] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-09-29T01:30:39.490141] [INFO ] [sig       ] KNOP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:39.648535] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KNOP.txt
[2025-09-29T01:30:39.648877] [INFO ] [sig       ] [1135/2211] Completed KNOP in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.8m
[2025-09-29T01:30:39.648962] [INFO ] [sig       ] [1136/2211] Forecasting KNSL...
[2025-09-29T01:30:39.649034] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-09-29T01:30:39.649107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-09-29T01:30:39.660624] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KNSL'.
[2025-09-29T01:30:39.661074] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-09-29T01:30:39.687449] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:39.688259] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-09-29T01:30:39.688341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:39.688415] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:39.688485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:39.688588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:39.706123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:39.707042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:39.707169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:39.707241] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:39.745679] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:39.745889] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:39.745940] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:39.745975] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:39.749805] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: DOWN (p=17.12%)
[2025-09-29T01:30:39.750131] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-09-29T01:30:39.750293] [INFO ] [sig       ] KNSL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:39.902007] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KNSL.txt
[2025-09-29T01:30:39.902362] [INFO ] [sig       ] [1136/2211] Completed KNSL in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.8m
[2025-09-29T01:30:39.902447] [INFO ] [sig       ] [1137/2211] Forecasting KNTK...
[2025-09-29T01:30:39.902525] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-09-29T01:30:39.902605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-09-29T01:30:39.921782] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KNTK'.
[2025-09-29T01:30:39.922338] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-09-29T01:30:39.952139] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:39.953158] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-09-29T01:30:39.953242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:39.953319] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:39.953391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:39.953499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:39.975016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:39.975717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:39.975836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:39.975909] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:40.014943] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:40.015151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:40.015208] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:40.015245] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:40.018852] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: DOWN (p=10.96%)
[2025-09-29T01:30:40.019147] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-09-29T01:30:40.019299] [INFO ] [sig       ] KNTK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:40.165399] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KNTK.txt
[2025-09-29T01:30:40.165718] [INFO ] [sig       ] [1137/2211] Completed KNTK in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.8m
[2025-09-29T01:30:40.165841] [INFO ] [sig       ] [1138/2211] Forecasting KNX...
[2025-09-29T01:30:40.165913] [INFO ] [sig       ] Generating forecast for: KNX
[2025-09-29T01:30:40.165985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-09-29T01:30:40.177576] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KNX'.
[2025-09-29T01:30:40.178026] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-09-29T01:30:40.205321] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:40.206186] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-09-29T01:30:40.206270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:40.206345] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:40.206417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:40.206523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:40.226101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:40.226985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:40.227134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:40.227207] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:40.262800] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:40.262952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:40.263000] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:40.263039] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:40.266685] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: UP (p=64.84%)
[2025-09-29T01:30:40.267040] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-09-29T01:30:40.267211] [INFO ] [sig       ] KNX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:40.431555] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/KNX.txt
[2025-09-29T01:30:40.431981] [INFO ] [sig       ] [1138/2211] Completed KNX in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.8m
[2025-09-29T01:30:40.432090] [INFO ] [sig       ] [1139/2211] Forecasting KODK...
[2025-09-29T01:30:40.432163] [INFO ] [sig       ] Generating forecast for: KODK
[2025-09-29T01:30:40.432237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-09-29T01:30:40.443634] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KODK'.
[2025-09-29T01:30:40.444112] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-09-29T01:30:40.475759] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:40.476628] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-09-29T01:30:40.476735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:40.476809] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:40.476901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:40.477006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:40.495134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:40.495804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:40.495923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:40.495997] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:40.533064] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:40.533175] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:40.533219] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:40.533272] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:40.536633] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=18.14%)
[2025-09-29T01:30:40.537020] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-09-29T01:30:40.537181] [INFO ] [sig       ] KODK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:40.690838] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KODK.txt
[2025-09-29T01:30:40.691143] [INFO ] [sig       ] [1139/2211] Completed KODK in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.8m
[2025-09-29T01:30:40.691232] [INFO ] [sig       ] [1140/2211] Forecasting KOF...
[2025-09-29T01:30:40.691310] [INFO ] [sig       ] Generating forecast for: KOF
[2025-09-29T01:30:40.691385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-09-29T01:30:40.702838] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KOF'.
[2025-09-29T01:30:40.703353] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-09-29T01:30:40.731275] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:40.732280] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-09-29T01:30:40.732368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:40.732448] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:40.732536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:40.732676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:40.751533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:40.752510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:40.752634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:40.752744] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:40.795381] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:40.795615] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:40.795709] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:40.795770] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:40.799805] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: UP (p=78.12%)
[2025-09-29T01:30:40.800130] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-09-29T01:30:40.800293] [INFO ] [sig       ] KOF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:40.952228] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/KOF.txt
[2025-09-29T01:30:40.952552] [INFO ] [sig       ] [1140/2211] Completed KOF in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.8m
[2025-09-29T01:30:40.952638] [INFO ] [sig       ] [1141/2211] Forecasting KOP...
[2025-09-29T01:30:40.952749] [INFO ] [sig       ] Generating forecast for: KOP
[2025-09-29T01:30:40.952825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-09-29T01:30:40.963738] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KOP'.
[2025-09-29T01:30:40.964177] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-09-29T01:30:40.991790] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:40.992788] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-09-29T01:30:40.992908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:40.992988] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:40.993065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:40.993193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:41.013238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:41.014137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:41.014266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:41.014344] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:41.052953] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:41.053154] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:41.053204] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:41.053241] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:41.058445] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=34.48%)
[2025-09-29T01:30:41.058835] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-09-29T01:30:41.059016] [INFO ] [sig       ] KOP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:41.226510] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KOP.txt
[2025-09-29T01:30:41.226862] [INFO ] [sig       ] [1141/2211] Completed KOP in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.8m
[2025-09-29T01:30:41.226949] [INFO ] [sig       ] [1142/2211] Forecasting KORE...
[2025-09-29T01:30:41.227024] [INFO ] [sig       ] Generating forecast for: KORE
[2025-09-29T01:30:41.227100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KORE' from 'https://tdm.silogroup.org/data/derivative_storage/KORE.csv'.
[2025-09-29T01:30:41.237743] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KORE'.
[2025-09-29T01:30:41.238252] [INFO ] [FORECASTER] Starting predict_future for KORE
[2025-09-29T01:30:41.266323] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:41.267350] [DEBUG] [LOCAL     ] No optimal features file found for KORE: ./output/feature-sets/KORE.txt
[2025-09-29T01:30:41.267442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:41.267527] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:41.267600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:41.267733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:41.286768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:41.287758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:41.287882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:41.287993] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:41.328234] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:41.328568] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:41.328686] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:41.328776] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:41.334934] [DEBUG] [FORECASTER] KORE: Forecast T+1@11:T+2@11: DOWN (p=35.24%)
[2025-09-29T01:30:41.335586] [INFO ] [FORECASTER] Completed predict_future for KORE
[2025-09-29T01:30:41.335894] [INFO ] [sig       ] KORE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:41.499355] [INFO ] [LOCAL     ] Saved forecast: KORE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KORE.txt
[2025-09-29T01:30:41.499742] [INFO ] [sig       ] [1142/2211] Completed KORE in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.8m
[2025-09-29T01:30:41.499832] [INFO ] [sig       ] [1143/2211] Forecasting KOS...
[2025-09-29T01:30:41.499908] [INFO ] [sig       ] Generating forecast for: KOS
[2025-09-29T01:30:41.499984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'.
[2025-09-29T01:30:41.511253] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KOS'.
[2025-09-29T01:30:41.511725] [INFO ] [FORECASTER] Starting predict_future for KOS
[2025-09-29T01:30:41.540472] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:41.541448] [DEBUG] [LOCAL     ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt
[2025-09-29T01:30:41.541532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:41.541687] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:41.541774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:41.541877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:41.560260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:41.560996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:41.561111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:41.561199] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:41.603629] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:41.603868] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:41.603927] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:41.603967] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:41.611450] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: DOWN (p=19.71%)
[2025-09-29T01:30:41.611940] [INFO ] [FORECASTER] Completed predict_future for KOS
[2025-09-29T01:30:41.612152] [INFO ] [sig       ] KOS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:41.777239] [INFO ] [LOCAL     ] Saved forecast: KOS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KOS.txt
[2025-09-29T01:30:41.777605] [INFO ] [sig       ] [1143/2211] Completed KOS in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.8m
[2025-09-29T01:30:41.777728] [INFO ] [sig       ] [1144/2211] Forecasting KR...
[2025-09-29T01:30:41.777812] [INFO ] [sig       ] Generating forecast for: KR
[2025-09-29T01:30:41.777899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KR' from 'https://tdm.silogroup.org/data/derivative_storage/KR.csv'.
[2025-09-29T01:30:41.789502] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KR'.
[2025-09-29T01:30:41.790014] [INFO ] [FORECASTER] Starting predict_future for KR
[2025-09-29T01:30:41.818064] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:41.819094] [DEBUG] [LOCAL     ] No optimal features file found for KR: ./output/feature-sets/KR.txt
[2025-09-29T01:30:41.819185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:41.819259] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:41.819342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:41.819485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:41.838216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:41.839223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:41.839348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:41.839729] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:41.879304] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:41.879555] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:41.879665] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:41.879758] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:41.884635] [DEBUG] [FORECASTER] KR: Forecast T+1@11:T+2@11: DOWN (p=20.85%)
[2025-09-29T01:30:41.885085] [INFO ] [FORECASTER] Completed predict_future for KR
[2025-09-29T01:30:41.885266] [INFO ] [sig       ] KR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:42.041187] [INFO ] [LOCAL     ] Saved forecast: KR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KR.txt
[2025-09-29T01:30:42.041541] [INFO ] [sig       ] [1144/2211] Completed KR in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.8m
[2025-09-29T01:30:42.041665] [INFO ] [sig       ] [1145/2211] Forecasting KRC...
[2025-09-29T01:30:42.041747] [INFO ] [sig       ] Generating forecast for: KRC
[2025-09-29T01:30:42.041823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-09-29T01:30:42.053199] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KRC'.
[2025-09-29T01:30:42.053701] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-09-29T01:30:42.090990] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:42.092521] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-09-29T01:30:42.092718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:42.092934] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:42.093009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:42.093138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:42.115613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:42.116747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:42.116910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:42.117018] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:42.159080] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:42.159273] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:42.159326] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:42.159362] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:42.163106] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: UP (p=59.63%)
[2025-09-29T01:30:42.163415] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-09-29T01:30:42.163568] [INFO ] [sig       ] KRC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:42.314256] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/KRC.txt
[2025-09-29T01:30:42.314559] [INFO ] [sig       ] [1145/2211] Completed KRC in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.8m
[2025-09-29T01:30:42.314662] [INFO ] [sig       ] [1146/2211] Forecasting KREF...
[2025-09-29T01:30:42.314778] [INFO ] [sig       ] Generating forecast for: KREF
[2025-09-29T01:30:42.314855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-09-29T01:30:42.325266] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KREF'.
[2025-09-29T01:30:42.325671] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-09-29T01:30:42.354462] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:42.355472] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-09-29T01:30:42.355558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:42.355689] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:42.355779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:42.355920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:42.375492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:42.376411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:42.376532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:42.376623] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:42.415153] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:42.415303] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:42.415354] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:42.415412] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:42.419162] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=68.75%)
[2025-09-29T01:30:42.419482] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-09-29T01:30:42.419670] [INFO ] [sig       ] KREF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:42.577185] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/KREF.txt
[2025-09-29T01:30:42.577522] [INFO ] [sig       ] [1146/2211] Completed KREF in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.8m
[2025-09-29T01:30:42.577609] [INFO ] [sig       ] [1147/2211] Forecasting KRG...
[2025-09-29T01:30:42.577720] [INFO ] [sig       ] Generating forecast for: KRG
[2025-09-29T01:30:42.577811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-09-29T01:30:42.588832] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KRG'.
[2025-09-29T01:30:42.589273] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-09-29T01:30:42.616524] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:42.617467] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-09-29T01:30:42.617551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:42.617625] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:42.617716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:42.617871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:42.637237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:42.637967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:42.638079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:42.638168] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:42.675134] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:42.675328] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:42.675377] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:42.675413] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:42.679185] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: UP (p=50.70%)
[2025-09-29T01:30:42.679494] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-09-29T01:30:42.679676] [INFO ] [sig       ] KRG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:42.827576] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/KRG.txt
[2025-09-29T01:30:42.827933] [INFO ] [sig       ] [1147/2211] Completed KRG in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.8m
[2025-09-29T01:30:42.828019] [INFO ] [sig       ] [1148/2211] Forecasting KRO...
[2025-09-29T01:30:42.828091] [INFO ] [sig       ] Generating forecast for: KRO
[2025-09-29T01:30:42.828181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-09-29T01:30:42.839002] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KRO'.
[2025-09-29T01:30:42.839375] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-09-29T01:30:42.866492] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:42.867394] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-09-29T01:30:42.867479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:42.867561] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:42.867639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:42.867780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:42.885837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:42.886848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:42.886975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:42.887053] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:42.925443] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:42.925668] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:42.925747] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:42.925788] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:42.929525] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: DOWN (p=12.50%)
[2025-09-29T01:30:42.929910] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-09-29T01:30:42.930092] [INFO ] [sig       ] KRO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:43.077517] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KRO.txt
[2025-09-29T01:30:43.077891] [INFO ] [sig       ] [1148/2211] Completed KRO in 0.2s | 3.73 sym/s | Total: 5.1m | ETA: 4.8m
[2025-09-29T01:30:43.077979] [INFO ] [sig       ] [1149/2211] Forecasting KRP...
[2025-09-29T01:30:43.078070] [INFO ] [sig       ] Generating forecast for: KRP
[2025-09-29T01:30:43.078165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-09-29T01:30:43.090591] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KRP'.
[2025-09-29T01:30:43.091071] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-09-29T01:30:43.118433] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:43.119396] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-09-29T01:30:43.119481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:43.119557] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:43.119633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:43.119782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:43.138047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:43.138779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:43.138893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:43.138971] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:43.177090] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:43.177253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:43.177299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:43.177335] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:43.181088] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-09-29T01:30:43.181391] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-09-29T01:30:43.181541] [INFO ] [sig       ] KRP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:43.337537] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/KRP.txt
[2025-09-29T01:30:43.337905] [INFO ] [sig       ] [1149/2211] Completed KRP in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.7m
[2025-09-29T01:30:43.337991] [INFO ] [sig       ] [1150/2211] Forecasting KSS...
[2025-09-29T01:30:43.338069] [INFO ] [sig       ] Generating forecast for: KSS
[2025-09-29T01:30:43.338149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-09-29T01:30:43.349244] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KSS'.
[2025-09-29T01:30:43.349795] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-09-29T01:30:43.378356] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:43.379404] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-09-29T01:30:43.379490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:43.379566] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:43.379668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:43.379787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:43.398786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:43.399786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:43.399907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:43.399983] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:43.443101] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:43.443306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:43.443359] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:43.443395] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:43.447531] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: UP (p=59.37%)
[2025-09-29T01:30:43.447962] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-09-29T01:30:43.448141] [INFO ] [sig       ] KSS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:43.596753] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/KSS.txt
[2025-09-29T01:30:43.597162] [INFO ] [sig       ] [1150/2211] Completed KSS in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.7m
[2025-09-29T01:30:43.597249] [INFO ] [sig       ] [1151/2211] Forecasting KT...
[2025-09-29T01:30:43.597361] [INFO ] [sig       ] Generating forecast for: KT
[2025-09-29T01:30:43.597453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KT' from 'https://tdm.silogroup.org/data/derivative_storage/KT.csv'.
[2025-09-29T01:30:43.608875] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KT'.
[2025-09-29T01:30:43.609265] [INFO ] [FORECASTER] Starting predict_future for KT
[2025-09-29T01:30:43.639890] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:43.640746] [DEBUG] [LOCAL     ] No optimal features file found for KT: ./output/feature-sets/KT.txt
[2025-09-29T01:30:43.640828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:43.640902] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:43.640972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:43.641077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:43.660416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:43.661152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:43.661327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:43.661402] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:43.703281] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:43.703475] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:43.703526] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:43.703564] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:43.707595] [DEBUG] [FORECASTER] KT: Forecast T+1@11:T+2@11: DOWN (p=7.35%)
[2025-09-29T01:30:43.708019] [INFO ] [FORECASTER] Completed predict_future for KT
[2025-09-29T01:30:43.708194] [INFO ] [sig       ] KT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:43.872033] [INFO ] [LOCAL     ] Saved forecast: KT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KT.txt
[2025-09-29T01:30:43.872352] [INFO ] [sig       ] [1151/2211] Completed KT in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.7m
[2025-09-29T01:30:43.872443] [INFO ] [sig       ] [1152/2211] Forecasting KTB...
[2025-09-29T01:30:43.872547] [INFO ] [sig       ] Generating forecast for: KTB
[2025-09-29T01:30:43.872679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-09-29T01:30:43.883903] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KTB'.
[2025-09-29T01:30:43.884337] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-09-29T01:30:43.913083] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:43.914184] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-09-29T01:30:43.914301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:43.914400] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:43.914485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:43.914619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:43.934280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:43.935265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:43.935388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:43.935475] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:43.976380] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:43.976550] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:43.976597] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:43.976634] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:43.980550] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: UP (p=87.57%)
[2025-09-29T01:30:43.980940] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-09-29T01:30:43.981111] [INFO ] [sig       ] KTB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:44.135460] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/KTB.txt
[2025-09-29T01:30:44.135792] [INFO ] [sig       ] [1152/2211] Completed KTB in 0.3s | 3.73 sym/s | Total: 5.2m | ETA: 4.7m
[2025-09-29T01:30:44.135878] [INFO ] [sig       ] [1153/2211] Forecasting KTF...
[2025-09-29T01:30:44.135951] [INFO ] [sig       ] Generating forecast for: KTF
[2025-09-29T01:30:44.136025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-09-29T01:30:44.150252] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KTF'.
[2025-09-29T01:30:44.150829] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-09-29T01:30:44.179023] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:44.179984] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-09-29T01:30:44.180068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:44.180168] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:44.180242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:44.180354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:44.199063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:44.200083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:44.200215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:44.200269] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:44.240541] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:44.240763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:44.240832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:44.240887] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:44.244586] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: UP (p=54.21%)
[2025-09-29T01:30:44.244937] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-09-29T01:30:44.245112] [INFO ] [sig       ] KTF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:44.412284] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/KTF.txt
[2025-09-29T01:30:44.412613] [INFO ] [sig       ] [1153/2211] Completed KTF in 0.3s | 3.73 sym/s | Total: 5.2m | ETA: 4.7m
[2025-09-29T01:30:44.412728] [INFO ] [sig       ] [1154/2211] Forecasting KVUE...
[2025-09-29T01:30:44.412799] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-09-29T01:30:44.412870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-09-29T01:30:44.424958] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KVUE'.
[2025-09-29T01:30:44.425406] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-09-29T01:30:44.455561] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:44.456574] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-09-29T01:30:44.456691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:44.456775] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:44.456896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:44.457011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:44.478101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:44.479009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:44.479194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:44.479285] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:44.520743] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:44.520919] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:44.520970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:44.521007] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:44.525107] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=6.09%)
[2025-09-29T01:30:44.525602] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-09-29T01:30:44.525844] [INFO ] [sig       ] KVUE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:44.682227] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/KVUE.txt
[2025-09-29T01:30:44.682552] [INFO ] [sig       ] [1154/2211] Completed KVUE in 0.3s | 3.73 sym/s | Total: 5.2m | ETA: 4.7m
[2025-09-29T01:30:44.682639] [INFO ] [sig       ] [1155/2211] Forecasting KVYO...
[2025-09-29T01:30:44.682738] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-09-29T01:30:44.682815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-09-29T01:30:44.694376] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KVYO'.
[2025-09-29T01:30:44.694863] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-09-29T01:30:44.728852] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:44.729993] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-09-29T01:30:44.730088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:44.730165] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:44.730237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:44.730346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:44.750572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:44.751512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:44.751636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:44.751738] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:44.788113] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:44.788262] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:44.788308] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:44.788343] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:44.791944] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=87.33%)
[2025-09-29T01:30:44.792241] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-09-29T01:30:44.792392] [INFO ] [sig       ] KVYO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:44.942337] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/KVYO.txt
[2025-09-29T01:30:44.942705] [INFO ] [sig       ] [1155/2211] Completed KVYO in 0.3s | 3.73 sym/s | Total: 5.2m | ETA: 4.7m
[2025-09-29T01:30:44.942793] [INFO ] [sig       ] [1156/2211] Forecasting KW...
[2025-09-29T01:30:44.942869] [INFO ] [sig       ] Generating forecast for: KW
[2025-09-29T01:30:44.942949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KW' from 'https://tdm.silogroup.org/data/derivative_storage/KW.csv'.
[2025-09-29T01:30:44.954022] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KW'.
[2025-09-29T01:30:44.954437] [INFO ] [FORECASTER] Starting predict_future for KW
[2025-09-29T01:30:44.982306] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:44.983252] [DEBUG] [LOCAL     ] No optimal features file found for KW: ./output/feature-sets/KW.txt
[2025-09-29T01:30:44.983356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:44.983433] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:44.983504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:44.983608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:45.003201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:45.004008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:45.004130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:45.004203] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:45.042113] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:45.042283] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:45.042331] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:45.042368] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:45.046297] [DEBUG] [FORECASTER] KW: Forecast T+1@11:T+2@11: UP (p=77.88%)
[2025-09-29T01:30:45.046716] [INFO ] [FORECASTER] Completed predict_future for KW
[2025-09-29T01:30:45.046917] [INFO ] [sig       ] KW: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:45.204260] [INFO ] [LOCAL     ] Saved forecast: KW	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/KW.txt
[2025-09-29T01:30:45.204570] [INFO ] [sig       ] [1156/2211] Completed KW in 0.3s | 3.73 sym/s | Total: 5.2m | ETA: 4.7m
[2025-09-29T01:30:45.204679] [INFO ] [sig       ] [1157/2211] Forecasting KWR...
[2025-09-29T01:30:45.204760] [INFO ] [sig       ] Generating forecast for: KWR
[2025-09-29T01:30:45.204841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KWR' from 'https://tdm.silogroup.org/data/derivative_storage/KWR.csv'.
[2025-09-29T01:30:45.216912] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KWR'.
[2025-09-29T01:30:45.217387] [INFO ] [FORECASTER] Starting predict_future for KWR
[2025-09-29T01:30:45.246953] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:45.247966] [DEBUG] [LOCAL     ] No optimal features file found for KWR: ./output/feature-sets/KWR.txt
[2025-09-29T01:30:45.248054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:45.248131] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:45.248203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:45.248293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:45.267931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:45.268784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:45.268907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:45.268979] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:45.307821] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:45.307978] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:45.308024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:45.308060] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:45.311721] [DEBUG] [FORECASTER] KWR: Forecast T+1@11:T+2@11: UP (p=66.63%)
[2025-09-29T01:30:45.312074] [INFO ] [FORECASTER] Completed predict_future for KWR
[2025-09-29T01:30:45.312247] [INFO ] [sig       ] KWR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:45.468149] [INFO ] [LOCAL     ] Saved forecast: KWR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/KWR.txt
[2025-09-29T01:30:45.468517] [INFO ] [sig       ] [1157/2211] Completed KWR in 0.3s | 3.73 sym/s | Total: 5.2m | ETA: 4.7m
[2025-09-29T01:30:45.468609] [INFO ] [sig       ] [1158/2211] Forecasting KYN...
[2025-09-29T01:30:45.468707] [INFO ] [sig       ] Generating forecast for: KYN
[2025-09-29T01:30:45.468789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-09-29T01:30:45.480502] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KYN'.
[2025-09-29T01:30:45.480955] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-09-29T01:30:45.508511] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:45.509400] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-09-29T01:30:45.509483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:45.509557] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:45.509627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:45.509758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:45.529091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:45.529842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:45.529957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:45.530028] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:45.567034] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:45.567184] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:45.567229] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:45.567263] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:45.570933] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: UP (p=93.06%)
[2025-09-29T01:30:45.571270] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-09-29T01:30:45.571425] [INFO ] [sig       ] KYN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:45.721027] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/KYN.txt
[2025-09-29T01:30:45.721358] [INFO ] [sig       ] [1158/2211] Completed KYN in 0.3s | 3.73 sym/s | Total: 5.2m | ETA: 4.7m
[2025-09-29T01:30:45.721443] [INFO ] [sig       ] [1159/2211] Forecasting L...
[2025-09-29T01:30:45.721523] [INFO ] [sig       ] Generating forecast for: L
[2025-09-29T01:30:45.721603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-09-29T01:30:45.733151] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'L'.
[2025-09-29T01:30:45.733801] [INFO ] [FORECASTER] Starting predict_future for L
[2025-09-29T01:30:45.763870] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:45.764823] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-09-29T01:30:45.764907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:45.764983] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:45.765054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:45.765161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:45.784172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:45.784912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:45.785028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:45.785099] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:45.822043] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:45.822250] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:45.822306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:45.822345] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:45.826303] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=29.85%)
[2025-09-29T01:30:45.826785] [INFO ] [FORECASTER] Completed predict_future for L
[2025-09-29T01:30:45.827028] [INFO ] [sig       ] L: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:45.984299] [INFO ] [LOCAL     ] Saved forecast: L	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/L.txt
[2025-09-29T01:30:45.984601] [INFO ] [sig       ] [1159/2211] Completed L in 0.3s | 3.73 sym/s | Total: 5.2m | ETA: 4.7m
[2025-09-29T01:30:45.984720] [INFO ] [sig       ] [1160/2211] Forecasting LAC...
[2025-09-29T01:30:45.984794] [INFO ] [sig       ] Generating forecast for: LAC
[2025-09-29T01:30:45.984868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-09-29T01:30:45.995932] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LAC'.
[2025-09-29T01:30:45.996364] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-09-29T01:30:46.024119] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:46.025040] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-09-29T01:30:46.025124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:46.025199] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:46.025286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:46.025399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:46.044812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:46.045537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:46.045675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:46.045747] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:46.083090] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:46.083296] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:46.083349] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:46.083390] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:46.087245] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=21.21%)
[2025-09-29T01:30:46.087620] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-09-29T01:30:46.087812] [INFO ] [sig       ] LAC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:46.250363] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LAC.txt
[2025-09-29T01:30:46.250688] [INFO ] [sig       ] [1160/2211] Completed LAC in 0.3s | 3.73 sym/s | Total: 5.2m | ETA: 4.7m
[2025-09-29T01:30:46.250774] [INFO ] [sig       ] [1161/2211] Forecasting LAD...
[2025-09-29T01:30:46.250860] [INFO ] [sig       ] Generating forecast for: LAD
[2025-09-29T01:30:46.250964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-09-29T01:30:46.261991] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LAD'.
[2025-09-29T01:30:46.262441] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-09-29T01:30:46.291229] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:46.292138] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-09-29T01:30:46.292221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:46.292312] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:46.292386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:46.292490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:46.312707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:46.313347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:46.313465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:46.313536] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:46.348930] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:46.349059] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:46.349104] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:46.349140] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:46.352886] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=7.47%)
[2025-09-29T01:30:46.353178] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-09-29T01:30:46.353362] [INFO ] [sig       ] LAD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:46.510985] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LAD.txt
[2025-09-29T01:30:46.511344] [INFO ] [sig       ] [1161/2211] Completed LAD in 0.3s | 3.73 sym/s | Total: 5.2m | ETA: 4.7m
[2025-09-29T01:30:46.511435] [INFO ] [sig       ] [1162/2211] Forecasting LADR...
[2025-09-29T01:30:46.511511] [INFO ] [sig       ] Generating forecast for: LADR
[2025-09-29T01:30:46.511593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LADR' from 'https://tdm.silogroup.org/data/derivative_storage/LADR.csv'.
[2025-09-29T01:30:46.523787] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LADR'.
[2025-09-29T01:30:46.524226] [INFO ] [FORECASTER] Starting predict_future for LADR
[2025-09-29T01:30:46.553559] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:46.554810] [DEBUG] [LOCAL     ] No optimal features file found for LADR: ./output/feature-sets/LADR.txt
[2025-09-29T01:30:46.554897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:46.554972] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:46.555042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:46.555147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:46.575823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:46.576716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:46.576904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:46.576982] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:46.614285] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:46.614468] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:46.614546] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:46.614595] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:46.618429] [DEBUG] [FORECASTER] LADR: Forecast T+1@11:T+2@11: DOWN (p=15.20%)
[2025-09-29T01:30:46.618794] [INFO ] [FORECASTER] Completed predict_future for LADR
[2025-09-29T01:30:46.618965] [INFO ] [sig       ] LADR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:46.785061] [INFO ] [LOCAL     ] Saved forecast: LADR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LADR.txt
[2025-09-29T01:30:46.785502] [INFO ] [sig       ] [1162/2211] Completed LADR in 0.3s | 3.73 sym/s | Total: 5.2m | ETA: 4.7m
[2025-09-29T01:30:46.785612] [INFO ] [sig       ] [1163/2211] Forecasting LANV...
[2025-09-29T01:30:46.785728] [INFO ] [sig       ] Generating forecast for: LANV
[2025-09-29T01:30:46.785819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANV' from 'https://tdm.silogroup.org/data/derivative_storage/LANV.csv'.
[2025-09-29T01:30:46.796047] [DEBUG] [REMOTE    ] Successfully parsed 1818 rows of historical data for symbol 'LANV'.
[2025-09-29T01:30:46.796428] [INFO ] [FORECASTER] Starting predict_future for LANV
[2025-09-29T01:30:46.823608] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:46.824493] [DEBUG] [LOCAL     ] No optimal features file found for LANV: ./output/feature-sets/LANV.txt
[2025-09-29T01:30:46.824618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:46.824736] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:46.824809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:46.824914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:46.843357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:46.844036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:46.844150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:46.844223] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:46.876371] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:46.876500] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:46.876547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:46.876585] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:46.880362] [DEBUG] [FORECASTER] LANV: Forecast T+1@11:T+2@11: DOWN (p=8.28%)
[2025-09-29T01:30:46.880686] [INFO ] [FORECASTER] Completed predict_future for LANV
[2025-09-29T01:30:46.880856] [INFO ] [sig       ] LANV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:47.030172] [INFO ] [LOCAL     ] Saved forecast: LANV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LANV.txt
[2025-09-29T01:30:47.030479] [INFO ] [sig       ] [1163/2211] Completed LANV in 0.2s | 3.73 sym/s | Total: 5.2m | ETA: 4.7m
[2025-09-29T01:30:47.030559] [INFO ] [sig       ] [1164/2211] Forecasting LAW...
[2025-09-29T01:30:47.030630] [INFO ] [sig       ] Generating forecast for: LAW
[2025-09-29T01:30:47.030718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAW' from 'https://tdm.silogroup.org/data/derivative_storage/LAW.csv'.
[2025-09-29T01:30:47.040316] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LAW'.
[2025-09-29T01:30:47.040696] [INFO ] [FORECASTER] Starting predict_future for LAW
[2025-09-29T01:30:47.067769] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:47.068553] [DEBUG] [LOCAL     ] No optimal features file found for LAW: ./output/feature-sets/LAW.txt
[2025-09-29T01:30:47.068635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:47.068732] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:47.068802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:47.068906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:47.087992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:47.088693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:47.088828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:47.088901] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:47.116097] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:47.116215] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:47.116261] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:47.116298] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:47.120051] [DEBUG] [FORECASTER] LAW: Forecast T+1@11:T+2@11: DOWN (p=21.93%)
[2025-09-29T01:30:47.120370] [INFO ] [FORECASTER] Completed predict_future for LAW
[2025-09-29T01:30:47.120520] [INFO ] [sig       ] LAW: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:47.269962] [INFO ] [LOCAL     ] Saved forecast: LAW	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LAW.txt
[2025-09-29T01:30:47.270224] [INFO ] [sig       ] [1164/2211] Completed LAW in 0.2s | 3.73 sym/s | Total: 5.2m | ETA: 4.7m
[2025-09-29T01:30:47.270305] [INFO ] [sig       ] [1165/2211] Forecasting LAZ...
[2025-09-29T01:30:47.270378] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-09-29T01:30:47.270451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-09-29T01:30:47.280672] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LAZ'.
[2025-09-29T01:30:47.281036] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-09-29T01:30:47.307070] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:47.307957] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-09-29T01:30:47.308041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:47.308118] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:47.308192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:47.308298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:47.327050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:47.327816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:47.327933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:47.328007] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:47.357168] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:47.357334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:47.357385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:47.357422] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:47.361051] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=69.20%)
[2025-09-29T01:30:47.361393] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-09-29T01:30:47.361543] [INFO ] [sig       ] LAZ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:47.510543] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LAZ.txt
[2025-09-29T01:30:47.510850] [INFO ] [sig       ] [1165/2211] Completed LAZ in 0.2s | 3.73 sym/s | Total: 5.2m | ETA: 4.7m
[2025-09-29T01:30:47.510933] [INFO ] [sig       ] [1166/2211] Forecasting LB...
[2025-09-29T01:30:47.511014] [INFO ] [sig       ] Generating forecast for: LB
[2025-09-29T01:30:47.511088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LB' from 'https://tdm.silogroup.org/data/derivative_storage/LB.csv'.
[2025-09-29T01:30:47.521798] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LB'.
[2025-09-29T01:30:47.522277] [INFO ] [FORECASTER] Starting predict_future for LB
[2025-09-29T01:30:47.551324] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:47.552290] [DEBUG] [LOCAL     ] No optimal features file found for LB: ./output/feature-sets/LB.txt
[2025-09-29T01:30:47.552389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:47.552496] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:47.552595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:47.552788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:47.575554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:47.576510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:47.576679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:47.576777] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:47.611903] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:47.612126] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:47.612183] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:47.612222] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:47.616311] [DEBUG] [FORECASTER] LB: Forecast T+1@11:T+2@11: DOWN (p=10.61%)
[2025-09-29T01:30:47.616631] [INFO ] [FORECASTER] Completed predict_future for LB
[2025-09-29T01:30:47.616893] [INFO ] [sig       ] LB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:47.771389] [INFO ] [LOCAL     ] Saved forecast: LB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LB.txt
[2025-09-29T01:30:47.771752] [INFO ] [sig       ] [1166/2211] Completed LB in 0.3s | 3.73 sym/s | Total: 5.2m | ETA: 4.7m
[2025-09-29T01:30:47.771863] [INFO ] [sig       ] [1167/2211] Forecasting LBRT...
[2025-09-29T01:30:47.771950] [INFO ] [sig       ] Generating forecast for: LBRT
[2025-09-29T01:30:47.772038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRT' from 'https://tdm.silogroup.org/data/derivative_storage/LBRT.csv'.
[2025-09-29T01:30:47.783697] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LBRT'.
[2025-09-29T01:30:47.784173] [INFO ] [FORECASTER] Starting predict_future for LBRT
[2025-09-29T01:30:47.811719] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:47.812676] [DEBUG] [LOCAL     ] No optimal features file found for LBRT: ./output/feature-sets/LBRT.txt
[2025-09-29T01:30:47.812762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:47.812837] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:47.812908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:47.813015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:47.831788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:47.832635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:47.832789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:47.832885] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:47.868741] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:47.868941] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:47.868995] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:47.869032] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:47.872949] [DEBUG] [FORECASTER] LBRT: Forecast T+1@11:T+2@11: DOWN (p=4.01%)
[2025-09-29T01:30:47.873326] [INFO ] [FORECASTER] Completed predict_future for LBRT
[2025-09-29T01:30:47.873487] [INFO ] [sig       ] LBRT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:48.027214] [INFO ] [LOCAL     ] Saved forecast: LBRT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LBRT.txt
[2025-09-29T01:30:48.027539] [INFO ] [sig       ] [1167/2211] Completed LBRT in 0.3s | 3.73 sym/s | Total: 5.2m | ETA: 4.7m
[2025-09-29T01:30:48.027627] [INFO ] [sig       ] [1168/2211] Forecasting LC...
[2025-09-29T01:30:48.027723] [INFO ] [sig       ] Generating forecast for: LC
[2025-09-29T01:30:48.027798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-09-29T01:30:48.039924] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LC'.
[2025-09-29T01:30:48.040515] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-09-29T01:30:48.072417] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:48.073345] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-09-29T01:30:48.073427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:48.073502] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:48.073568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:48.073700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:48.094619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:48.095529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:48.095682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:48.095760] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:48.134628] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:48.134847] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:48.134901] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:48.134936] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:48.138736] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: UP (p=86.58%)
[2025-09-29T01:30:48.139062] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-09-29T01:30:48.139273] [INFO ] [sig       ] LC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:48.312200] [INFO ] [LOCAL     ] Saved forecast: LC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LC.txt
[2025-09-29T01:30:48.312538] [INFO ] [sig       ] [1168/2211] Completed LC in 0.3s | 3.73 sym/s | Total: 5.2m | ETA: 4.7m
[2025-09-29T01:30:48.312622] [INFO ] [sig       ] [1169/2211] Forecasting LCII...
[2025-09-29T01:30:48.312723] [INFO ] [sig       ] Generating forecast for: LCII
[2025-09-29T01:30:48.312799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-09-29T01:30:48.323769] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LCII'.
[2025-09-29T01:30:48.324245] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-09-29T01:30:48.352713] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:48.353631] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-09-29T01:30:48.353741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:48.353816] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:48.353921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:48.354030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:48.372531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:48.373182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:48.373313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:48.373384] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:48.406465] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:48.406589] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:48.406634] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:48.406717] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:48.410119] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=16.10%)
[2025-09-29T01:30:48.410412] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-09-29T01:30:48.410562] [INFO ] [sig       ] LCII: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:48.561185] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LCII.txt
[2025-09-29T01:30:48.561507] [INFO ] [sig       ] [1169/2211] Completed LCII in 0.2s | 3.73 sym/s | Total: 5.2m | ETA: 4.7m
[2025-09-29T01:30:48.561588] [INFO ] [sig       ] [1170/2211] Forecasting LDI...
[2025-09-29T01:30:48.561681] [INFO ] [sig       ] Generating forecast for: LDI
[2025-09-29T01:30:48.561756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-09-29T01:30:48.573024] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LDI'.
[2025-09-29T01:30:48.573378] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-09-29T01:30:48.600743] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:48.601832] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-09-29T01:30:48.601927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:48.602013] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:48.602094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:48.602226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:48.627594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:48.628445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:48.628578] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:48.628700] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:48.676532] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:48.676761] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:48.676855] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:48.676918] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:48.680922] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: DOWN (p=11.59%)
[2025-09-29T01:30:48.681271] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-09-29T01:30:48.681452] [INFO ] [sig       ] LDI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:48.831448] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LDI.txt
[2025-09-29T01:30:48.831795] [INFO ] [sig       ] [1170/2211] Completed LDI in 0.3s | 3.73 sym/s | Total: 5.2m | ETA: 4.7m
[2025-09-29T01:30:48.831881] [INFO ] [sig       ] [1171/2211] Forecasting LDOS...
[2025-09-29T01:30:48.831954] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-09-29T01:30:48.832028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-09-29T01:30:48.843214] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LDOS'.
[2025-09-29T01:30:48.843750] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-09-29T01:30:48.871156] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:48.872020] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-09-29T01:30:48.872117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:48.872192] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:48.872262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:48.872364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:48.892325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:48.893290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:48.893407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:48.893479] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:48.933333] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:48.933528] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:48.933576] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:48.933613] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:48.937530] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: UP (p=87.05%)
[2025-09-29T01:30:48.937960] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-09-29T01:30:48.938184] [INFO ] [sig       ] LDOS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:49.092800] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LDOS.txt
[2025-09-29T01:30:49.093123] [INFO ] [sig       ] [1171/2211] Completed LDOS in 0.3s | 3.73 sym/s | Total: 5.2m | ETA: 4.6m
[2025-09-29T01:30:49.093212] [INFO ] [sig       ] [1172/2211] Forecasting LDP...
[2025-09-29T01:30:49.093285] [INFO ] [sig       ] Generating forecast for: LDP
[2025-09-29T01:30:49.093359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-09-29T01:30:49.103971] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LDP'.
[2025-09-29T01:30:49.104396] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-09-29T01:30:49.131627] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:49.132568] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-09-29T01:30:49.132681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:49.132760] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:49.132831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:49.132938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:49.152036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:49.153014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:49.153139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:49.153218] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:49.193524] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:49.193759] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:49.193828] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:49.193867] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:49.197852] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: DOWN (p=44.09%)
[2025-09-29T01:30:49.198191] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-09-29T01:30:49.198354] [INFO ] [sig       ] LDP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:49.359768] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LDP.txt
[2025-09-29T01:30:49.360102] [INFO ] [sig       ] [1172/2211] Completed LDP in 0.3s | 3.73 sym/s | Total: 5.2m | ETA: 4.6m
[2025-09-29T01:30:49.360186] [INFO ] [sig       ] [1173/2211] Forecasting LEA...
[2025-09-29T01:30:49.360261] [INFO ] [sig       ] Generating forecast for: LEA
[2025-09-29T01:30:49.360343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-09-29T01:30:49.371843] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LEA'.
[2025-09-29T01:30:49.372306] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-09-29T01:30:49.403067] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:49.404098] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-09-29T01:30:49.404183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:49.404262] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:49.404337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:49.404502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:49.427395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:49.428374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:49.428501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:49.428575] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:49.470539] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:49.470761] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:49.470830] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:49.470869] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:49.475508] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: UP (p=75.86%)
[2025-09-29T01:30:49.475929] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-09-29T01:30:49.476156] [INFO ] [sig       ] LEA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:49.637403] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LEA.txt
[2025-09-29T01:30:49.637777] [INFO ] [sig       ] [1173/2211] Completed LEA in 0.3s | 3.73 sym/s | Total: 5.2m | ETA: 4.6m
[2025-09-29T01:30:49.637869] [INFO ] [sig       ] [1174/2211] Forecasting LEG...
[2025-09-29T01:30:49.637947] [INFO ] [sig       ] Generating forecast for: LEG
[2025-09-29T01:30:49.638026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-09-29T01:30:49.649068] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LEG'.
[2025-09-29T01:30:49.649520] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-09-29T01:30:49.678459] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:49.679410] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-09-29T01:30:49.679506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:49.679582] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:49.679690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:49.679803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:49.704442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:49.705633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:49.705801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:49.705892] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:49.748856] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:49.749101] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:49.749167] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:49.749208] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:49.753467] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: UP (p=82.79%)
[2025-09-29T01:30:49.754070] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-09-29T01:30:49.754274] [INFO ] [sig       ] LEG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:49.908398] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LEG.txt
[2025-09-29T01:30:49.908736] [INFO ] [sig       ] [1174/2211] Completed LEG in 0.3s | 3.73 sym/s | Total: 5.2m | ETA: 4.6m
[2025-09-29T01:30:49.908821] [INFO ] [sig       ] [1175/2211] Forecasting LEN...
[2025-09-29T01:30:49.908892] [INFO ] [sig       ] Generating forecast for: LEN
[2025-09-29T01:30:49.908965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-09-29T01:30:49.920447] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LEN'.
[2025-09-29T01:30:49.920883] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-09-29T01:30:49.948936] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:49.949869] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-09-29T01:30:49.949955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:49.950033] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:49.950105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:49.950210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:49.968893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:49.969771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:49.969888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:49.969963] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:50.011015] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:50.011187] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:50.011235] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:50.011272] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:50.015023] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: DOWN (p=15.48%)
[2025-09-29T01:30:50.015338] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-09-29T01:30:50.015508] [INFO ] [sig       ] LEN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:50.174255] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LEN.txt
[2025-09-29T01:30:50.174633] [INFO ] [sig       ] [1175/2211] Completed LEN in 0.3s | 3.73 sym/s | Total: 5.3m | ETA: 4.6m
[2025-09-29T01:30:50.174743] [INFO ] [sig       ] [1176/2211] Forecasting LEO...
[2025-09-29T01:30:50.174819] [INFO ] [sig       ] Generating forecast for: LEO
[2025-09-29T01:30:50.174894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-09-29T01:30:50.185299] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LEO'.
[2025-09-29T01:30:50.185697] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-09-29T01:30:50.212890] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:50.213878] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-09-29T01:30:50.213966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:50.214048] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:50.214131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:50.214241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:50.233109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:50.233798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:50.233912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:50.234026] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:50.277723] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:50.277959] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:50.278017] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:50.278056] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:50.281822] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=23.20%)
[2025-09-29T01:30:50.282147] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-09-29T01:30:50.282307] [INFO ] [sig       ] LEO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:50.431994] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LEO.txt
[2025-09-29T01:30:50.432323] [INFO ] [sig       ] [1176/2211] Completed LEO in 0.3s | 3.73 sym/s | Total: 5.3m | ETA: 4.6m
[2025-09-29T01:30:50.432405] [INFO ] [sig       ] [1177/2211] Forecasting LEVI...
[2025-09-29T01:30:50.432478] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-09-29T01:30:50.432552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-09-29T01:30:50.444304] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LEVI'.
[2025-09-29T01:30:50.444813] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-09-29T01:30:50.471604] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:50.472536] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-09-29T01:30:50.472621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:50.472723] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:50.472794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:50.472898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:50.492330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:50.493260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:50.493389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:50.493465] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:50.535240] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:50.535451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:50.535502] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:50.535540] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:50.539552] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: UP (p=75.67%)
[2025-09-29T01:30:50.539940] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-09-29T01:30:50.540119] [INFO ] [sig       ] LEVI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:50.696546] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LEVI.txt
[2025-09-29T01:30:50.696937] [INFO ] [sig       ] [1177/2211] Completed LEVI in 0.3s | 3.73 sym/s | Total: 5.3m | ETA: 4.6m
[2025-09-29T01:30:50.697022] [INFO ] [sig       ] [1178/2211] Forecasting LFT...
[2025-09-29T01:30:50.697096] [INFO ] [sig       ] Generating forecast for: LFT
[2025-09-29T01:30:50.697170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFT' from 'https://tdm.silogroup.org/data/derivative_storage/LFT.csv'.
[2025-09-29T01:30:50.707902] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LFT'.
[2025-09-29T01:30:50.708302] [INFO ] [FORECASTER] Starting predict_future for LFT
[2025-09-29T01:30:50.736161] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:50.737211] [DEBUG] [LOCAL     ] No optimal features file found for LFT: ./output/feature-sets/LFT.txt
[2025-09-29T01:30:50.737318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:50.737412] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:50.737499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:50.737632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:50.757948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:50.759195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:50.759338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:50.759428] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:50.800303] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:50.800509] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:50.800562] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:50.800601] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:50.804416] [DEBUG] [FORECASTER] LFT: Forecast T+1@11:T+2@11: UP (p=94.52%)
[2025-09-29T01:30:50.804796] [INFO ] [FORECASTER] Completed predict_future for LFT
[2025-09-29T01:30:50.804978] [INFO ] [sig       ] LFT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:50.961224] [INFO ] [LOCAL     ] Saved forecast: LFT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LFT.txt
[2025-09-29T01:30:50.961540] [INFO ] [sig       ] [1178/2211] Completed LFT in 0.3s | 3.73 sym/s | Total: 5.3m | ETA: 4.6m
[2025-09-29T01:30:50.961623] [INFO ] [sig       ] [1179/2211] Forecasting LGI...
[2025-09-29T01:30:50.961720] [INFO ] [sig       ] Generating forecast for: LGI
[2025-09-29T01:30:50.961806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-09-29T01:30:50.973298] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LGI'.
[2025-09-29T01:30:50.973842] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-09-29T01:30:51.002157] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:51.003284] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-09-29T01:30:51.003387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:51.003484] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:51.003571] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:51.003727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:51.024373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:51.025307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:51.025427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:51.025515] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:51.068887] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:51.069099] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:51.069150] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:51.069187] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:51.073480] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=87.11%)
[2025-09-29T01:30:51.073838] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-09-29T01:30:51.074020] [INFO ] [sig       ] LGI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:51.227120] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LGI.txt
[2025-09-29T01:30:51.227392] [INFO ] [sig       ] [1179/2211] Completed LGI in 0.3s | 3.73 sym/s | Total: 5.3m | ETA: 4.6m
[2025-09-29T01:30:51.227480] [INFO ] [sig       ] [1180/2211] Forecasting LH...
[2025-09-29T01:30:51.227611] [INFO ] [sig       ] Generating forecast for: LH
[2025-09-29T01:30:51.227705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-09-29T01:30:51.240746] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LH'.
[2025-09-29T01:30:51.241313] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-09-29T01:30:51.270923] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:51.271876] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-09-29T01:30:51.271958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:51.272034] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:51.272104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:51.272208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:51.291357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:51.292106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:51.292221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:51.292295] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:51.333871] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:51.334050] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:51.334100] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:51.334136] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:51.338019] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: UP (p=92.17%)
[2025-09-29T01:30:51.338337] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-09-29T01:30:51.338497] [INFO ] [sig       ] LH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:51.493998] [INFO ] [LOCAL     ] Saved forecast: LH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LH.txt
[2025-09-29T01:30:51.494365] [INFO ] [sig       ] [1180/2211] Completed LH in 0.3s | 3.73 sym/s | Total: 5.3m | ETA: 4.6m
[2025-09-29T01:30:51.494457] [INFO ] [sig       ] [1181/2211] Forecasting LHX...
[2025-09-29T01:30:51.494532] [INFO ] [sig       ] Generating forecast for: LHX
[2025-09-29T01:30:51.494607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-09-29T01:30:51.506918] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LHX'.
[2025-09-29T01:30:51.507489] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-09-29T01:30:51.541848] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:51.543027] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-09-29T01:30:51.543120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:51.543212] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:51.543306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:51.543435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:51.564307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:51.565503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:51.565628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:51.565744] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:51.602117] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:51.602288] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:51.602336] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:51.602372] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:51.606265] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=68.49%)
[2025-09-29T01:30:51.606572] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-09-29T01:30:51.606804] [INFO ] [sig       ] LHX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:51.766023] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LHX.txt
[2025-09-29T01:30:51.766366] [INFO ] [sig       ] [1181/2211] Completed LHX in 0.3s | 3.73 sym/s | Total: 5.3m | ETA: 4.6m
[2025-09-29T01:30:51.766454] [INFO ] [sig       ] [1182/2211] Forecasting LII...
[2025-09-29T01:30:51.766542] [INFO ] [sig       ] Generating forecast for: LII
[2025-09-29T01:30:51.766631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-09-29T01:30:51.776817] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LII'.
[2025-09-29T01:30:51.777227] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-09-29T01:30:51.804325] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:51.805437] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-09-29T01:30:51.805522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:51.805595] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:51.805698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:51.805998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:51.825242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:51.826247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:51.826373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:51.826470] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:51.862244] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:51.862458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:51.862510] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:51.862545] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:51.866600] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=96.06%)
[2025-09-29T01:30:51.867094] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-09-29T01:30:51.867285] [INFO ] [sig       ] LII: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:52.020461] [INFO ] [LOCAL     ] Saved forecast: LII	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LII.txt
[2025-09-29T01:30:52.020807] [INFO ] [sig       ] [1182/2211] Completed LII in 0.3s | 3.73 sym/s | Total: 5.3m | ETA: 4.6m
[2025-09-29T01:30:52.020893] [INFO ] [sig       ] [1183/2211] Forecasting LION...
[2025-09-29T01:30:52.020965] [INFO ] [sig       ] Generating forecast for: LION
[2025-09-29T01:30:52.021039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LION' from 'https://tdm.silogroup.org/data/derivative_storage/LION.csv'.
[2025-09-29T01:30:52.031788] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LION'.
[2025-09-29T01:30:52.032150] [INFO ] [FORECASTER] Starting predict_future for LION
[2025-09-29T01:30:52.059395] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:52.060213] [DEBUG] [LOCAL     ] No optimal features file found for LION: ./output/feature-sets/LION.txt
[2025-09-29T01:30:52.060295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:52.060369] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:52.060445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:52.060549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:52.080968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:52.081771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:52.081887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:52.081960] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:52.123692] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:52.123891] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:52.123942] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:52.123977] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:52.127995] [DEBUG] [FORECASTER] LION: Forecast T+1@11:T+2@11: DOWN (p=3.95%)
[2025-09-29T01:30:52.128320] [INFO ] [FORECASTER] Completed predict_future for LION
[2025-09-29T01:30:52.128484] [INFO ] [sig       ] LION: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:52.295101] [INFO ] [LOCAL     ] Saved forecast: LION	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LION.txt
[2025-09-29T01:30:52.295423] [INFO ] [sig       ] [1183/2211] Completed LION in 0.3s | 3.73 sym/s | Total: 5.3m | ETA: 4.6m
[2025-09-29T01:30:52.295530] [INFO ] [sig       ] [1184/2211] Forecasting LITB...
[2025-09-29T01:30:52.295607] [INFO ] [sig       ] Generating forecast for: LITB
[2025-09-29T01:30:52.295718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITB' from 'https://tdm.silogroup.org/data/derivative_storage/LITB.csv'.
[2025-09-29T01:30:52.305537] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LITB'.
[2025-09-29T01:30:52.305905] [INFO ] [FORECASTER] Starting predict_future for LITB
[2025-09-29T01:30:52.334977] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:52.335839] [DEBUG] [LOCAL     ] No optimal features file found for LITB: ./output/feature-sets/LITB.txt
[2025-09-29T01:30:52.335919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:52.335992] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:52.336063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:52.336166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:52.354433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:52.355072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:52.355185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:52.355257] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:52.391742] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:52.391954] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:52.392006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:52.392043] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:52.395962] [DEBUG] [FORECASTER] LITB: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-09-29T01:30:52.396332] [INFO ] [FORECASTER] Completed predict_future for LITB
[2025-09-29T01:30:52.396500] [INFO ] [sig       ] LITB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:52.563008] [INFO ] [LOCAL     ] Saved forecast: LITB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LITB.txt
[2025-09-29T01:30:52.563303] [INFO ] [sig       ] [1184/2211] Completed LITB in 0.3s | 3.73 sym/s | Total: 5.3m | ETA: 4.6m
[2025-09-29T01:30:52.563385] [INFO ] [sig       ] [1185/2211] Forecasting LLY...
[2025-09-29T01:30:52.563457] [INFO ] [sig       ] Generating forecast for: LLY
[2025-09-29T01:30:52.563532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-09-29T01:30:52.574556] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LLY'.
[2025-09-29T01:30:52.574993] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-09-29T01:30:52.603912] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:52.604823] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-09-29T01:30:52.604905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:52.605001] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:52.605098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:52.605207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:52.626981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:52.627824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:52.627945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:52.628020] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:52.669397] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:52.669580] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:52.669628] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:52.669705] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:52.673430] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=99.89%)
[2025-09-29T01:30:52.673874] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-09-29T01:30:52.674046] [INFO ] [sig       ] LLY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:52.833416] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LLY.txt
[2025-09-29T01:30:52.833748] [INFO ] [sig       ] [1185/2211] Completed LLY in 0.3s | 3.73 sym/s | Total: 5.3m | ETA: 4.6m
[2025-09-29T01:30:52.833834] [INFO ] [sig       ] [1186/2211] Forecasting LMND...
[2025-09-29T01:30:52.833907] [INFO ] [sig       ] Generating forecast for: LMND
[2025-09-29T01:30:52.833983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-09-29T01:30:52.848883] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LMND'.
[2025-09-29T01:30:52.849420] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-09-29T01:30:52.877508] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:52.878424] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-09-29T01:30:52.878508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:52.878589] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:52.878692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:52.878804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:52.897733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:52.898741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:52.898876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:52.898948] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:52.943384] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:52.943600] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:52.943705] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:52.943774] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:52.947981] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: UP (p=91.46%)
[2025-09-29T01:30:52.948325] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-09-29T01:30:52.948505] [INFO ] [sig       ] LMND: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:53.117144] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LMND.txt
[2025-09-29T01:30:53.117464] [INFO ] [sig       ] [1186/2211] Completed LMND in 0.3s | 3.73 sym/s | Total: 5.3m | ETA: 4.6m
[2025-09-29T01:30:53.117547] [INFO ] [sig       ] [1187/2211] Forecasting LMT...
[2025-09-29T01:30:53.117619] [INFO ] [sig       ] Generating forecast for: LMT
[2025-09-29T01:30:53.117720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMT' from 'https://tdm.silogroup.org/data/derivative_storage/LMT.csv'.
[2025-09-29T01:30:53.129403] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LMT'.
[2025-09-29T01:30:53.129863] [INFO ] [FORECASTER] Starting predict_future for LMT
[2025-09-29T01:30:53.160430] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:53.161369] [DEBUG] [LOCAL     ] No optimal features file found for LMT: ./output/feature-sets/LMT.txt
[2025-09-29T01:30:53.161457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:53.161548] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:53.161620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:53.161753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:53.182966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:53.183996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:53.184120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:53.184193] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:53.231866] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:53.232072] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:53.232123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:53.232160] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:53.236149] [DEBUG] [FORECASTER] LMT: Forecast T+1@11:T+2@11: DOWN (p=16.97%)
[2025-09-29T01:30:53.236593] [INFO ] [FORECASTER] Completed predict_future for LMT
[2025-09-29T01:30:53.236813] [INFO ] [sig       ] LMT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:53.395594] [INFO ] [LOCAL     ] Saved forecast: LMT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LMT.txt
[2025-09-29T01:30:53.395914] [INFO ] [sig       ] [1187/2211] Completed LMT in 0.3s | 3.73 sym/s | Total: 5.3m | ETA: 4.6m
[2025-09-29T01:30:53.395997] [INFO ] [sig       ] [1188/2211] Forecasting LNC...
[2025-09-29T01:30:53.396070] [INFO ] [sig       ] Generating forecast for: LNC
[2025-09-29T01:30:53.396120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-09-29T01:30:53.408749] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LNC'.
[2025-09-29T01:30:53.409161] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-09-29T01:30:53.436218] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:53.437287] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-09-29T01:30:53.437374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:53.437453] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:53.437561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:53.437698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:53.456350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:53.457174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:53.457300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:53.457375] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:53.509604] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:53.509801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:53.509859] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:53.509903] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:53.514039] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: UP (p=52.23%)
[2025-09-29T01:30:53.514368] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-09-29T01:30:53.514619] [INFO ] [sig       ] LNC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:53.672616] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LNC.txt
[2025-09-29T01:30:53.672970] [INFO ] [sig       ] [1188/2211] Completed LNC in 0.3s | 3.73 sym/s | Total: 5.3m | ETA: 4.6m
[2025-09-29T01:30:53.673054] [INFO ] [sig       ] [1189/2211] Forecasting LND...
[2025-09-29T01:30:53.673100] [INFO ] [sig       ] Generating forecast for: LND
[2025-09-29T01:30:53.673205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-09-29T01:30:53.684382] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LND'.
[2025-09-29T01:30:53.684793] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-09-29T01:30:53.711253] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:53.712104] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-09-29T01:30:53.712186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:53.712261] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:53.712331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:53.712435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:53.731383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:53.732108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:53.732224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:53.732307] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:53.770507] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:53.770712] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:53.770782] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:53.770827] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:53.774529] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: UP (p=89.56%)
[2025-09-29T01:30:53.774875] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-09-29T01:30:53.775050] [INFO ] [sig       ] LND: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:53.932036] [INFO ] [LOCAL     ] Saved forecast: LND	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LND.txt
[2025-09-29T01:30:53.932350] [INFO ] [sig       ] [1189/2211] Completed LND in 0.3s | 3.73 sym/s | Total: 5.3m | ETA: 4.6m
[2025-09-29T01:30:53.932433] [INFO ] [sig       ] [1190/2211] Forecasting LNG...
[2025-09-29T01:30:53.932508] [INFO ] [sig       ] Generating forecast for: LNG
[2025-09-29T01:30:53.932560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-09-29T01:30:53.943846] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LNG'.
[2025-09-29T01:30:53.944329] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-09-29T01:30:53.973809] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:53.974841] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-09-29T01:30:53.974936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:53.975012] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:53.975083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:53.975187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:53.994425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:53.995466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:53.995594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:53.995693] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:54.034933] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:54.035137] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:54.035185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:54.035220] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:54.039147] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: DOWN (p=17.45%)
[2025-09-29T01:30:54.039459] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-09-29T01:30:54.039620] [INFO ] [sig       ] LNG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:54.198407] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LNG.txt
[2025-09-29T01:30:54.198733] [INFO ] [sig       ] [1190/2211] Completed LNG in 0.3s | 3.73 sym/s | Total: 5.3m | ETA: 4.6m
[2025-09-29T01:30:54.198831] [INFO ] [sig       ] [1191/2211] Forecasting LNN...
[2025-09-29T01:30:54.198913] [INFO ] [sig       ] Generating forecast for: LNN
[2025-09-29T01:30:54.198987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-09-29T01:30:54.210561] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LNN'.
[2025-09-29T01:30:54.211022] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-09-29T01:30:54.239891] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:54.240744] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-09-29T01:30:54.240827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:54.240904] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:54.240976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:54.241104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:54.261628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:54.262277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:54.262401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:54.262477] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:54.298725] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:54.299101] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:54.299152] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:54.299187] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:54.303573] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: UP (p=76.13%)
[2025-09-29T01:30:54.304229] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-09-29T01:30:54.304412] [INFO ] [sig       ] LNN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:54.465731] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LNN.txt
[2025-09-29T01:30:54.466019] [INFO ] [sig       ] [1191/2211] Completed LNN in 0.3s | 3.73 sym/s | Total: 5.3m | ETA: 4.6m
[2025-09-29T01:30:54.466105] [INFO ] [sig       ] [1192/2211] Forecasting LOAR...
[2025-09-29T01:30:54.466180] [INFO ] [sig       ] Generating forecast for: LOAR
[2025-09-29T01:30:54.466257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAR' from 'https://tdm.silogroup.org/data/derivative_storage/LOAR.csv'.
[2025-09-29T01:30:54.476596] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LOAR'.
[2025-09-29T01:30:54.477062] [INFO ] [FORECASTER] Starting predict_future for LOAR
[2025-09-29T01:30:54.505368] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:54.506402] [DEBUG] [LOCAL     ] No optimal features file found for LOAR: ./output/feature-sets/LOAR.txt
[2025-09-29T01:30:54.506513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:54.506605] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:54.506701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:54.506844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:54.526170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:54.526977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:54.527136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:54.527214] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:54.569813] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:54.570015] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:54.570114] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:54.570187] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:54.573907] [DEBUG] [FORECASTER] LOAR: Forecast T+1@11:T+2@11: DOWN (p=48.37%)
[2025-09-29T01:30:54.574211] [INFO ] [FORECASTER] Completed predict_future for LOAR
[2025-09-29T01:30:54.574367] [INFO ] [sig       ] LOAR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:54.734933] [INFO ] [LOCAL     ] Saved forecast: LOAR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LOAR.txt
[2025-09-29T01:30:54.735286] [INFO ] [sig       ] [1192/2211] Completed LOAR in 0.3s | 3.73 sym/s | Total: 5.3m | ETA: 4.6m
[2025-09-29T01:30:54.735379] [INFO ] [sig       ] [1193/2211] Forecasting LOB...
[2025-09-29T01:30:54.735451] [INFO ] [sig       ] Generating forecast for: LOB
[2025-09-29T01:30:54.735529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-09-29T01:30:54.747005] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LOB'.
[2025-09-29T01:30:54.747519] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-09-29T01:30:54.777283] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:54.778436] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-09-29T01:30:54.778559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:54.778666] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:54.778741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:54.778860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:54.797562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:54.798404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:54.798521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:54.798601] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:54.833353] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:54.833552] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:54.833604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:54.833663] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:54.837578] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: DOWN (p=39.49%)
[2025-09-29T01:30:54.837954] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-09-29T01:30:54.838125] [INFO ] [sig       ] LOB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:54.997594] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LOB.txt
[2025-09-29T01:30:54.997941] [INFO ] [sig       ] [1193/2211] Completed LOB in 0.3s | 3.73 sym/s | Total: 5.3m | ETA: 4.6m
[2025-09-29T01:30:54.998031] [INFO ] [sig       ] [1194/2211] Forecasting LOCL...
[2025-09-29T01:30:54.998112] [INFO ] [sig       ] Generating forecast for: LOCL
[2025-09-29T01:30:54.998192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCL' from 'https://tdm.silogroup.org/data/derivative_storage/LOCL.csv'.
[2025-09-29T01:30:55.008076] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LOCL'.
[2025-09-29T01:30:55.008524] [INFO ] [FORECASTER] Starting predict_future for LOCL
[2025-09-29T01:30:55.036134] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:55.037026] [DEBUG] [LOCAL     ] No optimal features file found for LOCL: ./output/feature-sets/LOCL.txt
[2025-09-29T01:30:55.037111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:55.037186] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:55.037256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:55.037363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:55.056238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:55.056964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:55.057081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:55.057153] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:55.095380] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:55.095545] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:55.095592] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:55.095626] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:55.099463] [DEBUG] [FORECASTER] LOCL: Forecast T+1@11:T+2@11: DOWN (p=9.08%)
[2025-09-29T01:30:55.099817] [INFO ] [FORECASTER] Completed predict_future for LOCL
[2025-09-29T01:30:55.099986] [INFO ] [sig       ] LOCL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:55.255086] [INFO ] [LOCAL     ] Saved forecast: LOCL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LOCL.txt
[2025-09-29T01:30:55.255472] [INFO ] [sig       ] [1194/2211] Completed LOCL in 0.3s | 3.73 sym/s | Total: 5.3m | ETA: 4.5m
[2025-09-29T01:30:55.255565] [INFO ] [sig       ] [1195/2211] Forecasting LOMA...
[2025-09-29T01:30:55.255680] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-09-29T01:30:55.255777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-09-29T01:30:55.266699] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LOMA'.
[2025-09-29T01:30:55.267101] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-09-29T01:30:55.294431] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:55.295299] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-09-29T01:30:55.295385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:55.295459] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:55.295579] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:55.295733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:55.314632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:55.315369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:55.315493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:55.315568] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:55.353923] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:55.354055] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:55.354101] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:55.354136] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:55.357800] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=6.60%)
[2025-09-29T01:30:55.358095] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-09-29T01:30:55.358261] [INFO ] [sig       ] LOMA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:55.512077] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LOMA.txt
[2025-09-29T01:30:55.512358] [INFO ] [sig       ] [1195/2211] Completed LOMA in 0.3s | 3.73 sym/s | Total: 5.3m | ETA: 4.5m
[2025-09-29T01:30:55.512439] [INFO ] [sig       ] [1196/2211] Forecasting LOW...
[2025-09-29T01:30:55.512538] [INFO ] [sig       ] Generating forecast for: LOW
[2025-09-29T01:30:55.512613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOW' from 'https://tdm.silogroup.org/data/derivative_storage/LOW.csv'.
[2025-09-29T01:30:55.523894] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LOW'.
[2025-09-29T01:30:55.524348] [INFO ] [FORECASTER] Starting predict_future for LOW
[2025-09-29T01:30:55.551969] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:55.552868] [DEBUG] [LOCAL     ] No optimal features file found for LOW: ./output/feature-sets/LOW.txt
[2025-09-29T01:30:55.552950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:55.553023] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:55.553092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:55.553194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:55.572019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:55.572907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:55.573026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:55.573098] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:55.611887] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:55.612108] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:55.612166] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:55.612207] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:55.616578] [DEBUG] [FORECASTER] LOW: Forecast T+1@11:T+2@11: DOWN (p=41.17%)
[2025-09-29T01:30:55.617169] [INFO ] [FORECASTER] Completed predict_future for LOW
[2025-09-29T01:30:55.617366] [INFO ] [sig       ] LOW: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:55.784175] [INFO ] [LOCAL     ] Saved forecast: LOW	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LOW.txt
[2025-09-29T01:30:55.784686] [INFO ] [sig       ] [1196/2211] Completed LOW in 0.3s | 3.73 sym/s | Total: 5.3m | ETA: 4.5m
[2025-09-29T01:30:55.784779] [INFO ] [sig       ] [1197/2211] Forecasting LPG...
[2025-09-29T01:30:55.784854] [INFO ] [sig       ] Generating forecast for: LPG
[2025-09-29T01:30:55.784933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-09-29T01:30:55.797629] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LPG'.
[2025-09-29T01:30:55.798145] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-09-29T01:30:55.825366] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:55.826303] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-09-29T01:30:55.826400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:55.826499] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:55.826590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:55.826744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:55.845666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:55.846671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:55.846800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:55.846907] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:55.885111] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:55.885265] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:55.885319] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:55.885358] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:55.889134] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=74.64%)
[2025-09-29T01:30:55.889453] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-09-29T01:30:55.889611] [INFO ] [sig       ] LPG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:56.040378] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LPG.txt
[2025-09-29T01:30:56.040739] [INFO ] [sig       ] [1197/2211] Completed LPG in 0.3s | 3.73 sym/s | Total: 5.4m | ETA: 4.5m
[2025-09-29T01:30:56.040823] [INFO ] [sig       ] [1198/2211] Forecasting LPL...
[2025-09-29T01:30:56.040894] [INFO ] [sig       ] Generating forecast for: LPL
[2025-09-29T01:30:56.040967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-09-29T01:30:56.052485] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LPL'.
[2025-09-29T01:30:56.052980] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-09-29T01:30:56.082903] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:56.083940] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-09-29T01:30:56.084031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:56.084130] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:56.084251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:56.084419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:56.104928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:56.106369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:56.106533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:56.106625] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:56.144948] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:56.145182] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:56.145238] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:56.145278] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:56.149301] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=57.98%)
[2025-09-29T01:30:56.149665] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-09-29T01:30:56.149844] [INFO ] [sig       ] LPL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:56.308245] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LPL.txt
[2025-09-29T01:30:56.308609] [INFO ] [sig       ] [1198/2211] Completed LPL in 0.3s | 3.73 sym/s | Total: 5.4m | ETA: 4.5m
[2025-09-29T01:30:56.308712] [INFO ] [sig       ] [1199/2211] Forecasting LPX...
[2025-09-29T01:30:56.308792] [INFO ] [sig       ] Generating forecast for: LPX
[2025-09-29T01:30:56.308879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-09-29T01:30:56.319546] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LPX'.
[2025-09-29T01:30:56.319969] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-09-29T01:30:56.345719] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:56.346524] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-09-29T01:30:56.346605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:56.346772] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:56.346863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:56.346977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:56.365344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:56.366128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:56.366240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:56.366323] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:56.403637] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:56.403824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:56.403871] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:56.403906] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:56.407725] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: UP (p=67.22%)
[2025-09-29T01:30:56.408053] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-09-29T01:30:56.408213] [INFO ] [sig       ] LPX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:56.559734] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LPX.txt
[2025-09-29T01:30:56.560043] [INFO ] [sig       ] [1199/2211] Completed LPX in 0.3s | 3.73 sym/s | Total: 5.4m | ETA: 4.5m
[2025-09-29T01:30:56.560149] [INFO ] [sig       ] [1200/2211] Forecasting LRN...
[2025-09-29T01:30:56.560237] [INFO ] [sig       ] Generating forecast for: LRN
[2025-09-29T01:30:56.560326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRN' from 'https://tdm.silogroup.org/data/derivative_storage/LRN.csv'.
[2025-09-29T01:30:56.572006] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LRN'.
[2025-09-29T01:30:56.572516] [INFO ] [FORECASTER] Starting predict_future for LRN
[2025-09-29T01:30:56.598499] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:56.599415] [DEBUG] [LOCAL     ] No optimal features file found for LRN: ./output/feature-sets/LRN.txt
[2025-09-29T01:30:56.599500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:56.599589] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:56.599695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:56.599822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:56.617752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:56.618486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:56.618603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:56.618708] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:56.654250] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:56.654468] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:56.654518] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:56.654553] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:56.658438] [DEBUG] [FORECASTER] LRN: Forecast T+1@11:T+2@11: UP (p=90.53%)
[2025-09-29T01:30:56.658841] [INFO ] [FORECASTER] Completed predict_future for LRN
[2025-09-29T01:30:56.659031] [INFO ] [sig       ] LRN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:56.864437] [INFO ] [LOCAL     ] Saved forecast: LRN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LRN.txt
[2025-09-29T01:30:56.864786] [INFO ] [sig       ] [1200/2211] Completed LRN in 0.3s | 3.73 sym/s | Total: 5.4m | ETA: 4.5m
[2025-09-29T01:30:56.864871] [INFO ] [sig       ] [1201/2211] Forecasting LSPD...
[2025-09-29T01:30:56.864943] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-09-29T01:30:56.865014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-09-29T01:30:56.876227] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LSPD'.
[2025-09-29T01:30:56.876705] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-09-29T01:30:56.904177] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:56.905092] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-09-29T01:30:56.905177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:56.905252] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:56.905324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:56.905430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:56.923040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:56.923865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:56.923988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:56.924062] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:56.960725] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:56.960919] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:56.960968] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:56.961004] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:56.964804] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: UP (p=79.43%)
[2025-09-29T01:30:56.965161] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-09-29T01:30:56.965326] [INFO ] [sig       ] LSPD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:57.123260] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LSPD.txt
[2025-09-29T01:30:57.123586] [INFO ] [sig       ] [1201/2211] Completed LSPD in 0.3s | 3.73 sym/s | Total: 5.4m | ETA: 4.5m
[2025-09-29T01:30:57.123699] [INFO ] [sig       ] [1202/2211] Forecasting LTC...
[2025-09-29T01:30:57.123774] [INFO ] [sig       ] Generating forecast for: LTC
[2025-09-29T01:30:57.123850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-09-29T01:30:57.134501] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LTC'.
[2025-09-29T01:30:57.135064] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-09-29T01:30:57.164489] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:57.165474] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-09-29T01:30:57.165570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:57.165691] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:57.165766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:57.165871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:57.185356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:57.186332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:57.186469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:57.186543] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:57.226603] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:57.226873] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:57.226942] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:57.226982] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:57.231089] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: DOWN (p=14.22%)
[2025-09-29T01:30:57.231513] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-09-29T01:30:57.231740] [INFO ] [sig       ] LTC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:57.392579] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LTC.txt
[2025-09-29T01:30:57.392904] [INFO ] [sig       ] [1202/2211] Completed LTC in 0.3s | 3.73 sym/s | Total: 5.4m | ETA: 4.5m
[2025-09-29T01:30:57.392986] [INFO ] [sig       ] [1203/2211] Forecasting LTH...
[2025-09-29T01:30:57.393057] [INFO ] [sig       ] Generating forecast for: LTH
[2025-09-29T01:30:57.393131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-09-29T01:30:57.403799] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LTH'.
[2025-09-29T01:30:57.404248] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-09-29T01:30:57.433629] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:57.434602] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-09-29T01:30:57.434708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:57.434803] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:57.434888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:57.435020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:57.454994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:57.456049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:57.456201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:57.456280] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:57.493245] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:57.493437] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:57.493555] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:57.493609] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:57.497493] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=20.18%)
[2025-09-29T01:30:57.497914] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-09-29T01:30:57.498113] [INFO ] [sig       ] LTH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:57.653510] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LTH.txt
[2025-09-29T01:30:57.653853] [INFO ] [sig       ] [1203/2211] Completed LTH in 0.3s | 3.73 sym/s | Total: 5.4m | ETA: 4.5m
[2025-09-29T01:30:57.653966] [INFO ] [sig       ] [1204/2211] Forecasting LTM...
[2025-09-29T01:30:57.654062] [INFO ] [sig       ] Generating forecast for: LTM
[2025-09-29T01:30:57.654156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTM' from 'https://tdm.silogroup.org/data/derivative_storage/LTM.csv'.
[2025-09-29T01:30:57.667628] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LTM'.
[2025-09-29T01:30:57.668107] [INFO ] [FORECASTER] Starting predict_future for LTM
[2025-09-29T01:30:57.697887] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:57.698926] [DEBUG] [LOCAL     ] No optimal features file found for LTM: ./output/feature-sets/LTM.txt
[2025-09-29T01:30:57.699050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:57.699128] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:57.699225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:57.699332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:57.720691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:57.721745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:57.721869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:57.721961] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:57.761099] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:57.761332] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:57.761400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:57.761440] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:57.765448] [DEBUG] [FORECASTER] LTM: Forecast T+1@11:T+2@11: UP (p=92.14%)
[2025-09-29T01:30:57.765817] [INFO ] [FORECASTER] Completed predict_future for LTM
[2025-09-29T01:30:57.766056] [INFO ] [sig       ] LTM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:57.923037] [INFO ] [LOCAL     ] Saved forecast: LTM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LTM.txt
[2025-09-29T01:30:57.923328] [INFO ] [sig       ] [1204/2211] Completed LTM in 0.3s | 3.73 sym/s | Total: 5.4m | ETA: 4.5m
[2025-09-29T01:30:57.923418] [INFO ] [sig       ] [1205/2211] Forecasting LU...
[2025-09-29T01:30:57.923496] [INFO ] [sig       ] Generating forecast for: LU
[2025-09-29T01:30:57.923576] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LU' from 'https://tdm.silogroup.org/data/derivative_storage/LU.csv'.
[2025-09-29T01:30:57.933792] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LU'.
[2025-09-29T01:30:57.934182] [INFO ] [FORECASTER] Starting predict_future for LU
[2025-09-29T01:30:57.962225] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:57.963184] [DEBUG] [LOCAL     ] No optimal features file found for LU: ./output/feature-sets/LU.txt
[2025-09-29T01:30:57.963267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:57.963343] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:57.963432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:57.963566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:57.982179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:57.982928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:57.983044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:57.983117] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:58.010616] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:58.010778] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:58.010829] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:58.010866] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:58.014242] [DEBUG] [FORECASTER] LU: Forecast T+1@11:T+2@11: DOWN (p=42.65%)
[2025-09-29T01:30:58.014540] [INFO ] [FORECASTER] Completed predict_future for LU
[2025-09-29T01:30:58.014717] [INFO ] [sig       ] LU: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:58.171112] [INFO ] [LOCAL     ] Saved forecast: LU	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LU.txt
[2025-09-29T01:30:58.171378] [INFO ] [sig       ] [1205/2211] Completed LU in 0.2s | 3.73 sym/s | Total: 5.4m | ETA: 4.5m
[2025-09-29T01:30:58.171458] [INFO ] [sig       ] [1206/2211] Forecasting LUMN...
[2025-09-29T01:30:58.171530] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-09-29T01:30:58.171603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-09-29T01:30:58.181519] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LUMN'.
[2025-09-29T01:30:58.181912] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-09-29T01:30:58.213049] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:58.213976] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-09-29T01:30:58.214060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:58.214152] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:58.214224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:58.214328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:58.233021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:58.233777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:58.233891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:58.233963] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:58.261935] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:58.262070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:58.262115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:58.262151] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:58.265567] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=14.06%)
[2025-09-29T01:30:58.265897] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-09-29T01:30:58.266055] [INFO ] [sig       ] LUMN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:58.414602] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LUMN.txt
[2025-09-29T01:30:58.414943] [INFO ] [sig       ] [1206/2211] Completed LUMN in 0.2s | 3.73 sym/s | Total: 5.4m | ETA: 4.5m
[2025-09-29T01:30:58.415024] [INFO ] [sig       ] [1207/2211] Forecasting LUV...
[2025-09-29T01:30:58.415101] [INFO ] [sig       ] Generating forecast for: LUV
[2025-09-29T01:30:58.415177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUV' from 'https://tdm.silogroup.org/data/derivative_storage/LUV.csv'.
[2025-09-29T01:30:58.425712] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LUV'.
[2025-09-29T01:30:58.426084] [INFO ] [FORECASTER] Starting predict_future for LUV
[2025-09-29T01:30:58.452319] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:58.453195] [DEBUG] [LOCAL     ] No optimal features file found for LUV: ./output/feature-sets/LUV.txt
[2025-09-29T01:30:58.453277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:58.453348] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:58.453414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:58.453573] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:58.471006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:58.471639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:58.471777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:58.471856] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:58.499458] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:58.499601] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:58.499679] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:58.499744] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:58.503508] [DEBUG] [FORECASTER] LUV: Forecast T+1@11:T+2@11: UP (p=99.43%)
[2025-09-29T01:30:58.503852] [INFO ] [FORECASTER] Completed predict_future for LUV
[2025-09-29T01:30:58.504017] [INFO ] [sig       ] LUV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:58.656388] [INFO ] [LOCAL     ] Saved forecast: LUV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LUV.txt
[2025-09-29T01:30:58.656735] [INFO ] [sig       ] [1207/2211] Completed LUV in 0.2s | 3.73 sym/s | Total: 5.4m | ETA: 4.5m
[2025-09-29T01:30:58.656820] [INFO ] [sig       ] [1208/2211] Forecasting LVS...
[2025-09-29T01:30:58.656927] [INFO ] [sig       ] Generating forecast for: LVS
[2025-09-29T01:30:58.657008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-09-29T01:30:58.667774] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LVS'.
[2025-09-29T01:30:58.668217] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-09-29T01:30:58.695299] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:58.696178] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-09-29T01:30:58.696261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:58.696336] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:58.696408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:58.696519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:58.715566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:58.716338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:58.716458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:58.716530] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:58.746602] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:58.746792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:58.746904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:58.746956] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:58.750711] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-09-29T01:30:58.751033] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-09-29T01:30:58.751187] [INFO ] [sig       ] LVS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:58.910638] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LVS.txt
[2025-09-29T01:30:58.910958] [INFO ] [sig       ] [1208/2211] Completed LVS in 0.3s | 3.73 sym/s | Total: 5.4m | ETA: 4.5m
[2025-09-29T01:30:58.911041] [INFO ] [sig       ] [1209/2211] Forecasting LVWR...
[2025-09-29T01:30:58.911114] [INFO ] [sig       ] Generating forecast for: LVWR
[2025-09-29T01:30:58.911188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVWR' from 'https://tdm.silogroup.org/data/derivative_storage/LVWR.csv'.
[2025-09-29T01:30:58.921091] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LVWR'.
[2025-09-29T01:30:58.921456] [INFO ] [FORECASTER] Starting predict_future for LVWR
[2025-09-29T01:30:58.950088] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:58.950963] [DEBUG] [LOCAL     ] No optimal features file found for LVWR: ./output/feature-sets/LVWR.txt
[2025-09-29T01:30:58.951055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:58.951132] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:58.951203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:58.951317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:58.971400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:58.972142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:58.972256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:58.972340] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:59.007724] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:59.007914] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:59.007965] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:59.008000] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:59.011934] [DEBUG] [FORECASTER] LVWR: Forecast T+1@11:T+2@11: DOWN (p=47.00%)
[2025-09-29T01:30:59.012262] [INFO ] [FORECASTER] Completed predict_future for LVWR
[2025-09-29T01:30:59.012418] [INFO ] [sig       ] LVWR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:59.168976] [INFO ] [LOCAL     ] Saved forecast: LVWR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LVWR.txt
[2025-09-29T01:30:59.169252] [INFO ] [sig       ] [1209/2211] Completed LVWR in 0.3s | 3.73 sym/s | Total: 5.4m | ETA: 4.5m
[2025-09-29T01:30:59.169333] [INFO ] [sig       ] [1210/2211] Forecasting LW...
[2025-09-29T01:30:59.169404] [INFO ] [sig       ] Generating forecast for: LW
[2025-09-29T01:30:59.169477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LW' from 'https://tdm.silogroup.org/data/derivative_storage/LW.csv'.
[2025-09-29T01:30:59.181393] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LW'.
[2025-09-29T01:30:59.181800] [INFO ] [FORECASTER] Starting predict_future for LW
[2025-09-29T01:30:59.209279] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:59.210270] [DEBUG] [LOCAL     ] No optimal features file found for LW: ./output/feature-sets/LW.txt
[2025-09-29T01:30:59.210413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:59.210489] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:59.210560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:59.210716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:59.229811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:59.230492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:59.230606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:59.230698] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:59.263034] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:59.263221] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:59.263275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:59.263312] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:59.266900] [DEBUG] [FORECASTER] LW: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2025-09-29T01:30:59.267244] [INFO ] [FORECASTER] Completed predict_future for LW
[2025-09-29T01:30:59.267402] [INFO ] [sig       ] LW: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:59.418827] [INFO ] [LOCAL     ] Saved forecast: LW	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LW.txt
[2025-09-29T01:30:59.419118] [INFO ] [sig       ] [1210/2211] Completed LW in 0.2s | 3.73 sym/s | Total: 5.4m | ETA: 4.5m
[2025-09-29T01:30:59.419198] [INFO ] [sig       ] [1211/2211] Forecasting LXFR...
[2025-09-29T01:30:59.419268] [INFO ] [sig       ] Generating forecast for: LXFR
[2025-09-29T01:30:59.419340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXFR' from 'https://tdm.silogroup.org/data/derivative_storage/LXFR.csv'.
[2025-09-29T01:30:59.430773] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LXFR'.
[2025-09-29T01:30:59.431248] [INFO ] [FORECASTER] Starting predict_future for LXFR
[2025-09-29T01:30:59.458490] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:59.459437] [DEBUG] [LOCAL     ] No optimal features file found for LXFR: ./output/feature-sets/LXFR.txt
[2025-09-29T01:30:59.459522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:59.459597] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:59.459726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:59.459833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:59.478445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:59.479409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:59.479552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:59.479664] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:59.518152] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:59.518391] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:59.518464] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:59.518506] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:59.523118] [DEBUG] [FORECASTER] LXFR: Forecast T+1@11:T+2@11: DOWN (p=35.51%)
[2025-09-29T01:30:59.523498] [INFO ] [FORECASTER] Completed predict_future for LXFR
[2025-09-29T01:30:59.523706] [INFO ] [sig       ] LXFR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:30:59.678544] [INFO ] [LOCAL     ] Saved forecast: LXFR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LXFR.txt
[2025-09-29T01:30:59.678844] [INFO ] [sig       ] [1211/2211] Completed LXFR in 0.3s | 3.73 sym/s | Total: 5.4m | ETA: 4.5m
[2025-09-29T01:30:59.678928] [INFO ] [sig       ] [1212/2211] Forecasting LXP...
[2025-09-29T01:30:59.679011] [INFO ] [sig       ] Generating forecast for: LXP
[2025-09-29T01:30:59.679090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-09-29T01:30:59.689058] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LXP'.
[2025-09-29T01:30:59.689414] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-09-29T01:30:59.717430] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:59.718314] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-09-29T01:30:59.718399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:59.718475] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:59.718547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:59.718680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:30:59.738311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:30:59.739005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:30:59.739119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:30:59.739191] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:30:59.777607] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:30:59.778145] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:30:59.778240] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:30:59.778301] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:30:59.782569] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: UP (p=55.83%)
[2025-09-29T01:30:59.783006] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-09-29T01:30:59.783184] [INFO ] [sig       ] LXP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:30:59.942929] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LXP.txt
[2025-09-29T01:30:59.943287] [INFO ] [sig       ] [1212/2211] Completed LXP in 0.3s | 3.73 sym/s | Total: 5.4m | ETA: 4.5m
[2025-09-29T01:30:59.943376] [INFO ] [sig       ] [1213/2211] Forecasting LXU...
[2025-09-29T01:30:59.943460] [INFO ] [sig       ] Generating forecast for: LXU
[2025-09-29T01:30:59.943580] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXU' from 'https://tdm.silogroup.org/data/derivative_storage/LXU.csv'.
[2025-09-29T01:30:59.956011] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LXU'.
[2025-09-29T01:30:59.956406] [INFO ] [FORECASTER] Starting predict_future for LXU
[2025-09-29T01:30:59.984731] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:30:59.985682] [DEBUG] [LOCAL     ] No optimal features file found for LXU: ./output/feature-sets/LXU.txt
[2025-09-29T01:30:59.985770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:30:59.985849] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:30:59.985938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:30:59.986048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:00.005235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:00.006090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:00.006209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:00.006282] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:00.035555] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:00.035749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:00.035811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:00.035848] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:00.039340] [DEBUG] [FORECASTER] LXU: Forecast T+1@11:T+2@11: DOWN (p=22.37%)
[2025-09-29T01:31:00.039636] [INFO ] [FORECASTER] Completed predict_future for LXU
[2025-09-29T01:31:00.039892] [INFO ] [sig       ] LXU: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:00.189542] [INFO ] [LOCAL     ] Saved forecast: LXU	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LXU.txt
[2025-09-29T01:31:00.189878] [INFO ] [sig       ] [1213/2211] Completed LXU in 0.2s | 3.73 sym/s | Total: 5.4m | ETA: 4.5m
[2025-09-29T01:31:00.189966] [INFO ] [sig       ] [1214/2211] Forecasting LYB...
[2025-09-29T01:31:00.190040] [INFO ] [sig       ] Generating forecast for: LYB
[2025-09-29T01:31:00.190120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-09-29T01:31:00.203253] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LYB'.
[2025-09-29T01:31:00.203694] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-09-29T01:31:00.232120] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:00.233060] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-09-29T01:31:00.233146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:00.233224] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:00.233295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:00.233399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:00.252890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:00.253915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:00.254038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:00.254115] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:00.282444] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:00.282600] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:00.282675] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:00.282741] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:00.286491] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: UP (p=61.17%)
[2025-09-29T01:31:00.286921] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-09-29T01:31:00.287105] [INFO ] [sig       ] LYB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:00.439914] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LYB.txt
[2025-09-29T01:31:00.440217] [INFO ] [sig       ] [1214/2211] Completed LYB in 0.3s | 3.73 sym/s | Total: 5.4m | ETA: 4.5m
[2025-09-29T01:31:00.440299] [INFO ] [sig       ] [1215/2211] Forecasting LYG...
[2025-09-29T01:31:00.440371] [INFO ] [sig       ] Generating forecast for: LYG
[2025-09-29T01:31:00.440444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-09-29T01:31:00.452223] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LYG'.
[2025-09-29T01:31:00.452689] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-09-29T01:31:00.482298] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:00.483261] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-09-29T01:31:00.483347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:00.483426] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:00.483499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:00.483607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:00.503124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:00.504004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:00.504119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:00.504194] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:00.534326] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:00.534513] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:00.534565] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:00.534603] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:00.538299] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: DOWN (p=38.86%)
[2025-09-29T01:31:00.538606] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-09-29T01:31:00.538800] [INFO ] [sig       ] LYG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:00.693699] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LYG.txt
[2025-09-29T01:31:00.693981] [INFO ] [sig       ] [1215/2211] Completed LYG in 0.3s | 3.73 sym/s | Total: 5.4m | ETA: 4.4m
[2025-09-29T01:31:00.694064] [INFO ] [sig       ] [1216/2211] Forecasting LYV...
[2025-09-29T01:31:00.694139] [INFO ] [sig       ] Generating forecast for: LYV
[2025-09-29T01:31:00.694215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYV' from 'https://tdm.silogroup.org/data/derivative_storage/LYV.csv'.
[2025-09-29T01:31:00.705420] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LYV'.
[2025-09-29T01:31:00.705872] [INFO ] [FORECASTER] Starting predict_future for LYV
[2025-09-29T01:31:00.733693] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:00.734672] [DEBUG] [LOCAL     ] No optimal features file found for LYV: ./output/feature-sets/LYV.txt
[2025-09-29T01:31:00.734780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:00.734879] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:00.734970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:00.735115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:00.754283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:00.755280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:00.755418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:00.755524] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:00.803252] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:00.803465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:00.803520] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:00.803560] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:00.808029] [DEBUG] [FORECASTER] LYV: Forecast T+1@11:T+2@11: UP (p=69.86%)
[2025-09-29T01:31:00.808347] [INFO ] [FORECASTER] Completed predict_future for LYV
[2025-09-29T01:31:00.808508] [INFO ] [sig       ] LYV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:00.960358] [INFO ] [LOCAL     ] Saved forecast: LYV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LYV.txt
[2025-09-29T01:31:00.960703] [INFO ] [sig       ] [1216/2211] Completed LYV in 0.3s | 3.73 sym/s | Total: 5.4m | ETA: 4.4m
[2025-09-29T01:31:00.960789] [INFO ] [sig       ] [1217/2211] Forecasting LZB...
[2025-09-29T01:31:00.960874] [INFO ] [sig       ] Generating forecast for: LZB
[2025-09-29T01:31:00.960960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-09-29T01:31:00.971877] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LZB'.
[2025-09-29T01:31:00.972379] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-09-29T01:31:00.999916] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:01.000984] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-09-29T01:31:01.001073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:01.001149] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:01.001220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:01.001331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:01.020178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:01.021229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:01.021374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:01.021447] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:01.063838] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:01.064036] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:01.064089] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:01.064126] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:01.068220] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: DOWN (p=46.57%)
[2025-09-29T01:31:01.068677] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-09-29T01:31:01.068918] [INFO ] [sig       ] LZB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:01.224350] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/LZB.txt
[2025-09-29T01:31:01.224702] [INFO ] [sig       ] [1217/2211] Completed LZB in 0.3s | 3.73 sym/s | Total: 5.4m | ETA: 4.4m
[2025-09-29T01:31:01.224805] [INFO ] [sig       ] [1218/2211] Forecasting LZM...
[2025-09-29T01:31:01.224896] [INFO ] [sig       ] Generating forecast for: LZM
[2025-09-29T01:31:01.224990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-09-29T01:31:01.235437] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LZM'.
[2025-09-29T01:31:01.235888] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-09-29T01:31:01.264203] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:01.265618] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-09-29T01:31:01.265729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:01.265803] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:01.265885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:01.266047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:01.286123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:01.287134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:01.287264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:01.287359] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:01.318498] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:01.318763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:01.318875] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:01.318923] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:01.323063] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: UP (p=64.27%)
[2025-09-29T01:31:01.323465] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-09-29T01:31:01.323628] [INFO ] [sig       ] LZM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:01.483210] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/LZM.txt
[2025-09-29T01:31:01.483552] [INFO ] [sig       ] [1218/2211] Completed LZM in 0.3s | 3.73 sym/s | Total: 5.4m | ETA: 4.4m
[2025-09-29T01:31:01.483638] [INFO ] [sig       ] [1219/2211] Forecasting M...
[2025-09-29T01:31:01.483740] [INFO ] [sig       ] Generating forecast for: M
[2025-09-29T01:31:01.483819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-09-29T01:31:01.495712] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'M'.
[2025-09-29T01:31:01.496142] [INFO ] [FORECASTER] Starting predict_future for M
[2025-09-29T01:31:01.527078] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:01.528313] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-09-29T01:31:01.528400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:01.528486] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:01.528582] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:01.528769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:01.547755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:01.548591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:01.548734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:01.548883] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:01.589676] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:01.589891] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:01.589942] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:01.589980] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:01.594080] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: DOWN (p=37.08%)
[2025-09-29T01:31:01.594483] [INFO ] [FORECASTER] Completed predict_future for M
[2025-09-29T01:31:01.594683] [INFO ] [sig       ] M: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:01.765122] [INFO ] [LOCAL     ] Saved forecast: M	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/M.txt
[2025-09-29T01:31:01.765447] [INFO ] [sig       ] [1219/2211] Completed M in 0.3s | 3.73 sym/s | Total: 5.4m | ETA: 4.4m
[2025-09-29T01:31:01.765557] [INFO ] [sig       ] [1220/2211] Forecasting MA...
[2025-09-29T01:31:01.765670] [INFO ] [sig       ] Generating forecast for: MA
[2025-09-29T01:31:01.765762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-09-29T01:31:01.778259] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MA'.
[2025-09-29T01:31:01.778793] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-09-29T01:31:01.808930] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:01.809839] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-09-29T01:31:01.809922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:01.809997] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:01.810068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:01.810192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:01.831296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:01.832359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:01.832484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:01.832557] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:01.871824] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:01.872031] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:01.872114] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:01.872171] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:01.876533] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=99.02%)
[2025-09-29T01:31:01.876944] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-09-29T01:31:01.877120] [INFO ] [sig       ] MA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:02.053896] [INFO ] [LOCAL     ] Saved forecast: MA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MA.txt
[2025-09-29T01:31:02.054231] [INFO ] [sig       ] [1220/2211] Completed MA in 0.3s | 3.73 sym/s | Total: 5.5m | ETA: 4.4m
[2025-09-29T01:31:02.054316] [INFO ] [sig       ] [1221/2211] Forecasting MAA...
[2025-09-29T01:31:02.054391] [INFO ] [sig       ] Generating forecast for: MAA
[2025-09-29T01:31:02.054466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-09-29T01:31:02.066955] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MAA'.
[2025-09-29T01:31:02.067412] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-09-29T01:31:02.102938] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:02.104026] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-09-29T01:31:02.104110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:02.104186] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:02.104254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:02.104359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:02.124839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:02.125568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:02.125714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:02.125789] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:02.168614] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:02.168855] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:02.168912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:02.168950] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:02.173355] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=14.94%)
[2025-09-29T01:31:02.173794] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-09-29T01:31:02.173981] [INFO ] [sig       ] MAA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:02.340569] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MAA.txt
[2025-09-29T01:31:02.340896] [INFO ] [sig       ] [1221/2211] Completed MAA in 0.3s | 3.73 sym/s | Total: 5.5m | ETA: 4.4m
[2025-09-29T01:31:02.340979] [INFO ] [sig       ] [1222/2211] Forecasting MAC...
[2025-09-29T01:31:02.341051] [INFO ] [sig       ] Generating forecast for: MAC
[2025-09-29T01:31:02.341124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-09-29T01:31:02.352554] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MAC'.
[2025-09-29T01:31:02.353088] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-09-29T01:31:02.380942] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:02.381962] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-09-29T01:31:02.382053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:02.382129] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:02.382201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:02.382307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:02.404346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:02.405378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:02.405506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:02.405580] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:02.445982] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:02.446206] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:02.446268] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:02.446349] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:02.451102] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: UP (p=51.99%)
[2025-09-29T01:31:02.451745] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-09-29T01:31:02.451960] [INFO ] [sig       ] MAC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:02.621191] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MAC.txt
[2025-09-29T01:31:02.621518] [INFO ] [sig       ] [1222/2211] Completed MAC in 0.3s | 3.73 sym/s | Total: 5.5m | ETA: 4.4m
[2025-09-29T01:31:02.621662] [INFO ] [sig       ] [1223/2211] Forecasting MAGN...
[2025-09-29T01:31:02.621740] [INFO ] [sig       ] Generating forecast for: MAGN
[2025-09-29T01:31:02.621818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAGN' from 'https://tdm.silogroup.org/data/derivative_storage/MAGN.csv'.
[2025-09-29T01:31:02.634301] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MAGN'.
[2025-09-29T01:31:02.634827] [INFO ] [FORECASTER] Starting predict_future for MAGN
[2025-09-29T01:31:02.675125] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:02.676498] [DEBUG] [LOCAL     ] No optimal features file found for MAGN: ./output/feature-sets/MAGN.txt
[2025-09-29T01:31:02.676604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:02.676750] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:02.676877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:02.677041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:02.700567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:02.701689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:02.701848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:02.701928] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:02.740930] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:02.741135] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:02.741187] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:02.741222] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:02.745170] [DEBUG] [FORECASTER] MAGN: Forecast T+1@11:T+2@11: UP (p=54.00%)
[2025-09-29T01:31:02.745492] [INFO ] [FORECASTER] Completed predict_future for MAGN
[2025-09-29T01:31:02.745713] [INFO ] [sig       ] MAGN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:02.901690] [INFO ] [LOCAL     ] Saved forecast: MAGN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MAGN.txt
[2025-09-29T01:31:02.901989] [INFO ] [sig       ] [1223/2211] Completed MAGN in 0.3s | 3.73 sym/s | Total: 5.5m | ETA: 4.4m
[2025-09-29T01:31:02.902101] [INFO ] [sig       ] [1224/2211] Forecasting MAIN...
[2025-09-29T01:31:02.902186] [INFO ] [sig       ] Generating forecast for: MAIN
[2025-09-29T01:31:02.902274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAIN' from 'https://tdm.silogroup.org/data/derivative_storage/MAIN.csv'.
[2025-09-29T01:31:02.913950] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MAIN'.
[2025-09-29T01:31:02.914436] [INFO ] [FORECASTER] Starting predict_future for MAIN
[2025-09-29T01:31:02.942088] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:02.943082] [DEBUG] [LOCAL     ] No optimal features file found for MAIN: ./output/feature-sets/MAIN.txt
[2025-09-29T01:31:02.943167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:02.943250] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:02.943337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:02.943442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:02.963175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:02.963874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:02.963989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:02.964060] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:03.003387] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:03.003560] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:03.003607] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:03.003668] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:03.007559] [DEBUG] [FORECASTER] MAIN: Forecast T+1@11:T+2@11: UP (p=64.01%)
[2025-09-29T01:31:03.007937] [INFO ] [FORECASTER] Completed predict_future for MAIN
[2025-09-29T01:31:03.008152] [INFO ] [sig       ] MAIN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:03.168261] [INFO ] [LOCAL     ] Saved forecast: MAIN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MAIN.txt
[2025-09-29T01:31:03.168555] [INFO ] [sig       ] [1224/2211] Completed MAIN in 0.3s | 3.73 sym/s | Total: 5.5m | ETA: 4.4m
[2025-09-29T01:31:03.168635] [INFO ] [sig       ] [1225/2211] Forecasting MAN...
[2025-09-29T01:31:03.168734] [INFO ] [sig       ] Generating forecast for: MAN
[2025-09-29T01:31:03.168810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-09-29T01:31:03.180341] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MAN'.
[2025-09-29T01:31:03.180810] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-09-29T01:31:03.207162] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:03.207995] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-09-29T01:31:03.208075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:03.208150] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:03.208224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:03.208337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:03.226401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:03.227108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:03.227219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:03.227291] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:03.268173] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:03.268322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:03.268368] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:03.268421] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:03.271958] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=63.51%)
[2025-09-29T01:31:03.272252] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-09-29T01:31:03.272404] [INFO ] [sig       ] MAN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:03.421892] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MAN.txt
[2025-09-29T01:31:03.422259] [INFO ] [sig       ] [1225/2211] Completed MAN in 0.3s | 3.73 sym/s | Total: 5.5m | ETA: 4.4m
[2025-09-29T01:31:03.422347] [INFO ] [sig       ] [1226/2211] Forecasting MANU...
[2025-09-29T01:31:03.422433] [INFO ] [sig       ] Generating forecast for: MANU
[2025-09-29T01:31:03.422524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANU' from 'https://tdm.silogroup.org/data/derivative_storage/MANU.csv'.
[2025-09-29T01:31:03.434367] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MANU'.
[2025-09-29T01:31:03.434823] [INFO ] [FORECASTER] Starting predict_future for MANU
[2025-09-29T01:31:03.462474] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:03.463375] [DEBUG] [LOCAL     ] No optimal features file found for MANU: ./output/feature-sets/MANU.txt
[2025-09-29T01:31:03.463458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:03.463532] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:03.463602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:03.463740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:03.482193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:03.482993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:03.483112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:03.483183] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:03.519703] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:03.519886] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:03.519935] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:03.519971] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:03.523627] [DEBUG] [FORECASTER] MANU: Forecast T+1@11:T+2@11: UP (p=70.69%)
[2025-09-29T01:31:03.523963] [INFO ] [FORECASTER] Completed predict_future for MANU
[2025-09-29T01:31:03.524114] [INFO ] [sig       ] MANU: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:03.672483] [INFO ] [LOCAL     ] Saved forecast: MANU	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MANU.txt
[2025-09-29T01:31:03.672791] [INFO ] [sig       ] [1226/2211] Completed MANU in 0.3s | 3.73 sym/s | Total: 5.5m | ETA: 4.4m
[2025-09-29T01:31:03.672876] [INFO ] [sig       ] [1227/2211] Forecasting MAS...
[2025-09-29T01:31:03.672947] [INFO ] [sig       ] Generating forecast for: MAS
[2025-09-29T01:31:03.673020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-09-29T01:31:03.686977] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MAS'.
[2025-09-29T01:31:03.687533] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-09-29T01:31:03.722465] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:03.723517] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-09-29T01:31:03.723604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:03.723717] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:03.723791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:03.723897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:03.744055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:03.745052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:03.745175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:03.745248] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:03.783095] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:03.783253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:03.783301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:03.783337] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:03.787107] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: UP (p=79.60%)
[2025-09-29T01:31:03.787415] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-09-29T01:31:03.787569] [INFO ] [sig       ] MAS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:03.946051] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MAS.txt
[2025-09-29T01:31:03.946355] [INFO ] [sig       ] [1227/2211] Completed MAS in 0.3s | 3.73 sym/s | Total: 5.5m | ETA: 4.4m
[2025-09-29T01:31:03.946436] [INFO ] [sig       ] [1228/2211] Forecasting MATV...
[2025-09-29T01:31:03.946507] [INFO ] [sig       ] Generating forecast for: MATV
[2025-09-29T01:31:03.946582] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATV' from 'https://tdm.silogroup.org/data/derivative_storage/MATV.csv'.
[2025-09-29T01:31:03.958007] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MATV'.
[2025-09-29T01:31:03.958374] [INFO ] [FORECASTER] Starting predict_future for MATV
[2025-09-29T01:31:03.986413] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:03.987436] [DEBUG] [LOCAL     ] No optimal features file found for MATV: ./output/feature-sets/MATV.txt
[2025-09-29T01:31:03.987525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:03.987601] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:03.987827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:03.987924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:04.007502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:04.008427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:04.008597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:04.008703] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:04.048050] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:04.048255] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:04.048373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:04.048434] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:04.052777] [DEBUG] [FORECASTER] MATV: Forecast T+1@11:T+2@11: DOWN (p=3.32%)
[2025-09-29T01:31:04.053096] [INFO ] [FORECASTER] Completed predict_future for MATV
[2025-09-29T01:31:04.053250] [INFO ] [sig       ] MATV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:04.208205] [INFO ] [LOCAL     ] Saved forecast: MATV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MATV.txt
[2025-09-29T01:31:04.208466] [INFO ] [sig       ] [1228/2211] Completed MATV in 0.3s | 3.73 sym/s | Total: 5.5m | ETA: 4.4m
[2025-09-29T01:31:04.208548] [INFO ] [sig       ] [1229/2211] Forecasting MATX...
[2025-09-29T01:31:04.208671] [INFO ] [sig       ] Generating forecast for: MATX
[2025-09-29T01:31:04.208751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-09-29T01:31:04.220447] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MATX'.
[2025-09-29T01:31:04.220908] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-09-29T01:31:04.247748] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:04.248632] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-09-29T01:31:04.248891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:04.248967] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:04.249037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:04.249140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:04.267326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:04.268305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:04.268427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:04.268497] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:04.306777] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:04.307023] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:04.307082] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:04.307121] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:04.311145] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=32.54%)
[2025-09-29T01:31:04.311563] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-09-29T01:31:04.311792] [INFO ] [sig       ] MATX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:04.470434] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MATX.txt
[2025-09-29T01:31:04.470821] [INFO ] [sig       ] [1229/2211] Completed MATX in 0.3s | 3.73 sym/s | Total: 5.5m | ETA: 4.4m
[2025-09-29T01:31:04.470923] [INFO ] [sig       ] [1230/2211] Forecasting MAX...
[2025-09-29T01:31:04.470995] [INFO ] [sig       ] Generating forecast for: MAX
[2025-09-29T01:31:04.471073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-09-29T01:31:04.483930] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MAX'.
[2025-09-29T01:31:04.484384] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-09-29T01:31:04.511471] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:04.512381] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-09-29T01:31:04.512463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:04.512537] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:04.512607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:04.512769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:04.532857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:04.533780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:04.533906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:04.533978] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:04.576749] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:04.576995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:04.577052] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:04.577088] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:04.581168] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: DOWN (p=32.06%)
[2025-09-29T01:31:04.581535] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-09-29T01:31:04.581738] [INFO ] [sig       ] MAX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:04.749123] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MAX.txt
[2025-09-29T01:31:04.749482] [INFO ] [sig       ] [1230/2211] Completed MAX in 0.3s | 3.73 sym/s | Total: 5.5m | ETA: 4.4m
[2025-09-29T01:31:04.749577] [INFO ] [sig       ] [1231/2211] Forecasting MBC...
[2025-09-29T01:31:04.749676] [INFO ] [sig       ] Generating forecast for: MBC
[2025-09-29T01:31:04.749767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-09-29T01:31:04.763008] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MBC'.
[2025-09-29T01:31:04.763618] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-09-29T01:31:04.794060] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:04.795399] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-09-29T01:31:04.795507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:04.795594] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:04.795681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:04.795817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:04.817599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:04.818685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:04.818854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:04.818927] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:04.866379] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:04.866710] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:04.866789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:04.866870] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:04.871211] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2025-09-29T01:31:04.871699] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-09-29T01:31:04.871926] [INFO ] [sig       ] MBC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:05.105305] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MBC.txt
[2025-09-29T01:31:05.107867] [INFO ] [sig       ] [1231/2211] Completed MBC in 0.4s | 3.73 sym/s | Total: 5.5m | ETA: 4.4m
[2025-09-29T01:31:05.108019] [INFO ] [sig       ] [1232/2211] Forecasting MBI...
[2025-09-29T01:31:05.108114] [INFO ] [sig       ] Generating forecast for: MBI
[2025-09-29T01:31:05.108210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-09-29T01:31:05.123475] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MBI'.
[2025-09-29T01:31:05.124221] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-09-29T01:31:05.166722] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:05.168150] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-09-29T01:31:05.168271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:05.168418] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:05.168559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:05.168746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:05.193069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:05.194570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:05.194800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:05.194901] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:05.253639] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:05.253899] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:05.253955] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:05.254011] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:05.259399] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=4.96%)
[2025-09-29T01:31:05.260113] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-09-29T01:31:05.260428] [INFO ] [sig       ] MBI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:05.486126] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MBI.txt
[2025-09-29T01:31:05.486535] [INFO ] [sig       ] [1232/2211] Completed MBI in 0.4s | 3.73 sym/s | Total: 5.5m | ETA: 4.4m
[2025-09-29T01:31:05.486603] [INFO ] [sig       ] [1233/2211] Forecasting MC...
[2025-09-29T01:31:05.486698] [INFO ] [sig       ] Generating forecast for: MC
[2025-09-29T01:31:05.486796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-09-29T01:31:05.501694] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MC'.
[2025-09-29T01:31:05.502321] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-09-29T01:31:05.535039] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:05.536131] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-09-29T01:31:05.536235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:05.536311] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:05.536382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:05.536528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:05.560392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:05.561727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:05.561895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:05.561986] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:05.612372] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:05.612621] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:05.612750] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:05.612826] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:05.618760] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2025-09-29T01:31:05.619355] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-09-29T01:31:05.619599] [INFO ] [sig       ] MC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:05.869544] [INFO ] [LOCAL     ] Saved forecast: MC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MC.txt
[2025-09-29T01:31:05.869897] [INFO ] [sig       ] [1233/2211] Completed MC in 0.4s | 3.73 sym/s | Total: 5.5m | ETA: 4.4m
[2025-09-29T01:31:05.869983] [INFO ] [sig       ] [1234/2211] Forecasting MCB...
[2025-09-29T01:31:05.870055] [INFO ] [sig       ] Generating forecast for: MCB
[2025-09-29T01:31:05.870131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCB' from 'https://tdm.silogroup.org/data/derivative_storage/MCB.csv'.
[2025-09-29T01:31:05.883331] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MCB'.
[2025-09-29T01:31:05.883846] [INFO ] [FORECASTER] Starting predict_future for MCB
[2025-09-29T01:31:05.919947] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:05.920944] [DEBUG] [LOCAL     ] No optimal features file found for MCB: ./output/feature-sets/MCB.txt
[2025-09-29T01:31:05.921028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:05.921297] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:05.921374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:05.921513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:05.942716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:05.943508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:05.943671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:05.943749] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:05.977617] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:05.977830] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:05.977884] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:05.977921] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:05.981976] [DEBUG] [FORECASTER] MCB: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-09-29T01:31:05.982302] [INFO ] [FORECASTER] Completed predict_future for MCB
[2025-09-29T01:31:05.982452] [INFO ] [sig       ] MCB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:06.136906] [INFO ] [LOCAL     ] Saved forecast: MCB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MCB.txt
[2025-09-29T01:31:06.137175] [INFO ] [sig       ] [1234/2211] Completed MCB in 0.3s | 3.73 sym/s | Total: 5.5m | ETA: 4.4m
[2025-09-29T01:31:06.137265] [INFO ] [sig       ] [1235/2211] Forecasting MCI...
[2025-09-29T01:31:06.137346] [INFO ] [sig       ] Generating forecast for: MCI
[2025-09-29T01:31:06.137425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-09-29T01:31:06.147956] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MCI'.
[2025-09-29T01:31:06.148398] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-09-29T01:31:06.177180] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:06.178117] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-09-29T01:31:06.178215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:06.178318] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:06.178391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:06.178496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:06.199312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:06.200066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:06.200210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:06.200287] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:06.240463] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:06.240711] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:06.240793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:06.240836] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:06.245328] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: DOWN (p=25.84%)
[2025-09-29T01:31:06.245747] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-09-29T01:31:06.245934] [INFO ] [sig       ] MCI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:06.414878] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MCI.txt
[2025-09-29T01:31:06.415196] [INFO ] [sig       ] [1235/2211] Completed MCI in 0.3s | 3.73 sym/s | Total: 5.5m | ETA: 4.4m
[2025-09-29T01:31:06.415291] [INFO ] [sig       ] [1236/2211] Forecasting MCK...
[2025-09-29T01:31:06.415366] [INFO ] [sig       ] Generating forecast for: MCK
[2025-09-29T01:31:06.415440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-09-29T01:31:06.426544] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MCK'.
[2025-09-29T01:31:06.427131] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-09-29T01:31:06.455333] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:06.456431] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-09-29T01:31:06.456547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:06.456625] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:06.456720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:06.456865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:06.475375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:06.476292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:06.476412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:06.476484] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:06.517524] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:06.517762] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:06.517832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:06.517870] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:06.522040] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: DOWN (p=15.66%)
[2025-09-29T01:31:06.522355] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-09-29T01:31:06.522512] [INFO ] [sig       ] MCK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:06.687434] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MCK.txt
[2025-09-29T01:31:06.687771] [INFO ] [sig       ] [1236/2211] Completed MCK in 0.3s | 3.73 sym/s | Total: 5.5m | ETA: 4.4m
[2025-09-29T01:31:06.687866] [INFO ] [sig       ] [1237/2211] Forecasting MCN...
[2025-09-29T01:31:06.687942] [INFO ] [sig       ] Generating forecast for: MCN
[2025-09-29T01:31:06.688013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-09-29T01:31:06.697899] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MCN'.
[2025-09-29T01:31:06.698267] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-09-29T01:31:06.726523] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:06.727498] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-09-29T01:31:06.727584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:06.727689] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:06.727760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:06.727862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:06.746847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:06.747839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:06.747964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:06.748042] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:06.782972] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:06.783191] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:06.783243] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:06.783279] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:06.787748] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=18.57%)
[2025-09-29T01:31:06.788068] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-09-29T01:31:06.788230] [INFO ] [sig       ] MCN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:06.943703] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MCN.txt
[2025-09-29T01:31:06.944011] [INFO ] [sig       ] [1237/2211] Completed MCN in 0.3s | 3.73 sym/s | Total: 5.5m | ETA: 4.4m
[2025-09-29T01:31:06.944109] [INFO ] [sig       ] [1238/2211] Forecasting MCO...
[2025-09-29T01:31:06.944183] [INFO ] [sig       ] Generating forecast for: MCO
[2025-09-29T01:31:06.944258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-09-29T01:31:06.955588] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'MCO'.
[2025-09-29T01:31:06.955960] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-09-29T01:31:06.985432] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:06.986299] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-09-29T01:31:06.986382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:06.986457] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:06.986527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:06.986630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:07.007198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:07.007883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:07.007999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:07.008071] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:07.047256] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:07.047415] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:07.047471] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:07.047507] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:07.051185] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: DOWN (p=41.48%)
[2025-09-29T01:31:07.051483] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-09-29T01:31:07.051664] [INFO ] [sig       ] MCO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:07.214942] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MCO.txt
[2025-09-29T01:31:07.215243] [INFO ] [sig       ] [1238/2211] Completed MCO in 0.3s | 3.73 sym/s | Total: 5.5m | ETA: 4.4m
[2025-09-29T01:31:07.215326] [INFO ] [sig       ] [1239/2211] Forecasting MCR...
[2025-09-29T01:31:07.215398] [INFO ] [sig       ] Generating forecast for: MCR
[2025-09-29T01:31:07.215471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCR' from 'https://tdm.silogroup.org/data/derivative_storage/MCR.csv'.
[2025-09-29T01:31:07.225923] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MCR'.
[2025-09-29T01:31:07.226344] [INFO ] [FORECASTER] Starting predict_future for MCR
[2025-09-29T01:31:07.255058] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:07.255919] [DEBUG] [LOCAL     ] No optimal features file found for MCR: ./output/feature-sets/MCR.txt
[2025-09-29T01:31:07.256003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:07.256083] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:07.256154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:07.256263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:07.276404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:07.277147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:07.277262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:07.277375] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:07.319147] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:07.319347] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:07.319400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:07.319457] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:07.323330] [DEBUG] [FORECASTER] MCR: Forecast T+1@11:T+2@11: DOWN (p=33.46%)
[2025-09-29T01:31:07.323700] [INFO ] [FORECASTER] Completed predict_future for MCR
[2025-09-29T01:31:07.323909] [INFO ] [sig       ] MCR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:07.478245] [INFO ] [LOCAL     ] Saved forecast: MCR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MCR.txt
[2025-09-29T01:31:07.478532] [INFO ] [sig       ] [1239/2211] Completed MCR in 0.3s | 3.73 sym/s | Total: 5.5m | ETA: 4.3m
[2025-09-29T01:31:07.478619] [INFO ] [sig       ] [1240/2211] Forecasting MCS...
[2025-09-29T01:31:07.478715] [INFO ] [sig       ] Generating forecast for: MCS
[2025-09-29T01:31:07.478797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-09-29T01:31:07.489943] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MCS'.
[2025-09-29T01:31:07.490299] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-09-29T01:31:07.517293] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:07.518147] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-09-29T01:31:07.518236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:07.518310] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:07.518381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:07.518487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:07.537941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:07.538663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:07.538778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:07.538853] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:07.584687] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:07.584821] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:07.584873] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:07.584915] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:07.588882] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: UP (p=97.36%)
[2025-09-29T01:31:07.589211] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-09-29T01:31:07.589380] [INFO ] [sig       ] MCS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:07.745273] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MCS.txt
[2025-09-29T01:31:07.745545] [INFO ] [sig       ] [1240/2211] Completed MCS in 0.3s | 3.73 sym/s | Total: 5.5m | ETA: 4.3m
[2025-09-29T01:31:07.745631] [INFO ] [sig       ] [1241/2211] Forecasting MCY...
[2025-09-29T01:31:07.745736] [INFO ] [sig       ] Generating forecast for: MCY
[2025-09-29T01:31:07.745816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-09-29T01:31:07.756856] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MCY'.
[2025-09-29T01:31:07.757205] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-09-29T01:31:07.783743] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:07.784570] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-09-29T01:31:07.784700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:07.784803] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:07.784894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:07.785034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:07.804810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:07.805487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:07.805619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:07.805728] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:07.849305] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:07.849438] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:07.849486] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:07.849526] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:07.853932] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: UP (p=89.69%)
[2025-09-29T01:31:07.854257] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-09-29T01:31:07.854423] [INFO ] [sig       ] MCY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:08.034979] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MCY.txt
[2025-09-29T01:31:08.035268] [INFO ] [sig       ] [1241/2211] Completed MCY in 0.3s | 3.73 sym/s | Total: 5.6m | ETA: 4.3m
[2025-09-29T01:31:08.035373] [INFO ] [sig       ] [1242/2211] Forecasting MD...
[2025-09-29T01:31:08.035464] [INFO ] [sig       ] Generating forecast for: MD
[2025-09-29T01:31:08.035562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-09-29T01:31:08.046705] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MD'.
[2025-09-29T01:31:08.047096] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-09-29T01:31:08.075171] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:08.076130] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-09-29T01:31:08.076235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:08.076334] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:08.076389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:08.076503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:08.096260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:08.097018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:08.097179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:08.097273] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:08.143978] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:08.144117] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:08.144165] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:08.144204] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:08.148345] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: DOWN (p=26.88%)
[2025-09-29T01:31:08.148702] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-09-29T01:31:08.148937] [INFO ] [sig       ] MD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:08.310013] [INFO ] [LOCAL     ] Saved forecast: MD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MD.txt
[2025-09-29T01:31:08.311219] [INFO ] [sig       ] [1242/2211] Completed MD in 0.3s | 3.73 sym/s | Total: 5.6m | ETA: 4.3m
[2025-09-29T01:31:08.311326] [INFO ] [sig       ] [1243/2211] Forecasting MDST...
[2025-09-29T01:31:08.311424] [INFO ] [sig       ] Generating forecast for: MDST
[2025-09-29T01:31:08.311524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDST' from 'https://tdm.silogroup.org/data/derivative_storage/MDST.csv'.
[2025-09-29T01:31:08.322396] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MDST'.
[2025-09-29T01:31:08.322915] [INFO ] [FORECASTER] Starting predict_future for MDST
[2025-09-29T01:31:08.351235] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:08.352136] [DEBUG] [LOCAL     ] No optimal features file found for MDST: ./output/feature-sets/MDST.txt
[2025-09-29T01:31:08.352220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:08.352310] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:08.352393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:08.352523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:08.371212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:08.371968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:08.372083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:08.372177] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:08.413942] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:08.414066] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:08.414113] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:08.414152] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:08.418211] [DEBUG] [FORECASTER] MDST: Forecast T+1@11:T+2@11: UP (p=67.47%)
[2025-09-29T01:31:08.418533] [INFO ] [FORECASTER] Completed predict_future for MDST
[2025-09-29T01:31:08.418731] [INFO ] [sig       ] MDST: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:08.572707] [INFO ] [LOCAL     ] Saved forecast: MDST	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MDST.txt
[2025-09-29T01:31:08.573020] [INFO ] [sig       ] [1243/2211] Completed MDST in 0.3s | 3.73 sym/s | Total: 5.6m | ETA: 4.3m
[2025-09-29T01:31:08.573133] [INFO ] [sig       ] [1244/2211] Forecasting MDT...
[2025-09-29T01:31:08.573234] [INFO ] [sig       ] Generating forecast for: MDT
[2025-09-29T01:31:08.573333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDT' from 'https://tdm.silogroup.org/data/derivative_storage/MDT.csv'.
[2025-09-29T01:31:08.584492] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MDT'.
[2025-09-29T01:31:08.584920] [INFO ] [FORECASTER] Starting predict_future for MDT
[2025-09-29T01:31:08.611745] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:08.612585] [DEBUG] [LOCAL     ] No optimal features file found for MDT: ./output/feature-sets/MDT.txt
[2025-09-29T01:31:08.612702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:08.612796] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:08.612898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:08.613042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:08.631346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:08.632070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:08.632192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:08.632286] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:08.675214] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:08.675401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:08.675506] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:08.675564] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:08.679759] [DEBUG] [FORECASTER] MDT: Forecast T+1@11:T+2@11: UP (p=71.43%)
[2025-09-29T01:31:08.680101] [INFO ] [FORECASTER] Completed predict_future for MDT
[2025-09-29T01:31:08.680264] [INFO ] [sig       ] MDT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:08.834014] [INFO ] [LOCAL     ] Saved forecast: MDT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MDT.txt
[2025-09-29T01:31:08.834334] [INFO ] [sig       ] [1244/2211] Completed MDT in 0.3s | 3.73 sym/s | Total: 5.6m | ETA: 4.3m
[2025-09-29T01:31:08.834434] [INFO ] [sig       ] [1245/2211] Forecasting MDU...
[2025-09-29T01:31:08.834557] [INFO ] [sig       ] Generating forecast for: MDU
[2025-09-29T01:31:08.834675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDU' from 'https://tdm.silogroup.org/data/derivative_storage/MDU.csv'.
[2025-09-29T01:31:08.846038] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MDU'.
[2025-09-29T01:31:08.846433] [INFO ] [FORECASTER] Starting predict_future for MDU
[2025-09-29T01:31:08.875706] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:08.876574] [DEBUG] [LOCAL     ] No optimal features file found for MDU: ./output/feature-sets/MDU.txt
[2025-09-29T01:31:08.876702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:08.876860] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:08.876940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:08.877078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:08.896180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:08.896969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:08.897081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:08.897165] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:08.943473] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:08.943599] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:08.943674] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:08.943752] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:08.947780] [DEBUG] [FORECASTER] MDU: Forecast T+1@11:T+2@11: DOWN (p=20.44%)
[2025-09-29T01:31:08.948106] [INFO ] [FORECASTER] Completed predict_future for MDU
[2025-09-29T01:31:08.948264] [INFO ] [sig       ] MDU: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:09.099315] [INFO ] [LOCAL     ] Saved forecast: MDU	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MDU.txt
[2025-09-29T01:31:09.099595] [INFO ] [sig       ] [1245/2211] Completed MDU in 0.3s | 3.73 sym/s | Total: 5.6m | ETA: 4.3m
[2025-09-29T01:31:09.099705] [INFO ] [sig       ] [1246/2211] Forecasting MDV...
[2025-09-29T01:31:09.099794] [INFO ] [sig       ] Generating forecast for: MDV
[2025-09-29T01:31:09.099898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDV' from 'https://tdm.silogroup.org/data/derivative_storage/MDV.csv'.
[2025-09-29T01:31:09.112776] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MDV'.
[2025-09-29T01:31:09.113415] [INFO ] [FORECASTER] Starting predict_future for MDV
[2025-09-29T01:31:09.150103] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:09.151249] [DEBUG] [LOCAL     ] No optimal features file found for MDV: ./output/feature-sets/MDV.txt
[2025-09-29T01:31:09.151334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:09.151410] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:09.151480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:09.151584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:09.171282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:09.172264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:09.172390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:09.172473] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:09.212990] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:09.213268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:09.213330] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:09.213369] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:09.217569] [DEBUG] [FORECASTER] MDV: Forecast T+1@11:T+2@11: DOWN (p=33.69%)
[2025-09-29T01:31:09.218020] [INFO ] [FORECASTER] Completed predict_future for MDV
[2025-09-29T01:31:09.218208] [INFO ] [sig       ] MDV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:09.372591] [INFO ] [LOCAL     ] Saved forecast: MDV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MDV.txt
[2025-09-29T01:31:09.372883] [INFO ] [sig       ] [1246/2211] Completed MDV in 0.3s | 3.73 sym/s | Total: 5.6m | ETA: 4.3m
[2025-09-29T01:31:09.372966] [INFO ] [sig       ] [1247/2211] Forecasting MEC...
[2025-09-29T01:31:09.373038] [INFO ] [sig       ] Generating forecast for: MEC
[2025-09-29T01:31:09.373132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-09-29T01:31:09.384681] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'MEC'.
[2025-09-29T01:31:09.385109] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-09-29T01:31:09.413171] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:09.414082] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-09-29T01:31:09.414164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:09.414254] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:09.414346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:09.414486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:09.434198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:09.434923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:09.435037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:09.435126] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:09.473482] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:09.473607] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:09.473690] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:09.473754] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:09.477036] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=5.78%)
[2025-09-29T01:31:09.477320] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-09-29T01:31:09.477475] [INFO ] [sig       ] MEC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:09.630790] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MEC.txt
[2025-09-29T01:31:09.631134] [INFO ] [sig       ] [1247/2211] Completed MEC in 0.3s | 3.73 sym/s | Total: 5.6m | ETA: 4.3m
[2025-09-29T01:31:09.631240] [INFO ] [sig       ] [1248/2211] Forecasting MED...
[2025-09-29T01:31:09.631331] [INFO ] [sig       ] Generating forecast for: MED
[2025-09-29T01:31:09.631425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-09-29T01:31:09.643316] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MED'.
[2025-09-29T01:31:09.643937] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-09-29T01:31:09.670498] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:09.671438] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-09-29T01:31:09.671522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:09.671597] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:09.671693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:09.671798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:09.690330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:09.691101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:09.691221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:09.691294] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:09.729079] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:09.729278] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:09.729328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:09.729364] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:09.733615] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: UP (p=85.84%)
[2025-09-29T01:31:09.734118] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-09-29T01:31:09.734335] [INFO ] [sig       ] MED: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:09.899306] [INFO ] [LOCAL     ] Saved forecast: MED	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MED.txt
[2025-09-29T01:31:09.899625] [INFO ] [sig       ] [1248/2211] Completed MED in 0.3s | 3.73 sym/s | Total: 5.6m | ETA: 4.3m
[2025-09-29T01:31:09.899732] [INFO ] [sig       ] [1249/2211] Forecasting MEG...
[2025-09-29T01:31:09.899805] [INFO ] [sig       ] Generating forecast for: MEG
[2025-09-29T01:31:09.899880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-09-29T01:31:09.912257] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MEG'.
[2025-09-29T01:31:09.912824] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-09-29T01:31:09.940446] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:09.941400] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-09-29T01:31:09.941486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:09.941562] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:09.941634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:09.941767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:09.961501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:09.962519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:09.962666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:09.962744] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:10.003928] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:10.004136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:10.004187] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:10.004224] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:10.008155] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: UP (p=83.03%)
[2025-09-29T01:31:10.008494] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-09-29T01:31:10.008682] [INFO ] [sig       ] MEG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:10.165690] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MEG.txt
[2025-09-29T01:31:10.166009] [INFO ] [sig       ] [1249/2211] Completed MEG in 0.3s | 3.73 sym/s | Total: 5.6m | ETA: 4.3m
[2025-09-29T01:31:10.166094] [INFO ] [sig       ] [1250/2211] Forecasting MEGI...
[2025-09-29T01:31:10.166168] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-09-29T01:31:10.166244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-09-29T01:31:10.178142] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MEGI'.
[2025-09-29T01:31:10.178582] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-09-29T01:31:10.206804] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:10.207783] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-09-29T01:31:10.207886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:10.207964] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:10.208052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:10.208232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:10.229010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:10.229780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:10.229895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:10.229979] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:10.269155] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:10.269362] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:10.269425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:10.269463] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:10.273216] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=47.30%)
[2025-09-29T01:31:10.273526] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-09-29T01:31:10.273709] [INFO ] [sig       ] MEGI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:10.431579] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MEGI.txt
[2025-09-29T01:31:10.431920] [INFO ] [sig       ] [1250/2211] Completed MEGI in 0.3s | 3.73 sym/s | Total: 5.6m | ETA: 4.3m
[2025-09-29T01:31:10.432029] [INFO ] [sig       ] [1251/2211] Forecasting MEI...
[2025-09-29T01:31:10.432155] [INFO ] [sig       ] Generating forecast for: MEI
[2025-09-29T01:31:10.432241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-09-29T01:31:10.443116] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MEI'.
[2025-09-29T01:31:10.443632] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-09-29T01:31:10.472964] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:10.473936] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-09-29T01:31:10.474035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:10.474114] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:10.474186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:10.474292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:10.492967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:10.493991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:10.494131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:10.494204] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:10.535493] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:10.535730] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:10.535803] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:10.535842] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:10.539851] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: DOWN (p=10.57%)
[2025-09-29T01:31:10.540223] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-09-29T01:31:10.540396] [INFO ] [sig       ] MEI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:10.693392] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MEI.txt
[2025-09-29T01:31:10.693734] [INFO ] [sig       ] [1251/2211] Completed MEI in 0.3s | 3.73 sym/s | Total: 5.6m | ETA: 4.3m
[2025-09-29T01:31:10.693820] [INFO ] [sig       ] [1252/2211] Forecasting MET...
[2025-09-29T01:31:10.693901] [INFO ] [sig       ] Generating forecast for: MET
[2025-09-29T01:31:10.693976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MET' from 'https://tdm.silogroup.org/data/derivative_storage/MET.csv'.
[2025-09-29T01:31:10.705745] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MET'.
[2025-09-29T01:31:10.706222] [INFO ] [FORECASTER] Starting predict_future for MET
[2025-09-29T01:31:10.733798] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:10.734868] [DEBUG] [LOCAL     ] No optimal features file found for MET: ./output/feature-sets/MET.txt
[2025-09-29T01:31:10.734963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:10.735055] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:10.735139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:10.735270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:10.753622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:10.754604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:10.754757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:10.754832] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:10.794385] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:10.794541] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:10.794587] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:10.794622] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:10.798199] [DEBUG] [FORECASTER] MET: Forecast T+1@11:T+2@11: DOWN (p=26.48%)
[2025-09-29T01:31:10.798501] [INFO ] [FORECASTER] Completed predict_future for MET
[2025-09-29T01:31:10.798673] [INFO ] [sig       ] MET: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:10.945906] [INFO ] [LOCAL     ] Saved forecast: MET	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MET.txt
[2025-09-29T01:31:10.946175] [INFO ] [sig       ] [1252/2211] Completed MET in 0.3s | 3.73 sym/s | Total: 5.6m | ETA: 4.3m
[2025-09-29T01:31:10.946255] [INFO ] [sig       ] [1253/2211] Forecasting MFA...
[2025-09-29T01:31:10.946326] [INFO ] [sig       ] Generating forecast for: MFA
[2025-09-29T01:31:10.946399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-09-29T01:31:10.956774] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MFA'.
[2025-09-29T01:31:10.957186] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-09-29T01:31:10.985850] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:10.986799] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-09-29T01:31:10.986906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:10.986990] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:10.987072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:10.987196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:11.007749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:11.008565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:11.008726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:11.008826] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:11.046699] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:11.046863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:11.046926] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:11.046965] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:11.050702] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=26.86%)
[2025-09-29T01:31:11.051066] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-09-29T01:31:11.051231] [INFO ] [sig       ] MFA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:11.208168] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MFA.txt
[2025-09-29T01:31:11.208477] [INFO ] [sig       ] [1253/2211] Completed MFA in 0.3s | 3.73 sym/s | Total: 5.6m | ETA: 4.3m
[2025-09-29T01:31:11.208577] [INFO ] [sig       ] [1254/2211] Forecasting MFAN...
[2025-09-29T01:31:11.208688] [INFO ] [sig       ] Generating forecast for: MFAN
[2025-09-29T01:31:11.208779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFAN' from 'https://tdm.silogroup.org/data/derivative_storage/MFAN.csv'.
[2025-09-29T01:31:11.218460] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MFAN'.
[2025-09-29T01:31:11.218878] [INFO ] [FORECASTER] Starting predict_future for MFAN
[2025-09-29T01:31:11.246395] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:11.247451] [DEBUG] [LOCAL     ] No optimal features file found for MFAN: ./output/feature-sets/MFAN.txt
[2025-09-29T01:31:11.247536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:11.247620] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:11.247719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:11.247844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:11.266926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:11.267600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:11.267747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:11.267822] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:11.302315] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:11.302438] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:11.302484] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:11.302521] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:11.306041] [DEBUG] [FORECASTER] MFAN: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2025-09-29T01:31:11.306358] [INFO ] [FORECASTER] Completed predict_future for MFAN
[2025-09-29T01:31:11.306522] [INFO ] [sig       ] MFAN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:11.466674] [INFO ] [LOCAL     ] Saved forecast: MFAN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MFAN.txt
[2025-09-29T01:31:11.467438] [INFO ] [sig       ] [1254/2211] Completed MFAN in 0.3s | 3.73 sym/s | Total: 5.6m | ETA: 4.3m
[2025-09-29T01:31:11.467555] [INFO ] [sig       ] [1255/2211] Forecasting MFAO...
[2025-09-29T01:31:11.467704] [INFO ] [sig       ] Generating forecast for: MFAO
[2025-09-29T01:31:11.467815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFAO' from 'https://tdm.silogroup.org/data/derivative_storage/MFAO.csv'.
[2025-09-29T01:31:11.477761] [DEBUG] [REMOTE    ] Successfully parsed 1817 rows of historical data for symbol 'MFAO'.
[2025-09-29T01:31:11.478201] [INFO ] [FORECASTER] Starting predict_future for MFAO
[2025-09-29T01:31:11.506239] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:11.507242] [DEBUG] [LOCAL     ] No optimal features file found for MFAO: ./output/feature-sets/MFAO.txt
[2025-09-29T01:31:11.507326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:11.507416] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:11.507501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:11.507623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:11.526624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:11.527475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:11.527612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:11.527718] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:11.565741] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:11.565985] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:11.566052] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:11.566091] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:11.570055] [DEBUG] [FORECASTER] MFAO: Forecast T+1@11:T+2@11: DOWN (p=40.20%)
[2025-09-29T01:31:11.570434] [INFO ] [FORECASTER] Completed predict_future for MFAO
[2025-09-29T01:31:11.570598] [INFO ] [sig       ] MFAO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:11.725694] [INFO ] [LOCAL     ] Saved forecast: MFAO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MFAO.txt
[2025-09-29T01:31:11.726030] [INFO ] [sig       ] [1255/2211] Completed MFAO in 0.3s | 3.73 sym/s | Total: 5.6m | ETA: 4.3m
[2025-09-29T01:31:11.726137] [INFO ] [sig       ] [1256/2211] Forecasting MFC...
[2025-09-29T01:31:11.726223] [INFO ] [sig       ] Generating forecast for: MFC
[2025-09-29T01:31:11.726310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-09-29T01:31:11.738037] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MFC'.
[2025-09-29T01:31:11.738574] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-09-29T01:31:11.767745] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:11.768872] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-09-29T01:31:11.768956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:11.769037] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:11.769116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:11.769232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:11.788559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:11.789477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:11.789630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:11.789732] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:11.818773] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:11.818955] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:11.819005] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:11.819040] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:11.823203] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: DOWN (p=42.62%)
[2025-09-29T01:31:11.823511] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-09-29T01:31:11.823696] [INFO ] [sig       ] MFC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:11.979452] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MFC.txt
[2025-09-29T01:31:11.979803] [INFO ] [sig       ] [1256/2211] Completed MFC in 0.3s | 3.73 sym/s | Total: 5.6m | ETA: 4.3m
[2025-09-29T01:31:11.979890] [INFO ] [sig       ] [1257/2211] Forecasting MFG...
[2025-09-29T01:31:11.980002] [INFO ] [sig       ] Generating forecast for: MFG
[2025-09-29T01:31:11.980083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-09-29T01:31:11.991464] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MFG'.
[2025-09-29T01:31:11.991910] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-09-29T01:31:12.022023] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:12.022986] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-09-29T01:31:12.023096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:12.023173] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:12.023244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:12.023386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:12.046227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:12.047478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:12.047603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:12.047703] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:12.083137] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:12.083354] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:12.083411] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:12.083452] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:12.088127] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: UP (p=86.22%)
[2025-09-29T01:31:12.088483] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-09-29T01:31:12.088680] [INFO ] [sig       ] MFG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:12.239930] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MFG.txt
[2025-09-29T01:31:12.240295] [INFO ] [sig       ] [1257/2211] Completed MFG in 0.3s | 3.73 sym/s | Total: 5.6m | ETA: 4.3m
[2025-09-29T01:31:12.240396] [INFO ] [sig       ] [1258/2211] Forecasting MFM...
[2025-09-29T01:31:12.240496] [INFO ] [sig       ] Generating forecast for: MFM
[2025-09-29T01:31:12.240597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-09-29T01:31:12.251168] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MFM'.
[2025-09-29T01:31:12.251734] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-09-29T01:31:12.282555] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:12.283474] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-09-29T01:31:12.283560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:12.283664] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:12.283780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:12.283906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:12.304216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:12.305087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:12.305226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:12.305309] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:12.340800] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:12.340986] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:12.341034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:12.341071] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:12.344950] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: UP (p=74.16%)
[2025-09-29T01:31:12.345273] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-09-29T01:31:12.345426] [INFO ] [sig       ] MFM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:12.506310] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MFM.txt
[2025-09-29T01:31:12.506749] [INFO ] [sig       ] [1258/2211] Completed MFM in 0.3s | 3.73 sym/s | Total: 5.6m | ETA: 4.3m
[2025-09-29T01:31:12.506872] [INFO ] [sig       ] [1259/2211] Forecasting MFSG...
[2025-09-29T01:31:12.506947] [INFO ] [sig       ] Generating forecast for: MFSG
[2025-09-29T01:31:12.507062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFSG' from 'https://tdm.silogroup.org/data/derivative_storage/MFSG.csv'.
[2025-09-29T01:31:12.517741] [DEBUG] [REMOTE    ] Successfully parsed 1814 rows of historical data for symbol 'MFSG'.
[2025-09-29T01:31:12.518199] [INFO ] [FORECASTER] Starting predict_future for MFSG
[2025-09-29T01:31:12.545798] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:12.546733] [DEBUG] [LOCAL     ] No optimal features file found for MFSG: ./output/feature-sets/MFSG.txt
[2025-09-29T01:31:12.546818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:12.546922] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:12.547011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:12.547160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:12.565753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:12.566538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:12.566698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:12.566776] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:12.598635] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:12.598899] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:12.598966] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:12.599005] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:12.603127] [DEBUG] [FORECASTER] MFSG: Forecast T+1@11:T+2@11: DOWN (p=1.37%)
[2025-09-29T01:31:12.603577] [INFO ] [FORECASTER] Completed predict_future for MFSG
[2025-09-29T01:31:12.603799] [INFO ] [sig       ] MFSG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:12.764366] [INFO ] [LOCAL     ] Saved forecast: MFSG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MFSG.txt
[2025-09-29T01:31:12.764694] [INFO ] [sig       ] [1259/2211] Completed MFSG in 0.3s | 3.73 sym/s | Total: 5.6m | ETA: 4.3m
[2025-09-29T01:31:12.764779] [INFO ] [sig       ] [1260/2211] Forecasting MFSI...
[2025-09-29T01:31:12.764851] [INFO ] [sig       ] Generating forecast for: MFSI
[2025-09-29T01:31:12.764939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFSI' from 'https://tdm.silogroup.org/data/derivative_storage/MFSI.csv'.
[2025-09-29T01:31:12.775219] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MFSI'.
[2025-09-29T01:31:12.775667] [INFO ] [FORECASTER] Starting predict_future for MFSI
[2025-09-29T01:31:12.802364] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:12.803379] [DEBUG] [LOCAL     ] No optimal features file found for MFSI: ./output/feature-sets/MFSI.txt
[2025-09-29T01:31:12.803472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:12.803545] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:12.803615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:12.803776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:12.823262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:12.824270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:12.824390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:12.824477] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:12.858789] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:12.858968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:12.859015] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:12.859052] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:12.862852] [DEBUG] [FORECASTER] MFSI: Forecast T+1@11:T+2@11: UP (p=95.50%)
[2025-09-29T01:31:12.863181] [INFO ] [FORECASTER] Completed predict_future for MFSI
[2025-09-29T01:31:12.863328] [INFO ] [sig       ] MFSI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:13.021131] [INFO ] [LOCAL     ] Saved forecast: MFSI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MFSI.txt
[2025-09-29T01:31:13.021754] [INFO ] [sig       ] [1260/2211] Completed MFSI in 0.3s | 3.73 sym/s | Total: 5.6m | ETA: 4.3m
[2025-09-29T01:31:13.021840] [INFO ] [sig       ] [1261/2211] Forecasting MFSV...
[2025-09-29T01:31:13.021914] [INFO ] [sig       ] Generating forecast for: MFSV
[2025-09-29T01:31:13.021996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFSV' from 'https://tdm.silogroup.org/data/derivative_storage/MFSV.csv'.
[2025-09-29T01:31:13.034865] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'MFSV'.
[2025-09-29T01:31:13.035260] [INFO ] [FORECASTER] Starting predict_future for MFSV
[2025-09-29T01:31:13.065057] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:13.066034] [DEBUG] [LOCAL     ] No optimal features file found for MFSV: ./output/feature-sets/MFSV.txt
[2025-09-29T01:31:13.066118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:13.066205] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:13.066280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:13.066394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:13.086058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:13.087008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:13.087162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:13.087239] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:13.125906] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:13.126140] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:13.126215] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:13.126258] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:13.131813] [DEBUG] [FORECASTER] MFSV: Forecast T+1@11:T+2@11: DOWN (p=10.74%)
[2025-09-29T01:31:13.132463] [INFO ] [FORECASTER] Completed predict_future for MFSV
[2025-09-29T01:31:13.132709] [INFO ] [sig       ] MFSV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:13.286882] [INFO ] [LOCAL     ] Saved forecast: MFSV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MFSV.txt
[2025-09-29T01:31:13.287180] [INFO ] [sig       ] [1261/2211] Completed MFSV in 0.3s | 3.73 sym/s | Total: 5.6m | ETA: 4.2m
[2025-09-29T01:31:13.287260] [INFO ] [sig       ] [1262/2211] Forecasting MG...
[2025-09-29T01:31:13.287330] [INFO ] [sig       ] Generating forecast for: MG
[2025-09-29T01:31:13.287402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-09-29T01:31:13.297695] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MG'.
[2025-09-29T01:31:13.298109] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-09-29T01:31:13.325196] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:13.326186] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-09-29T01:31:13.326273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:13.326364] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:13.326448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:13.326576] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:13.345180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:13.345960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:13.346118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:13.346195] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:13.374500] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:13.374698] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:13.374768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:13.374809] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:13.378670] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: UP (p=90.90%)
[2025-09-29T01:31:13.379001] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-09-29T01:31:13.379154] [INFO ] [sig       ] MG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:13.533329] [INFO ] [LOCAL     ] Saved forecast: MG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MG.txt
[2025-09-29T01:31:13.533701] [INFO ] [sig       ] [1262/2211] Completed MG in 0.2s | 3.73 sym/s | Total: 5.6m | ETA: 4.2m
[2025-09-29T01:31:13.533799] [INFO ] [sig       ] [1263/2211] Forecasting MGA...
[2025-09-29T01:31:13.533877] [INFO ] [sig       ] Generating forecast for: MGA
[2025-09-29T01:31:13.533957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-09-29T01:31:13.544235] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MGA'.
[2025-09-29T01:31:13.544764] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-09-29T01:31:13.573349] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:13.574417] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-09-29T01:31:13.574516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:13.574605] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:13.574711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:13.574871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:13.594976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:13.595901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:13.596023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:13.596108] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:13.625536] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:13.625735] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:13.625800] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:13.625838] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:13.629436] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=75.09%)
[2025-09-29T01:31:13.629790] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-09-29T01:31:13.629947] [INFO ] [sig       ] MGA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:13.793192] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MGA.txt
[2025-09-29T01:31:13.793513] [INFO ] [sig       ] [1263/2211] Completed MGA in 0.3s | 3.73 sym/s | Total: 5.6m | ETA: 4.2m
[2025-09-29T01:31:13.793599] [INFO ] [sig       ] [1264/2211] Forecasting MGF...
[2025-09-29T01:31:13.793699] [INFO ] [sig       ] Generating forecast for: MGF
[2025-09-29T01:31:13.793781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGF' from 'https://tdm.silogroup.org/data/derivative_storage/MGF.csv'.
[2025-09-29T01:31:13.803594] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MGF'.
[2025-09-29T01:31:13.804037] [INFO ] [FORECASTER] Starting predict_future for MGF
[2025-09-29T01:31:13.832842] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:13.833923] [DEBUG] [LOCAL     ] No optimal features file found for MGF: ./output/feature-sets/MGF.txt
[2025-09-29T01:31:13.834031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:13.834107] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:13.834178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:13.834314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:13.854597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:13.855371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:13.855495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:13.855572] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:13.893725] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:13.893903] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:13.893953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:13.893989] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:13.897776] [DEBUG] [FORECASTER] MGF: Forecast T+1@11:T+2@11: DOWN (p=27.27%)
[2025-09-29T01:31:13.898118] [INFO ] [FORECASTER] Completed predict_future for MGF
[2025-09-29T01:31:13.898282] [INFO ] [sig       ] MGF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:14.058671] [INFO ] [LOCAL     ] Saved forecast: MGF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MGF.txt
[2025-09-29T01:31:14.059180] [INFO ] [sig       ] [1264/2211] Completed MGF in 0.3s | 3.73 sym/s | Total: 5.7m | ETA: 4.2m
[2025-09-29T01:31:14.059279] [INFO ] [sig       ] [1265/2211] Forecasting MGM...
[2025-09-29T01:31:14.059431] [INFO ] [sig       ] Generating forecast for: MGM
[2025-09-29T01:31:14.059517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-09-29T01:31:14.075108] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MGM'.
[2025-09-29T01:31:14.075616] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-09-29T01:31:14.107368] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:14.108304] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-09-29T01:31:14.108398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:14.108476] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:14.108547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:14.108683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:14.128555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:14.129636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:14.129836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:14.129913] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:14.173276] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:14.173509] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:14.173576] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:14.173616] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:14.177743] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=39.46%)
[2025-09-29T01:31:14.178120] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-09-29T01:31:14.178319] [INFO ] [sig       ] MGM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:14.331970] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MGM.txt
[2025-09-29T01:31:14.332312] [INFO ] [sig       ] [1265/2211] Completed MGM in 0.3s | 3.73 sym/s | Total: 5.7m | ETA: 4.2m
[2025-09-29T01:31:14.332399] [INFO ] [sig       ] [1266/2211] Forecasting MGR...
[2025-09-29T01:31:14.332488] [INFO ] [sig       ] Generating forecast for: MGR
[2025-09-29T01:31:14.332585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGR' from 'https://tdm.silogroup.org/data/derivative_storage/MGR.csv'.
[2025-09-29T01:31:14.343036] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MGR'.
[2025-09-29T01:31:14.343479] [INFO ] [FORECASTER] Starting predict_future for MGR
[2025-09-29T01:31:14.371889] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:14.372906] [DEBUG] [LOCAL     ] No optimal features file found for MGR: ./output/feature-sets/MGR.txt
[2025-09-29T01:31:14.372998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:14.373102] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:14.373199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:14.373350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:14.391491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:14.392479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:14.392624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:14.392745] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:14.426006] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:14.426221] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:14.426276] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:14.426316] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:14.430736] [DEBUG] [FORECASTER] MGR: Forecast T+1@11:T+2@11: DOWN (p=24.00%)
[2025-09-29T01:31:14.431088] [INFO ] [FORECASTER] Completed predict_future for MGR
[2025-09-29T01:31:14.431250] [INFO ] [sig       ] MGR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:14.592317] [INFO ] [LOCAL     ] Saved forecast: MGR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MGR.txt
[2025-09-29T01:31:14.592721] [INFO ] [sig       ] [1266/2211] Completed MGR in 0.3s | 3.73 sym/s | Total: 5.7m | ETA: 4.2m
[2025-09-29T01:31:14.592843] [INFO ] [sig       ] [1267/2211] Forecasting MGRB...
[2025-09-29T01:31:14.592917] [INFO ] [sig       ] Generating forecast for: MGRB
[2025-09-29T01:31:14.592991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRB' from 'https://tdm.silogroup.org/data/derivative_storage/MGRB.csv'.
[2025-09-29T01:31:14.604175] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MGRB'.
[2025-09-29T01:31:14.604847] [INFO ] [FORECASTER] Starting predict_future for MGRB
[2025-09-29T01:31:14.631853] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:14.632767] [DEBUG] [LOCAL     ] No optimal features file found for MGRB: ./output/feature-sets/MGRB.txt
[2025-09-29T01:31:14.632850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:14.632923] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:14.632992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:14.633097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:14.651738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:14.652635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:14.652788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:14.652862] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:14.690971] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:14.691181] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:14.691232] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:14.691269] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:14.695544] [DEBUG] [FORECASTER] MGRB: Forecast T+1@11:T+2@11: UP (p=79.35%)
[2025-09-29T01:31:14.695955] [INFO ] [FORECASTER] Completed predict_future for MGRB
[2025-09-29T01:31:14.696134] [INFO ] [sig       ] MGRB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:14.851150] [INFO ] [LOCAL     ] Saved forecast: MGRB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MGRB.txt
[2025-09-29T01:31:14.851470] [INFO ] [sig       ] [1267/2211] Completed MGRB in 0.3s | 3.73 sym/s | Total: 5.7m | ETA: 4.2m
[2025-09-29T01:31:14.851556] [INFO ] [sig       ] [1268/2211] Forecasting MGRD...
[2025-09-29T01:31:14.851627] [INFO ] [sig       ] Generating forecast for: MGRD
[2025-09-29T01:31:14.851739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRD' from 'https://tdm.silogroup.org/data/derivative_storage/MGRD.csv'.
[2025-09-29T01:31:14.863044] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MGRD'.
[2025-09-29T01:31:14.863515] [INFO ] [FORECASTER] Starting predict_future for MGRD
[2025-09-29T01:31:14.892145] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:14.893077] [DEBUG] [LOCAL     ] No optimal features file found for MGRD: ./output/feature-sets/MGRD.txt
[2025-09-29T01:31:14.893163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:14.893239] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:14.893312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:14.893421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:14.913063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:14.913882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:14.914001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:14.914076] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:14.959545] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:14.960930] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:14.961020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:14.961096] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:14.966240] [DEBUG] [FORECASTER] MGRD: Forecast T+1@11:T+2@11: UP (p=99.09%)
[2025-09-29T01:31:14.966570] [INFO ] [FORECASTER] Completed predict_future for MGRD
[2025-09-29T01:31:14.966789] [INFO ] [sig       ] MGRD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:15.131943] [INFO ] [LOCAL     ] Saved forecast: MGRD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MGRD.txt
[2025-09-29T01:31:15.132411] [INFO ] [sig       ] [1268/2211] Completed MGRD in 0.3s | 3.73 sym/s | Total: 5.7m | ETA: 4.2m
[2025-09-29T01:31:15.132513] [INFO ] [sig       ] [1269/2211] Forecasting MGRE...
[2025-09-29T01:31:15.132609] [INFO ] [sig       ] Generating forecast for: MGRE
[2025-09-29T01:31:15.132739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRE' from 'https://tdm.silogroup.org/data/derivative_storage/MGRE.csv'.
[2025-09-29T01:31:15.145667] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MGRE'.
[2025-09-29T01:31:15.146186] [INFO ] [FORECASTER] Starting predict_future for MGRE
[2025-09-29T01:31:15.173662] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:15.174586] [DEBUG] [LOCAL     ] No optimal features file found for MGRE: ./output/feature-sets/MGRE.txt
[2025-09-29T01:31:15.174694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:15.174770] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:15.174841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:15.174975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:15.194272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:15.195314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:15.195477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:15.195553] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:15.236570] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:15.236794] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:15.236899] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:15.236948] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:15.241008] [DEBUG] [FORECASTER] MGRE: Forecast T+1@11:T+2@11: UP (p=94.94%)
[2025-09-29T01:31:15.241339] [INFO ] [FORECASTER] Completed predict_future for MGRE
[2025-09-29T01:31:15.241498] [INFO ] [sig       ] MGRE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:15.417469] [INFO ] [LOCAL     ] Saved forecast: MGRE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MGRE.txt
[2025-09-29T01:31:15.417808] [INFO ] [sig       ] [1269/2211] Completed MGRE in 0.3s | 3.73 sym/s | Total: 5.7m | ETA: 4.2m
[2025-09-29T01:31:15.417896] [INFO ] [sig       ] [1270/2211] Forecasting MGY...
[2025-09-29T01:31:15.417970] [INFO ] [sig       ] Generating forecast for: MGY
[2025-09-29T01:31:15.418044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-09-29T01:31:15.430228] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MGY'.
[2025-09-29T01:31:15.430775] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-09-29T01:31:15.459627] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:15.460577] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-09-29T01:31:15.460686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:15.460778] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:15.460863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:15.460995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:15.480639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:15.481663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:15.481787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:15.481876] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:15.523297] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:15.523502] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:15.523554] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:15.523591] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:15.527814] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: DOWN (p=13.56%)
[2025-09-29T01:31:15.528135] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-09-29T01:31:15.528367] [INFO ] [sig       ] MGY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:15.687180] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MGY.txt
[2025-09-29T01:31:15.687490] [INFO ] [sig       ] [1270/2211] Completed MGY in 0.3s | 3.73 sym/s | Total: 5.7m | ETA: 4.2m
[2025-09-29T01:31:15.687597] [INFO ] [sig       ] [1271/2211] Forecasting MHD...
[2025-09-29T01:31:15.687703] [INFO ] [sig       ] Generating forecast for: MHD
[2025-09-29T01:31:15.687778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-09-29T01:31:15.699082] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MHD'.
[2025-09-29T01:31:15.699570] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-09-29T01:31:15.727383] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:15.728304] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-09-29T01:31:15.728408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:15.728484] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:15.728566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:15.728727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:15.748005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:15.749004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:15.749132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:15.749210] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:15.782470] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:15.782700] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:15.782787] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:15.782834] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:15.787428] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: DOWN (p=24.76%)
[2025-09-29T01:31:15.787849] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-09-29T01:31:15.788034] [INFO ] [sig       ] MHD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:15.944342] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MHD.txt
[2025-09-29T01:31:15.944743] [INFO ] [sig       ] [1271/2211] Completed MHD in 0.3s | 3.73 sym/s | Total: 5.7m | ETA: 4.2m
[2025-09-29T01:31:15.944856] [INFO ] [sig       ] [1272/2211] Forecasting MHF...
[2025-09-29T01:31:15.944931] [INFO ] [sig       ] Generating forecast for: MHF
[2025-09-29T01:31:15.945007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-09-29T01:31:15.956441] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MHF'.
[2025-09-29T01:31:15.957100] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-09-29T01:31:15.988874] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:15.989866] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-09-29T01:31:15.989956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:15.990033] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:15.990105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:15.990211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:16.009171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:16.010258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:16.010382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:16.010455] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:16.050740] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:16.050949] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:16.050999] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:16.051035] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:16.054740] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: DOWN (p=46.10%)
[2025-09-29T01:31:16.055072] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-09-29T01:31:16.055233] [INFO ] [sig       ] MHF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:16.207364] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MHF.txt
[2025-09-29T01:31:16.207701] [INFO ] [sig       ] [1272/2211] Completed MHF in 0.3s | 3.73 sym/s | Total: 5.7m | ETA: 4.2m
[2025-09-29T01:31:16.207786] [INFO ] [sig       ] [1273/2211] Forecasting MHK...
[2025-09-29T01:31:16.207858] [INFO ] [sig       ] Generating forecast for: MHK
[2025-09-29T01:31:16.207940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-09-29T01:31:16.220478] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MHK'.
[2025-09-29T01:31:16.221100] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-09-29T01:31:16.249984] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:16.250949] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-09-29T01:31:16.251047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:16.251152] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:16.251248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:16.251389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:16.271834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:16.272707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:16.272856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:16.272931] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:16.312434] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:16.312637] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:16.312738] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:16.312782] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:16.316770] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: DOWN (p=47.33%)
[2025-09-29T01:31:16.317179] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-09-29T01:31:16.317344] [INFO ] [sig       ] MHK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:16.477669] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MHK.txt
[2025-09-29T01:31:16.478062] [INFO ] [sig       ] [1273/2211] Completed MHK in 0.3s | 3.73 sym/s | Total: 5.7m | ETA: 4.2m
[2025-09-29T01:31:16.478172] [INFO ] [sig       ] [1274/2211] Forecasting MHN...
[2025-09-29T01:31:16.478262] [INFO ] [sig       ] Generating forecast for: MHN
[2025-09-29T01:31:16.478353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-09-29T01:31:16.488548] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MHN'.
[2025-09-29T01:31:16.488974] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-09-29T01:31:16.516893] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:16.517829] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-09-29T01:31:16.517913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:16.517996] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:16.518069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:16.518175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:16.546140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:16.547443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:16.547673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:16.547796] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:16.596302] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:16.596536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:16.596632] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:16.596730] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:16.600889] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=5.68%)
[2025-09-29T01:31:16.601232] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-09-29T01:31:16.601392] [INFO ] [sig       ] MHN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:16.772566] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MHN.txt
[2025-09-29T01:31:16.772922] [INFO ] [sig       ] [1274/2211] Completed MHN in 0.3s | 3.73 sym/s | Total: 5.7m | ETA: 4.2m
[2025-09-29T01:31:16.773005] [INFO ] [sig       ] [1275/2211] Forecasting MHO...
[2025-09-29T01:31:16.773080] [INFO ] [sig       ] Generating forecast for: MHO
[2025-09-29T01:31:16.773156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-09-29T01:31:16.786218] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MHO'.
[2025-09-29T01:31:16.786738] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-09-29T01:31:16.816439] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:16.817442] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-09-29T01:31:16.817525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:16.817602] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:16.817711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:16.817857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:16.837970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:16.838842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:16.838972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:16.839078] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:16.878585] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:16.878807] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:16.878866] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:16.878903] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:16.882563] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: UP (p=64.87%)
[2025-09-29T01:31:16.882901] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-09-29T01:31:16.883066] [INFO ] [sig       ] MHO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:17.057874] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MHO.txt
[2025-09-29T01:31:17.058297] [INFO ] [sig       ] [1275/2211] Completed MHO in 0.3s | 3.73 sym/s | Total: 5.7m | ETA: 4.2m
[2025-09-29T01:31:17.058407] [INFO ] [sig       ] [1276/2211] Forecasting MIN...
[2025-09-29T01:31:17.058497] [INFO ] [sig       ] Generating forecast for: MIN
[2025-09-29T01:31:17.058594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIN' from 'https://tdm.silogroup.org/data/derivative_storage/MIN.csv'.
[2025-09-29T01:31:17.071555] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MIN'.
[2025-09-29T01:31:17.072170] [INFO ] [FORECASTER] Starting predict_future for MIN
[2025-09-29T01:31:17.107495] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:17.108461] [DEBUG] [LOCAL     ] No optimal features file found for MIN: ./output/feature-sets/MIN.txt
[2025-09-29T01:31:17.108576] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:17.108681] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:17.108754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:17.108861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:17.128229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:17.128944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:17.129060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:17.129148] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:17.159042] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:17.159211] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:17.159264] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:17.159300] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:17.163077] [DEBUG] [FORECASTER] MIN: Forecast T+1@11:T+2@11: DOWN (p=16.60%)
[2025-09-29T01:31:17.163471] [INFO ] [FORECASTER] Completed predict_future for MIN
[2025-09-29T01:31:17.163628] [INFO ] [sig       ] MIN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:17.318281] [INFO ] [LOCAL     ] Saved forecast: MIN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MIN.txt
[2025-09-29T01:31:17.318593] [INFO ] [sig       ] [1276/2211] Completed MIN in 0.3s | 3.73 sym/s | Total: 5.7m | ETA: 4.2m
[2025-09-29T01:31:17.318701] [INFO ] [sig       ] [1277/2211] Forecasting MIR...
[2025-09-29T01:31:17.318775] [INFO ] [sig       ] Generating forecast for: MIR
[2025-09-29T01:31:17.318849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIR' from 'https://tdm.silogroup.org/data/derivative_storage/MIR.csv'.
[2025-09-29T01:31:17.330587] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MIR'.
[2025-09-29T01:31:17.331180] [INFO ] [FORECASTER] Starting predict_future for MIR
[2025-09-29T01:31:17.358250] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:17.359114] [DEBUG] [LOCAL     ] No optimal features file found for MIR: ./output/feature-sets/MIR.txt
[2025-09-29T01:31:17.359197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:17.359283] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:17.359367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:17.359505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:17.378556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:17.379214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:17.379327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:17.379420] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:17.423754] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:17.424013] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:17.424183] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:17.424260] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:17.430433] [DEBUG] [FORECASTER] MIR: Forecast T+1@11:T+2@11: UP (p=57.22%)
[2025-09-29T01:31:17.431125] [INFO ] [FORECASTER] Completed predict_future for MIR
[2025-09-29T01:31:17.431391] [INFO ] [sig       ] MIR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:17.605418] [INFO ] [LOCAL     ] Saved forecast: MIR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MIR.txt
[2025-09-29T01:31:17.605734] [INFO ] [sig       ] [1277/2211] Completed MIR in 0.3s | 3.73 sym/s | Total: 5.7m | ETA: 4.2m
[2025-09-29T01:31:17.605817] [INFO ] [sig       ] [1278/2211] Forecasting MITP...
[2025-09-29T01:31:17.605889] [INFO ] [sig       ] Generating forecast for: MITP
[2025-09-29T01:31:17.605963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITP' from 'https://tdm.silogroup.org/data/derivative_storage/MITP.csv'.
[2025-09-29T01:31:17.616059] [DEBUG] [REMOTE    ] Successfully parsed 1818 rows of historical data for symbol 'MITP'.
[2025-09-29T01:31:17.616453] [INFO ] [FORECASTER] Starting predict_future for MITP
[2025-09-29T01:31:17.645963] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:17.646962] [DEBUG] [LOCAL     ] No optimal features file found for MITP: ./output/feature-sets/MITP.txt
[2025-09-29T01:31:17.647073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:17.647149] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:17.647220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:17.647323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:17.666761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:17.667757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:17.667877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:17.667954] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:17.709361] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:17.709603] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:17.709697] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:17.709793] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:17.714203] [DEBUG] [FORECASTER] MITP: Forecast T+1@11:T+2@11: UP (p=54.40%)
[2025-09-29T01:31:17.714553] [INFO ] [FORECASTER] Completed predict_future for MITP
[2025-09-29T01:31:17.714750] [INFO ] [sig       ] MITP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:17.866459] [INFO ] [LOCAL     ] Saved forecast: MITP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MITP.txt
[2025-09-29T01:31:17.866776] [INFO ] [sig       ] [1278/2211] Completed MITP in 0.3s | 3.73 sym/s | Total: 5.7m | ETA: 4.2m
[2025-09-29T01:31:17.866899] [INFO ] [sig       ] [1279/2211] Forecasting MITT...
[2025-09-29T01:31:17.866974] [INFO ] [sig       ] Generating forecast for: MITT
[2025-09-29T01:31:17.867048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITT' from 'https://tdm.silogroup.org/data/derivative_storage/MITT.csv'.
[2025-09-29T01:31:17.878793] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MITT'.
[2025-09-29T01:31:17.879215] [INFO ] [FORECASTER] Starting predict_future for MITT
[2025-09-29T01:31:17.908515] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:17.909586] [DEBUG] [LOCAL     ] No optimal features file found for MITT: ./output/feature-sets/MITT.txt
[2025-09-29T01:31:17.909704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:17.909783] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:17.909854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:17.909979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:17.930890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:17.931896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:17.932075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:17.932152] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:17.969742] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:17.969967] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:17.970022] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:17.970062] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:17.974154] [DEBUG] [FORECASTER] MITT: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-09-29T01:31:17.974543] [INFO ] [FORECASTER] Completed predict_future for MITT
[2025-09-29T01:31:17.974770] [INFO ] [sig       ] MITT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:18.133619] [INFO ] [LOCAL     ] Saved forecast: MITT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MITT.txt
[2025-09-29T01:31:18.133959] [INFO ] [sig       ] [1279/2211] Completed MITT in 0.3s | 3.73 sym/s | Total: 5.7m | ETA: 4.2m
[2025-09-29T01:31:18.134047] [INFO ] [sig       ] [1280/2211] Forecasting MIY...
[2025-09-29T01:31:18.134136] [INFO ] [sig       ] Generating forecast for: MIY
[2025-09-29T01:31:18.134229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-09-29T01:31:18.145267] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MIY'.
[2025-09-29T01:31:18.145743] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-09-29T01:31:18.175100] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:18.176096] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-09-29T01:31:18.176178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:18.176268] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:18.176352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:18.176487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:18.197016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:18.197704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:18.197832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:18.197925] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:18.236213] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:18.236343] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:18.236395] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:18.236431] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:18.240192] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=63.39%)
[2025-09-29T01:31:18.240710] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-09-29T01:31:18.240940] [INFO ] [sig       ] MIY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:18.393001] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MIY.txt
[2025-09-29T01:31:18.393358] [INFO ] [sig       ] [1280/2211] Completed MIY in 0.3s | 3.73 sym/s | Total: 5.7m | ETA: 4.2m
[2025-09-29T01:31:18.393441] [INFO ] [sig       ] [1281/2211] Forecasting MKC...
[2025-09-29T01:31:18.393513] [INFO ] [sig       ] Generating forecast for: MKC
[2025-09-29T01:31:18.393586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-09-29T01:31:18.405171] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MKC'.
[2025-09-29T01:31:18.405712] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-09-29T01:31:18.433012] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:18.434090] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-09-29T01:31:18.434184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:18.434271] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:18.434387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:18.434505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:18.454525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:18.455217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:18.455332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:18.455405] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:18.493051] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:18.493161] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:18.493203] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:18.493238] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:18.496614] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: DOWN (p=5.56%)
[2025-09-29T01:31:18.496998] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-09-29T01:31:18.497184] [INFO ] [sig       ] MKC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:18.653725] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MKC.txt
[2025-09-29T01:31:18.654012] [INFO ] [sig       ] [1281/2211] Completed MKC in 0.3s | 3.73 sym/s | Total: 5.7m | ETA: 4.2m
[2025-09-29T01:31:18.654097] [INFO ] [sig       ] [1282/2211] Forecasting MKL...
[2025-09-29T01:31:18.654170] [INFO ] [sig       ] Generating forecast for: MKL
[2025-09-29T01:31:18.654251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-09-29T01:31:18.671760] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MKL'.
[2025-09-29T01:31:18.672375] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-09-29T01:31:18.700219] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:18.701255] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-09-29T01:31:18.701350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:18.701452] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:18.701549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:18.701734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:18.720601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:18.721619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:18.721847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:18.721940] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:18.765358] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:18.765580] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:18.765678] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:18.765768] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:18.769979] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=66.88%)
[2025-09-29T01:31:18.770319] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-09-29T01:31:18.770488] [INFO ] [sig       ] MKL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:18.921137] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MKL.txt
[2025-09-29T01:31:18.921444] [INFO ] [sig       ] [1282/2211] Completed MKL in 0.3s | 3.73 sym/s | Total: 5.7m | ETA: 4.2m
[2025-09-29T01:31:18.921527] [INFO ] [sig       ] [1283/2211] Forecasting MLI...
[2025-09-29T01:31:18.921599] [INFO ] [sig       ] Generating forecast for: MLI
[2025-09-29T01:31:18.921699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-09-29T01:31:18.937552] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MLI'.
[2025-09-29T01:31:18.938164] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-09-29T01:31:18.991554] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:18.992812] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-09-29T01:31:18.992913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:18.993012] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:18.993102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:18.993241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:19.022726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:19.023733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:19.023886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:19.023979] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:19.089250] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:19.089508] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:19.089589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:19.089637] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:19.094918] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: DOWN (p=48.10%)
[2025-09-29T01:31:19.095340] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-09-29T01:31:19.095536] [INFO ] [sig       ] MLI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:19.284720] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MLI.txt
[2025-09-29T01:31:19.285091] [INFO ] [sig       ] [1283/2211] Completed MLI in 0.4s | 3.73 sym/s | Total: 5.7m | ETA: 4.2m
[2025-09-29T01:31:19.285182] [INFO ] [sig       ] [1284/2211] Forecasting MLM...
[2025-09-29T01:31:19.285257] [INFO ] [sig       ] Generating forecast for: MLM
[2025-09-29T01:31:19.285332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-09-29T01:31:19.296965] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MLM'.
[2025-09-29T01:31:19.297462] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-09-29T01:31:19.326475] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:19.327513] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-09-29T01:31:19.327603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:19.327736] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:19.327812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:19.327959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:19.347377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:19.348432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:19.348556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:19.348669] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:19.391031] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:19.391232] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:19.391285] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:19.391329] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:19.395276] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: UP (p=94.47%)
[2025-09-29T01:31:19.395602] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-09-29T01:31:19.395814] [INFO ] [sig       ] MLM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:19.556227] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MLM.txt
[2025-09-29T01:31:19.556560] [INFO ] [sig       ] [1284/2211] Completed MLM in 0.3s | 3.73 sym/s | Total: 5.7m | ETA: 4.1m
[2025-09-29T01:31:19.556669] [INFO ] [sig       ] [1285/2211] Forecasting MLNK...
[2025-09-29T01:31:19.556748] [INFO ] [sig       ] Generating forecast for: MLNK
[2025-09-29T01:31:19.556878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLNK' from 'https://tdm.silogroup.org/data/derivative_storage/MLNK.csv'.
[2025-09-29T01:31:19.570917] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MLNK'.
[2025-09-29T01:31:19.571539] [INFO ] [FORECASTER] Starting predict_future for MLNK
[2025-09-29T01:31:19.606164] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:19.607619] [DEBUG] [LOCAL     ] No optimal features file found for MLNK: ./output/feature-sets/MLNK.txt
[2025-09-29T01:31:19.607748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:19.607903] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:19.608012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:19.608230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:19.633406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:19.634306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:19.634426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:19.634520] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:19.673473] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:19.673720] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:19.673795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:19.673837] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:19.683051] [DEBUG] [FORECASTER] MLNK: Forecast T+1@11:T+2@11: UP (p=68.82%)
[2025-09-29T01:31:19.683603] [INFO ] [FORECASTER] Completed predict_future for MLNK
[2025-09-29T01:31:19.683951] [INFO ] [sig       ] MLNK: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:19.850045] [INFO ] [LOCAL     ] Saved forecast: MLNK	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MLNK.txt
[2025-09-29T01:31:19.850385] [INFO ] [sig       ] [1285/2211] Completed MLNK in 0.3s | 3.73 sym/s | Total: 5.7m | ETA: 4.1m
[2025-09-29T01:31:19.850489] [INFO ] [sig       ] [1286/2211] Forecasting MLP...
[2025-09-29T01:31:19.850573] [INFO ] [sig       ] Generating forecast for: MLP
[2025-09-29T01:31:19.850685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-09-29T01:31:19.861969] [DEBUG] [REMOTE    ] Successfully parsed 1817 rows of historical data for symbol 'MLP'.
[2025-09-29T01:31:19.862434] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-09-29T01:31:19.890630] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:19.891595] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-09-29T01:31:19.891707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:19.891823] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:19.891901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:19.892042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:19.911245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:19.912074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:19.912216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:19.912293] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:19.950386] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:19.950550] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:19.950599] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:19.950637] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:19.955055] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=8.15%)
[2025-09-29T01:31:19.955423] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-09-29T01:31:19.955589] [INFO ] [sig       ] MLP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:20.113342] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MLP.txt
[2025-09-29T01:31:20.113700] [INFO ] [sig       ] [1286/2211] Completed MLP in 0.3s | 3.73 sym/s | Total: 5.8m | ETA: 4.1m
[2025-09-29T01:31:20.113807] [INFO ] [sig       ] [1287/2211] Forecasting MLR...
[2025-09-29T01:31:20.113888] [INFO ] [sig       ] Generating forecast for: MLR
[2025-09-29T01:31:20.113965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLR' from 'https://tdm.silogroup.org/data/derivative_storage/MLR.csv'.
[2025-09-29T01:31:20.124509] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MLR'.
[2025-09-29T01:31:20.124931] [INFO ] [FORECASTER] Starting predict_future for MLR
[2025-09-29T01:31:20.154772] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:20.155741] [DEBUG] [LOCAL     ] No optimal features file found for MLR: ./output/feature-sets/MLR.txt
[2025-09-29T01:31:20.155827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:20.155921] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:20.156008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:20.156139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:20.177039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:20.178012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:20.178141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:20.178229] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:20.216352] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:20.216564] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:20.216625] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:20.216704] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:20.221355] [DEBUG] [FORECASTER] MLR: Forecast T+1@11:T+2@11: UP (p=50.05%)
[2025-09-29T01:31:20.221730] [INFO ] [FORECASTER] Completed predict_future for MLR
[2025-09-29T01:31:20.221905] [INFO ] [sig       ] MLR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:20.374205] [INFO ] [LOCAL     ] Saved forecast: MLR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MLR.txt
[2025-09-29T01:31:20.374560] [INFO ] [sig       ] [1287/2211] Completed MLR in 0.3s | 3.73 sym/s | Total: 5.8m | ETA: 4.1m
[2025-09-29T01:31:20.374688] [INFO ] [sig       ] [1288/2211] Forecasting MMC...
[2025-09-29T01:31:20.374787] [INFO ] [sig       ] Generating forecast for: MMC
[2025-09-29T01:31:20.374886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-09-29T01:31:20.386990] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MMC'.
[2025-09-29T01:31:20.387400] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-09-29T01:31:20.417676] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:20.418838] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-09-29T01:31:20.418937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:20.419055] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:20.419161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:20.419331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:20.441328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:20.442102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:20.442234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:20.442311] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:20.478708] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:20.478877] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:20.478927] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:20.478963] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:20.483113] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: UP (p=97.02%)
[2025-09-29T01:31:20.483437] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-09-29T01:31:20.483615] [INFO ] [sig       ] MMC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:20.637702] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MMC.txt
[2025-09-29T01:31:20.637982] [INFO ] [sig       ] [1288/2211] Completed MMC in 0.3s | 3.73 sym/s | Total: 5.8m | ETA: 4.1m
[2025-09-29T01:31:20.638087] [INFO ] [sig       ] [1289/2211] Forecasting MMD...
[2025-09-29T01:31:20.638174] [INFO ] [sig       ] Generating forecast for: MMD
[2025-09-29T01:31:20.638265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-09-29T01:31:20.649152] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MMD'.
[2025-09-29T01:31:20.649537] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-09-29T01:31:20.676399] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:20.677308] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-09-29T01:31:20.677393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:20.677480] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:20.677562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:20.677710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:20.697090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:20.697988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:20.698101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:20.698181] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:20.733406] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:20.733585] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:20.733665] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:20.733752] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:20.737804] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2025-09-29T01:31:20.738134] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-09-29T01:31:20.738342] [INFO ] [sig       ] MMD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:20.913863] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MMD.txt
[2025-09-29T01:31:20.914302] [INFO ] [sig       ] [1289/2211] Completed MMD in 0.3s | 3.73 sym/s | Total: 5.8m | ETA: 4.1m
[2025-09-29T01:31:20.914425] [INFO ] [sig       ] [1290/2211] Forecasting MMI...
[2025-09-29T01:31:20.914503] [INFO ] [sig       ] Generating forecast for: MMI
[2025-09-29T01:31:20.914588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMI' from 'https://tdm.silogroup.org/data/derivative_storage/MMI.csv'.
[2025-09-29T01:31:20.926365] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MMI'.
[2025-09-29T01:31:20.926776] [INFO ] [FORECASTER] Starting predict_future for MMI
[2025-09-29T01:31:20.954242] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:20.955140] [DEBUG] [LOCAL     ] No optimal features file found for MMI: ./output/feature-sets/MMI.txt
[2025-09-29T01:31:20.955223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:20.955313] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:20.955396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:20.955538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:20.974184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:20.975006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:20.975158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:20.975234] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:21.008368] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:21.008595] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:21.008681] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:21.008767] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:21.014915] [DEBUG] [FORECASTER] MMI: Forecast T+1@11:T+2@11: UP (p=69.88%)
[2025-09-29T01:31:21.015385] [INFO ] [FORECASTER] Completed predict_future for MMI
[2025-09-29T01:31:21.015603] [INFO ] [sig       ] MMI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:21.192847] [INFO ] [LOCAL     ] Saved forecast: MMI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MMI.txt
[2025-09-29T01:31:21.193232] [INFO ] [sig       ] [1290/2211] Completed MMI in 0.3s | 3.73 sym/s | Total: 5.8m | ETA: 4.1m
[2025-09-29T01:31:21.193334] [INFO ] [sig       ] [1291/2211] Forecasting MMM...
[2025-09-29T01:31:21.193419] [INFO ] [sig       ] Generating forecast for: MMM
[2025-09-29T01:31:21.193503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMM' from 'https://tdm.silogroup.org/data/derivative_storage/MMM.csv'.
[2025-09-29T01:31:21.204610] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MMM'.
[2025-09-29T01:31:21.205045] [INFO ] [FORECASTER] Starting predict_future for MMM
[2025-09-29T01:31:21.233247] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:21.234168] [DEBUG] [LOCAL     ] No optimal features file found for MMM: ./output/feature-sets/MMM.txt
[2025-09-29T01:31:21.234253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:21.234381] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:21.234465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:21.234571] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:21.254934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:21.255637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:21.255776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:21.255865] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:21.294608] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:21.294793] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:21.294846] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:21.294884] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:21.298758] [DEBUG] [FORECASTER] MMM: Forecast T+1@11:T+2@11: UP (p=98.09%)
[2025-09-29T01:31:21.299088] [INFO ] [FORECASTER] Completed predict_future for MMM
[2025-09-29T01:31:21.299243] [INFO ] [sig       ] MMM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:21.458714] [INFO ] [LOCAL     ] Saved forecast: MMM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MMM.txt
[2025-09-29T01:31:21.459020] [INFO ] [sig       ] [1291/2211] Completed MMM in 0.3s | 3.73 sym/s | Total: 5.8m | ETA: 4.1m
[2025-09-29T01:31:21.459131] [INFO ] [sig       ] [1292/2211] Forecasting MMS...
[2025-09-29T01:31:21.459218] [INFO ] [sig       ] Generating forecast for: MMS
[2025-09-29T01:31:21.459307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-09-29T01:31:21.470323] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MMS'.
[2025-09-29T01:31:21.470782] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-09-29T01:31:21.498752] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:21.499682] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-09-29T01:31:21.499768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:21.499877] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:21.499963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:21.500096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:21.524096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:21.525715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:21.525939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:21.526030] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:21.569196] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:21.569403] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:21.569460] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:21.569498] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:21.573504] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=2.16%)
[2025-09-29T01:31:21.573850] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-09-29T01:31:21.574031] [INFO ] [sig       ] MMS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:21.729922] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MMS.txt
[2025-09-29T01:31:21.730260] [INFO ] [sig       ] [1292/2211] Completed MMS in 0.3s | 3.73 sym/s | Total: 5.8m | ETA: 4.1m
[2025-09-29T01:31:21.730364] [INFO ] [sig       ] [1293/2211] Forecasting MMT...
[2025-09-29T01:31:21.730446] [INFO ] [sig       ] Generating forecast for: MMT
[2025-09-29T01:31:21.730532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMT' from 'https://tdm.silogroup.org/data/derivative_storage/MMT.csv'.
[2025-09-29T01:31:21.743128] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MMT'.
[2025-09-29T01:31:21.743550] [INFO ] [FORECASTER] Starting predict_future for MMT
[2025-09-29T01:31:21.771178] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:21.772185] [DEBUG] [LOCAL     ] No optimal features file found for MMT: ./output/feature-sets/MMT.txt
[2025-09-29T01:31:21.772276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:21.772376] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:21.772523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:21.772698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:21.791119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:21.791888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:21.792071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:21.792157] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:21.833283] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:21.833463] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:21.833515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:21.833555] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:21.837856] [DEBUG] [FORECASTER] MMT: Forecast T+1@11:T+2@11: UP (p=56.55%)
[2025-09-29T01:31:21.838235] [INFO ] [FORECASTER] Completed predict_future for MMT
[2025-09-29T01:31:21.838416] [INFO ] [sig       ] MMT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:21.989007] [INFO ] [LOCAL     ] Saved forecast: MMT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MMT.txt
[2025-09-29T01:31:21.989353] [INFO ] [sig       ] [1293/2211] Completed MMT in 0.3s | 3.73 sym/s | Total: 5.8m | ETA: 4.1m
[2025-09-29T01:31:21.989451] [INFO ] [sig       ] [1294/2211] Forecasting MMU...
[2025-09-29T01:31:21.989539] [INFO ] [sig       ] Generating forecast for: MMU
[2025-09-29T01:31:21.989629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMU' from 'https://tdm.silogroup.org/data/derivative_storage/MMU.csv'.
[2025-09-29T01:31:22.001121] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MMU'.
[2025-09-29T01:31:22.001752] [INFO ] [FORECASTER] Starting predict_future for MMU
[2025-09-29T01:31:22.031571] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:22.032696] [DEBUG] [LOCAL     ] No optimal features file found for MMU: ./output/feature-sets/MMU.txt
[2025-09-29T01:31:22.032829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:22.032924] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:22.033008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:22.033138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:22.052327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:22.053274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:22.053394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:22.053479] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:22.094263] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:22.094457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:22.094506] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:22.094541] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:22.098337] [DEBUG] [FORECASTER] MMU: Forecast T+1@11:T+2@11: DOWN (p=7.18%)
[2025-09-29T01:31:22.098663] [INFO ] [FORECASTER] Completed predict_future for MMU
[2025-09-29T01:31:22.098839] [INFO ] [sig       ] MMU: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:22.256219] [INFO ] [LOCAL     ] Saved forecast: MMU	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MMU.txt
[2025-09-29T01:31:22.256528] [INFO ] [sig       ] [1294/2211] Completed MMU in 0.3s | 3.73 sym/s | Total: 5.8m | ETA: 4.1m
[2025-09-29T01:31:22.256637] [INFO ] [sig       ] [1295/2211] Forecasting MNR...
[2025-09-29T01:31:22.256749] [INFO ] [sig       ] Generating forecast for: MNR
[2025-09-29T01:31:22.256868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNR' from 'https://tdm.silogroup.org/data/derivative_storage/MNR.csv'.
[2025-09-29T01:31:22.269351] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MNR'.
[2025-09-29T01:31:22.269815] [INFO ] [FORECASTER] Starting predict_future for MNR
[2025-09-29T01:31:22.299946] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:22.301094] [DEBUG] [LOCAL     ] No optimal features file found for MNR: ./output/feature-sets/MNR.txt
[2025-09-29T01:31:22.301183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:22.301295] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:22.301367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:22.301474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:22.322631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:22.323729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:22.323939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:22.324016] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:22.365116] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:22.365317] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:22.365403] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:22.365466] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:22.370004] [DEBUG] [FORECASTER] MNR: Forecast T+1@11:T+2@11: DOWN (p=22.53%)
[2025-09-29T01:31:22.370379] [INFO ] [FORECASTER] Completed predict_future for MNR
[2025-09-29T01:31:22.370593] [INFO ] [sig       ] MNR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:22.532252] [INFO ] [LOCAL     ] Saved forecast: MNR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MNR.txt
[2025-09-29T01:31:22.532722] [INFO ] [sig       ] [1295/2211] Completed MNR in 0.3s | 3.73 sym/s | Total: 5.8m | ETA: 4.1m
[2025-09-29T01:31:22.532824] [INFO ] [sig       ] [1296/2211] Forecasting MNSO...
[2025-09-29T01:31:22.532917] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-09-29T01:31:22.533027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-09-29T01:31:22.546484] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MNSO'.
[2025-09-29T01:31:22.547052] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-09-29T01:31:22.577987] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:22.579097] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-09-29T01:31:22.579184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:22.579260] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:22.579346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:22.579494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:22.598754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:22.599448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:22.599593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:22.599696] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:22.637918] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:22.638122] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:22.638179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:22.638225] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:22.642121] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: DOWN (p=4.52%)
[2025-09-29T01:31:22.642522] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-09-29T01:31:22.642720] [INFO ] [sig       ] MNSO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:22.806691] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MNSO.txt
[2025-09-29T01:31:22.807052] [INFO ] [sig       ] [1296/2211] Completed MNSO in 0.3s | 3.73 sym/s | Total: 5.8m | ETA: 4.1m
[2025-09-29T01:31:22.807209] [INFO ] [sig       ] [1297/2211] Forecasting MOD...
[2025-09-29T01:31:22.807290] [INFO ] [sig       ] Generating forecast for: MOD
[2025-09-29T01:31:22.807372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-09-29T01:31:22.818372] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'MOD'.
[2025-09-29T01:31:22.818824] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-09-29T01:31:22.846876] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:22.847983] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-09-29T01:31:22.848067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:22.848144] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:22.848229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:22.848370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:22.867354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:22.868113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:22.868227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:22.868317] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:22.907258] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:22.907476] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:22.907527] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:22.907563] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:22.911505] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: DOWN (p=10.74%)
[2025-09-29T01:31:22.911936] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-09-29T01:31:22.912130] [INFO ] [sig       ] MOD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:23.063323] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MOD.txt
[2025-09-29T01:31:23.063699] [INFO ] [sig       ] [1297/2211] Completed MOD in 0.3s | 3.73 sym/s | Total: 5.8m | ETA: 4.1m
[2025-09-29T01:31:23.063791] [INFO ] [sig       ] [1298/2211] Forecasting MODG...
[2025-09-29T01:31:23.063883] [INFO ] [sig       ] Generating forecast for: MODG
[2025-09-29T01:31:23.063956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-09-29T01:31:23.074930] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MODG'.
[2025-09-29T01:31:23.075448] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-09-29T01:31:23.107688] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:23.108613] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-09-29T01:31:23.108729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:23.108804] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:23.108874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:23.108995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:23.128547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:23.129375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:23.129514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:23.129589] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:23.168230] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:23.168448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:23.168506] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:23.168552] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:23.172798] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2025-09-29T01:31:23.173216] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-09-29T01:31:23.173383] [INFO ] [sig       ] MODG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:23.328453] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MODG.txt
[2025-09-29T01:31:23.328822] [INFO ] [sig       ] [1298/2211] Completed MODG in 0.3s | 3.73 sym/s | Total: 5.8m | ETA: 4.1m
[2025-09-29T01:31:23.328913] [INFO ] [sig       ] [1299/2211] Forecasting MOH...
[2025-09-29T01:31:23.329006] [INFO ] [sig       ] Generating forecast for: MOH
[2025-09-29T01:31:23.329087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-09-29T01:31:23.339725] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MOH'.
[2025-09-29T01:31:23.340202] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-09-29T01:31:23.368932] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:23.370117] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-09-29T01:31:23.370204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:23.370300] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:23.370371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:23.370475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:23.389517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:23.390467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:23.390591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:23.390700] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:23.436426] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:23.436695] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:23.436792] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:23.436899] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:23.441544] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: UP (p=67.73%)
[2025-09-29T01:31:23.442024] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-09-29T01:31:23.442231] [INFO ] [sig       ] MOH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:23.609527] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MOH.txt
[2025-09-29T01:31:23.609945] [INFO ] [sig       ] [1299/2211] Completed MOH in 0.3s | 3.73 sym/s | Total: 5.8m | ETA: 4.1m
[2025-09-29T01:31:23.610043] [INFO ] [sig       ] [1300/2211] Forecasting MOS...
[2025-09-29T01:31:23.610130] [INFO ] [sig       ] Generating forecast for: MOS
[2025-09-29T01:31:23.610286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-09-29T01:31:23.623234] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MOS'.
[2025-09-29T01:31:23.623797] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-09-29T01:31:23.654437] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:23.655423] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-09-29T01:31:23.655510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:23.655587] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:23.655686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:23.655807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:23.674618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:23.675796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:23.675921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:23.675996] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:23.719246] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:23.719451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:23.719503] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:23.719540] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:23.723397] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=95.06%)
[2025-09-29T01:31:23.723777] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-09-29T01:31:23.723957] [INFO ] [sig       ] MOS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:23.889412] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MOS.txt
[2025-09-29T01:31:23.889831] [INFO ] [sig       ] [1300/2211] Completed MOS in 0.3s | 3.73 sym/s | Total: 5.8m | ETA: 4.1m
[2025-09-29T01:31:23.889931] [INFO ] [sig       ] [1301/2211] Forecasting MOV...
[2025-09-29T01:31:23.890005] [INFO ] [sig       ] Generating forecast for: MOV
[2025-09-29T01:31:23.890081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOV' from 'https://tdm.silogroup.org/data/derivative_storage/MOV.csv'.
[2025-09-29T01:31:23.903303] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MOV'.
[2025-09-29T01:31:23.903769] [INFO ] [FORECASTER] Starting predict_future for MOV
[2025-09-29T01:31:23.931538] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:23.932371] [DEBUG] [LOCAL     ] No optimal features file found for MOV: ./output/feature-sets/MOV.txt
[2025-09-29T01:31:23.932455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:23.932529] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:23.932599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:23.932728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:23.951518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:23.952322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:23.952443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:23.952516] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:23.986718] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:23.986947] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:23.987019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:23.987083] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:23.991797] [DEBUG] [FORECASTER] MOV: Forecast T+1@11:T+2@11: DOWN (p=18.40%)
[2025-09-29T01:31:23.992179] [INFO ] [FORECASTER] Completed predict_future for MOV
[2025-09-29T01:31:23.992354] [INFO ] [sig       ] MOV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:24.146967] [INFO ] [LOCAL     ] Saved forecast: MOV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MOV.txt
[2025-09-29T01:31:24.147316] [INFO ] [sig       ] [1301/2211] Completed MOV in 0.3s | 3.73 sym/s | Total: 5.8m | ETA: 4.1m
[2025-09-29T01:31:24.147418] [INFO ] [sig       ] [1302/2211] Forecasting MP...
[2025-09-29T01:31:24.147529] [INFO ] [sig       ] Generating forecast for: MP
[2025-09-29T01:31:24.147660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-09-29T01:31:24.158295] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MP'.
[2025-09-29T01:31:24.158871] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-09-29T01:31:24.186897] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:24.188253] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-09-29T01:31:24.188370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:24.188474] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:24.188572] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:24.188751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:24.210144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:24.211132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:24.211266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:24.211347] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:24.258969] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:24.259183] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:24.259270] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:24.259345] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:24.263504] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: UP (p=63.83%)
[2025-09-29T01:31:24.263924] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-09-29T01:31:24.264105] [INFO ] [sig       ] MP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:24.419359] [INFO ] [LOCAL     ] Saved forecast: MP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MP.txt
[2025-09-29T01:31:24.419716] [INFO ] [sig       ] [1302/2211] Completed MP in 0.3s | 3.73 sym/s | Total: 5.8m | ETA: 4.1m
[2025-09-29T01:31:24.419804] [INFO ] [sig       ] [1303/2211] Forecasting MPA...
[2025-09-29T01:31:24.419879] [INFO ] [sig       ] Generating forecast for: MPA
[2025-09-29T01:31:24.419957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-09-29T01:31:24.431102] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MPA'.
[2025-09-29T01:31:24.431639] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-09-29T01:31:24.459299] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:24.460207] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-09-29T01:31:24.460289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:24.460364] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:24.460514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:24.460678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:24.480461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:24.481542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:24.481727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:24.481830] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:24.518586] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:24.518799] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:24.518863] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:24.518901] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:24.522668] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=33.28%)
[2025-09-29T01:31:24.522985] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-09-29T01:31:24.523159] [INFO ] [sig       ] MPA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:24.685841] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MPA.txt
[2025-09-29T01:31:24.686219] [INFO ] [sig       ] [1303/2211] Completed MPA in 0.3s | 3.73 sym/s | Total: 5.8m | ETA: 4.1m
[2025-09-29T01:31:24.686304] [INFO ] [sig       ] [1304/2211] Forecasting MPC...
[2025-09-29T01:31:24.686378] [INFO ] [sig       ] Generating forecast for: MPC
[2025-09-29T01:31:24.686453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-09-29T01:31:24.698774] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MPC'.
[2025-09-29T01:31:24.699226] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-09-29T01:31:24.726665] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:24.727590] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-09-29T01:31:24.727696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:24.727773] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:24.727846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:24.727953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:24.746148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:24.747102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:24.747237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:24.747312] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:24.780600] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:24.780814] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:24.780887] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:24.780924] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:24.784519] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=71.77%)
[2025-09-29T01:31:24.784852] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-09-29T01:31:24.785006] [INFO ] [sig       ] MPC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:24.934234] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MPC.txt
[2025-09-29T01:31:24.934610] [INFO ] [sig       ] [1304/2211] Completed MPC in 0.2s | 3.73 sym/s | Total: 5.8m | ETA: 4.1m
[2025-09-29T01:31:24.934724] [INFO ] [sig       ] [1305/2211] Forecasting MPLX...
[2025-09-29T01:31:24.934815] [INFO ] [sig       ] Generating forecast for: MPLX
[2025-09-29T01:31:24.934913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPLX' from 'https://tdm.silogroup.org/data/derivative_storage/MPLX.csv'.
[2025-09-29T01:31:24.947368] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MPLX'.
[2025-09-29T01:31:24.947801] [INFO ] [FORECASTER] Starting predict_future for MPLX
[2025-09-29T01:31:24.975147] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:24.976072] [DEBUG] [LOCAL     ] No optimal features file found for MPLX: ./output/feature-sets/MPLX.txt
[2025-09-29T01:31:24.976157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:24.976244] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:24.976326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:24.976454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:24.995896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:24.996622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:24.996755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:24.996865] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:25.024393] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:25.024528] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:25.024574] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:25.024610] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:25.028201] [DEBUG] [FORECASTER] MPLX: Forecast T+1@11:T+2@11: DOWN (p=22.16%)
[2025-09-29T01:31:25.028501] [INFO ] [FORECASTER] Completed predict_future for MPLX
[2025-09-29T01:31:25.028706] [INFO ] [sig       ] MPLX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:25.181357] [INFO ] [LOCAL     ] Saved forecast: MPLX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MPLX.txt
[2025-09-29T01:31:25.181681] [INFO ] [sig       ] [1305/2211] Completed MPLX in 0.2s | 3.73 sym/s | Total: 5.8m | ETA: 4.1m
[2025-09-29T01:31:25.181777] [INFO ] [sig       ] [1306/2211] Forecasting MPV...
[2025-09-29T01:31:25.181850] [INFO ] [sig       ] Generating forecast for: MPV
[2025-09-29T01:31:25.181938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPV' from 'https://tdm.silogroup.org/data/derivative_storage/MPV.csv'.
[2025-09-29T01:31:25.192249] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MPV'.
[2025-09-29T01:31:25.192672] [INFO ] [FORECASTER] Starting predict_future for MPV
[2025-09-29T01:31:25.219833] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:25.220911] [DEBUG] [LOCAL     ] No optimal features file found for MPV: ./output/feature-sets/MPV.txt
[2025-09-29T01:31:25.221007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:25.221101] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:25.221218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:25.221386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:25.243407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:25.244544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:25.244714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:25.244827] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:25.278334] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:25.278543] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:25.278597] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:25.278637] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:25.283018] [DEBUG] [FORECASTER] MPV: Forecast T+1@11:T+2@11: DOWN (p=14.63%)
[2025-09-29T01:31:25.283370] [INFO ] [FORECASTER] Completed predict_future for MPV
[2025-09-29T01:31:25.283533] [INFO ] [sig       ] MPV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:25.436091] [INFO ] [LOCAL     ] Saved forecast: MPV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MPV.txt
[2025-09-29T01:31:25.436456] [INFO ] [sig       ] [1306/2211] Completed MPV in 0.3s | 3.73 sym/s | Total: 5.8m | ETA: 4.0m
[2025-09-29T01:31:25.436561] [INFO ] [sig       ] [1307/2211] Forecasting MPW...
[2025-09-29T01:31:25.436696] [INFO ] [sig       ] Generating forecast for: MPW
[2025-09-29T01:31:25.436808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPW' from 'https://tdm.silogroup.org/data/derivative_storage/MPW.csv'.
[2025-09-29T01:31:25.448282] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MPW'.
[2025-09-29T01:31:25.448742] [INFO ] [FORECASTER] Starting predict_future for MPW
[2025-09-29T01:31:25.479008] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:25.479969] [DEBUG] [LOCAL     ] No optimal features file found for MPW: ./output/feature-sets/MPW.txt
[2025-09-29T01:31:25.480055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:25.480170] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:25.480317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:25.480472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:25.500941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:25.501781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:25.501897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:25.502045] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:25.535987] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:25.536207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:25.536276] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:25.536318] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:25.540948] [DEBUG] [FORECASTER] MPW: Forecast T+1@11:T+2@11: DOWN (p=49.04%)
[2025-09-29T01:31:25.541325] [INFO ] [FORECASTER] Completed predict_future for MPW
[2025-09-29T01:31:25.541490] [INFO ] [sig       ] MPW: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:25.700724] [INFO ] [LOCAL     ] Saved forecast: MPW	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MPW.txt
[2025-09-29T01:31:25.701073] [INFO ] [sig       ] [1307/2211] Completed MPW in 0.3s | 3.73 sym/s | Total: 5.8m | ETA: 4.0m
[2025-09-29T01:31:25.701176] [INFO ] [sig       ] [1308/2211] Forecasting MPX...
[2025-09-29T01:31:25.701280] [INFO ] [sig       ] Generating forecast for: MPX
[2025-09-29T01:31:25.701387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-09-29T01:31:25.711597] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MPX'.
[2025-09-29T01:31:25.712056] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-09-29T01:31:25.739885] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:25.740840] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-09-29T01:31:25.740938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:25.741044] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:25.741147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:25.741306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:25.761200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:25.761979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:25.762131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:25.762225] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:25.800987] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:25.801229] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:25.801351] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:25.801422] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:25.806289] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: DOWN (p=49.02%)
[2025-09-29T01:31:25.806728] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-09-29T01:31:25.806966] [INFO ] [sig       ] MPX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:25.962877] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MPX.txt
[2025-09-29T01:31:25.963308] [INFO ] [sig       ] [1308/2211] Completed MPX in 0.3s | 3.73 sym/s | Total: 5.8m | ETA: 4.0m
[2025-09-29T01:31:25.963421] [INFO ] [sig       ] [1309/2211] Forecasting MQT...
[2025-09-29T01:31:25.963517] [INFO ] [sig       ] Generating forecast for: MQT
[2025-09-29T01:31:25.963604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQT' from 'https://tdm.silogroup.org/data/derivative_storage/MQT.csv'.
[2025-09-29T01:31:25.973748] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MQT'.
[2025-09-29T01:31:25.974124] [INFO ] [FORECASTER] Starting predict_future for MQT
[2025-09-29T01:31:26.002053] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:26.002973] [DEBUG] [LOCAL     ] No optimal features file found for MQT: ./output/feature-sets/MQT.txt
[2025-09-29T01:31:26.003057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:26.003131] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:26.003226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:26.003399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:26.023013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:26.023732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:26.023877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:26.023953] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:26.050561] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:26.050700] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:26.050764] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:26.050803] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:26.054170] [DEBUG] [FORECASTER] MQT: Forecast T+1@11:T+2@11: UP (p=65.99%)
[2025-09-29T01:31:26.054469] [INFO ] [FORECASTER] Completed predict_future for MQT
[2025-09-29T01:31:26.054614] [INFO ] [sig       ] MQT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:26.210446] [INFO ] [LOCAL     ] Saved forecast: MQT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MQT.txt
[2025-09-29T01:31:26.210770] [INFO ] [sig       ] [1309/2211] Completed MQT in 0.2s | 3.73 sym/s | Total: 5.9m | ETA: 4.0m
[2025-09-29T01:31:26.210857] [INFO ] [sig       ] [1310/2211] Forecasting MQY...
[2025-09-29T01:31:26.210928] [INFO ] [sig       ] Generating forecast for: MQY
[2025-09-29T01:31:26.211004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-09-29T01:31:26.222020] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MQY'.
[2025-09-29T01:31:26.222408] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-09-29T01:31:26.250632] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:26.251506] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-09-29T01:31:26.251595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:26.251726] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:26.251811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:26.251945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:26.271407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:26.272258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:26.272431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:26.272508] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:26.299994] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:26.300116] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:26.300162] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:26.300200] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:26.303837] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: DOWN (p=7.40%)
[2025-09-29T01:31:26.304155] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-09-29T01:31:26.304307] [INFO ] [sig       ] MQY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:26.456663] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MQY.txt
[2025-09-29T01:31:26.457209] [INFO ] [sig       ] [1310/2211] Completed MQY in 0.2s | 3.73 sym/s | Total: 5.9m | ETA: 4.0m
[2025-09-29T01:31:26.457336] [INFO ] [sig       ] [1311/2211] Forecasting MRC...
[2025-09-29T01:31:26.457417] [INFO ] [sig       ] Generating forecast for: MRC
[2025-09-29T01:31:26.457502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRC' from 'https://tdm.silogroup.org/data/derivative_storage/MRC.csv'.
[2025-09-29T01:31:26.468473] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MRC'.
[2025-09-29T01:31:26.468920] [INFO ] [FORECASTER] Starting predict_future for MRC
[2025-09-29T01:31:26.495944] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:26.496890] [DEBUG] [LOCAL     ] No optimal features file found for MRC: ./output/feature-sets/MRC.txt
[2025-09-29T01:31:26.496973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:26.497055] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:26.497132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:26.497252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:26.515527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:26.516218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:26.516337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:26.516413] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:26.544874] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:26.545028] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:26.545094] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:26.545134] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:26.548850] [DEBUG] [FORECASTER] MRC: Forecast T+1@11:T+2@11: UP (p=87.93%)
[2025-09-29T01:31:26.549158] [INFO ] [FORECASTER] Completed predict_future for MRC
[2025-09-29T01:31:26.549311] [INFO ] [sig       ] MRC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:26.702574] [INFO ] [LOCAL     ] Saved forecast: MRC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MRC.txt
[2025-09-29T01:31:26.702913] [INFO ] [sig       ] [1311/2211] Completed MRC in 0.2s | 3.73 sym/s | Total: 5.9m | ETA: 4.0m
[2025-09-29T01:31:26.703004] [INFO ] [sig       ] [1312/2211] Forecasting MRK...
[2025-09-29T01:31:26.703101] [INFO ] [sig       ] Generating forecast for: MRK
[2025-09-29T01:31:26.703198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-09-29T01:31:26.714250] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MRK'.
[2025-09-29T01:31:26.714673] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-09-29T01:31:26.742463] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:26.743467] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-09-29T01:31:26.743553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:26.743628] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:26.743766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:26.743881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:26.765934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:26.766916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:26.767046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:26.767156] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:26.805731] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:26.805925] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:26.805978] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:26.806024] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:26.810064] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: UP (p=90.30%)
[2025-09-29T01:31:26.810384] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-09-29T01:31:26.810539] [INFO ] [sig       ] MRK: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:26.970924] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MRK.txt
[2025-09-29T01:31:26.971275] [INFO ] [sig       ] [1312/2211] Completed MRK in 0.3s | 3.73 sym/s | Total: 5.9m | ETA: 4.0m
[2025-09-29T01:31:26.971375] [INFO ] [sig       ] [1313/2211] Forecasting MS...
[2025-09-29T01:31:26.971484] [INFO ] [sig       ] Generating forecast for: MS
[2025-09-29T01:31:26.971663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-09-29T01:31:26.983506] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MS'.
[2025-09-29T01:31:26.983998] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-09-29T01:31:27.013333] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:27.014431] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-09-29T01:31:27.014520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:27.014597] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:27.014817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:27.014946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:27.034427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:27.035391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:27.035513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:27.035588] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:27.076328] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:27.076537] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:27.076589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:27.076627] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:27.081130] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: DOWN (p=34.97%)
[2025-09-29T01:31:27.081791] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-09-29T01:31:27.082015] [INFO ] [sig       ] MS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:27.268693] [INFO ] [LOCAL     ] Saved forecast: MS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MS.txt
[2025-09-29T01:31:27.269059] [INFO ] [sig       ] [1313/2211] Completed MS in 0.3s | 3.73 sym/s | Total: 5.9m | ETA: 4.0m
[2025-09-29T01:31:27.269149] [INFO ] [sig       ] [1314/2211] Forecasting MSA...
[2025-09-29T01:31:27.269222] [INFO ] [sig       ] Generating forecast for: MSA
[2025-09-29T01:31:27.269297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-09-29T01:31:27.282059] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MSA'.
[2025-09-29T01:31:27.282603] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-09-29T01:31:27.312269] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:27.313257] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-09-29T01:31:27.313342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:27.313419] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:27.313507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:27.313716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:27.333351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:27.334392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:27.334550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:27.334628] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:27.368160] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:27.368356] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:27.368409] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:27.368447] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:27.372442] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: DOWN (p=21.10%)
[2025-09-29T01:31:27.372893] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-09-29T01:31:27.373071] [INFO ] [sig       ] MSA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:27.539871] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MSA.txt
[2025-09-29T01:31:27.540197] [INFO ] [sig       ] [1314/2211] Completed MSA in 0.3s | 3.73 sym/s | Total: 5.9m | ETA: 4.0m
[2025-09-29T01:31:27.540298] [INFO ] [sig       ] [1315/2211] Forecasting MSB...
[2025-09-29T01:31:27.540380] [INFO ] [sig       ] Generating forecast for: MSB
[2025-09-29T01:31:27.540471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-09-29T01:31:27.551838] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MSB'.
[2025-09-29T01:31:27.552301] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-09-29T01:31:27.581789] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:27.582699] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-09-29T01:31:27.582785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:27.582863] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:27.582935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:27.583054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:27.602852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:27.603769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:27.603889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:27.603963] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:27.653338] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:27.653579] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:27.653757] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:27.653846] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:27.659471] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=47.12%)
[2025-09-29T01:31:27.660012] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-09-29T01:31:27.660240] [INFO ] [sig       ] MSB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:27.818447] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MSB.txt
[2025-09-29T01:31:27.818779] [INFO ] [sig       ] [1315/2211] Completed MSB in 0.3s | 3.73 sym/s | Total: 5.9m | ETA: 4.0m
[2025-09-29T01:31:27.818866] [INFO ] [sig       ] [1316/2211] Forecasting MSCI...
[2025-09-29T01:31:27.818941] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-09-29T01:31:27.819017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-09-29T01:31:27.839850] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MSCI'.
[2025-09-29T01:31:27.840754] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-09-29T01:31:27.872058] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:27.873068] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-09-29T01:31:27.873205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:27.873297] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:27.873376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:27.873556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:27.893787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:27.894936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:27.895081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:27.895173] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:27.936123] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:27.936355] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:27.936423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:27.936488] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:27.941124] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: DOWN (p=24.03%)
[2025-09-29T01:31:27.941604] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-09-29T01:31:27.941827] [INFO ] [sig       ] MSCI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:28.100081] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MSCI.txt
[2025-09-29T01:31:28.100436] [INFO ] [sig       ] [1316/2211] Completed MSCI in 0.3s | 3.73 sym/s | Total: 5.9m | ETA: 4.0m
[2025-09-29T01:31:28.100663] [INFO ] [sig       ] [1317/2211] Forecasting MSD...
[2025-09-29T01:31:28.100742] [INFO ] [sig       ] Generating forecast for: MSD
[2025-09-29T01:31:28.100815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-09-29T01:31:28.112709] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MSD'.
[2025-09-29T01:31:28.113317] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-09-29T01:31:28.144743] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:28.145897] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-09-29T01:31:28.146002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:28.146101] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:28.146194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:28.146323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:28.165770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:28.166943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:28.167105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:28.167199] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:28.206093] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:28.206282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:28.206334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:28.206373] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:28.211076] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: UP (p=70.27%)
[2025-09-29T01:31:28.211419] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-09-29T01:31:28.211581] [INFO ] [sig       ] MSD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:28.361933] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MSD.txt
[2025-09-29T01:31:28.362216] [INFO ] [sig       ] [1317/2211] Completed MSD in 0.3s | 3.73 sym/s | Total: 5.9m | ETA: 4.0m
[2025-09-29T01:31:28.362309] [INFO ] [sig       ] [1318/2211] Forecasting MSDL...
[2025-09-29T01:31:28.362387] [INFO ] [sig       ] Generating forecast for: MSDL
[2025-09-29T01:31:28.362461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSDL' from 'https://tdm.silogroup.org/data/derivative_storage/MSDL.csv'.
[2025-09-29T01:31:28.375816] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MSDL'.
[2025-09-29T01:31:28.376285] [INFO ] [FORECASTER] Starting predict_future for MSDL
[2025-09-29T01:31:28.404092] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:28.405002] [DEBUG] [LOCAL     ] No optimal features file found for MSDL: ./output/feature-sets/MSDL.txt
[2025-09-29T01:31:28.405101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:28.405197] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:28.405288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:28.405422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:28.424338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:28.425058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:28.425187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:28.425279] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:28.459894] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:28.460050] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:28.460099] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:28.460155] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:28.464322] [DEBUG] [FORECASTER] MSDL: Forecast T+1@11:T+2@11: UP (p=73.65%)
[2025-09-29T01:31:28.464687] [INFO ] [FORECASTER] Completed predict_future for MSDL
[2025-09-29T01:31:28.464903] [INFO ] [sig       ] MSDL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:28.619787] [INFO ] [LOCAL     ] Saved forecast: MSDL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MSDL.txt
[2025-09-29T01:31:28.620080] [INFO ] [sig       ] [1318/2211] Completed MSDL in 0.3s | 3.73 sym/s | Total: 5.9m | ETA: 4.0m
[2025-09-29T01:31:28.620181] [INFO ] [sig       ] [1319/2211] Forecasting MSGE...
[2025-09-29T01:31:28.620278] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-09-29T01:31:28.620375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-09-29T01:31:28.630580] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MSGE'.
[2025-09-29T01:31:28.631020] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-09-29T01:31:28.657471] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:28.658395] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-09-29T01:31:28.658494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:28.658595] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:28.658715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:28.658856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:28.677136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:28.677844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:28.677972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:28.678056] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:28.714706] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:28.714964] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:28.715037] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:28.715081] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:28.719992] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: DOWN (p=29.98%)
[2025-09-29T01:31:28.720398] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-09-29T01:31:28.720594] [INFO ] [sig       ] MSGE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:28.875660] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MSGE.txt
[2025-09-29T01:31:28.876100] [INFO ] [sig       ] [1319/2211] Completed MSGE in 0.3s | 3.73 sym/s | Total: 5.9m | ETA: 4.0m
[2025-09-29T01:31:28.876220] [INFO ] [sig       ] [1320/2211] Forecasting MSGS...
[2025-09-29T01:31:28.876316] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-09-29T01:31:28.876429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-09-29T01:31:28.888513] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MSGS'.
[2025-09-29T01:31:28.889010] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-09-29T01:31:28.917135] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:28.918114] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-09-29T01:31:28.918199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:28.918290] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:28.918371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:28.918519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:28.937405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:28.938260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:28.938394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:28.938468] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:28.968200] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:28.968366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:28.968415] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:28.968453] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:28.972272] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=72.57%)
[2025-09-29T01:31:28.972631] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-09-29T01:31:28.972822] [INFO ] [sig       ] MSGS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:29.124518] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MSGS.txt
[2025-09-29T01:31:29.124859] [INFO ] [sig       ] [1320/2211] Completed MSGS in 0.2s | 3.73 sym/s | Total: 5.9m | ETA: 4.0m
[2025-09-29T01:31:29.124945] [INFO ] [sig       ] [1321/2211] Forecasting MSI...
[2025-09-29T01:31:29.125027] [INFO ] [sig       ] Generating forecast for: MSI
[2025-09-29T01:31:29.125112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-09-29T01:31:29.137722] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MSI'.
[2025-09-29T01:31:29.138176] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-09-29T01:31:29.165488] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:29.166374] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-09-29T01:31:29.166459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:29.166549] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:29.166631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:29.166766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:29.187782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:29.188632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:29.188814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:29.188900] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:29.222043] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:29.222217] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:29.222270] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:29.222310] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:29.226746] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: UP (p=74.10%)
[2025-09-29T01:31:29.227124] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-09-29T01:31:29.227295] [INFO ] [sig       ] MSI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:29.375951] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MSI.txt
[2025-09-29T01:31:29.376265] [INFO ] [sig       ] [1321/2211] Completed MSI in 0.3s | 3.73 sym/s | Total: 5.9m | ETA: 4.0m
[2025-09-29T01:31:29.376367] [INFO ] [sig       ] [1322/2211] Forecasting MSM...
[2025-09-29T01:31:29.376481] [INFO ] [sig       ] Generating forecast for: MSM
[2025-09-29T01:31:29.376566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-09-29T01:31:29.387593] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MSM'.
[2025-09-29T01:31:29.388184] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-09-29T01:31:29.417376] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:29.418433] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-09-29T01:31:29.418530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:29.418625] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:29.418744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:29.418886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:29.438874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:29.439909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:29.440038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:29.440127] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:29.474366] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:29.474815] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:29.474888] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:29.474930] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:29.480115] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=2.41%)
[2025-09-29T01:31:29.480537] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-09-29T01:31:29.480749] [INFO ] [sig       ] MSM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:29.631683] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MSM.txt
[2025-09-29T01:31:29.631970] [INFO ] [sig       ] [1322/2211] Completed MSM in 0.3s | 3.73 sym/s | Total: 5.9m | ETA: 4.0m
[2025-09-29T01:31:29.632054] [INFO ] [sig       ] [1323/2211] Forecasting MT...
[2025-09-29T01:31:29.632137] [INFO ] [sig       ] Generating forecast for: MT
[2025-09-29T01:31:29.632223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MT' from 'https://tdm.silogroup.org/data/derivative_storage/MT.csv'.
[2025-09-29T01:31:29.643697] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MT'.
[2025-09-29T01:31:29.644139] [INFO ] [FORECASTER] Starting predict_future for MT
[2025-09-29T01:31:29.671074] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:29.671982] [DEBUG] [LOCAL     ] No optimal features file found for MT: ./output/feature-sets/MT.txt
[2025-09-29T01:31:29.672066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:29.672152] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:29.672249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:29.672377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:29.690243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:29.690915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:29.691026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:29.691109] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:29.729259] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:29.729503] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:29.729578] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:29.729623] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:29.735048] [DEBUG] [FORECASTER] MT: Forecast T+1@11:T+2@11: DOWN (p=23.72%)
[2025-09-29T01:31:29.735473] [INFO ] [FORECASTER] Completed predict_future for MT
[2025-09-29T01:31:29.735695] [INFO ] [sig       ] MT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:29.888109] [INFO ] [LOCAL     ] Saved forecast: MT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MT.txt
[2025-09-29T01:31:29.888520] [INFO ] [sig       ] [1323/2211] Completed MT in 0.3s | 3.73 sym/s | Total: 5.9m | ETA: 4.0m
[2025-09-29T01:31:29.888614] [INFO ] [sig       ] [1324/2211] Forecasting MTAL...
[2025-09-29T01:31:29.888709] [INFO ] [sig       ] Generating forecast for: MTAL
[2025-09-29T01:31:29.888793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTAL' from 'https://tdm.silogroup.org/data/derivative_storage/MTAL.csv'.
[2025-09-29T01:31:29.901482] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MTAL'.
[2025-09-29T01:31:29.901892] [INFO ] [FORECASTER] Starting predict_future for MTAL
[2025-09-29T01:31:29.929772] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:29.930724] [DEBUG] [LOCAL     ] No optimal features file found for MTAL: ./output/feature-sets/MTAL.txt
[2025-09-29T01:31:29.930807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:29.930882] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:29.930959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:29.931070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:29.949739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:29.950419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:29.950533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:29.950605] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:29.978104] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:29.978230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:29.978274] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:29.978311] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:29.981788] [DEBUG] [FORECASTER] MTAL: Forecast T+1@11:T+2@11: UP (p=97.83%)
[2025-09-29T01:31:29.982088] [INFO ] [FORECASTER] Completed predict_future for MTAL
[2025-09-29T01:31:29.982232] [INFO ] [sig       ] MTAL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:30.130745] [INFO ] [LOCAL     ] Saved forecast: MTAL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MTAL.txt
[2025-09-29T01:31:30.131019] [INFO ] [sig       ] [1324/2211] Completed MTAL in 0.2s | 3.73 sym/s | Total: 5.9m | ETA: 4.0m
[2025-09-29T01:31:30.131099] [INFO ] [sig       ] [1325/2211] Forecasting MTB...
[2025-09-29T01:31:30.131170] [INFO ] [sig       ] Generating forecast for: MTB
[2025-09-29T01:31:30.131243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-09-29T01:31:30.141919] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MTB'.
[2025-09-29T01:31:30.142301] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-09-29T01:31:30.169449] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:30.170373] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-09-29T01:31:30.170458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:30.170551] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:30.170639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:30.170799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:30.189824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:30.190551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:30.190719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:30.190877] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:30.226098] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:30.226242] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:30.226291] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:30.226346] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:30.229858] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: UP (p=67.23%)
[2025-09-29T01:31:30.230156] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-09-29T01:31:30.230305] [INFO ] [sig       ] MTB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:30.384535] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MTB.txt
[2025-09-29T01:31:30.384944] [INFO ] [sig       ] [1325/2211] Completed MTB in 0.3s | 3.73 sym/s | Total: 5.9m | ETA: 4.0m
[2025-09-29T01:31:30.385036] [INFO ] [sig       ] [1326/2211] Forecasting MTD...
[2025-09-29T01:31:30.385109] [INFO ] [sig       ] Generating forecast for: MTD
[2025-09-29T01:31:30.385188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-09-29T01:31:30.396533] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MTD'.
[2025-09-29T01:31:30.397021] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-09-29T01:31:30.424103] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:30.425020] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-09-29T01:31:30.425103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:30.425179] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:30.425250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:30.425356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:30.444043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:30.444920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:30.445043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:30.445117] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:30.486946] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:30.487179] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:30.487275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:30.487338] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:30.491800] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: UP (p=85.65%)
[2025-09-29T01:31:30.492195] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-09-29T01:31:30.492380] [INFO ] [sig       ] MTD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:30.647771] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MTD.txt
[2025-09-29T01:31:30.648155] [INFO ] [sig       ] [1326/2211] Completed MTD in 0.3s | 3.73 sym/s | Total: 5.9m | ETA: 4.0m
[2025-09-29T01:31:30.648246] [INFO ] [sig       ] [1327/2211] Forecasting MTDR...
[2025-09-29T01:31:30.648319] [INFO ] [sig       ] Generating forecast for: MTDR
[2025-09-29T01:31:30.648403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTDR' from 'https://tdm.silogroup.org/data/derivative_storage/MTDR.csv'.
[2025-09-29T01:31:30.659553] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MTDR'.
[2025-09-29T01:31:30.659980] [INFO ] [FORECASTER] Starting predict_future for MTDR
[2025-09-29T01:31:30.687671] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:30.688623] [DEBUG] [LOCAL     ] No optimal features file found for MTDR: ./output/feature-sets/MTDR.txt
[2025-09-29T01:31:30.688739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:30.688851] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:30.688953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:30.689116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:30.707825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:30.708714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:30.708888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:30.708978] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:30.747859] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:30.748039] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:30.748088] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:30.748127] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:30.752016] [DEBUG] [FORECASTER] MTDR: Forecast T+1@11:T+2@11: DOWN (p=17.29%)
[2025-09-29T01:31:30.752337] [INFO ] [FORECASTER] Completed predict_future for MTDR
[2025-09-29T01:31:30.752499] [INFO ] [sig       ] MTDR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:30.910852] [INFO ] [LOCAL     ] Saved forecast: MTDR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MTDR.txt
[2025-09-29T01:31:30.911213] [INFO ] [sig       ] [1327/2211] Completed MTDR in 0.3s | 3.73 sym/s | Total: 5.9m | ETA: 4.0m
[2025-09-29T01:31:30.911300] [INFO ] [sig       ] [1328/2211] Forecasting MTG...
[2025-09-29T01:31:30.911385] [INFO ] [sig       ] Generating forecast for: MTG
[2025-09-29T01:31:30.911471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-09-29T01:31:30.923312] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MTG'.
[2025-09-29T01:31:30.923851] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-09-29T01:31:30.951991] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:30.952908] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-09-29T01:31:30.952991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:30.953067] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:30.953137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:30.953242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:30.971943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:30.972728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:30.972846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:30.972919] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:31.007594] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:31.007799] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:31.007852] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:31.007888] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:31.011467] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=30.01%)
[2025-09-29T01:31:31.011816] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-09-29T01:31:31.011975] [INFO ] [sig       ] MTG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:31.170673] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MTG.txt
[2025-09-29T01:31:31.170963] [INFO ] [sig       ] [1328/2211] Completed MTG in 0.3s | 3.73 sym/s | Total: 5.9m | ETA: 3.9m
[2025-09-29T01:31:31.171045] [INFO ] [sig       ] [1329/2211] Forecasting MTH...
[2025-09-29T01:31:31.171121] [INFO ] [sig       ] Generating forecast for: MTH
[2025-09-29T01:31:31.171213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-09-29T01:31:31.182484] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MTH'.
[2025-09-29T01:31:31.183070] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-09-29T01:31:31.211854] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:31.212855] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-09-29T01:31:31.212942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:31.213016] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:31.213086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:31.213191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:31.234213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:31.235130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:31.235253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:31.235331] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:31.274425] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:31.274669] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:31.274747] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:31.274789] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:31.278732] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: UP (p=50.44%)
[2025-09-29T01:31:31.279077] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-09-29T01:31:31.279257] [INFO ] [sig       ] MTH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:31.451491] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MTH.txt
[2025-09-29T01:31:31.451833] [INFO ] [sig       ] [1329/2211] Completed MTH in 0.3s | 3.73 sym/s | Total: 5.9m | ETA: 3.9m
[2025-09-29T01:31:31.451919] [INFO ] [sig       ] [1330/2211] Forecasting MTN...
[2025-09-29T01:31:31.451991] [INFO ] [sig       ] Generating forecast for: MTN
[2025-09-29T01:31:31.452064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-09-29T01:31:31.463808] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MTN'.
[2025-09-29T01:31:31.464332] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-09-29T01:31:31.503302] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:31.504745] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-09-29T01:31:31.504892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:31.504990] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:31.505084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:31.505223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:31.536197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:31.537393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:31.537522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:31.537594] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:31.577149] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:31.577344] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:31.577393] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:31.577430] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:31.581250] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=96.50%)
[2025-09-29T01:31:31.581571] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-09-29T01:31:31.581772] [INFO ] [sig       ] MTN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:31.742340] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MTN.txt
[2025-09-29T01:31:31.742626] [INFO ] [sig       ] [1330/2211] Completed MTN in 0.3s | 3.73 sym/s | Total: 5.9m | ETA: 3.9m
[2025-09-29T01:31:31.742740] [INFO ] [sig       ] [1331/2211] Forecasting MTRN...
[2025-09-29T01:31:31.742813] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-09-29T01:31:31.742886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-09-29T01:31:31.754384] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MTRN'.
[2025-09-29T01:31:31.754941] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-09-29T01:31:31.782589] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:31.783504] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-09-29T01:31:31.783586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:31.783692] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:31.783776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:31.783897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:31.802748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:31.803719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:31.803863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:31.803950] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:31.845718] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:31.845941] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:31.845995] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:31.846101] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:31.855720] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: UP (p=89.77%)
[2025-09-29T01:31:31.856428] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-09-29T01:31:31.856697] [INFO ] [sig       ] MTRN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:32.015376] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MTRN.txt
[2025-09-29T01:31:32.015758] [INFO ] [sig       ] [1331/2211] Completed MTRN in 0.3s | 3.73 sym/s | Total: 6.0m | ETA: 3.9m
[2025-09-29T01:31:32.015847] [INFO ] [sig       ] [1332/2211] Forecasting MTUS...
[2025-09-29T01:31:32.015931] [INFO ] [sig       ] Generating forecast for: MTUS
[2025-09-29T01:31:32.016018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTUS' from 'https://tdm.silogroup.org/data/derivative_storage/MTUS.csv'.
[2025-09-29T01:31:32.027615] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MTUS'.
[2025-09-29T01:31:32.028083] [INFO ] [FORECASTER] Starting predict_future for MTUS
[2025-09-29T01:31:32.055745] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:32.056867] [DEBUG] [LOCAL     ] No optimal features file found for MTUS: ./output/feature-sets/MTUS.txt
[2025-09-29T01:31:32.056953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:32.057029] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:32.057099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:32.057206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:32.077962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:32.078886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:32.079005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:32.079095] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:32.110582] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:32.110828] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:32.110924] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:32.111002] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:32.115459] [DEBUG] [FORECASTER] MTUS: Forecast T+1@11:T+2@11: DOWN (p=10.44%)
[2025-09-29T01:31:32.115824] [INFO ] [FORECASTER] Completed predict_future for MTUS
[2025-09-29T01:31:32.116004] [INFO ] [sig       ] MTUS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:32.281587] [INFO ] [LOCAL     ] Saved forecast: MTUS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MTUS.txt
[2025-09-29T01:31:32.281888] [INFO ] [sig       ] [1332/2211] Completed MTUS in 0.3s | 3.73 sym/s | Total: 6.0m | ETA: 3.9m
[2025-09-29T01:31:32.281970] [INFO ] [sig       ] [1333/2211] Forecasting MTW...
[2025-09-29T01:31:32.282053] [INFO ] [sig       ] Generating forecast for: MTW
[2025-09-29T01:31:32.282126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTW' from 'https://tdm.silogroup.org/data/derivative_storage/MTW.csv'.
[2025-09-29T01:31:32.294249] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MTW'.
[2025-09-29T01:31:32.294738] [INFO ] [FORECASTER] Starting predict_future for MTW
[2025-09-29T01:31:32.322538] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:32.323444] [DEBUG] [LOCAL     ] No optimal features file found for MTW: ./output/feature-sets/MTW.txt
[2025-09-29T01:31:32.323528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:32.323619] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:32.323717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:32.323835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:32.351706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:32.352988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:32.353145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:32.353233] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:32.400545] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:32.400831] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:32.400920] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:32.401000] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:32.407012] [DEBUG] [FORECASTER] MTW: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2025-09-29T01:31:32.407525] [INFO ] [FORECASTER] Completed predict_future for MTW
[2025-09-29T01:31:32.407794] [INFO ] [sig       ] MTW: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:32.710915] [INFO ] [LOCAL     ] Saved forecast: MTW	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MTW.txt
[2025-09-29T01:31:32.711261] [INFO ] [sig       ] [1333/2211] Completed MTW in 0.4s | 3.73 sym/s | Total: 6.0m | ETA: 3.9m
[2025-09-29T01:31:32.711347] [INFO ] [sig       ] [1334/2211] Forecasting MTX...
[2025-09-29T01:31:32.711432] [INFO ] [sig       ] Generating forecast for: MTX
[2025-09-29T01:31:32.711518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-09-29T01:31:32.721804] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MTX'.
[2025-09-29T01:31:32.722155] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-09-29T01:31:32.749217] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:32.750151] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-09-29T01:31:32.750235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:32.750312] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:32.750384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:32.750486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:32.769476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:32.770213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:32.770332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:32.770409] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:32.809060] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:32.809229] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:32.809276] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:32.809313] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:32.812957] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: DOWN (p=0.71%)
[2025-09-29T01:31:32.813259] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-09-29T01:31:32.813471] [INFO ] [sig       ] MTX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:32.966711] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MTX.txt
[2025-09-29T01:31:32.971336] [INFO ] [sig       ] [1334/2211] Completed MTX in 0.3s | 3.73 sym/s | Total: 6.0m | ETA: 3.9m
[2025-09-29T01:31:32.971564] [INFO ] [sig       ] [1335/2211] Forecasting MTZ...
[2025-09-29T01:31:32.971670] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-09-29T01:31:32.971750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-09-29T01:31:32.985483] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MTZ'.
[2025-09-29T01:31:32.986034] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-09-29T01:31:33.014604] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:33.015464] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-09-29T01:31:33.015547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:33.015620] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:33.015728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:33.015861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:33.034236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:33.035247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:33.035399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:33.035475] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:33.077271] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:33.077433] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:33.077480] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:33.077517] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:33.081497] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: UP (p=98.57%)
[2025-09-29T01:31:33.081879] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-09-29T01:31:33.082060] [INFO ] [sig       ] MTZ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:33.234512] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MTZ.txt
[2025-09-29T01:31:33.234835] [INFO ] [sig       ] [1335/2211] Completed MTZ in 0.3s | 3.73 sym/s | Total: 6.0m | ETA: 3.9m
[2025-09-29T01:31:33.234949] [INFO ] [sig       ] [1336/2211] Forecasting MUA...
[2025-09-29T01:31:33.235036] [INFO ] [sig       ] Generating forecast for: MUA
[2025-09-29T01:31:33.235111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-09-29T01:31:33.249098] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MUA'.
[2025-09-29T01:31:33.250519] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-09-29T01:31:33.278092] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:33.279007] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-09-29T01:31:33.279089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:33.279163] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:33.279233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:33.279334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:33.298058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:33.298820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:33.298936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:33.299005] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:33.338533] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:33.338745] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:33.338812] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:33.338851] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:33.342674] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-09-29T01:31:33.343011] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-09-29T01:31:33.343185] [INFO ] [sig       ] MUA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:33.501428] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MUA.txt
[2025-09-29T01:31:33.501763] [INFO ] [sig       ] [1336/2211] Completed MUA in 0.3s | 3.73 sym/s | Total: 6.0m | ETA: 3.9m
[2025-09-29T01:31:33.501850] [INFO ] [sig       ] [1337/2211] Forecasting MUC...
[2025-09-29T01:31:33.501897] [INFO ] [sig       ] Generating forecast for: MUC
[2025-09-29T01:31:33.501968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-09-29T01:31:33.512513] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MUC'.
[2025-09-29T01:31:33.512931] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-09-29T01:31:33.541018] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:33.542099] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-09-29T01:31:33.542183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:33.542259] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:33.542305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:33.542414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:33.561531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:33.562286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:33.562404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:33.562475] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:33.600405] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:33.600594] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:33.600666] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:33.600762] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:33.604665] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=9.11%)
[2025-09-29T01:31:33.604976] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-09-29T01:31:33.605131] [INFO ] [sig       ] MUC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:33.756918] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MUC.txt
[2025-09-29T01:31:33.757205] [INFO ] [sig       ] [1337/2211] Completed MUC in 0.3s | 3.73 sym/s | Total: 6.0m | ETA: 3.9m
[2025-09-29T01:31:33.757334] [INFO ] [sig       ] [1338/2211] Forecasting MUE...
[2025-09-29T01:31:33.757410] [INFO ] [sig       ] Generating forecast for: MUE
[2025-09-29T01:31:33.757484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-09-29T01:31:33.770706] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MUE'.
[2025-09-29T01:31:33.771207] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-09-29T01:31:33.807956] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:33.809079] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-09-29T01:31:33.809175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:33.809263] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:33.809345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:33.809481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:33.835794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:33.836554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:33.836715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:33.836802] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:33.886119] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:33.886358] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:33.886420] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:33.886466] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:33.892014] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: DOWN (p=25.08%)
[2025-09-29T01:31:33.892486] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-09-29T01:31:33.892722] [INFO ] [sig       ] MUE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:34.111220] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MUE.txt
[2025-09-29T01:31:34.111536] [INFO ] [sig       ] [1338/2211] Completed MUE in 0.4s | 3.73 sym/s | Total: 6.0m | ETA: 3.9m
[2025-09-29T01:31:34.111630] [INFO ] [sig       ] [1339/2211] Forecasting MUFG...
[2025-09-29T01:31:34.111744] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-09-29T01:31:34.111831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-09-29T01:31:34.124291] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MUFG'.
[2025-09-29T01:31:34.124833] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-09-29T01:31:34.152255] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:34.153158] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-09-29T01:31:34.153246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:34.153322] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:34.153401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:34.153590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:34.172696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:34.173485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:34.173610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:34.173707] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:34.223521] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:34.223855] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:34.223959] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:34.224041] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:34.228523] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: UP (p=75.02%)
[2025-09-29T01:31:34.228909] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-09-29T01:31:34.229096] [INFO ] [sig       ] MUFG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:34.394090] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MUFG.txt
[2025-09-29T01:31:34.394586] [INFO ] [sig       ] [1339/2211] Completed MUFG in 0.3s | 3.73 sym/s | Total: 6.0m | ETA: 3.9m
[2025-09-29T01:31:34.394712] [INFO ] [sig       ] [1340/2211] Forecasting MUJ...
[2025-09-29T01:31:34.394814] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-09-29T01:31:34.394910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-09-29T01:31:34.406212] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MUJ'.
[2025-09-29T01:31:34.406697] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-09-29T01:31:34.436235] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:34.437238] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-09-29T01:31:34.437330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:34.437407] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:34.437480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:34.437626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:34.456706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:34.457467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:34.457593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:34.457700] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:34.493381] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:34.493568] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:34.493619] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:34.493696] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:34.497593] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: UP (p=85.69%)
[2025-09-29T01:31:34.497941] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-09-29T01:31:34.498118] [INFO ] [sig       ] MUJ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:34.660752] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MUJ.txt
[2025-09-29T01:31:34.661087] [INFO ] [sig       ] [1340/2211] Completed MUJ in 0.3s | 3.73 sym/s | Total: 6.0m | ETA: 3.9m
[2025-09-29T01:31:34.661173] [INFO ] [sig       ] [1341/2211] Forecasting MUR...
[2025-09-29T01:31:34.661258] [INFO ] [sig       ] Generating forecast for: MUR
[2025-09-29T01:31:34.661352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUR' from 'https://tdm.silogroup.org/data/derivative_storage/MUR.csv'.
[2025-09-29T01:31:34.674023] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MUR'.
[2025-09-29T01:31:34.674673] [INFO ] [FORECASTER] Starting predict_future for MUR
[2025-09-29T01:31:34.703801] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:34.705139] [DEBUG] [LOCAL     ] No optimal features file found for MUR: ./output/feature-sets/MUR.txt
[2025-09-29T01:31:34.705234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:34.705310] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:34.705382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:34.705487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:34.724286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:34.725285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:34.725452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:34.725545] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:34.773348] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:34.773588] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:34.773669] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:34.773777] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:34.778458] [DEBUG] [FORECASTER] MUR: Forecast T+1@11:T+2@11: DOWN (p=13.27%)
[2025-09-29T01:31:34.778950] [INFO ] [FORECASTER] Completed predict_future for MUR
[2025-09-29T01:31:34.779158] [INFO ] [sig       ] MUR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:34.937266] [INFO ] [LOCAL     ] Saved forecast: MUR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MUR.txt
[2025-09-29T01:31:34.937575] [INFO ] [sig       ] [1341/2211] Completed MUR in 0.3s | 3.73 sym/s | Total: 6.0m | ETA: 3.9m
[2025-09-29T01:31:34.937703] [INFO ] [sig       ] [1342/2211] Forecasting MUSA...
[2025-09-29T01:31:34.937798] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-09-29T01:31:34.937894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-09-29T01:31:34.949243] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MUSA'.
[2025-09-29T01:31:34.949817] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-09-29T01:31:34.977772] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:34.978748] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-09-29T01:31:34.978853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:34.978932] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:34.979004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:34.979132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:34.998734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:34.999434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:34.999582] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:34.999685] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:35.037988] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:35.038174] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:35.038223] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:35.038260] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:35.042279] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2025-09-29T01:31:35.042609] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-09-29T01:31:35.042808] [INFO ] [sig       ] MUSA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:35.201974] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MUSA.txt
[2025-09-29T01:31:35.202339] [INFO ] [sig       ] [1342/2211] Completed MUSA in 0.3s | 3.73 sym/s | Total: 6.0m | ETA: 3.9m
[2025-09-29T01:31:35.202428] [INFO ] [sig       ] [1343/2211] Forecasting MUX...
[2025-09-29T01:31:35.202515] [INFO ] [sig       ] Generating forecast for: MUX
[2025-09-29T01:31:35.202603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-09-29T01:31:35.214675] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MUX'.
[2025-09-29T01:31:35.215151] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-09-29T01:31:35.243729] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:35.244676] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-09-29T01:31:35.244760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:35.244836] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:35.244906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:35.245043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:35.263820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:35.264560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:35.264702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:35.264776] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:35.294815] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:35.294980] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:35.295026] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:35.295062] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:35.299041] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=25.24%)
[2025-09-29T01:31:35.299362] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-09-29T01:31:35.299549] [INFO ] [sig       ] MUX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:35.449357] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MUX.txt
[2025-09-29T01:31:35.449660] [INFO ] [sig       ] [1343/2211] Completed MUX in 0.2s | 3.73 sym/s | Total: 6.0m | ETA: 3.9m
[2025-09-29T01:31:35.449742] [INFO ] [sig       ] [1344/2211] Forecasting MVF...
[2025-09-29T01:31:35.449827] [INFO ] [sig       ] Generating forecast for: MVF
[2025-09-29T01:31:35.449916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-09-29T01:31:35.460310] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MVF'.
[2025-09-29T01:31:35.460783] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-09-29T01:31:35.489369] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:35.490243] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-09-29T01:31:35.490326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:35.490414] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:35.490498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:35.490632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:35.510826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:35.511479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:35.511598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:35.511704] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:35.540148] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:35.540290] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:35.540338] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:35.540373] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:35.544269] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=85.04%)
[2025-09-29T01:31:35.544594] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-09-29T01:31:35.544781] [INFO ] [sig       ] MVF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:35.706917] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MVF.txt
[2025-09-29T01:31:35.707326] [INFO ] [sig       ] [1344/2211] Completed MVF in 0.3s | 3.73 sym/s | Total: 6.0m | ETA: 3.9m
[2025-09-29T01:31:35.707419] [INFO ] [sig       ] [1345/2211] Forecasting MVO...
[2025-09-29T01:31:35.707510] [INFO ] [sig       ] Generating forecast for: MVO
[2025-09-29T01:31:35.707603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-09-29T01:31:35.720253] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MVO'.
[2025-09-29T01:31:35.720781] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-09-29T01:31:35.752755] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:35.753944] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-09-29T01:31:35.754028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:35.754116] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:35.754201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:35.754347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:35.773946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:35.774725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:35.774854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:35.774931] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:35.805853] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:35.805989] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:35.806034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:35.806070] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:35.809590] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: DOWN (p=19.89%)
[2025-09-29T01:31:35.809928] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-09-29T01:31:35.810093] [INFO ] [sig       ] MVO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:35.957609] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MVO.txt
[2025-09-29T01:31:35.957920] [INFO ] [sig       ] [1345/2211] Completed MVO in 0.3s | 3.73 sym/s | Total: 6.0m | ETA: 3.9m
[2025-09-29T01:31:35.958004] [INFO ] [sig       ] [1346/2211] Forecasting MVT...
[2025-09-29T01:31:35.958086] [INFO ] [sig       ] Generating forecast for: MVT
[2025-09-29T01:31:35.958170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVT' from 'https://tdm.silogroup.org/data/derivative_storage/MVT.csv'.
[2025-09-29T01:31:35.969258] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MVT'.
[2025-09-29T01:31:35.969628] [INFO ] [FORECASTER] Starting predict_future for MVT
[2025-09-29T01:31:35.995795] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:35.996633] [DEBUG] [LOCAL     ] No optimal features file found for MVT: ./output/feature-sets/MVT.txt
[2025-09-29T01:31:35.996735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:35.996817] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:35.996914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:35.997039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:36.015291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:36.015973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:36.016094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:36.016168] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:36.046403] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:36.046525] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:36.046570] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:36.046607] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:36.050085] [DEBUG] [FORECASTER] MVT: Forecast T+1@11:T+2@11: UP (p=98.06%)
[2025-09-29T01:31:36.050390] [INFO ] [FORECASTER] Completed predict_future for MVT
[2025-09-29T01:31:36.050543] [INFO ] [sig       ] MVT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:36.199244] [INFO ] [LOCAL     ] Saved forecast: MVT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MVT.txt
[2025-09-29T01:31:36.199524] [INFO ] [sig       ] [1346/2211] Completed MVT in 0.2s | 3.73 sym/s | Total: 6.0m | ETA: 3.9m
[2025-09-29T01:31:36.199607] [INFO ] [sig       ] [1347/2211] Forecasting MWA...
[2025-09-29T01:31:36.199706] [INFO ] [sig       ] Generating forecast for: MWA
[2025-09-29T01:31:36.199788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-09-29T01:31:36.210634] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MWA'.
[2025-09-29T01:31:36.211045] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-09-29T01:31:36.237777] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:36.238637] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-09-29T01:31:36.238738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:36.238827] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:36.238913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:36.239040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:36.259067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:36.259836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:36.259979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:36.260055] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:36.288975] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:36.289097] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:36.289140] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:36.289177] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:36.292910] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=6.82%)
[2025-09-29T01:31:36.293211] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-09-29T01:31:36.293356] [INFO ] [sig       ] MWA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:36.452676] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MWA.txt
[2025-09-29T01:31:36.453078] [INFO ] [sig       ] [1347/2211] Completed MWA in 0.3s | 3.73 sym/s | Total: 6.0m | ETA: 3.9m
[2025-09-29T01:31:36.453167] [INFO ] [sig       ] [1348/2211] Forecasting MX...
[2025-09-29T01:31:36.453249] [INFO ] [sig       ] Generating forecast for: MX
[2025-09-29T01:31:36.453336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-09-29T01:31:36.467565] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MX'.
[2025-09-29T01:31:36.467961] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-09-29T01:31:36.497731] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:36.498688] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-09-29T01:31:36.498773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:36.498861] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:36.498943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:36.499101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:36.519485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:36.520368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:36.520490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:36.520564] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:36.549807] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:36.549947] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:36.549994] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:36.550029] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:36.553617] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: DOWN (p=31.33%)
[2025-09-29T01:31:36.554053] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-09-29T01:31:36.554218] [INFO ] [sig       ] MX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:36.711812] [INFO ] [LOCAL     ] Saved forecast: MX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MX.txt
[2025-09-29T01:31:36.712114] [INFO ] [sig       ] [1348/2211] Completed MX in 0.3s | 3.73 sym/s | Total: 6.0m | ETA: 3.9m
[2025-09-29T01:31:36.712199] [INFO ] [sig       ] [1349/2211] Forecasting MXF...
[2025-09-29T01:31:36.712284] [INFO ] [sig       ] Generating forecast for: MXF
[2025-09-29T01:31:36.712368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-09-29T01:31:36.722875] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MXF'.
[2025-09-29T01:31:36.723262] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-09-29T01:31:36.754244] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:36.755168] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-09-29T01:31:36.755253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:36.755327] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:36.755405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:36.755510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:36.774383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:36.775156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:36.775272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:36.775344] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:36.817028] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:36.817241] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:36.817291] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:36.817325] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:36.821679] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=97.46%)
[2025-09-29T01:31:36.822025] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-09-29T01:31:36.822195] [INFO ] [sig       ] MXF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:36.976300] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MXF.txt
[2025-09-29T01:31:36.976630] [INFO ] [sig       ] [1349/2211] Completed MXF in 0.3s | 3.73 sym/s | Total: 6.0m | ETA: 3.9m
[2025-09-29T01:31:36.976740] [INFO ] [sig       ] [1350/2211] Forecasting MYD...
[2025-09-29T01:31:36.976845] [INFO ] [sig       ] Generating forecast for: MYD
[2025-09-29T01:31:36.976969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYD' from 'https://tdm.silogroup.org/data/derivative_storage/MYD.csv'.
[2025-09-29T01:31:36.988351] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MYD'.
[2025-09-29T01:31:36.988809] [INFO ] [FORECASTER] Starting predict_future for MYD
[2025-09-29T01:31:37.017234] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:37.018217] [DEBUG] [LOCAL     ] No optimal features file found for MYD: ./output/feature-sets/MYD.txt
[2025-09-29T01:31:37.018337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:37.018414] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:37.018489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:37.018591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:37.038795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:37.039877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:37.040002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:37.040079] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:37.085864] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:37.086730] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:37.086850] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:37.086924] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:37.092853] [DEBUG] [FORECASTER] MYD: Forecast T+1@11:T+2@11: UP (p=64.61%)
[2025-09-29T01:31:37.093262] [INFO ] [FORECASTER] Completed predict_future for MYD
[2025-09-29T01:31:37.093473] [INFO ] [sig       ] MYD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:37.243832] [INFO ] [LOCAL     ] Saved forecast: MYD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MYD.txt
[2025-09-29T01:31:37.244128] [INFO ] [sig       ] [1350/2211] Completed MYD in 0.3s | 3.73 sym/s | Total: 6.0m | ETA: 3.9m
[2025-09-29T01:31:37.244212] [INFO ] [sig       ] [1351/2211] Forecasting MYE...
[2025-09-29T01:31:37.244283] [INFO ] [sig       ] Generating forecast for: MYE
[2025-09-29T01:31:37.244356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-09-29T01:31:37.262699] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MYE'.
[2025-09-29T01:31:37.263284] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-09-29T01:31:37.293286] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:37.294300] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-09-29T01:31:37.294384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:37.294475] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:37.294569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:37.294763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:37.314194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:37.315092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:37.315241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:37.315321] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:37.353861] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:37.354108] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:37.354174] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:37.354213] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:37.358147] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=41.53%)
[2025-09-29T01:31:37.358462] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-09-29T01:31:37.358622] [INFO ] [sig       ] MYE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:37.515067] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MYE.txt
[2025-09-29T01:31:37.515412] [INFO ] [sig       ] [1351/2211] Completed MYE in 0.3s | 3.73 sym/s | Total: 6.0m | ETA: 3.8m
[2025-09-29T01:31:37.515496] [INFO ] [sig       ] [1352/2211] Forecasting MYI...
[2025-09-29T01:31:37.515601] [INFO ] [sig       ] Generating forecast for: MYI
[2025-09-29T01:31:37.515715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-09-29T01:31:37.527242] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MYI'.
[2025-09-29T01:31:37.527595] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-09-29T01:31:37.554791] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:37.555591] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-09-29T01:31:37.555697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:37.555773] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:37.555874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:37.556006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:37.574820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:37.575450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:37.575567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:37.575678] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:37.614678] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:37.614878] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:37.614929] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:37.614966] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:37.621900] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: UP (p=93.63%)
[2025-09-29T01:31:37.622354] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-09-29T01:31:37.622546] [INFO ] [sig       ] MYI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:37.776456] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/MYI.txt
[2025-09-29T01:31:37.776799] [INFO ] [sig       ] [1352/2211] Completed MYI in 0.3s | 3.73 sym/s | Total: 6.0m | ETA: 3.8m
[2025-09-29T01:31:37.776929] [INFO ] [sig       ] [1353/2211] Forecasting MYN...
[2025-09-29T01:31:37.777021] [INFO ] [sig       ] Generating forecast for: MYN
[2025-09-29T01:31:37.777115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-09-29T01:31:37.787887] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MYN'.
[2025-09-29T01:31:37.788232] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-09-29T01:31:37.816612] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:37.817554] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-09-29T01:31:37.817639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:37.817746] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:37.817821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:37.817948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:37.837232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:37.837906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:37.838030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:37.838109] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:37.881697] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:37.881856] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:37.881916] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:37.881954] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:37.885506] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: DOWN (p=18.22%)
[2025-09-29T01:31:37.885982] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-09-29T01:31:37.886189] [INFO ] [sig       ] MYN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:38.038084] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/MYN.txt
[2025-09-29T01:31:38.038357] [INFO ] [sig       ] [1353/2211] Completed MYN in 0.3s | 3.73 sym/s | Total: 6.1m | ETA: 3.8m
[2025-09-29T01:31:38.038438] [INFO ] [sig       ] [1354/2211] Forecasting NABL...
[2025-09-29T01:31:38.038510] [INFO ] [sig       ] Generating forecast for: NABL
[2025-09-29T01:31:38.038583] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-09-29T01:31:38.053790] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NABL'.
[2025-09-29T01:31:38.054339] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-09-29T01:31:38.084356] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:38.085428] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-09-29T01:31:38.085519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:38.085611] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:38.085773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:38.085927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:38.106483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:38.107373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:38.107501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:38.107586] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:38.146323] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:38.146487] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:38.146539] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:38.146578] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:38.150336] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=94.28%)
[2025-09-29T01:31:38.150677] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-09-29T01:31:38.150860] [INFO ] [sig       ] NABL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:38.309994] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NABL.txt
[2025-09-29T01:31:38.310308] [INFO ] [sig       ] [1354/2211] Completed NABL in 0.3s | 3.73 sym/s | Total: 6.1m | ETA: 3.8m
[2025-09-29T01:31:38.310427] [INFO ] [sig       ] [1355/2211] Forecasting NAC...
[2025-09-29T01:31:38.310516] [INFO ] [sig       ] Generating forecast for: NAC
[2025-09-29T01:31:38.310607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-09-29T01:31:38.323437] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NAC'.
[2025-09-29T01:31:38.323937] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-09-29T01:31:38.352263] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:38.353143] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-09-29T01:31:38.353224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:38.353300] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:38.353386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:38.353602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:38.373420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:38.374148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:38.374293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:38.374370] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:38.420570] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:38.420744] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:38.420811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:38.420852] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:38.424822] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: UP (p=81.51%)
[2025-09-29T01:31:38.425202] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-09-29T01:31:38.425406] [INFO ] [sig       ] NAC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:38.579872] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NAC.txt
[2025-09-29T01:31:38.580176] [INFO ] [sig       ] [1355/2211] Completed NAC in 0.3s | 3.73 sym/s | Total: 6.1m | ETA: 3.8m
[2025-09-29T01:31:38.580280] [INFO ] [sig       ] [1356/2211] Forecasting NAD...
[2025-09-29T01:31:38.580371] [INFO ] [sig       ] Generating forecast for: NAD
[2025-09-29T01:31:38.580468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-09-29T01:31:38.595899] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NAD'.
[2025-09-29T01:31:38.596505] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-09-29T01:31:38.625343] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:38.626355] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-09-29T01:31:38.626450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:38.626544] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:38.626730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:38.626893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:38.647060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:38.648173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:38.648300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:38.648388] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:38.689038] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:38.689274] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:38.689335] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:38.689373] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:38.693153] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-09-29T01:31:38.693489] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-09-29T01:31:38.693746] [INFO ] [sig       ] NAD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:38.881949] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NAD.txt
[2025-09-29T01:31:38.882384] [INFO ] [sig       ] [1356/2211] Completed NAD in 0.3s | 3.73 sym/s | Total: 6.1m | ETA: 3.8m
[2025-09-29T01:31:38.882477] [INFO ] [sig       ] [1357/2211] Forecasting NAN...
[2025-09-29T01:31:38.882564] [INFO ] [sig       ] Generating forecast for: NAN
[2025-09-29T01:31:38.882675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAN' from 'https://tdm.silogroup.org/data/derivative_storage/NAN.csv'.
[2025-09-29T01:31:38.893281] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NAN'.
[2025-09-29T01:31:38.893908] [INFO ] [FORECASTER] Starting predict_future for NAN
[2025-09-29T01:31:38.921517] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:38.922502] [DEBUG] [LOCAL     ] No optimal features file found for NAN: ./output/feature-sets/NAN.txt
[2025-09-29T01:31:38.922611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:38.922732] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:38.922821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:38.922954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:38.941492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:38.942420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:38.942542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:38.942629] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:38.974923] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:38.975153] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:38.975212] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:38.975251] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:38.979285] [DEBUG] [FORECASTER] NAN: Forecast T+1@11:T+2@11: DOWN (p=24.20%)
[2025-09-29T01:31:38.979586] [INFO ] [FORECASTER] Completed predict_future for NAN
[2025-09-29T01:31:38.979768] [INFO ] [sig       ] NAN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:39.142995] [INFO ] [LOCAL     ] Saved forecast: NAN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NAN.txt
[2025-09-29T01:31:39.143327] [INFO ] [sig       ] [1357/2211] Completed NAN in 0.3s | 3.73 sym/s | Total: 6.1m | ETA: 3.8m
[2025-09-29T01:31:39.143419] [INFO ] [sig       ] [1358/2211] Forecasting NAT...
[2025-09-29T01:31:39.143519] [INFO ] [sig       ] Generating forecast for: NAT
[2025-09-29T01:31:39.143604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAT' from 'https://tdm.silogroup.org/data/derivative_storage/NAT.csv'.
[2025-09-29T01:31:39.155231] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NAT'.
[2025-09-29T01:31:39.155753] [INFO ] [FORECASTER] Starting predict_future for NAT
[2025-09-29T01:31:39.183611] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:39.184574] [DEBUG] [LOCAL     ] No optimal features file found for NAT: ./output/feature-sets/NAT.txt
[2025-09-29T01:31:39.184679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:39.184765] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:39.184850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:39.184975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:39.203206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:39.203872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:39.203981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:39.204065] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:39.240892] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:39.241056] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:39.241114] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:39.241157] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:39.244939] [DEBUG] [FORECASTER] NAT: Forecast T+1@11:T+2@11: UP (p=80.80%)
[2025-09-29T01:31:39.245256] [INFO ] [FORECASTER] Completed predict_future for NAT
[2025-09-29T01:31:39.245416] [INFO ] [sig       ] NAT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:39.400522] [INFO ] [LOCAL     ] Saved forecast: NAT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NAT.txt
[2025-09-29T01:31:39.400879] [INFO ] [sig       ] [1358/2211] Completed NAT in 0.3s | 3.73 sym/s | Total: 6.1m | ETA: 3.8m
[2025-09-29T01:31:39.400966] [INFO ] [sig       ] [1359/2211] Forecasting NATL...
[2025-09-29T01:31:39.401050] [INFO ] [sig       ] Generating forecast for: NATL
[2025-09-29T01:31:39.401145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-09-29T01:31:39.412448] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NATL'.
[2025-09-29T01:31:39.413052] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-09-29T01:31:39.441305] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:39.442209] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-09-29T01:31:39.442294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:39.442368] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:39.442439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:39.442553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:39.462089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:39.462874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:39.462991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:39.463066] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:39.502775] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:39.502950] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:39.502999] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:39.503037] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:39.506848] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: UP (p=55.95%)
[2025-09-29T01:31:39.507198] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-09-29T01:31:39.507357] [INFO ] [sig       ] NATL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:39.658767] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NATL.txt
[2025-09-29T01:31:39.659042] [INFO ] [sig       ] [1359/2211] Completed NATL in 0.3s | 3.73 sym/s | Total: 6.1m | ETA: 3.8m
[2025-09-29T01:31:39.659127] [INFO ] [sig       ] [1360/2211] Forecasting NAZ...
[2025-09-29T01:31:39.659199] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-09-29T01:31:39.659274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-09-29T01:31:39.669710] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NAZ'.
[2025-09-29T01:31:39.670093] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-09-29T01:31:39.696544] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:39.697679] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-09-29T01:31:39.697763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:39.697839] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:39.697910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:39.698016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:39.716725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:39.717532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:39.717668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:39.717741] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:39.747004] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:39.747193] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:39.747246] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:39.747283] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:39.751019] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: DOWN (p=7.67%)
[2025-09-29T01:31:39.751425] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-09-29T01:31:39.751580] [INFO ] [sig       ] NAZ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:39.907314] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NAZ.txt
[2025-09-29T01:31:39.907615] [INFO ] [sig       ] [1360/2211] Completed NAZ in 0.2s | 3.73 sym/s | Total: 6.1m | ETA: 3.8m
[2025-09-29T01:31:39.907728] [INFO ] [sig       ] [1361/2211] Forecasting NBB...
[2025-09-29T01:31:39.907803] [INFO ] [sig       ] Generating forecast for: NBB
[2025-09-29T01:31:39.907882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-09-29T01:31:39.919000] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NBB'.
[2025-09-29T01:31:39.919372] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-09-29T01:31:39.947629] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:39.948568] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-09-29T01:31:39.948679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:39.948766] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:39.948848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:39.948961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:39.967078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:39.967768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:39.967880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:39.967959] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:39.995595] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:39.995769] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:39.995830] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:39.995871] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:39.999792] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=14.29%)
[2025-09-29T01:31:40.000136] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-09-29T01:31:40.000303] [INFO ] [sig       ] NBB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:40.154344] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NBB.txt
[2025-09-29T01:31:40.154665] [INFO ] [sig       ] [1361/2211] Completed NBB in 0.2s | 3.73 sym/s | Total: 6.1m | ETA: 3.8m
[2025-09-29T01:31:40.154748] [INFO ] [sig       ] [1362/2211] Forecasting NBHC...
[2025-09-29T01:31:40.154825] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-09-29T01:31:40.154902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-09-29T01:31:40.165885] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NBHC'.
[2025-09-29T01:31:40.166277] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-09-29T01:31:40.192419] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:40.193283] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-09-29T01:31:40.193365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:40.193483] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:40.193555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:40.193695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:40.212240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:40.213317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:40.213441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:40.213533] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:40.253919] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:40.254065] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:40.254110] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:40.254144] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:40.257850] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: UP (p=56.00%)
[2025-09-29T01:31:40.258167] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-09-29T01:31:40.258329] [INFO ] [sig       ] NBHC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:40.406750] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NBHC.txt
[2025-09-29T01:31:40.407065] [INFO ] [sig       ] [1362/2211] Completed NBHC in 0.3s | 3.73 sym/s | Total: 6.1m | ETA: 3.8m
[2025-09-29T01:31:40.407148] [INFO ] [sig       ] [1363/2211] Forecasting NBR...
[2025-09-29T01:31:40.407220] [INFO ] [sig       ] Generating forecast for: NBR
[2025-09-29T01:31:40.407295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBR' from 'https://tdm.silogroup.org/data/derivative_storage/NBR.csv'.
[2025-09-29T01:31:40.418470] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NBR'.
[2025-09-29T01:31:40.418846] [INFO ] [FORECASTER] Starting predict_future for NBR
[2025-09-29T01:31:40.446923] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:40.447813] [DEBUG] [LOCAL     ] No optimal features file found for NBR: ./output/feature-sets/NBR.txt
[2025-09-29T01:31:40.447894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:40.447968] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:40.448038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:40.448142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:40.466456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:40.467162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:40.467278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:40.467352] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:40.505120] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:40.505269] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:40.505338] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:40.505380] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:40.508904] [DEBUG] [FORECASTER] NBR: Forecast T+1@11:T+2@11: UP (p=76.10%)
[2025-09-29T01:31:40.509214] [INFO ] [FORECASTER] Completed predict_future for NBR
[2025-09-29T01:31:40.509377] [INFO ] [sig       ] NBR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:40.662419] [INFO ] [LOCAL     ] Saved forecast: NBR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NBR.txt
[2025-09-29T01:31:40.662745] [INFO ] [sig       ] [1363/2211] Completed NBR in 0.3s | 3.73 sym/s | Total: 6.1m | ETA: 3.8m
[2025-09-29T01:31:40.662833] [INFO ] [sig       ] [1364/2211] Forecasting NBXG...
[2025-09-29T01:31:40.662908] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-09-29T01:31:40.662984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-09-29T01:31:40.674786] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NBXG'.
[2025-09-29T01:31:40.675155] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-09-29T01:31:40.704087] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:40.705083] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-09-29T01:31:40.705197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:40.705309] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:40.705407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:40.705626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:40.726265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:40.727173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:40.727301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:40.727383] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:40.768693] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:40.768904] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:40.768965] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:40.769051] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:40.773176] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-09-29T01:31:40.773600] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-09-29T01:31:40.773809] [INFO ] [sig       ] NBXG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:40.934406] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NBXG.txt
[2025-09-29T01:31:40.934717] [INFO ] [sig       ] [1364/2211] Completed NBXG in 0.3s | 3.73 sym/s | Total: 6.1m | ETA: 3.8m
[2025-09-29T01:31:40.934808] [INFO ] [sig       ] [1365/2211] Forecasting NC...
[2025-09-29T01:31:40.934886] [INFO ] [sig       ] Generating forecast for: NC
[2025-09-29T01:31:40.934965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-09-29T01:31:40.945459] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NC'.
[2025-09-29T01:31:40.945824] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-09-29T01:31:40.973406] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:40.974301] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-09-29T01:31:40.974384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:40.974472] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:40.974545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:40.974694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:40.996029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:40.997144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:40.997271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:40.997346] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:41.035931] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:41.036130] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:41.036181] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:41.036217] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:41.040837] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: UP (p=98.30%)
[2025-09-29T01:31:41.041210] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-09-29T01:31:41.041371] [INFO ] [sig       ] NC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:41.189936] [INFO ] [LOCAL     ] Saved forecast: NC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NC.txt
[2025-09-29T01:31:41.190237] [INFO ] [sig       ] [1365/2211] Completed NC in 0.3s | 3.73 sym/s | Total: 6.1m | ETA: 3.8m
[2025-09-29T01:31:41.190349] [INFO ] [sig       ] [1366/2211] Forecasting NCA...
[2025-09-29T01:31:41.190437] [INFO ] [sig       ] Generating forecast for: NCA
[2025-09-29T01:31:41.190543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-09-29T01:31:41.200817] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NCA'.
[2025-09-29T01:31:41.201310] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-09-29T01:31:41.228869] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:41.229804] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-09-29T01:31:41.229888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:41.230023] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:41.230094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:41.230228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:41.248360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:41.249266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:41.249444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:41.249517] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:41.286600] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:41.286903] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:41.286975] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:41.287017] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:41.292183] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: DOWN (p=36.64%)
[2025-09-29T01:31:41.292698] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-09-29T01:31:41.292922] [INFO ] [sig       ] NCA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:41.453346] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NCA.txt
[2025-09-29T01:31:41.453804] [INFO ] [sig       ] [1366/2211] Completed NCA in 0.3s | 3.73 sym/s | Total: 6.1m | ETA: 3.8m
[2025-09-29T01:31:41.453919] [INFO ] [sig       ] [1367/2211] Forecasting NCDL...
[2025-09-29T01:31:41.454012] [INFO ] [sig       ] Generating forecast for: NCDL
[2025-09-29T01:31:41.454112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCDL' from 'https://tdm.silogroup.org/data/derivative_storage/NCDL.csv'.
[2025-09-29T01:31:41.465418] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NCDL'.
[2025-09-29T01:31:41.465947] [INFO ] [FORECASTER] Starting predict_future for NCDL
[2025-09-29T01:31:41.494601] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:41.495899] [DEBUG] [LOCAL     ] No optimal features file found for NCDL: ./output/feature-sets/NCDL.txt
[2025-09-29T01:31:41.496001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:41.496081] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:41.496148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:41.496254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:41.518235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:41.519295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:41.519427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:41.519500] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:41.572124] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:41.572396] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:41.572489] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:41.572576] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:41.578840] [DEBUG] [FORECASTER] NCDL: Forecast T+1@11:T+2@11: DOWN (p=12.68%)
[2025-09-29T01:31:41.579360] [INFO ] [FORECASTER] Completed predict_future for NCDL
[2025-09-29T01:31:41.579590] [INFO ] [sig       ] NCDL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:41.772203] [INFO ] [LOCAL     ] Saved forecast: NCDL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NCDL.txt
[2025-09-29T01:31:41.772603] [INFO ] [sig       ] [1367/2211] Completed NCDL in 0.3s | 3.73 sym/s | Total: 6.1m | ETA: 3.8m
[2025-09-29T01:31:41.772731] [INFO ] [sig       ] [1368/2211] Forecasting NCLH...
[2025-09-29T01:31:41.772823] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-09-29T01:31:41.772917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-09-29T01:31:41.787212] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NCLH'.
[2025-09-29T01:31:41.787853] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-09-29T01:31:41.828226] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:41.829434] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-09-29T01:31:41.829544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:41.829664] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:41.829759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:41.829903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:41.855318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:41.856282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:41.856403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:41.856477] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:41.896002] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:41.896205] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:41.896257] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:41.896294] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:41.900356] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: DOWN (p=31.44%)
[2025-09-29T01:31:41.900793] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-09-29T01:31:41.900976] [INFO ] [sig       ] NCLH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:42.063619] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NCLH.txt
[2025-09-29T01:31:42.063955] [INFO ] [sig       ] [1368/2211] Completed NCLH in 0.3s | 3.73 sym/s | Total: 6.1m | ETA: 3.8m
[2025-09-29T01:31:42.064038] [INFO ] [sig       ] [1369/2211] Forecasting NCV...
[2025-09-29T01:31:42.064111] [INFO ] [sig       ] Generating forecast for: NCV
[2025-09-29T01:31:42.064184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCV' from 'https://tdm.silogroup.org/data/derivative_storage/NCV.csv'.
[2025-09-29T01:31:42.075151] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NCV'.
[2025-09-29T01:31:42.075630] [INFO ] [FORECASTER] Starting predict_future for NCV
[2025-09-29T01:31:42.102084] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:42.102956] [DEBUG] [LOCAL     ] No optimal features file found for NCV: ./output/feature-sets/NCV.txt
[2025-09-29T01:31:42.103037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:42.103111] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:42.103181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:42.103321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:42.121540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:42.122239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:42.122352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:42.122441] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:42.157495] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:42.157799] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:42.157862] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:42.157900] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:42.161584] [DEBUG] [FORECASTER] NCV: Forecast T+1@11:T+2@11: UP (p=73.04%)
[2025-09-29T01:31:42.161957] [INFO ] [FORECASTER] Completed predict_future for NCV
[2025-09-29T01:31:42.162127] [INFO ] [sig       ] NCV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:42.319455] [INFO ] [LOCAL     ] Saved forecast: NCV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NCV.txt
[2025-09-29T01:31:42.319804] [INFO ] [sig       ] [1369/2211] Completed NCV in 0.3s | 3.73 sym/s | Total: 6.1m | ETA: 3.8m
[2025-09-29T01:31:42.319887] [INFO ] [sig       ] [1370/2211] Forecasting NCZ...
[2025-09-29T01:31:42.319955] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-09-29T01:31:42.320025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-09-29T01:31:42.331139] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NCZ'.
[2025-09-29T01:31:42.331561] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-09-29T01:31:42.358762] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:42.359588] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-09-29T01:31:42.359691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:42.359781] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:42.359879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:42.360003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:42.378666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:42.379546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:42.379691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:42.379780] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:42.408568] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:42.408797] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:42.408851] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:42.408888] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:42.412771] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: DOWN (p=8.25%)
[2025-09-29T01:31:42.413083] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-09-29T01:31:42.413234] [INFO ] [sig       ] NCZ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:42.576306] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NCZ.txt
[2025-09-29T01:31:42.576628] [INFO ] [sig       ] [1370/2211] Completed NCZ in 0.3s | 3.73 sym/s | Total: 6.1m | ETA: 3.8m
[2025-09-29T01:31:42.576733] [INFO ] [sig       ] [1371/2211] Forecasting NDMO...
[2025-09-29T01:31:42.576806] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-09-29T01:31:42.576902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-09-29T01:31:42.588208] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NDMO'.
[2025-09-29T01:31:42.588698] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-09-29T01:31:42.619354] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:42.620330] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-09-29T01:31:42.620433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:42.620528] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:42.620614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:42.620766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:42.641317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:42.642175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:42.642295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:42.642384] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:42.675187] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:42.675374] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:42.675425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:42.675465] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:42.679935] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: UP (p=89.33%)
[2025-09-29T01:31:42.680265] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-09-29T01:31:42.680421] [INFO ] [sig       ] NDMO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:42.837269] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NDMO.txt
[2025-09-29T01:31:42.837564] [INFO ] [sig       ] [1371/2211] Completed NDMO in 0.3s | 3.73 sym/s | Total: 6.1m | ETA: 3.8m
[2025-09-29T01:31:42.837671] [INFO ] [sig       ] [1372/2211] Forecasting NE...
[2025-09-29T01:31:42.837772] [INFO ] [sig       ] Generating forecast for: NE
[2025-09-29T01:31:42.837887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-09-29T01:31:42.849187] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NE'.
[2025-09-29T01:31:42.849569] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-09-29T01:31:42.876877] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:42.877802] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-09-29T01:31:42.877911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:42.878005] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:42.878092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:42.878209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:42.897180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:42.897913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:42.898025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:42.898109] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:42.926814] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:42.926960] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:42.927020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:42.927058] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:42.930562] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=11.09%)
[2025-09-29T01:31:42.930894] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-09-29T01:31:42.931050] [INFO ] [sig       ] NE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:43.084224] [INFO ] [LOCAL     ] Saved forecast: NE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NE.txt
[2025-09-29T01:31:43.084573] [INFO ] [sig       ] [1372/2211] Completed NE in 0.2s | 3.73 sym/s | Total: 6.1m | ETA: 3.8m
[2025-09-29T01:31:43.084681] [INFO ] [sig       ] [1373/2211] Forecasting NEA...
[2025-09-29T01:31:43.084772] [INFO ] [sig       ] Generating forecast for: NEA
[2025-09-29T01:31:43.084863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-09-29T01:31:43.096671] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NEA'.
[2025-09-29T01:31:43.097191] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-09-29T01:31:43.124673] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:43.125540] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-09-29T01:31:43.125624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:43.125732] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:43.125823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:43.125964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:43.145036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:43.145916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:43.146039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:43.146128] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:43.175352] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:43.175524] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:43.175581] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:43.175621] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:43.179452] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=47.19%)
[2025-09-29T01:31:43.179821] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-09-29T01:31:43.179996] [INFO ] [sig       ] NEA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:43.334337] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NEA.txt
[2025-09-29T01:31:43.334707] [INFO ] [sig       ] [1373/2211] Completed NEA in 0.2s | 3.73 sym/s | Total: 6.1m | ETA: 3.7m
[2025-09-29T01:31:43.334802] [INFO ] [sig       ] [1374/2211] Forecasting NEE...
[2025-09-29T01:31:43.334892] [INFO ] [sig       ] Generating forecast for: NEE
[2025-09-29T01:31:43.334985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-09-29T01:31:43.346068] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NEE'.
[2025-09-29T01:31:43.346432] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-09-29T01:31:43.373238] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:43.374152] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-09-29T01:31:43.374236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:43.374323] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:43.374408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:43.374538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:43.393396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:43.394232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:43.394352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:43.394441] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:43.430279] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:43.430453] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:43.430501] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:43.430537] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:43.434240] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2025-09-29T01:31:43.434549] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-09-29T01:31:43.434752] [INFO ] [sig       ] NEE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:43.583353] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NEE.txt
[2025-09-29T01:31:43.583730] [INFO ] [sig       ] [1374/2211] Completed NEE in 0.2s | 3.73 sym/s | Total: 6.1m | ETA: 3.7m
[2025-09-29T01:31:43.583837] [INFO ] [sig       ] [1375/2211] Forecasting NEM...
[2025-09-29T01:31:43.583927] [INFO ] [sig       ] Generating forecast for: NEM
[2025-09-29T01:31:43.584014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-09-29T01:31:43.595829] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NEM'.
[2025-09-29T01:31:43.596362] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-09-29T01:31:43.623900] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:43.624825] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-09-29T01:31:43.624908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:43.624995] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:43.625077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:43.625206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:43.643338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:43.644279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:43.644409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:43.644494] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:43.682867] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:43.683050] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:43.683104] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:43.683143] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:43.687078] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: UP (p=85.09%)
[2025-09-29T01:31:43.687384] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-09-29T01:31:43.687540] [INFO ] [sig       ] NEM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:43.839766] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NEM.txt
[2025-09-29T01:31:43.840032] [INFO ] [sig       ] [1375/2211] Completed NEM in 0.3s | 3.73 sym/s | Total: 6.1m | ETA: 3.7m
[2025-09-29T01:31:43.840132] [INFO ] [sig       ] [1376/2211] Forecasting NET...
[2025-09-29T01:31:43.840205] [INFO ] [sig       ] Generating forecast for: NET
[2025-09-29T01:31:43.840289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NET' from 'https://tdm.silogroup.org/data/derivative_storage/NET.csv'.
[2025-09-29T01:31:43.850761] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NET'.
[2025-09-29T01:31:43.851122] [INFO ] [FORECASTER] Starting predict_future for NET
[2025-09-29T01:31:43.877822] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:43.878747] [DEBUG] [LOCAL     ] No optimal features file found for NET: ./output/feature-sets/NET.txt
[2025-09-29T01:31:43.878831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:43.878953] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:43.879061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:43.879190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:43.897203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:43.898075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:43.898189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:43.898274] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:43.933174] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:43.933336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:43.933383] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:43.933419] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:43.937055] [DEBUG] [FORECASTER] NET: Forecast T+1@11:T+2@11: DOWN (p=29.24%)
[2025-09-29T01:31:43.937355] [INFO ] [FORECASTER] Completed predict_future for NET
[2025-09-29T01:31:43.937508] [INFO ] [sig       ] NET: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:44.085029] [INFO ] [LOCAL     ] Saved forecast: NET	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NET.txt
[2025-09-29T01:31:44.085374] [INFO ] [sig       ] [1376/2211] Completed NET in 0.2s | 3.73 sym/s | Total: 6.2m | ETA: 3.7m
[2025-09-29T01:31:44.085461] [INFO ] [sig       ] [1377/2211] Forecasting NEU...
[2025-09-29T01:31:44.085553] [INFO ] [sig       ] Generating forecast for: NEU
[2025-09-29T01:31:44.085703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEU' from 'https://tdm.silogroup.org/data/derivative_storage/NEU.csv'.
[2025-09-29T01:31:44.095873] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NEU'.
[2025-09-29T01:31:44.096273] [INFO ] [FORECASTER] Starting predict_future for NEU
[2025-09-29T01:31:44.122055] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:44.122967] [DEBUG] [LOCAL     ] No optimal features file found for NEU: ./output/feature-sets/NEU.txt
[2025-09-29T01:31:44.123049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:44.123123] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:44.123213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:44.123345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:44.141632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:44.142437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:44.142549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:44.142639] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:44.180160] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:44.180344] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:44.180395] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:44.180431] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:44.184130] [DEBUG] [FORECASTER] NEU: Forecast T+1@11:T+2@11: UP (p=95.61%)
[2025-09-29T01:31:44.184435] [INFO ] [FORECASTER] Completed predict_future for NEU
[2025-09-29T01:31:44.184582] [INFO ] [sig       ] NEU: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:44.337671] [INFO ] [LOCAL     ] Saved forecast: NEU	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NEU.txt
[2025-09-29T01:31:44.337958] [INFO ] [sig       ] [1377/2211] Completed NEU in 0.3s | 3.73 sym/s | Total: 6.2m | ETA: 3.7m
[2025-09-29T01:31:44.338039] [INFO ] [sig       ] [1378/2211] Forecasting NEUE...
[2025-09-29T01:31:44.338110] [INFO ] [sig       ] Generating forecast for: NEUE
[2025-09-29T01:31:44.338183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEUE' from 'https://tdm.silogroup.org/data/derivative_storage/NEUE.csv'.
[2025-09-29T01:31:44.347712] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NEUE'.
[2025-09-29T01:31:44.348123] [INFO ] [FORECASTER] Starting predict_future for NEUE
[2025-09-29T01:31:44.375571] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:44.376430] [DEBUG] [LOCAL     ] No optimal features file found for NEUE: ./output/feature-sets/NEUE.txt
[2025-09-29T01:31:44.376513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:44.376605] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:44.376699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:44.376804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:44.395129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:44.396016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:44.396138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:44.396211] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:44.440224] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:44.440423] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:44.440472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:44.440507] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:44.444273] [DEBUG] [FORECASTER] NEUE: Forecast T+1@11:T+2@11: DOWN (p=11.78%)
[2025-09-29T01:31:44.444578] [INFO ] [FORECASTER] Completed predict_future for NEUE
[2025-09-29T01:31:44.444762] [INFO ] [sig       ] NEUE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:44.606042] [INFO ] [LOCAL     ] Saved forecast: NEUE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NEUE.txt
[2025-09-29T01:31:44.606366] [INFO ] [sig       ] [1378/2211] Completed NEUE in 0.3s | 3.73 sym/s | Total: 6.2m | ETA: 3.7m
[2025-09-29T01:31:44.606452] [INFO ] [sig       ] [1379/2211] Forecasting NEXA...
[2025-09-29T01:31:44.606527] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-09-29T01:31:44.606604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-09-29T01:31:44.623231] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'NEXA'.
[2025-09-29T01:31:44.623705] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-09-29T01:31:44.652280] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:44.653218] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-09-29T01:31:44.653303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:44.653378] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:44.653449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:44.653555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:44.672189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:44.672973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:44.673087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:44.673160] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:44.712164] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:44.712339] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:44.712394] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:44.712465] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:44.716950] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: UP (p=80.11%)
[2025-09-29T01:31:44.717295] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-09-29T01:31:44.717463] [INFO ] [sig       ] NEXA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:44.876544] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NEXA.txt
[2025-09-29T01:31:44.876919] [INFO ] [sig       ] [1379/2211] Completed NEXA in 0.3s | 3.73 sym/s | Total: 6.2m | ETA: 3.7m
[2025-09-29T01:31:44.877003] [INFO ] [sig       ] [1380/2211] Forecasting NFG...
[2025-09-29T01:31:44.877076] [INFO ] [sig       ] Generating forecast for: NFG
[2025-09-29T01:31:44.877154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-09-29T01:31:44.888633] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NFG'.
[2025-09-29T01:31:44.889209] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-09-29T01:31:44.917987] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:44.919074] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-09-29T01:31:44.919158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:44.919235] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:44.919336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:44.919498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:44.939997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:44.941001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:44.941142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:44.941260] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:44.982400] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:44.982667] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:44.982751] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:44.982793] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:44.986998] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=46.04%)
[2025-09-29T01:31:44.987369] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-09-29T01:31:44.987541] [INFO ] [sig       ] NFG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:45.152296] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NFG.txt
[2025-09-29T01:31:45.152613] [INFO ] [sig       ] [1380/2211] Completed NFG in 0.3s | 3.73 sym/s | Total: 6.2m | ETA: 3.7m
[2025-09-29T01:31:45.152758] [INFO ] [sig       ] [1381/2211] Forecasting NFJ...
[2025-09-29T01:31:45.152846] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-09-29T01:31:45.152956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-09-29T01:31:45.169453] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NFJ'.
[2025-09-29T01:31:45.169957] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-09-29T01:31:45.197963] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:45.198841] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-09-29T01:31:45.198931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:45.199008] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:45.199082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:45.199194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:45.218628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:45.219597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:45.219750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:45.219834] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:45.259075] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:45.259211] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:45.259255] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:45.259291] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:45.262712] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: DOWN (p=6.95%)
[2025-09-29T01:31:45.263055] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-09-29T01:31:45.263232] [INFO ] [sig       ] NFJ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:45.411813] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NFJ.txt
[2025-09-29T01:31:45.412130] [INFO ] [sig       ] [1381/2211] Completed NFJ in 0.3s | 3.73 sym/s | Total: 6.2m | ETA: 3.7m
[2025-09-29T01:31:45.412215] [INFO ] [sig       ] [1382/2211] Forecasting NGG...
[2025-09-29T01:31:45.412286] [INFO ] [sig       ] Generating forecast for: NGG
[2025-09-29T01:31:45.412360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-09-29T01:31:45.423751] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NGG'.
[2025-09-29T01:31:45.424233] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-09-29T01:31:45.452617] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:45.453529] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-09-29T01:31:45.453614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:45.453719] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:45.453809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:45.453940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:45.474308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:45.475402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:45.475542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:45.475619] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:45.512035] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:45.512270] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:45.512331] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:45.512370] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:45.516197] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: DOWN (p=30.18%)
[2025-09-29T01:31:45.516514] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-09-29T01:31:45.516710] [INFO ] [sig       ] NGG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:45.685290] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NGG.txt
[2025-09-29T01:31:45.685604] [INFO ] [sig       ] [1382/2211] Completed NGG in 0.3s | 3.73 sym/s | Total: 6.2m | ETA: 3.7m
[2025-09-29T01:31:45.685739] [INFO ] [sig       ] [1383/2211] Forecasting NGL...
[2025-09-29T01:31:45.685815] [INFO ] [sig       ] Generating forecast for: NGL
[2025-09-29T01:31:45.685889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-09-29T01:31:45.696492] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NGL'.
[2025-09-29T01:31:45.696956] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-09-29T01:31:45.725204] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:45.726108] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-09-29T01:31:45.726192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:45.726267] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:45.726338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:45.726465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:45.746870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:45.747611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:45.747743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:45.747813] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:45.785196] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:45.785327] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:45.785372] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:45.785408] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:45.789338] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: UP (p=86.88%)
[2025-09-29T01:31:45.789665] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-09-29T01:31:45.789859] [INFO ] [sig       ] NGL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:45.945354] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NGL.txt
[2025-09-29T01:31:45.945712] [INFO ] [sig       ] [1383/2211] Completed NGL in 0.3s | 3.73 sym/s | Total: 6.2m | ETA: 3.7m
[2025-09-29T01:31:45.945796] [INFO ] [sig       ] [1384/2211] Forecasting NGS...
[2025-09-29T01:31:45.945880] [INFO ] [sig       ] Generating forecast for: NGS
[2025-09-29T01:31:45.945962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-09-29T01:31:45.956715] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NGS'.
[2025-09-29T01:31:45.957141] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-09-29T01:31:45.985249] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:45.986274] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-09-29T01:31:45.986396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:45.986491] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:45.986565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:45.986737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:46.006971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:46.007981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:46.008110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:46.008205] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:46.047329] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:46.047492] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:46.047539] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:46.047574] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:46.051396] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: DOWN (p=6.52%)
[2025-09-29T01:31:46.051775] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-09-29T01:31:46.051961] [INFO ] [sig       ] NGS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:46.209054] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NGS.txt
[2025-09-29T01:31:46.209354] [INFO ] [sig       ] [1384/2211] Completed NGS in 0.3s | 3.73 sym/s | Total: 6.2m | ETA: 3.7m
[2025-09-29T01:31:46.209457] [INFO ] [sig       ] [1385/2211] Forecasting NGVC...
[2025-09-29T01:31:46.209543] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-09-29T01:31:46.209630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-09-29T01:31:46.221179] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NGVC'.
[2025-09-29T01:31:46.221695] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-09-29T01:31:46.249380] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:46.250513] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-09-29T01:31:46.250611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:46.250760] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:46.250848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:46.250974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:46.269950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:46.270839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:46.270966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:46.271038] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:46.310056] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:46.310259] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:46.310312] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:46.310355] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:46.314308] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: DOWN (p=49.09%)
[2025-09-29T01:31:46.314711] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-09-29T01:31:46.314908] [INFO ] [sig       ] NGVC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:46.469596] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NGVC.txt
[2025-09-29T01:31:46.469961] [INFO ] [sig       ] [1385/2211] Completed NGVC in 0.3s | 3.73 sym/s | Total: 6.2m | ETA: 3.7m
[2025-09-29T01:31:46.470045] [INFO ] [sig       ] [1386/2211] Forecasting NGVT...
[2025-09-29T01:31:46.470118] [INFO ] [sig       ] Generating forecast for: NGVT
[2025-09-29T01:31:46.470219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVT' from 'https://tdm.silogroup.org/data/derivative_storage/NGVT.csv'.
[2025-09-29T01:31:46.480769] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NGVT'.
[2025-09-29T01:31:46.481213] [INFO ] [FORECASTER] Starting predict_future for NGVT
[2025-09-29T01:31:46.509670] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:46.510683] [DEBUG] [LOCAL     ] No optimal features file found for NGVT: ./output/feature-sets/NGVT.txt
[2025-09-29T01:31:46.510771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:46.510845] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:46.510917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:46.511023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:46.530616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:46.531572] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:46.531714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:46.531789] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:46.569360] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:46.569565] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:46.569615] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:46.569693] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:46.573593] [DEBUG] [FORECASTER] NGVT: Forecast T+1@11:T+2@11: DOWN (p=26.85%)
[2025-09-29T01:31:46.573991] [INFO ] [FORECASTER] Completed predict_future for NGVT
[2025-09-29T01:31:46.574172] [INFO ] [sig       ] NGVT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:46.735514] [INFO ] [LOCAL     ] Saved forecast: NGVT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NGVT.txt
[2025-09-29T01:31:46.735884] [INFO ] [sig       ] [1386/2211] Completed NGVT in 0.3s | 3.73 sym/s | Total: 6.2m | ETA: 3.7m
[2025-09-29T01:31:46.735968] [INFO ] [sig       ] [1387/2211] Forecasting NHI...
[2025-09-29T01:31:46.736043] [INFO ] [sig       ] Generating forecast for: NHI
[2025-09-29T01:31:46.736117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-09-29T01:31:46.746729] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NHI'.
[2025-09-29T01:31:46.747207] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-09-29T01:31:46.774775] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:46.775673] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-09-29T01:31:46.775761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:46.775837] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:46.775907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:46.776013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:46.794858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:46.795841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:46.795977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:46.796074] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:46.839338] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:46.839564] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:46.839618] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:46.839699] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:46.844249] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: UP (p=91.76%)
[2025-09-29T01:31:46.844626] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-09-29T01:31:46.844896] [INFO ] [sig       ] NHI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:47.006497] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NHI.txt
[2025-09-29T01:31:47.006872] [INFO ] [sig       ] [1387/2211] Completed NHI in 0.3s | 3.73 sym/s | Total: 6.2m | ETA: 3.7m
[2025-09-29T01:31:47.006960] [INFO ] [sig       ] [1388/2211] Forecasting NI...
[2025-09-29T01:31:47.007071] [INFO ] [sig       ] Generating forecast for: NI
[2025-09-29T01:31:47.007146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-09-29T01:31:47.019964] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NI'.
[2025-09-29T01:31:47.020506] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-09-29T01:31:47.053163] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:47.054183] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-09-29T01:31:47.054272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:47.054349] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:47.054421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:47.054527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:47.072481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:47.073238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:47.073355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:47.073427] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:47.116770] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:47.116995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:47.117054] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:47.117092] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:47.121088] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: UP (p=87.88%)
[2025-09-29T01:31:47.121403] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-09-29T01:31:47.121565] [INFO ] [sig       ] NI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:47.285371] [INFO ] [LOCAL     ] Saved forecast: NI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NI.txt
[2025-09-29T01:31:47.285682] [INFO ] [sig       ] [1388/2211] Completed NI in 0.3s | 3.73 sym/s | Total: 6.2m | ETA: 3.7m
[2025-09-29T01:31:47.285765] [INFO ] [sig       ] [1389/2211] Forecasting NIC...
[2025-09-29T01:31:47.285839] [INFO ] [sig       ] Generating forecast for: NIC
[2025-09-29T01:31:47.285914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-09-29T01:31:47.297617] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NIC'.
[2025-09-29T01:31:47.298131] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-09-29T01:31:47.326142] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:47.327125] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-09-29T01:31:47.327214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:47.327291] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:47.327363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:47.327468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:47.346558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:47.347621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:47.347769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:47.347843] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:47.387627] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:47.387873] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:47.387928] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:47.387964] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:47.391865] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: DOWN (p=7.73%)
[2025-09-29T01:31:47.392238] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-09-29T01:31:47.392414] [INFO ] [sig       ] NIC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:47.556339] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NIC.txt
[2025-09-29T01:31:47.556686] [INFO ] [sig       ] [1389/2211] Completed NIC in 0.3s | 3.73 sym/s | Total: 6.2m | ETA: 3.7m
[2025-09-29T01:31:47.556773] [INFO ] [sig       ] [1390/2211] Forecasting NIE...
[2025-09-29T01:31:47.556878] [INFO ] [sig       ] Generating forecast for: NIE
[2025-09-29T01:31:47.556953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-09-29T01:31:47.568862] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NIE'.
[2025-09-29T01:31:47.569301] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-09-29T01:31:47.599749] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:47.601105] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-09-29T01:31:47.601228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:47.601315] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:47.601397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:47.601533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:47.628058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:47.629405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:47.629591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:47.629722] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:47.676230] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:47.676466] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:47.676519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:47.676558] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:47.680997] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: DOWN (p=39.58%)
[2025-09-29T01:31:47.681371] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-09-29T01:31:47.681548] [INFO ] [sig       ] NIE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:47.857356] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NIE.txt
[2025-09-29T01:31:47.857663] [INFO ] [sig       ] [1390/2211] Completed NIE in 0.3s | 3.73 sym/s | Total: 6.2m | ETA: 3.7m
[2025-09-29T01:31:47.857746] [INFO ] [sig       ] [1391/2211] Forecasting NIM...
[2025-09-29T01:31:47.857818] [INFO ] [sig       ] Generating forecast for: NIM
[2025-09-29T01:31:47.857891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-09-29T01:31:47.868668] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NIM'.
[2025-09-29T01:31:47.869144] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-09-29T01:31:47.896920] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:47.897856] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-09-29T01:31:47.897938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:47.898013] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:47.898090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:47.898208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:47.917252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:47.918304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:47.918424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:47.918502] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:47.952883] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:47.953091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:47.953142] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:47.953179] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:47.957047] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=94.99%)
[2025-09-29T01:31:47.957420] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-09-29T01:31:47.957592] [INFO ] [sig       ] NIM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:48.114522] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NIM.txt
[2025-09-29T01:31:48.114877] [INFO ] [sig       ] [1391/2211] Completed NIM in 0.3s | 3.73 sym/s | Total: 6.2m | ETA: 3.7m
[2025-09-29T01:31:48.114965] [INFO ] [sig       ] [1392/2211] Forecasting NINE...
[2025-09-29T01:31:48.115048] [INFO ] [sig       ] Generating forecast for: NINE
[2025-09-29T01:31:48.115145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NINE' from 'https://tdm.silogroup.org/data/derivative_storage/NINE.csv'.
[2025-09-29T01:31:48.126962] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NINE'.
[2025-09-29T01:31:48.127400] [INFO ] [FORECASTER] Starting predict_future for NINE
[2025-09-29T01:31:48.155680] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:48.156564] [DEBUG] [LOCAL     ] No optimal features file found for NINE: ./output/feature-sets/NINE.txt
[2025-09-29T01:31:48.156673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:48.156777] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:48.156871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:48.156976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:48.176137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:48.177000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:48.177120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:48.177193] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:48.214823] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:48.214997] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:48.215046] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:48.215082] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:48.218974] [DEBUG] [FORECASTER] NINE: Forecast T+1@11:T+2@11: UP (p=93.34%)
[2025-09-29T01:31:48.219286] [INFO ] [FORECASTER] Completed predict_future for NINE
[2025-09-29T01:31:48.219440] [INFO ] [sig       ] NINE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:48.392870] [INFO ] [LOCAL     ] Saved forecast: NINE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NINE.txt
[2025-09-29T01:31:48.393195] [INFO ] [sig       ] [1392/2211] Completed NINE in 0.3s | 3.73 sym/s | Total: 6.2m | ETA: 3.7m
[2025-09-29T01:31:48.393280] [INFO ] [sig       ] [1393/2211] Forecasting NIO...
[2025-09-29T01:31:48.393353] [INFO ] [sig       ] Generating forecast for: NIO
[2025-09-29T01:31:48.393429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-09-29T01:31:48.404494] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NIO'.
[2025-09-29T01:31:48.404932] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-09-29T01:31:48.435204] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:48.436301] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-09-29T01:31:48.436385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:48.436459] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:48.436530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:48.436634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:48.457417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:48.458312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:48.458433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:48.458510] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:48.499060] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:48.499249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:48.499299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:48.499336] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:48.503578] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: DOWN (p=27.29%)
[2025-09-29T01:31:48.503950] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-09-29T01:31:48.504143] [INFO ] [sig       ] NIO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:48.664213] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NIO.txt
[2025-09-29T01:31:48.664534] [INFO ] [sig       ] [1393/2211] Completed NIO in 0.3s | 3.73 sym/s | Total: 6.2m | ETA: 3.7m
[2025-09-29T01:31:48.664617] [INFO ] [sig       ] [1394/2211] Forecasting NJR...
[2025-09-29T01:31:48.664723] [INFO ] [sig       ] Generating forecast for: NJR
[2025-09-29T01:31:48.664810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NJR' from 'https://tdm.silogroup.org/data/derivative_storage/NJR.csv'.
[2025-09-29T01:31:48.675881] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NJR'.
[2025-09-29T01:31:48.676290] [INFO ] [FORECASTER] Starting predict_future for NJR
[2025-09-29T01:31:48.703812] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:48.704837] [DEBUG] [LOCAL     ] No optimal features file found for NJR: ./output/feature-sets/NJR.txt
[2025-09-29T01:31:48.704929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:48.705017] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:48.705102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:48.705223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:48.727098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:48.728235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:48.728357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:48.728444] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:48.765549] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:48.765740] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:48.765807] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:48.765847] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:48.769865] [DEBUG] [FORECASTER] NJR: Forecast T+1@11:T+2@11: DOWN (p=33.07%)
[2025-09-29T01:31:48.770352] [INFO ] [FORECASTER] Completed predict_future for NJR
[2025-09-29T01:31:48.770547] [INFO ] [sig       ] NJR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:48.925247] [INFO ] [LOCAL     ] Saved forecast: NJR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NJR.txt
[2025-09-29T01:31:48.925564] [INFO ] [sig       ] [1394/2211] Completed NJR in 0.3s | 3.73 sym/s | Total: 6.2m | ETA: 3.7m
[2025-09-29T01:31:48.925680] [INFO ] [sig       ] [1395/2211] Forecasting NKX...
[2025-09-29T01:31:48.925771] [INFO ] [sig       ] Generating forecast for: NKX
[2025-09-29T01:31:48.925858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-09-29T01:31:48.936892] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NKX'.
[2025-09-29T01:31:48.937281] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-09-29T01:31:48.965040] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:48.965957] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-09-29T01:31:48.966043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:48.966099] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:48.966170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:48.966277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:48.985412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:48.986103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:48.986216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:48.986288] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:49.022447] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:49.022677] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:49.022754] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:49.022796] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:49.026629] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=62.60%)
[2025-09-29T01:31:49.027010] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-09-29T01:31:49.027172] [INFO ] [sig       ] NKX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:49.189540] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NKX.txt
[2025-09-29T01:31:49.189866] [INFO ] [sig       ] [1395/2211] Completed NKX in 0.3s | 3.73 sym/s | Total: 6.2m | ETA: 3.6m
[2025-09-29T01:31:49.189954] [INFO ] [sig       ] [1396/2211] Forecasting NLOP...
[2025-09-29T01:31:49.190032] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-09-29T01:31:49.190112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-09-29T01:31:49.200308] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NLOP'.
[2025-09-29T01:31:49.200727] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-09-29T01:31:49.230304] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:49.231301] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-09-29T01:31:49.231385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:49.231474] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:49.231556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:49.231679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:49.253502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:49.254384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:49.254507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:49.254596] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:49.283968] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:49.284138] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:49.284197] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:49.284236] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:49.288018] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=13.57%)
[2025-09-29T01:31:49.288389] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-09-29T01:31:49.288546] [INFO ] [sig       ] NLOP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:49.442731] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NLOP.txt
[2025-09-29T01:31:49.443034] [INFO ] [sig       ] [1396/2211] Completed NLOP in 0.3s | 3.73 sym/s | Total: 6.2m | ETA: 3.6m
[2025-09-29T01:31:49.443090] [INFO ] [sig       ] [1397/2211] Forecasting NLY...
[2025-09-29T01:31:49.443126] [INFO ] [sig       ] Generating forecast for: NLY
[2025-09-29T01:31:49.443164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-09-29T01:31:49.457852] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NLY'.
[2025-09-29T01:31:49.458471] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-09-29T01:31:49.487844] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:49.488836] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-09-29T01:31:49.488920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:49.488995] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:49.489065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:49.489168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:49.509192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:49.510122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:49.510244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:49.510319] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:49.540678] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:49.540877] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:49.540928] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:49.540965] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:49.544853] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: DOWN (p=20.38%)
[2025-09-29T01:31:49.545174] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-09-29T01:31:49.545323] [INFO ] [sig       ] NLY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:49.700236] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NLY.txt
[2025-09-29T01:31:49.700599] [INFO ] [sig       ] [1397/2211] Completed NLY in 0.3s | 3.73 sym/s | Total: 6.2m | ETA: 3.6m
[2025-09-29T01:31:49.700730] [INFO ] [sig       ] [1398/2211] Forecasting NMAI...
[2025-09-29T01:31:49.700828] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-09-29T01:31:49.700924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-09-29T01:31:49.712442] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NMAI'.
[2025-09-29T01:31:49.712983] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-09-29T01:31:49.741937] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:49.742994] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-09-29T01:31:49.743115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:49.743217] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:49.743310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:49.743430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:49.764678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:49.765595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:49.765740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:49.765816] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:49.801278] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:49.801475] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:49.801536] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:49.801575] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:49.805450] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-09-29T01:31:49.805834] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-09-29T01:31:49.806001] [INFO ] [sig       ] NMAI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:49.964878] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NMAI.txt
[2025-09-29T01:31:49.965210] [INFO ] [sig       ] [1398/2211] Completed NMAI in 0.3s | 3.73 sym/s | Total: 6.2m | ETA: 3.6m
[2025-09-29T01:31:49.965296] [INFO ] [sig       ] [1399/2211] Forecasting NMCO...
[2025-09-29T01:31:49.965367] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-09-29T01:31:49.965440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-09-29T01:31:49.976174] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NMCO'.
[2025-09-29T01:31:49.976688] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-09-29T01:31:50.006397] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:50.007353] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-09-29T01:31:50.007443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:50.007534] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:50.007605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:50.007738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:50.026693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:50.027805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:50.027933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:50.028004] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:50.069090] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:50.069327] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:50.069409] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:50.069465] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:50.074118] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: DOWN (p=44.40%)
[2025-09-29T01:31:50.074551] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-09-29T01:31:50.074777] [INFO ] [sig       ] NMCO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:50.240817] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NMCO.txt
[2025-09-29T01:31:50.241159] [INFO ] [sig       ] [1399/2211] Completed NMCO in 0.3s | 3.73 sym/s | Total: 6.3m | ETA: 3.6m
[2025-09-29T01:31:50.241245] [INFO ] [sig       ] [1400/2211] Forecasting NMG...
[2025-09-29T01:31:50.241319] [INFO ] [sig       ] Generating forecast for: NMG
[2025-09-29T01:31:50.241396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-09-29T01:31:50.252459] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NMG'.
[2025-09-29T01:31:50.252950] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-09-29T01:31:50.281518] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:50.282618] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-09-29T01:31:50.282751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:50.282830] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:50.282902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:50.283008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:50.301824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:50.302691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:50.302807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:50.302878] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:50.344305] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:50.344520] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:50.344574] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:50.344612] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:50.348930] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-09-29T01:31:50.349304] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-09-29T01:31:50.349515] [INFO ] [sig       ] NMG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:50.509679] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NMG.txt
[2025-09-29T01:31:50.510004] [INFO ] [sig       ] [1400/2211] Completed NMG in 0.3s | 3.73 sym/s | Total: 6.3m | ETA: 3.6m
[2025-09-29T01:31:50.510088] [INFO ] [sig       ] [1401/2211] Forecasting NMI...
[2025-09-29T01:31:50.510160] [INFO ] [sig       ] Generating forecast for: NMI
[2025-09-29T01:31:50.510231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-09-29T01:31:50.521311] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NMI'.
[2025-09-29T01:31:50.521863] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-09-29T01:31:50.550762] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:50.551778] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-09-29T01:31:50.551875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:50.551960] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:50.552042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:50.552148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:50.570388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:50.571262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:50.571383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:50.571458] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:50.609057] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:50.609259] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:50.609311] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:50.609349] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:50.613495] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: DOWN (p=16.85%)
[2025-09-29T01:31:50.613927] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-09-29T01:31:50.614132] [INFO ] [sig       ] NMI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:50.774020] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NMI.txt
[2025-09-29T01:31:50.774330] [INFO ] [sig       ] [1401/2211] Completed NMI in 0.3s | 3.73 sym/s | Total: 6.3m | ETA: 3.6m
[2025-09-29T01:31:50.774425] [INFO ] [sig       ] [1402/2211] Forecasting NMM...
[2025-09-29T01:31:50.774522] [INFO ] [sig       ] Generating forecast for: NMM
[2025-09-29T01:31:50.774597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-09-29T01:31:50.785892] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NMM'.
[2025-09-29T01:31:50.786422] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-09-29T01:31:50.815467] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:50.816463] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-09-29T01:31:50.816548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:50.816625] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:50.816724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:50.816858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:50.835896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:50.836947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:50.837119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:50.837197] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:50.874871] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:50.875082] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:50.875133] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:50.875170] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:50.879430] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=32.62%)
[2025-09-29T01:31:50.879825] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-09-29T01:31:50.879998] [INFO ] [sig       ] NMM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:51.033137] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NMM.txt
[2025-09-29T01:31:51.033435] [INFO ] [sig       ] [1402/2211] Completed NMM in 0.3s | 3.73 sym/s | Total: 6.3m | ETA: 3.6m
[2025-09-29T01:31:51.033516] [INFO ] [sig       ] [1403/2211] Forecasting NMR...
[2025-09-29T01:31:51.033593] [INFO ] [sig       ] Generating forecast for: NMR
[2025-09-29T01:31:51.033692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMR' from 'https://tdm.silogroup.org/data/derivative_storage/NMR.csv'.
[2025-09-29T01:31:51.043423] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NMR'.
[2025-09-29T01:31:51.043782] [INFO ] [FORECASTER] Starting predict_future for NMR
[2025-09-29T01:31:51.070763] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:51.071594] [DEBUG] [LOCAL     ] No optimal features file found for NMR: ./output/feature-sets/NMR.txt
[2025-09-29T01:31:51.071704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:51.071781] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:51.071853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:51.071957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:51.090382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:51.091065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:51.091179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:51.091259] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:51.118470] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:51.118624] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:51.118706] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:51.118758] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:51.122354] [DEBUG] [FORECASTER] NMR: Forecast T+1@11:T+2@11: UP (p=79.24%)
[2025-09-29T01:31:51.122678] [INFO ] [FORECASTER] Completed predict_future for NMR
[2025-09-29T01:31:51.122870] [INFO ] [sig       ] NMR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:51.284283] [INFO ] [LOCAL     ] Saved forecast: NMR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NMR.txt
[2025-09-29T01:31:51.284604] [INFO ] [sig       ] [1403/2211] Completed NMR in 0.3s | 3.73 sym/s | Total: 6.3m | ETA: 3.6m
[2025-09-29T01:31:51.284711] [INFO ] [sig       ] [1404/2211] Forecasting NMS...
[2025-09-29T01:31:51.284784] [INFO ] [sig       ] Generating forecast for: NMS
[2025-09-29T01:31:51.284860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMS' from 'https://tdm.silogroup.org/data/derivative_storage/NMS.csv'.
[2025-09-29T01:31:51.295183] [DEBUG] [REMOTE    ] Successfully parsed 1818 rows of historical data for symbol 'NMS'.
[2025-09-29T01:31:51.295669] [INFO ] [FORECASTER] Starting predict_future for NMS
[2025-09-29T01:31:51.322808] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:51.323853] [DEBUG] [LOCAL     ] No optimal features file found for NMS: ./output/feature-sets/NMS.txt
[2025-09-29T01:31:51.323961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:51.324066] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:51.324155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:51.324342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:51.343556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:51.344342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:51.344474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:51.344566] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:51.376693] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:51.376887] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:51.376971] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:51.377058] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:51.381420] [DEBUG] [FORECASTER] NMS: Forecast T+1@11:T+2@11: DOWN (p=19.35%)
[2025-09-29T01:31:51.381819] [INFO ] [FORECASTER] Completed predict_future for NMS
[2025-09-29T01:31:51.381993] [INFO ] [sig       ] NMS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:51.596376] [INFO ] [LOCAL     ] Saved forecast: NMS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NMS.txt
[2025-09-29T01:31:51.596750] [INFO ] [sig       ] [1404/2211] Completed NMS in 0.3s | 3.73 sym/s | Total: 6.3m | ETA: 3.6m
[2025-09-29T01:31:51.596867] [INFO ] [sig       ] [1405/2211] Forecasting NMT...
[2025-09-29T01:31:51.596948] [INFO ] [sig       ] Generating forecast for: NMT
[2025-09-29T01:31:51.597054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMT' from 'https://tdm.silogroup.org/data/derivative_storage/NMT.csv'.
[2025-09-29T01:31:51.607279] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NMT'.
[2025-09-29T01:31:51.607796] [INFO ] [FORECASTER] Starting predict_future for NMT
[2025-09-29T01:31:51.637922] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:51.638970] [DEBUG] [LOCAL     ] No optimal features file found for NMT: ./output/feature-sets/NMT.txt
[2025-09-29T01:31:51.639071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:51.639166] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:51.639260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:51.639417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:51.658670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:51.659550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:51.659719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:51.659814] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:51.692619] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:51.692848] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:51.692904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:51.692944] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:51.697396] [DEBUG] [FORECASTER] NMT: Forecast T+1@11:T+2@11: DOWN (p=35.64%)
[2025-09-29T01:31:51.697797] [INFO ] [FORECASTER] Completed predict_future for NMT
[2025-09-29T01:31:51.697974] [INFO ] [sig       ] NMT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:51.861430] [INFO ] [LOCAL     ] Saved forecast: NMT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NMT.txt
[2025-09-29T01:31:51.861808] [INFO ] [sig       ] [1405/2211] Completed NMT in 0.3s | 3.73 sym/s | Total: 6.3m | ETA: 3.6m
[2025-09-29T01:31:51.861911] [INFO ] [sig       ] [1406/2211] Forecasting NMZ...
[2025-09-29T01:31:51.862004] [INFO ] [sig       ] Generating forecast for: NMZ
[2025-09-29T01:31:51.862112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMZ' from 'https://tdm.silogroup.org/data/derivative_storage/NMZ.csv'.
[2025-09-29T01:31:51.873437] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NMZ'.
[2025-09-29T01:31:51.873963] [INFO ] [FORECASTER] Starting predict_future for NMZ
[2025-09-29T01:31:51.903022] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:51.903917] [DEBUG] [LOCAL     ] No optimal features file found for NMZ: ./output/feature-sets/NMZ.txt
[2025-09-29T01:31:51.903999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:51.904072] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:51.904158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:51.904261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:51.922075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:51.923071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:51.923188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:51.923260] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:51.951805] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:51.951971] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:51.952018] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:51.952053] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:51.955551] [DEBUG] [FORECASTER] NMZ: Forecast T+1@11:T+2@11: DOWN (p=14.08%)
[2025-09-29T01:31:51.955888] [INFO ] [FORECASTER] Completed predict_future for NMZ
[2025-09-29T01:31:51.956041] [INFO ] [sig       ] NMZ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:52.110798] [INFO ] [LOCAL     ] Saved forecast: NMZ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NMZ.txt
[2025-09-29T01:31:52.111198] [INFO ] [sig       ] [1406/2211] Completed NMZ in 0.2s | 3.73 sym/s | Total: 6.3m | ETA: 3.6m
[2025-09-29T01:31:52.111273] [INFO ] [sig       ] [1407/2211] Forecasting NNI...
[2025-09-29T01:31:52.111347] [INFO ] [sig       ] Generating forecast for: NNI
[2025-09-29T01:31:52.111424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-09-29T01:31:52.121723] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NNI'.
[2025-09-29T01:31:52.122166] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-09-29T01:31:52.149252] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:52.150169] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-09-29T01:31:52.150250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:52.150337] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:52.150417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:52.150533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:52.168636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:52.169569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:52.169709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:52.169794] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:52.198073] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:52.198286] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:52.198341] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:52.198379] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:52.202666] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: UP (p=75.93%)
[2025-09-29T01:31:52.203091] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-09-29T01:31:52.203261] [INFO ] [sig       ] NNI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:52.358434] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NNI.txt
[2025-09-29T01:31:52.358779] [INFO ] [sig       ] [1407/2211] Completed NNI in 0.2s | 3.73 sym/s | Total: 6.3m | ETA: 3.6m
[2025-09-29T01:31:52.358892] [INFO ] [sig       ] [1408/2211] Forecasting NNN...
[2025-09-29T01:31:52.358977] [INFO ] [sig       ] Generating forecast for: NNN
[2025-09-29T01:31:52.359066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-09-29T01:31:52.369402] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NNN'.
[2025-09-29T01:31:52.369886] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-09-29T01:31:52.398291] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:52.399340] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-09-29T01:31:52.399458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:52.399554] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:52.399670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:52.399804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:52.418922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:52.419984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:52.420124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:52.420215] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:52.464111] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:52.464331] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:52.464419] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:52.464479] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:52.468787] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: DOWN (p=25.36%)
[2025-09-29T01:31:52.469125] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-09-29T01:31:52.469277] [INFO ] [sig       ] NNN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:52.622450] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NNN.txt
[2025-09-29T01:31:52.622844] [INFO ] [sig       ] [1408/2211] Completed NNN in 0.3s | 3.73 sym/s | Total: 6.3m | ETA: 3.6m
[2025-09-29T01:31:52.622932] [INFO ] [sig       ] [1409/2211] Forecasting NNY...
[2025-09-29T01:31:52.623009] [INFO ] [sig       ] Generating forecast for: NNY
[2025-09-29T01:31:52.623086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-09-29T01:31:52.633013] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NNY'.
[2025-09-29T01:31:52.633463] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-09-29T01:31:52.661831] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:52.662856] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-09-29T01:31:52.662957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:52.663032] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:52.663132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:52.663250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:52.683327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:52.684200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:52.684323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:52.684396] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:52.718561] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:52.718800] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:52.718864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:52.718904] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:52.723076] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: UP (p=84.88%)
[2025-09-29T01:31:52.723543] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-09-29T01:31:52.723772] [INFO ] [sig       ] NNY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:52.879886] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NNY.txt
[2025-09-29T01:31:52.880229] [INFO ] [sig       ] [1409/2211] Completed NNY in 0.3s | 3.73 sym/s | Total: 6.3m | ETA: 3.6m
[2025-09-29T01:31:52.880313] [INFO ] [sig       ] [1410/2211] Forecasting NOA...
[2025-09-29T01:31:52.880389] [INFO ] [sig       ] Generating forecast for: NOA
[2025-09-29T01:31:52.880469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-09-29T01:31:52.891272] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NOA'.
[2025-09-29T01:31:52.891746] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-09-29T01:31:52.920631] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:52.921717] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-09-29T01:31:52.921834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:52.921937] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:52.922036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:52.922186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:52.941897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:52.942894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:52.943044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:52.943141] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:52.976519] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:52.976769] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:52.976874] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:52.976935] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:52.981383] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=96.94%)
[2025-09-29T01:31:52.981824] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-09-29T01:31:52.982012] [INFO ] [sig       ] NOA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:53.140082] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NOA.txt
[2025-09-29T01:31:53.140450] [INFO ] [sig       ] [1410/2211] Completed NOA in 0.3s | 3.73 sym/s | Total: 6.3m | ETA: 3.6m
[2025-09-29T01:31:53.140552] [INFO ] [sig       ] [1411/2211] Forecasting NOAH...
[2025-09-29T01:31:53.140682] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-09-29T01:31:53.140792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-09-29T01:31:53.150590] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NOAH'.
[2025-09-29T01:31:53.151007] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-09-29T01:31:53.177486] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:53.178439] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-09-29T01:31:53.178545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:53.178677] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:53.178823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:53.178984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:53.197110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:53.197875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:53.198017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:53.198111] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:53.231047] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:53.231201] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:53.231269] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:53.231311] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:53.235408] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: UP (p=82.84%)
[2025-09-29T01:31:53.235804] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-09-29T01:31:53.235984] [INFO ] [sig       ] NOAH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:53.382225] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NOAH.txt
[2025-09-29T01:31:53.382488] [INFO ] [sig       ] [1411/2211] Completed NOAH in 0.2s | 3.73 sym/s | Total: 6.3m | ETA: 3.6m
[2025-09-29T01:31:53.382570] [INFO ] [sig       ] [1412/2211] Forecasting NOC...
[2025-09-29T01:31:53.382733] [INFO ] [sig       ] Generating forecast for: NOC
[2025-09-29T01:31:53.382805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOC' from 'https://tdm.silogroup.org/data/derivative_storage/NOC.csv'.
[2025-09-29T01:31:53.393078] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NOC'.
[2025-09-29T01:31:53.393463] [INFO ] [FORECASTER] Starting predict_future for NOC
[2025-09-29T01:31:53.421424] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:53.422304] [DEBUG] [LOCAL     ] No optimal features file found for NOC: ./output/feature-sets/NOC.txt
[2025-09-29T01:31:53.422389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:53.422465] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:53.422536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:53.422668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:53.442081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:53.442791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:53.442904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:53.442977] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:53.481244] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:53.481409] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:53.481463] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:53.481506] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:53.485350] [DEBUG] [FORECASTER] NOC: Forecast T+1@11:T+2@11: UP (p=59.56%)
[2025-09-29T01:31:53.485700] [INFO ] [FORECASTER] Completed predict_future for NOC
[2025-09-29T01:31:53.485876] [INFO ] [sig       ] NOC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:53.639579] [INFO ] [LOCAL     ] Saved forecast: NOC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NOC.txt
[2025-09-29T01:31:53.639901] [INFO ] [sig       ] [1412/2211] Completed NOC in 0.3s | 3.73 sym/s | Total: 6.3m | ETA: 3.6m
[2025-09-29T01:31:53.639992] [INFO ] [sig       ] [1413/2211] Forecasting NOG...
[2025-09-29T01:31:53.640070] [INFO ] [sig       ] Generating forecast for: NOG
[2025-09-29T01:31:53.640146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-09-29T01:31:53.651194] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NOG'.
[2025-09-29T01:31:53.651579] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-09-29T01:31:53.678881] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:53.679727] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-09-29T01:31:53.679809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:53.679883] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:53.679952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:53.680073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:53.697966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:53.698812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:53.698927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:53.698998] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:53.737129] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:53.737305] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:53.737352] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:53.737388] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:53.741081] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: DOWN (p=24.20%)
[2025-09-29T01:31:53.741387] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-09-29T01:31:53.741538] [INFO ] [sig       ] NOG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:53.894021] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NOG.txt
[2025-09-29T01:31:53.894323] [INFO ] [sig       ] [1413/2211] Completed NOG in 0.3s | 3.73 sym/s | Total: 6.3m | ETA: 3.6m
[2025-09-29T01:31:53.894404] [INFO ] [sig       ] [1414/2211] Forecasting NOK...
[2025-09-29T01:31:53.894475] [INFO ] [sig       ] Generating forecast for: NOK
[2025-09-29T01:31:53.894549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOK' from 'https://tdm.silogroup.org/data/derivative_storage/NOK.csv'.
[2025-09-29T01:31:53.906901] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NOK'.
[2025-09-29T01:31:53.907334] [INFO ] [FORECASTER] Starting predict_future for NOK
[2025-09-29T01:31:53.945761] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:53.946723] [DEBUG] [LOCAL     ] No optimal features file found for NOK: ./output/feature-sets/NOK.txt
[2025-09-29T01:31:53.946809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:53.946911] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:53.946983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:53.947102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:53.976925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:53.978493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:53.978631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:53.978755] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:54.020136] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:54.020346] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:54.020398] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:54.020436] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:54.024330] [DEBUG] [FORECASTER] NOK: Forecast T+1@11:T+2@11: DOWN (p=13.85%)
[2025-09-29T01:31:54.024694] [INFO ] [FORECASTER] Completed predict_future for NOK
[2025-09-29T01:31:54.024877] [INFO ] [sig       ] NOK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:54.178985] [INFO ] [LOCAL     ] Saved forecast: NOK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NOK.txt
[2025-09-29T01:31:54.179481] [INFO ] [sig       ] [1414/2211] Completed NOK in 0.3s | 3.73 sym/s | Total: 6.3m | ETA: 3.6m
[2025-09-29T01:31:54.179581] [INFO ] [sig       ] [1415/2211] Forecasting NOMD...
[2025-09-29T01:31:54.179678] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-09-29T01:31:54.179760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-09-29T01:31:54.192796] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NOMD'.
[2025-09-29T01:31:54.193481] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-09-29T01:31:54.225069] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:54.226152] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-09-29T01:31:54.226234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:54.226309] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:54.226381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:54.226486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:54.246400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:54.247282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:54.247394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:54.247466] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:54.283560] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:54.283786] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:54.283851] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:54.283890] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:54.288185] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=21.62%)
[2025-09-29T01:31:54.288494] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-09-29T01:31:54.288672] [INFO ] [sig       ] NOMD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:54.447105] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NOMD.txt
[2025-09-29T01:31:54.447611] [INFO ] [sig       ] [1415/2211] Completed NOMD in 0.3s | 3.73 sym/s | Total: 6.3m | ETA: 3.6m
[2025-09-29T01:31:54.447716] [INFO ] [sig       ] [1416/2211] Forecasting NOTE...
[2025-09-29T01:31:54.447788] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-09-29T01:31:54.447863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-09-29T01:31:54.461515] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NOTE'.
[2025-09-29T01:31:54.461949] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-09-29T01:31:54.498933] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:54.500089] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-09-29T01:31:54.500373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:54.500448] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:54.500519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:54.500624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:54.521062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:54.522231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:54.522361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:54.522435] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:54.561815] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:54.561996] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:54.562043] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:54.562078] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:54.565863] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: UP (p=85.04%)
[2025-09-29T01:31:54.566181] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-09-29T01:31:54.566344] [INFO ] [sig       ] NOTE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:54.723336] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NOTE.txt
[2025-09-29T01:31:54.723682] [INFO ] [sig       ] [1416/2211] Completed NOTE in 0.3s | 3.73 sym/s | Total: 6.3m | ETA: 3.6m
[2025-09-29T01:31:54.723768] [INFO ] [sig       ] [1417/2211] Forecasting NOV...
[2025-09-29T01:31:54.723840] [INFO ] [sig       ] Generating forecast for: NOV
[2025-09-29T01:31:54.723913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOV' from 'https://tdm.silogroup.org/data/derivative_storage/NOV.csv'.
[2025-09-29T01:31:54.736240] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NOV'.
[2025-09-29T01:31:54.736819] [INFO ] [FORECASTER] Starting predict_future for NOV
[2025-09-29T01:31:54.767174] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:54.768171] [DEBUG] [LOCAL     ] No optimal features file found for NOV: ./output/feature-sets/NOV.txt
[2025-09-29T01:31:54.768257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:54.768358] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:54.768475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:54.768634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:54.788309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:54.789232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:54.789364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:54.789463] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:54.834911] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:54.835171] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:54.835237] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:54.835279] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:54.839602] [DEBUG] [FORECASTER] NOV: Forecast T+1@11:T+2@11: DOWN (p=48.32%)
[2025-09-29T01:31:54.839943] [INFO ] [FORECASTER] Completed predict_future for NOV
[2025-09-29T01:31:54.840114] [INFO ] [sig       ] NOV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:55.001680] [INFO ] [LOCAL     ] Saved forecast: NOV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NOV.txt
[2025-09-29T01:31:55.002053] [INFO ] [sig       ] [1417/2211] Completed NOV in 0.3s | 3.73 sym/s | Total: 6.3m | ETA: 3.5m
[2025-09-29T01:31:55.002138] [INFO ] [sig       ] [1418/2211] Forecasting NOW...
[2025-09-29T01:31:55.002214] [INFO ] [sig       ] Generating forecast for: NOW
[2025-09-29T01:31:55.002267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOW' from 'https://tdm.silogroup.org/data/derivative_storage/NOW.csv'.
[2025-09-29T01:31:55.015920] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NOW'.
[2025-09-29T01:31:55.017122] [INFO ] [FORECASTER] Starting predict_future for NOW
[2025-09-29T01:31:55.047067] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:55.048187] [DEBUG] [LOCAL     ] No optimal features file found for NOW: ./output/feature-sets/NOW.txt
[2025-09-29T01:31:55.048276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:55.048356] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:55.048430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:55.048542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:55.068041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:55.069269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:55.069435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:55.069511] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:55.119406] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:55.119749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:55.119864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:55.119909] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:55.124343] [DEBUG] [FORECASTER] NOW: Forecast T+1@11:T+2@11: UP (p=66.24%)
[2025-09-29T01:31:55.124748] [INFO ] [FORECASTER] Completed predict_future for NOW
[2025-09-29T01:31:55.124959] [INFO ] [sig       ] NOW: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:55.293742] [INFO ] [LOCAL     ] Saved forecast: NOW	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NOW.txt
[2025-09-29T01:31:55.294676] [INFO ] [sig       ] [1418/2211] Completed NOW in 0.3s | 3.73 sym/s | Total: 6.3m | ETA: 3.5m
[2025-09-29T01:31:55.294766] [INFO ] [sig       ] [1419/2211] Forecasting NPCT...
[2025-09-29T01:31:55.294847] [INFO ] [sig       ] Generating forecast for: NPCT
[2025-09-29T01:31:55.294935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCT' from 'https://tdm.silogroup.org/data/derivative_storage/NPCT.csv'.
[2025-09-29T01:31:55.308137] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NPCT'.
[2025-09-29T01:31:55.308679] [INFO ] [FORECASTER] Starting predict_future for NPCT
[2025-09-29T01:31:55.337138] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:55.338056] [DEBUG] [LOCAL     ] No optimal features file found for NPCT: ./output/feature-sets/NPCT.txt
[2025-09-29T01:31:55.338141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:55.338218] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:55.338288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:55.338393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:55.357531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:55.358717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:55.358850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:55.358927] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:55.395041] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:55.395266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:55.395324] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:55.395362] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:55.399881] [DEBUG] [FORECASTER] NPCT: Forecast T+1@11:T+2@11: DOWN (p=48.92%)
[2025-09-29T01:31:55.400199] [INFO ] [FORECASTER] Completed predict_future for NPCT
[2025-09-29T01:31:55.400363] [INFO ] [sig       ] NPCT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:55.557827] [INFO ] [LOCAL     ] Saved forecast: NPCT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NPCT.txt
[2025-09-29T01:31:55.558207] [INFO ] [sig       ] [1419/2211] Completed NPCT in 0.3s | 3.73 sym/s | Total: 6.3m | ETA: 3.5m
[2025-09-29T01:31:55.558297] [INFO ] [sig       ] [1420/2211] Forecasting NPFD...
[2025-09-29T01:31:55.558373] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-09-29T01:31:55.558453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-09-29T01:31:55.573542] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NPFD'.
[2025-09-29T01:31:55.574156] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-09-29T01:31:55.613463] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:55.614468] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-09-29T01:31:55.614556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:55.614701] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:55.614772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:55.614897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:55.639706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:55.641494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:55.641688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:55.641775] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:55.684034] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:55.684287] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:55.684357] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:55.684397] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:55.688793] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-09-29T01:31:55.689202] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-09-29T01:31:55.689379] [INFO ] [sig       ] NPFD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:55.850273] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NPFD.txt
[2025-09-29T01:31:55.850591] [INFO ] [sig       ] [1420/2211] Completed NPFD in 0.3s | 3.73 sym/s | Total: 6.3m | ETA: 3.5m
[2025-09-29T01:31:55.850702] [INFO ] [sig       ] [1421/2211] Forecasting NPK...
[2025-09-29T01:31:55.850776] [INFO ] [sig       ] Generating forecast for: NPK
[2025-09-29T01:31:55.850851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-09-29T01:31:55.861036] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NPK'.
[2025-09-29T01:31:55.861379] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-09-29T01:31:55.890590] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:55.891583] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-09-29T01:31:55.891686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:55.891761] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:55.891831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:55.891933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:55.911828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:55.912597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:55.912739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:55.912820] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:55.956593] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:55.956803] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:55.956900] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:55.956946] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:55.961049] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=62.56%)
[2025-09-29T01:31:55.961354] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-09-29T01:31:55.961512] [INFO ] [sig       ] NPK: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:56.117822] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NPK.txt
[2025-09-29T01:31:56.118175] [INFO ] [sig       ] [1421/2211] Completed NPK in 0.3s | 3.73 sym/s | Total: 6.4m | ETA: 3.5m
[2025-09-29T01:31:56.118447] [INFO ] [sig       ] [1422/2211] Forecasting NPO...
[2025-09-29T01:31:56.118521] [INFO ] [sig       ] Generating forecast for: NPO
[2025-09-29T01:31:56.118596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-09-29T01:31:56.130595] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NPO'.
[2025-09-29T01:31:56.131162] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-09-29T01:31:56.161507] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:56.162458] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-09-29T01:31:56.162544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:56.162620] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:56.162714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:56.162820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:56.182679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:56.183549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:56.183689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:56.183764] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:56.221184] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:56.221385] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:56.221435] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:56.221472] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:56.225218] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=81.79%)
[2025-09-29T01:31:56.225557] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-09-29T01:31:56.225751] [INFO ] [sig       ] NPO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:56.381559] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NPO.txt
[2025-09-29T01:31:56.381937] [INFO ] [sig       ] [1422/2211] Completed NPO in 0.3s | 3.73 sym/s | Total: 6.4m | ETA: 3.5m
[2025-09-29T01:31:56.382022] [INFO ] [sig       ] [1423/2211] Forecasting NPV...
[2025-09-29T01:31:56.382094] [INFO ] [sig       ] Generating forecast for: NPV
[2025-09-29T01:31:56.382169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPV' from 'https://tdm.silogroup.org/data/derivative_storage/NPV.csv'.
[2025-09-29T01:31:56.393341] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NPV'.
[2025-09-29T01:31:56.393914] [INFO ] [FORECASTER] Starting predict_future for NPV
[2025-09-29T01:31:56.422465] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:56.423343] [DEBUG] [LOCAL     ] No optimal features file found for NPV: ./output/feature-sets/NPV.txt
[2025-09-29T01:31:56.423431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:56.423524] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:56.423595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:56.423722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:56.442506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:56.443237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:56.443351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:56.443423] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:56.480171] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:56.480366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:56.480421] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:56.480459] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:56.484297] [DEBUG] [FORECASTER] NPV: Forecast T+1@11:T+2@11: UP (p=71.97%)
[2025-09-29T01:31:56.484618] [INFO ] [FORECASTER] Completed predict_future for NPV
[2025-09-29T01:31:56.484824] [INFO ] [sig       ] NPV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:56.633928] [INFO ] [LOCAL     ] Saved forecast: NPV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NPV.txt
[2025-09-29T01:31:56.634210] [INFO ] [sig       ] [1423/2211] Completed NPV in 0.3s | 3.73 sym/s | Total: 6.4m | ETA: 3.5m
[2025-09-29T01:31:56.634291] [INFO ] [sig       ] [1424/2211] Forecasting NPWR...
[2025-09-29T01:31:56.634363] [INFO ] [sig       ] Generating forecast for: NPWR
[2025-09-29T01:31:56.634436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPWR' from 'https://tdm.silogroup.org/data/derivative_storage/NPWR.csv'.
[2025-09-29T01:31:56.648021] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NPWR'.
[2025-09-29T01:31:56.648605] [INFO ] [FORECASTER] Starting predict_future for NPWR
[2025-09-29T01:31:56.678167] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:56.679369] [DEBUG] [LOCAL     ] No optimal features file found for NPWR: ./output/feature-sets/NPWR.txt
[2025-09-29T01:31:56.679512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:56.679590] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:56.679733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:56.679851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:56.699312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:56.700518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:56.700673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:56.700750] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:56.743729] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:56.743967] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:56.744023] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:56.744063] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:56.747952] [DEBUG] [FORECASTER] NPWR: Forecast T+1@11:T+2@11: UP (p=76.21%)
[2025-09-29T01:31:56.748266] [INFO ] [FORECASTER] Completed predict_future for NPWR
[2025-09-29T01:31:56.748425] [INFO ] [sig       ] NPWR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:56.951366] [INFO ] [LOCAL     ] Saved forecast: NPWR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NPWR.txt
[2025-09-29T01:31:56.951747] [INFO ] [sig       ] [1424/2211] Completed NPWR in 0.3s | 3.73 sym/s | Total: 6.4m | ETA: 3.5m
[2025-09-29T01:31:56.951836] [INFO ] [sig       ] [1425/2211] Forecasting NQP...
[2025-09-29T01:31:56.951910] [INFO ] [sig       ] Generating forecast for: NQP
[2025-09-29T01:31:56.951987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-09-29T01:31:56.963423] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NQP'.
[2025-09-29T01:31:56.963920] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-09-29T01:31:56.992927] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:56.993945] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-09-29T01:31:56.994035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:56.994112] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:56.994185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:56.994294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:57.013256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:57.014287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:57.014426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:57.014507] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:57.054096] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:57.054317] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:57.054370] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:57.054427] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:57.058712] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: UP (p=87.31%)
[2025-09-29T01:31:57.059175] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-09-29T01:31:57.059400] [INFO ] [sig       ] NQP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:57.224173] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NQP.txt
[2025-09-29T01:31:57.224514] [INFO ] [sig       ] [1425/2211] Completed NQP in 0.3s | 3.73 sym/s | Total: 6.4m | ETA: 3.5m
[2025-09-29T01:31:57.224601] [INFO ] [sig       ] [1426/2211] Forecasting NRDY...
[2025-09-29T01:31:57.224700] [INFO ] [sig       ] Generating forecast for: NRDY
[2025-09-29T01:31:57.224778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDY' from 'https://tdm.silogroup.org/data/derivative_storage/NRDY.csv'.
[2025-09-29T01:31:57.238688] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NRDY'.
[2025-09-29T01:31:57.239217] [INFO ] [FORECASTER] Starting predict_future for NRDY
[2025-09-29T01:31:57.266617] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:57.267541] [DEBUG] [LOCAL     ] No optimal features file found for NRDY: ./output/feature-sets/NRDY.txt
[2025-09-29T01:31:57.267623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:57.267722] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:57.267792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:57.267896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:57.286141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:57.287024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:57.287144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:57.287244] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:57.327758] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:57.327942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:57.327988] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:57.328023] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:57.331627] [DEBUG] [FORECASTER] NRDY: Forecast T+1@11:T+2@11: UP (p=69.95%)
[2025-09-29T01:31:57.331965] [INFO ] [FORECASTER] Completed predict_future for NRDY
[2025-09-29T01:31:57.332122] [INFO ] [sig       ] NRDY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:57.486419] [INFO ] [LOCAL     ] Saved forecast: NRDY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NRDY.txt
[2025-09-29T01:31:57.486787] [INFO ] [sig       ] [1426/2211] Completed NRDY in 0.3s | 3.73 sym/s | Total: 6.4m | ETA: 3.5m
[2025-09-29T01:31:57.486917] [INFO ] [sig       ] [1427/2211] Forecasting NREF...
[2025-09-29T01:31:57.487016] [INFO ] [sig       ] Generating forecast for: NREF
[2025-09-29T01:31:57.487100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-09-29T01:31:57.498569] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NREF'.
[2025-09-29T01:31:57.498978] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-09-29T01:31:57.531744] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:57.532745] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-09-29T01:31:57.532911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:57.533006] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:57.533111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:57.533260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:57.552855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:57.553694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:57.553810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:57.553884] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:57.594186] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:57.594412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:57.594468] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:57.594506] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:57.598494] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: UP (p=58.51%)
[2025-09-29T01:31:57.598923] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-09-29T01:31:57.599116] [INFO ] [sig       ] NREF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:57.754412] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NREF.txt
[2025-09-29T01:31:57.754794] [INFO ] [sig       ] [1427/2211] Completed NREF in 0.3s | 3.73 sym/s | Total: 6.4m | ETA: 3.5m
[2025-09-29T01:31:57.754882] [INFO ] [sig       ] [1428/2211] Forecasting NRG...
[2025-09-29T01:31:57.754969] [INFO ] [sig       ] Generating forecast for: NRG
[2025-09-29T01:31:57.755060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-09-29T01:31:57.766866] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NRG'.
[2025-09-29T01:31:57.767356] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-09-29T01:31:57.795404] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:57.796476] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-09-29T01:31:57.796568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:57.796691] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:57.796778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:57.796907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:57.817374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:57.818306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:57.818433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:57.818520] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:57.864162] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:57.864582] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:57.864636] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:57.864733] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:57.869317] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: UP (p=96.74%)
[2025-09-29T01:31:57.869721] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-09-29T01:31:57.869917] [INFO ] [sig       ] NRG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:58.036021] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NRG.txt
[2025-09-29T01:31:58.036309] [INFO ] [sig       ] [1428/2211] Completed NRG in 0.3s | 3.73 sym/s | Total: 6.4m | ETA: 3.5m
[2025-09-29T01:31:58.036463] [INFO ] [sig       ] [1429/2211] Forecasting NRGV...
[2025-09-29T01:31:58.036544] [INFO ] [sig       ] Generating forecast for: NRGV
[2025-09-29T01:31:58.036636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRGV' from 'https://tdm.silogroup.org/data/derivative_storage/NRGV.csv'.
[2025-09-29T01:31:58.047942] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NRGV'.
[2025-09-29T01:31:58.048376] [INFO ] [FORECASTER] Starting predict_future for NRGV
[2025-09-29T01:31:58.075814] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:58.076733] [DEBUG] [LOCAL     ] No optimal features file found for NRGV: ./output/feature-sets/NRGV.txt
[2025-09-29T01:31:58.076815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:58.076905] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:58.076974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:58.077102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:58.095459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:58.096229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:58.096342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:58.096416] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:58.135692] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:58.135902] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:58.135953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:58.135991] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:58.140204] [DEBUG] [FORECASTER] NRGV: Forecast T+1@11:T+2@11: UP (p=77.44%)
[2025-09-29T01:31:58.140564] [INFO ] [FORECASTER] Completed predict_future for NRGV
[2025-09-29T01:31:58.140813] [INFO ] [sig       ] NRGV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:58.300395] [INFO ] [LOCAL     ] Saved forecast: NRGV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NRGV.txt
[2025-09-29T01:31:58.300704] [INFO ] [sig       ] [1429/2211] Completed NRGV in 0.3s | 3.73 sym/s | Total: 6.4m | ETA: 3.5m
[2025-09-29T01:31:58.300788] [INFO ] [sig       ] [1430/2211] Forecasting NRK...
[2025-09-29T01:31:58.300858] [INFO ] [sig       ] Generating forecast for: NRK
[2025-09-29T01:31:58.300930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-09-29T01:31:58.311411] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NRK'.
[2025-09-29T01:31:58.311801] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-09-29T01:31:58.338950] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:58.339920] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-09-29T01:31:58.340004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:58.340081] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:58.340152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:58.340258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:58.358745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:58.359390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:58.359502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:58.359574] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:58.398345] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:58.398495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:58.398539] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:58.398574] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:58.402070] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=47.41%)
[2025-09-29T01:31:58.402382] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-09-29T01:31:58.402537] [INFO ] [sig       ] NRK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:58.560248] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NRK.txt
[2025-09-29T01:31:58.560579] [INFO ] [sig       ] [1430/2211] Completed NRK in 0.3s | 3.73 sym/s | Total: 6.4m | ETA: 3.5m
[2025-09-29T01:31:58.560695] [INFO ] [sig       ] [1431/2211] Forecasting NRP...
[2025-09-29T01:31:58.560778] [INFO ] [sig       ] Generating forecast for: NRP
[2025-09-29T01:31:58.560861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-09-29T01:31:58.571361] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NRP'.
[2025-09-29T01:31:58.571845] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-09-29T01:31:58.598068] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:58.599010] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-09-29T01:31:58.599093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:58.599169] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:58.599240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:58.599353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:58.618256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:58.618964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:58.619076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:58.619147] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:58.657040] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:58.657242] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:58.657292] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:58.657329] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:58.661110] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: DOWN (p=22.07%)
[2025-09-29T01:31:58.661466] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-09-29T01:31:58.661634] [INFO ] [sig       ] NRP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:58.817180] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NRP.txt
[2025-09-29T01:31:58.817521] [INFO ] [sig       ] [1431/2211] Completed NRP in 0.3s | 3.73 sym/s | Total: 6.4m | ETA: 3.5m
[2025-09-29T01:31:58.817605] [INFO ] [sig       ] [1432/2211] Forecasting NRT...
[2025-09-29T01:31:58.817704] [INFO ] [sig       ] Generating forecast for: NRT
[2025-09-29T01:31:58.817784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRT' from 'https://tdm.silogroup.org/data/derivative_storage/NRT.csv'.
[2025-09-29T01:31:58.828304] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NRT'.
[2025-09-29T01:31:58.828738] [INFO ] [FORECASTER] Starting predict_future for NRT
[2025-09-29T01:31:58.855734] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:58.856671] [DEBUG] [LOCAL     ] No optimal features file found for NRT: ./output/feature-sets/NRT.txt
[2025-09-29T01:31:58.856756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:58.856854] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:58.856928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:58.857035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:58.875833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:58.876525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:58.876666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:58.876742] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:58.913889] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:58.914106] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:58.914162] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:58.914228] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:58.918687] [DEBUG] [FORECASTER] NRT: Forecast T+1@11:T+2@11: DOWN (p=0.87%)
[2025-09-29T01:31:58.919246] [INFO ] [FORECASTER] Completed predict_future for NRT
[2025-09-29T01:31:58.919438] [INFO ] [sig       ] NRT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:59.087635] [INFO ] [LOCAL     ] Saved forecast: NRT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NRT.txt
[2025-09-29T01:31:59.087964] [INFO ] [sig       ] [1432/2211] Completed NRT in 0.3s | 3.73 sym/s | Total: 6.4m | ETA: 3.5m
[2025-09-29T01:31:59.088050] [INFO ] [sig       ] [1433/2211] Forecasting NRUC...
[2025-09-29T01:31:59.088136] [INFO ] [sig       ] Generating forecast for: NRUC
[2025-09-29T01:31:59.088224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRUC' from 'https://tdm.silogroup.org/data/derivative_storage/NRUC.csv'.
[2025-09-29T01:31:59.098206] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NRUC'.
[2025-09-29T01:31:59.098540] [INFO ] [FORECASTER] Starting predict_future for NRUC
[2025-09-29T01:31:59.125085] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:59.125926] [DEBUG] [LOCAL     ] No optimal features file found for NRUC: ./output/feature-sets/NRUC.txt
[2025-09-29T01:31:59.126005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:59.126093] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:59.126175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:59.126302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:59.144318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:59.145287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:59.145476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:59.145552] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:59.183204] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:59.183356] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:59.183401] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:59.183437] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:59.187075] [DEBUG] [FORECASTER] NRUC: Forecast T+1@11:T+2@11: UP (p=90.22%)
[2025-09-29T01:31:59.187391] [INFO ] [FORECASTER] Completed predict_future for NRUC
[2025-09-29T01:31:59.187544] [INFO ] [sig       ] NRUC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:59.339195] [INFO ] [LOCAL     ] Saved forecast: NRUC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NRUC.txt
[2025-09-29T01:31:59.339508] [INFO ] [sig       ] [1433/2211] Completed NRUC in 0.3s | 3.73 sym/s | Total: 6.4m | ETA: 3.5m
[2025-09-29T01:31:59.339593] [INFO ] [sig       ] [1434/2211] Forecasting NSA...
[2025-09-29T01:31:59.339697] [INFO ] [sig       ] Generating forecast for: NSA
[2025-09-29T01:31:59.339783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSA' from 'https://tdm.silogroup.org/data/derivative_storage/NSA.csv'.
[2025-09-29T01:31:59.350552] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NSA'.
[2025-09-29T01:31:59.350956] [INFO ] [FORECASTER] Starting predict_future for NSA
[2025-09-29T01:31:59.377899] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:59.378931] [DEBUG] [LOCAL     ] No optimal features file found for NSA: ./output/feature-sets/NSA.txt
[2025-09-29T01:31:59.379014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:59.379088] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:59.379158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:59.379282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:59.397073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:59.398042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:59.398162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:59.398233] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:59.436481] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:59.436713] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:59.436786] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:59.436873] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:59.440755] [DEBUG] [FORECASTER] NSA: Forecast T+1@11:T+2@11: DOWN (p=3.07%)
[2025-09-29T01:31:59.441131] [INFO ] [FORECASTER] Completed predict_future for NSA
[2025-09-29T01:31:59.441309] [INFO ] [sig       ] NSA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:31:59.594501] [INFO ] [LOCAL     ] Saved forecast: NSA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NSA.txt
[2025-09-29T01:31:59.594816] [INFO ] [sig       ] [1434/2211] Completed NSA in 0.3s | 3.73 sym/s | Total: 6.4m | ETA: 3.5m
[2025-09-29T01:31:59.594902] [INFO ] [sig       ] [1435/2211] Forecasting NSC...
[2025-09-29T01:31:59.594978] [INFO ] [sig       ] Generating forecast for: NSC
[2025-09-29T01:31:59.595052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-09-29T01:31:59.606639] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NSC'.
[2025-09-29T01:31:59.607148] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-09-29T01:31:59.634458] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:59.635407] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-09-29T01:31:59.635490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:59.635563] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:59.635632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:59.635758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:59.657829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:59.659213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:59.659409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:59.659503] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:59.705144] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:59.705401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:59.705481] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:59.705540] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:59.711199] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2025-09-29T01:31:59.711741] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-09-29T01:31:59.711976] [INFO ] [sig       ] NSC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:31:59.865079] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NSC.txt
[2025-09-29T01:31:59.865418] [INFO ] [sig       ] [1435/2211] Completed NSC in 0.3s | 3.73 sym/s | Total: 6.4m | ETA: 3.5m
[2025-09-29T01:31:59.865506] [INFO ] [sig       ] [1436/2211] Forecasting NSP...
[2025-09-29T01:31:59.865579] [INFO ] [sig       ] Generating forecast for: NSP
[2025-09-29T01:31:59.865681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-09-29T01:31:59.877716] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NSP'.
[2025-09-29T01:31:59.878235] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-09-29T01:31:59.906063] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:31:59.907088] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-09-29T01:31:59.907175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:31:59.907251] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:31:59.907322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:31:59.907429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:31:59.926734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:31:59.930780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:31:59.930899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:31:59.930971] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:31:59.973295] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:31:59.973507] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:31:59.973558] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:31:59.973595] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:31:59.978044] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=79.67%)
[2025-09-29T01:31:59.978389] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-09-29T01:31:59.978551] [INFO ] [sig       ] NSP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:00.131299] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NSP.txt
[2025-09-29T01:32:00.131617] [INFO ] [sig       ] [1436/2211] Completed NSP in 0.3s | 3.73 sym/s | Total: 6.4m | ETA: 3.5m
[2025-09-29T01:32:00.131724] [INFO ] [sig       ] [1437/2211] Forecasting NTB...
[2025-09-29T01:32:00.131796] [INFO ] [sig       ] Generating forecast for: NTB
[2025-09-29T01:32:00.131848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-09-29T01:32:00.143343] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NTB'.
[2025-09-29T01:32:00.143850] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-09-29T01:32:00.173172] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:00.174204] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-09-29T01:32:00.174287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:00.174363] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:00.174434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:00.174558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:00.194204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:00.195024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:00.195148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:00.195263] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:00.235669] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:00.235810] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:00.235856] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:00.235892] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:00.239338] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: DOWN (p=46.81%)
[2025-09-29T01:32:00.239672] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-09-29T01:32:00.239855] [INFO ] [sig       ] NTB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:00.451225] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NTB.txt
[2025-09-29T01:32:00.451533] [INFO ] [sig       ] [1437/2211] Completed NTB in 0.3s | 3.73 sym/s | Total: 6.4m | ETA: 3.5m
[2025-09-29T01:32:00.451623] [INFO ] [sig       ] [1438/2211] Forecasting NTR...
[2025-09-29T01:32:00.451722] [INFO ] [sig       ] Generating forecast for: NTR
[2025-09-29T01:32:00.451810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTR' from 'https://tdm.silogroup.org/data/derivative_storage/NTR.csv'.
[2025-09-29T01:32:00.463018] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NTR'.
[2025-09-29T01:32:00.463376] [INFO ] [FORECASTER] Starting predict_future for NTR
[2025-09-29T01:32:00.504228] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:00.505197] [DEBUG] [LOCAL     ] No optimal features file found for NTR: ./output/feature-sets/NTR.txt
[2025-09-29T01:32:00.505280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:00.505356] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:00.505425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:00.505531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:00.524687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:00.525314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:00.525427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:00.525497] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:00.565202] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:00.565317] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:00.565360] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:00.565394] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:00.568944] [DEBUG] [FORECASTER] NTR: Forecast T+1@11:T+2@11: DOWN (p=48.27%)
[2025-09-29T01:32:00.569267] [INFO ] [FORECASTER] Completed predict_future for NTR
[2025-09-29T01:32:00.569427] [INFO ] [sig       ] NTR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:00.717290] [INFO ] [LOCAL     ] Saved forecast: NTR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NTR.txt
[2025-09-29T01:32:00.717559] [INFO ] [sig       ] [1438/2211] Completed NTR in 0.3s | 3.73 sym/s | Total: 6.4m | ETA: 3.5m
[2025-09-29T01:32:00.717661] [INFO ] [sig       ] [1439/2211] Forecasting NTST...
[2025-09-29T01:32:00.717737] [INFO ] [sig       ] Generating forecast for: NTST
[2025-09-29T01:32:00.717810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTST' from 'https://tdm.silogroup.org/data/derivative_storage/NTST.csv'.
[2025-09-29T01:32:00.729782] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NTST'.
[2025-09-29T01:32:00.730277] [INFO ] [FORECASTER] Starting predict_future for NTST
[2025-09-29T01:32:00.767781] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:00.769163] [DEBUG] [LOCAL     ] No optimal features file found for NTST: ./output/feature-sets/NTST.txt
[2025-09-29T01:32:00.769271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:00.769365] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:00.769456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:00.769599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:00.798378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:00.799856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:00.800052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:00.800141] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:00.843892] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:00.844107] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:00.844160] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:00.844218] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:00.848231] [DEBUG] [FORECASTER] NTST: Forecast T+1@11:T+2@11: DOWN (p=23.17%)
[2025-09-29T01:32:00.848595] [INFO ] [FORECASTER] Completed predict_future for NTST
[2025-09-29T01:32:00.848808] [INFO ] [sig       ] NTST: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:01.017682] [INFO ] [LOCAL     ] Saved forecast: NTST	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NTST.txt
[2025-09-29T01:32:01.018055] [INFO ] [sig       ] [1439/2211] Completed NTST in 0.3s | 3.73 sym/s | Total: 6.4m | ETA: 3.5m
[2025-09-29T01:32:01.018139] [INFO ] [sig       ] [1440/2211] Forecasting NU...
[2025-09-29T01:32:01.018211] [INFO ] [sig       ] Generating forecast for: NU
[2025-09-29T01:32:01.018287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NU' from 'https://tdm.silogroup.org/data/derivative_storage/NU.csv'.
[2025-09-29T01:32:01.029918] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NU'.
[2025-09-29T01:32:01.030322] [INFO ] [FORECASTER] Starting predict_future for NU
[2025-09-29T01:32:01.058172] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:01.058991] [DEBUG] [LOCAL     ] No optimal features file found for NU: ./output/feature-sets/NU.txt
[2025-09-29T01:32:01.059076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:01.059183] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:01.059258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:01.059371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:01.078505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:01.079256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:01.079374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:01.079445] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:01.118893] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:01.119008] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:01.119050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:01.119085] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:01.122340] [DEBUG] [FORECASTER] NU: Forecast T+1@11:T+2@11: UP (p=63.85%)
[2025-09-29T01:32:01.122678] [INFO ] [FORECASTER] Completed predict_future for NU
[2025-09-29T01:32:01.122848] [INFO ] [sig       ] NU: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:01.274800] [INFO ] [LOCAL     ] Saved forecast: NU	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NU.txt
[2025-09-29T01:32:01.275078] [INFO ] [sig       ] [1440/2211] Completed NU in 0.3s | 3.73 sym/s | Total: 6.4m | ETA: 3.4m
[2025-09-29T01:32:01.275143] [INFO ] [sig       ] [1441/2211] Forecasting NUS...
[2025-09-29T01:32:01.275185] [INFO ] [sig       ] Generating forecast for: NUS
[2025-09-29T01:32:01.275227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-09-29T01:32:01.288707] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NUS'.
[2025-09-29T01:32:01.289409] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-09-29T01:32:01.325789] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:01.326723] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-09-29T01:32:01.326808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:01.326905] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:01.326980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:01.327088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:01.345963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:01.350486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:01.350712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:01.350784] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:01.391717] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:01.391944] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:01.392037] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:01.392092] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:01.396280] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: UP (p=84.86%)
[2025-09-29T01:32:01.396683] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-09-29T01:32:01.396917] [INFO ] [sig       ] NUS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:01.556726] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NUS.txt
[2025-09-29T01:32:01.557158] [INFO ] [sig       ] [1441/2211] Completed NUS in 0.3s | 3.73 sym/s | Total: 6.4m | ETA: 3.4m
[2025-09-29T01:32:01.557285] [INFO ] [sig       ] [1442/2211] Forecasting NUV...
[2025-09-29T01:32:01.557361] [INFO ] [sig       ] Generating forecast for: NUV
[2025-09-29T01:32:01.557436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUV' from 'https://tdm.silogroup.org/data/derivative_storage/NUV.csv'.
[2025-09-29T01:32:01.568810] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NUV'.
[2025-09-29T01:32:01.569345] [INFO ] [FORECASTER] Starting predict_future for NUV
[2025-09-29T01:32:01.598615] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:01.599685] [DEBUG] [LOCAL     ] No optimal features file found for NUV: ./output/feature-sets/NUV.txt
[2025-09-29T01:32:01.599774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:01.599872] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:01.599947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:01.600095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:01.619590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:01.620590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:01.620742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:01.620832] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:01.657788] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:01.657955] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:01.658003] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:01.658043] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:01.661798] [DEBUG] [FORECASTER] NUV: Forecast T+1@11:T+2@11: UP (p=90.05%)
[2025-09-29T01:32:01.662126] [INFO ] [FORECASTER] Completed predict_future for NUV
[2025-09-29T01:32:01.662279] [INFO ] [sig       ] NUV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:01.818318] [INFO ] [LOCAL     ] Saved forecast: NUV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NUV.txt
[2025-09-29T01:32:01.818704] [INFO ] [sig       ] [1442/2211] Completed NUV in 0.3s | 3.73 sym/s | Total: 6.4m | ETA: 3.4m
[2025-09-29T01:32:01.818788] [INFO ] [sig       ] [1443/2211] Forecasting NUVB...
[2025-09-29T01:32:01.818869] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-09-29T01:32:01.818954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-09-29T01:32:01.831851] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NUVB'.
[2025-09-29T01:32:01.832409] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-09-29T01:32:01.859982] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:01.860961] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-09-29T01:32:01.861046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:01.861133] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:01.861220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:01.861359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:01.880252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:01.880978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:01.881095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:01.881182] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:01.919383] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:01.919537] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:01.919582] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:01.919618] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:01.923201] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: DOWN (p=49.20%)
[2025-09-29T01:32:01.923494] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-09-29T01:32:01.923667] [INFO ] [sig       ] NUVB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:02.075950] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NUVB.txt
[2025-09-29T01:32:02.076269] [INFO ] [sig       ] [1443/2211] Completed NUVB in 0.3s | 3.73 sym/s | Total: 6.5m | ETA: 3.4m
[2025-09-29T01:32:02.076354] [INFO ] [sig       ] [1444/2211] Forecasting NUW...
[2025-09-29T01:32:02.076426] [INFO ] [sig       ] Generating forecast for: NUW
[2025-09-29T01:32:02.076502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUW' from 'https://tdm.silogroup.org/data/derivative_storage/NUW.csv'.
[2025-09-29T01:32:02.087556] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NUW'.
[2025-09-29T01:32:02.088083] [INFO ] [FORECASTER] Starting predict_future for NUW
[2025-09-29T01:32:02.115277] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:02.116233] [DEBUG] [LOCAL     ] No optimal features file found for NUW: ./output/feature-sets/NUW.txt
[2025-09-29T01:32:02.116318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:02.116395] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:02.116466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:02.116569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:02.135481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:02.136508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:02.136677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:02.136761] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:02.173209] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:02.173421] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:02.173472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:02.173512] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:02.177366] [DEBUG] [FORECASTER] NUW: Forecast T+1@11:T+2@11: DOWN (p=33.39%)
[2025-09-29T01:32:02.177714] [INFO ] [FORECASTER] Completed predict_future for NUW
[2025-09-29T01:32:02.177909] [INFO ] [sig       ] NUW: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:02.336388] [INFO ] [LOCAL     ] Saved forecast: NUW	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NUW.txt
[2025-09-29T01:32:02.336722] [INFO ] [sig       ] [1444/2211] Completed NUW in 0.3s | 3.73 sym/s | Total: 6.5m | ETA: 3.4m
[2025-09-29T01:32:02.336813] [INFO ] [sig       ] [1445/2211] Forecasting NVG...
[2025-09-29T01:32:02.336907] [INFO ] [sig       ] Generating forecast for: NVG
[2025-09-29T01:32:02.336981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-09-29T01:32:02.347892] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NVG'.
[2025-09-29T01:32:02.348283] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-09-29T01:32:02.375592] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:02.376570] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-09-29T01:32:02.376699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:02.376852] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:02.376926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:02.377030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:02.395336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:02.396223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:02.396344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:02.396418] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:02.435306] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:02.435521] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:02.435574] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:02.435678] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:02.439607] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: UP (p=69.50%)
[2025-09-29T01:32:02.439957] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-09-29T01:32:02.440161] [INFO ] [sig       ] NVG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:02.625761] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NVG.txt
[2025-09-29T01:32:02.626136] [INFO ] [sig       ] [1445/2211] Completed NVG in 0.3s | 3.73 sym/s | Total: 6.5m | ETA: 3.4m
[2025-09-29T01:32:02.626229] [INFO ] [sig       ] [1446/2211] Forecasting NVGS...
[2025-09-29T01:32:02.626310] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-09-29T01:32:02.626407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-09-29T01:32:02.639046] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'NVGS'.
[2025-09-29T01:32:02.639539] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-09-29T01:32:02.668536] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:02.669446] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-09-29T01:32:02.669546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:02.669623] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:02.669719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:02.669826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:02.688788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:02.689638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:02.689814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:02.689893] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:02.730347] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:02.730579] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:02.730663] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:02.730761] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:02.734618] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=11.31%)
[2025-09-29T01:32:02.734970] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-09-29T01:32:02.735137] [INFO ] [sig       ] NVGS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:02.896005] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NVGS.txt
[2025-09-29T01:32:02.896327] [INFO ] [sig       ] [1446/2211] Completed NVGS in 0.3s | 3.73 sym/s | Total: 6.5m | ETA: 3.4m
[2025-09-29T01:32:02.896412] [INFO ] [sig       ] [1447/2211] Forecasting NVO...
[2025-09-29T01:32:02.896489] [INFO ] [sig       ] Generating forecast for: NVO
[2025-09-29T01:32:02.896570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-09-29T01:32:02.908253] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NVO'.
[2025-09-29T01:32:02.908683] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-09-29T01:32:02.936855] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:02.937798] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-09-29T01:32:02.937884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:02.937967] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:02.938038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:02.938148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:02.957010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:02.957967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:02.958081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:02.958152] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:02.999484] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:02.999724] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:02.999796] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:02.999836] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:03.003955] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: UP (p=95.44%)
[2025-09-29T01:32:03.004275] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-09-29T01:32:03.004435] [INFO ] [sig       ] NVO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:03.160218] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NVO.txt
[2025-09-29T01:32:03.160514] [INFO ] [sig       ] [1447/2211] Completed NVO in 0.3s | 3.73 sym/s | Total: 6.5m | ETA: 3.4m
[2025-09-29T01:32:03.160607] [INFO ] [sig       ] [1448/2211] Forecasting NVR...
[2025-09-29T01:32:03.160712] [INFO ] [sig       ] Generating forecast for: NVR
[2025-09-29T01:32:03.160790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVR' from 'https://tdm.silogroup.org/data/derivative_storage/NVR.csv'.
[2025-09-29T01:32:03.172845] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'NVR'.
[2025-09-29T01:32:03.173386] [INFO ] [FORECASTER] Starting predict_future for NVR
[2025-09-29T01:32:03.204034] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:03.205038] [DEBUG] [LOCAL     ] No optimal features file found for NVR: ./output/feature-sets/NVR.txt
[2025-09-29T01:32:03.205128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:03.205203] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:03.205291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:03.205402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:03.224930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:03.225980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:03.226103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:03.226175] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:03.267552] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:03.267949] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:03.268034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:03.268097] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:03.272922] [DEBUG] [FORECASTER] NVR: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2025-09-29T01:32:03.273411] [INFO ] [FORECASTER] Completed predict_future for NVR
[2025-09-29T01:32:03.273599] [INFO ] [sig       ] NVR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:03.433587] [INFO ] [LOCAL     ] Saved forecast: NVR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NVR.txt
[2025-09-29T01:32:03.433921] [INFO ] [sig       ] [1448/2211] Completed NVR in 0.3s | 3.73 sym/s | Total: 6.5m | ETA: 3.4m
[2025-09-29T01:32:03.434007] [INFO ] [sig       ] [1449/2211] Forecasting NVRI...
[2025-09-29T01:32:03.434083] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-09-29T01:32:03.434157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-09-29T01:32:03.447228] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NVRI'.
[2025-09-29T01:32:03.447764] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-09-29T01:32:03.478574] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:03.479563] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-09-29T01:32:03.479669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:03.479748] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:03.479818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:03.479922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:03.497689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:03.498634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:03.498777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:03.498850] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:03.536537] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:03.536760] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:03.536843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:03.536912] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:03.540677] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: UP (p=97.04%)
[2025-09-29T01:32:03.541026] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-09-29T01:32:03.541196] [INFO ] [sig       ] NVRI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:03.699312] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NVRI.txt
[2025-09-29T01:32:03.699636] [INFO ] [sig       ] [1449/2211] Completed NVRI in 0.3s | 3.73 sym/s | Total: 6.5m | ETA: 3.4m
[2025-09-29T01:32:03.699745] [INFO ] [sig       ] [1450/2211] Forecasting NVS...
[2025-09-29T01:32:03.699838] [INFO ] [sig       ] Generating forecast for: NVS
[2025-09-29T01:32:03.699935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-09-29T01:32:03.716364] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NVS'.
[2025-09-29T01:32:03.717071] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-09-29T01:32:03.747485] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:03.748441] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-09-29T01:32:03.748527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:03.748603] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:03.748704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:03.748813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:03.770852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:03.771906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:03.772029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:03.772106] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:03.812743] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:03.812885] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:03.812933] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:03.812969] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:03.816717] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: UP (p=80.89%)
[2025-09-29T01:32:03.817115] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-09-29T01:32:03.817280] [INFO ] [sig       ] NVS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:03.982033] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NVS.txt
[2025-09-29T01:32:03.982343] [INFO ] [sig       ] [1450/2211] Completed NVS in 0.3s | 3.73 sym/s | Total: 6.5m | ETA: 3.4m
[2025-09-29T01:32:03.982424] [INFO ] [sig       ] [1451/2211] Forecasting NVST...
[2025-09-29T01:32:03.982496] [INFO ] [sig       ] Generating forecast for: NVST
[2025-09-29T01:32:03.982571] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVST' from 'https://tdm.silogroup.org/data/derivative_storage/NVST.csv'.
[2025-09-29T01:32:03.995016] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NVST'.
[2025-09-29T01:32:03.995556] [INFO ] [FORECASTER] Starting predict_future for NVST
[2025-09-29T01:32:04.023031] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:04.023991] [DEBUG] [LOCAL     ] No optimal features file found for NVST: ./output/feature-sets/NVST.txt
[2025-09-29T01:32:04.024090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:04.024182] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:04.024269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:04.024405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:04.043534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:04.044451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:04.044587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:04.044703] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:04.086964] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:04.087188] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:04.087243] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:04.087283] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:04.091906] [DEBUG] [FORECASTER] NVST: Forecast T+1@11:T+2@11: UP (p=93.85%)
[2025-09-29T01:32:04.092256] [INFO ] [FORECASTER] Completed predict_future for NVST
[2025-09-29T01:32:04.092423] [INFO ] [sig       ] NVST: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:04.251990] [INFO ] [LOCAL     ] Saved forecast: NVST	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NVST.txt
[2025-09-29T01:32:04.252342] [INFO ] [sig       ] [1451/2211] Completed NVST in 0.3s | 3.73 sym/s | Total: 6.5m | ETA: 3.4m
[2025-09-29T01:32:04.252448] [INFO ] [sig       ] [1452/2211] Forecasting NVT...
[2025-09-29T01:32:04.252536] [INFO ] [sig       ] Generating forecast for: NVT
[2025-09-29T01:32:04.252626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVT' from 'https://tdm.silogroup.org/data/derivative_storage/NVT.csv'.
[2025-09-29T01:32:04.263239] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NVT'.
[2025-09-29T01:32:04.263621] [INFO ] [FORECASTER] Starting predict_future for NVT
[2025-09-29T01:32:04.292098] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:04.293013] [DEBUG] [LOCAL     ] No optimal features file found for NVT: ./output/feature-sets/NVT.txt
[2025-09-29T01:32:04.293117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:04.293220] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:04.293328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:04.293491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:04.314081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:04.314777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:04.314932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:04.315026] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:04.360785] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:04.361015] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:04.361073] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:04.361117] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:04.366022] [DEBUG] [FORECASTER] NVT: Forecast T+1@11:T+2@11: UP (p=98.69%)
[2025-09-29T01:32:04.366390] [INFO ] [FORECASTER] Completed predict_future for NVT
[2025-09-29T01:32:04.366583] [INFO ] [sig       ] NVT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:04.586360] [INFO ] [LOCAL     ] Saved forecast: NVT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NVT.txt
[2025-09-29T01:32:04.586765] [INFO ] [sig       ] [1452/2211] Completed NVT in 0.3s | 3.73 sym/s | Total: 6.5m | ETA: 3.4m
[2025-09-29T01:32:04.586892] [INFO ] [sig       ] [1453/2211] Forecasting NWG...
[2025-09-29T01:32:04.586977] [INFO ] [sig       ] Generating forecast for: NWG
[2025-09-29T01:32:04.587076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-09-29T01:32:04.600634] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NWG'.
[2025-09-29T01:32:04.601071] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-09-29T01:32:04.638246] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:04.639344] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-09-29T01:32:04.639438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:04.639543] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:04.639637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:04.639821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:04.665168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:04.666009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:04.666177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:04.666275] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:04.719169] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:04.719363] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:04.719419] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:04.719462] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:04.724708] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: DOWN (p=10.29%)
[2025-09-29T01:32:04.725180] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-09-29T01:32:04.725391] [INFO ] [sig       ] NWG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:04.902751] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NWG.txt
[2025-09-29T01:32:04.903022] [INFO ] [sig       ] [1453/2211] Completed NWG in 0.3s | 3.73 sym/s | Total: 6.5m | ETA: 3.4m
[2025-09-29T01:32:04.903106] [INFO ] [sig       ] [1454/2211] Forecasting NWN...
[2025-09-29T01:32:04.903182] [INFO ] [sig       ] Generating forecast for: NWN
[2025-09-29T01:32:04.903258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWN' from 'https://tdm.silogroup.org/data/derivative_storage/NWN.csv'.
[2025-09-29T01:32:04.915597] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NWN'.
[2025-09-29T01:32:04.916188] [INFO ] [FORECASTER] Starting predict_future for NWN
[2025-09-29T01:32:04.944890] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:04.945857] [DEBUG] [LOCAL     ] No optimal features file found for NWN: ./output/feature-sets/NWN.txt
[2025-09-29T01:32:04.945946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:04.946021] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:04.946094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:04.946202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:04.965291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:04.966250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:04.966370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:04.966442] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:05.003854] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:05.004061] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:05.004114] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:05.004153] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:05.008581] [DEBUG] [FORECASTER] NWN: Forecast T+1@11:T+2@11: DOWN (p=23.27%)
[2025-09-29T01:32:05.009154] [INFO ] [FORECASTER] Completed predict_future for NWN
[2025-09-29T01:32:05.009397] [INFO ] [sig       ] NWN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:05.187895] [INFO ] [LOCAL     ] Saved forecast: NWN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NWN.txt
[2025-09-29T01:32:05.188297] [INFO ] [sig       ] [1454/2211] Completed NWN in 0.3s | 3.73 sym/s | Total: 6.5m | ETA: 3.4m
[2025-09-29T01:32:05.188384] [INFO ] [sig       ] [1455/2211] Forecasting NX...
[2025-09-29T01:32:05.188457] [INFO ] [sig       ] Generating forecast for: NX
[2025-09-29T01:32:05.188541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-09-29T01:32:05.202830] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NX'.
[2025-09-29T01:32:05.203289] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-09-29T01:32:05.232269] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:05.233392] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-09-29T01:32:05.233482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:05.233571] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:05.233632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:05.233843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:05.252965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:05.253823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:05.253983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:05.254066] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:05.295760] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:05.295980] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:05.296053] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:05.296095] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:05.300140] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: UP (p=67.10%)
[2025-09-29T01:32:05.300478] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-09-29T01:32:05.300667] [INFO ] [sig       ] NX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:05.453829] [INFO ] [LOCAL     ] Saved forecast: NX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NX.txt
[2025-09-29T01:32:05.454229] [INFO ] [sig       ] [1455/2211] Completed NX in 0.3s | 3.73 sym/s | Total: 6.5m | ETA: 3.4m
[2025-09-29T01:32:05.454357] [INFO ] [sig       ] [1456/2211] Forecasting NXC...
[2025-09-29T01:32:05.454445] [INFO ] [sig       ] Generating forecast for: NXC
[2025-09-29T01:32:05.454519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-09-29T01:32:05.465624] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NXC'.
[2025-09-29T01:32:05.466079] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-09-29T01:32:05.494490] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:05.495455] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-09-29T01:32:05.495545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:05.495621] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:05.495731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:05.495837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:05.515552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:05.516610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:05.516761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:05.516853] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:05.560132] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:05.560340] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:05.560389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:05.560424] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:05.565702] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: DOWN (p=43.05%)
[2025-09-29T01:32:05.566043] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-09-29T01:32:05.566217] [INFO ] [sig       ] NXC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:05.723901] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NXC.txt
[2025-09-29T01:32:05.724225] [INFO ] [sig       ] [1456/2211] Completed NXC in 0.3s | 3.73 sym/s | Total: 6.5m | ETA: 3.4m
[2025-09-29T01:32:05.724312] [INFO ] [sig       ] [1457/2211] Forecasting NXDT...
[2025-09-29T01:32:05.724398] [INFO ] [sig       ] Generating forecast for: NXDT
[2025-09-29T01:32:05.724484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXDT' from 'https://tdm.silogroup.org/data/derivative_storage/NXDT.csv'.
[2025-09-29T01:32:05.737493] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NXDT'.
[2025-09-29T01:32:05.738063] [INFO ] [FORECASTER] Starting predict_future for NXDT
[2025-09-29T01:32:05.767810] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:05.768842] [DEBUG] [LOCAL     ] No optimal features file found for NXDT: ./output/feature-sets/NXDT.txt
[2025-09-29T01:32:05.768935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:05.769040] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:05.769111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:05.769223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:05.788202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:05.789208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:05.789328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:05.789402] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:05.835050] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:05.835310] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:05.835375] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:05.835412] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:05.840075] [DEBUG] [FORECASTER] NXDT: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2025-09-29T01:32:05.840503] [INFO ] [FORECASTER] Completed predict_future for NXDT
[2025-09-29T01:32:05.840722] [INFO ] [sig       ] NXDT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:06.004465] [INFO ] [LOCAL     ] Saved forecast: NXDT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NXDT.txt
[2025-09-29T01:32:06.004927] [INFO ] [sig       ] [1457/2211] Completed NXDT in 0.3s | 3.73 sym/s | Total: 6.5m | ETA: 3.4m
[2025-09-29T01:32:06.005027] [INFO ] [sig       ] [1458/2211] Forecasting NXE...
[2025-09-29T01:32:06.005105] [INFO ] [sig       ] Generating forecast for: NXE
[2025-09-29T01:32:06.005190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-09-29T01:32:06.113542] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NXE'.
[2025-09-29T01:32:06.113950] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-09-29T01:32:06.142772] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:06.143753] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-09-29T01:32:06.143850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:06.143927] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:06.143994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:06.144104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:06.163966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:06.164904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:06.165032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:06.165104] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:06.196667] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:06.196919] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:06.196984] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:06.197023] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:06.201138] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=86.15%)
[2025-09-29T01:32:06.201533] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-09-29T01:32:06.201744] [INFO ] [sig       ] NXE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:06.362279] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NXE.txt
[2025-09-29T01:32:06.362629] [INFO ] [sig       ] [1458/2211] Completed NXE in 0.4s | 3.73 sym/s | Total: 6.5m | ETA: 3.4m
[2025-09-29T01:32:06.362732] [INFO ] [sig       ] [1459/2211] Forecasting NXG...
[2025-09-29T01:32:06.362844] [INFO ] [sig       ] Generating forecast for: NXG
[2025-09-29T01:32:06.362917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-09-29T01:32:06.373515] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NXG'.
[2025-09-29T01:32:06.373934] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-09-29T01:32:06.401481] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:06.402335] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-09-29T01:32:06.402415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:06.402494] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:06.402562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:06.402689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:06.422305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:06.422990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:06.423109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:06.423187] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:06.458253] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:06.458396] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:06.458445] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:06.458482] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:06.462289] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=9.49%)
[2025-09-29T01:32:06.462602] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-09-29T01:32:06.462788] [INFO ] [sig       ] NXG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:06.613972] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NXG.txt
[2025-09-29T01:32:06.614259] [INFO ] [sig       ] [1459/2211] Completed NXG in 0.3s | 3.73 sym/s | Total: 6.5m | ETA: 3.4m
[2025-09-29T01:32:06.614348] [INFO ] [sig       ] [1460/2211] Forecasting NXJ...
[2025-09-29T01:32:06.614426] [INFO ] [sig       ] Generating forecast for: NXJ
[2025-09-29T01:32:06.614506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXJ' from 'https://tdm.silogroup.org/data/derivative_storage/NXJ.csv'.
[2025-09-29T01:32:06.625934] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NXJ'.
[2025-09-29T01:32:06.626388] [INFO ] [FORECASTER] Starting predict_future for NXJ
[2025-09-29T01:32:06.653195] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:06.654089] [DEBUG] [LOCAL     ] No optimal features file found for NXJ: ./output/feature-sets/NXJ.txt
[2025-09-29T01:32:06.654176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:06.654257] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:06.654327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:06.654430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:06.673939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:06.674742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:06.674860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:06.674932] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:06.713392] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:06.713592] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:06.713660] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:06.713730] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:06.723076] [DEBUG] [FORECASTER] NXJ: Forecast T+1@11:T+2@11: DOWN (p=10.07%)
[2025-09-29T01:32:06.724690] [INFO ] [FORECASTER] Completed predict_future for NXJ
[2025-09-29T01:32:06.724917] [INFO ] [sig       ] NXJ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:06.883187] [INFO ] [LOCAL     ] Saved forecast: NXJ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NXJ.txt
[2025-09-29T01:32:06.883552] [INFO ] [sig       ] [1460/2211] Completed NXJ in 0.3s | 3.73 sym/s | Total: 6.5m | ETA: 3.4m
[2025-09-29T01:32:06.883668] [INFO ] [sig       ] [1461/2211] Forecasting NXN...
[2025-09-29T01:32:06.883750] [INFO ] [sig       ] Generating forecast for: NXN
[2025-09-29T01:32:06.883829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXN' from 'https://tdm.silogroup.org/data/derivative_storage/NXN.csv'.
[2025-09-29T01:32:06.898297] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NXN'.
[2025-09-29T01:32:06.898944] [INFO ] [FORECASTER] Starting predict_future for NXN
[2025-09-29T01:32:06.928904] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:06.930000] [DEBUG] [LOCAL     ] No optimal features file found for NXN: ./output/feature-sets/NXN.txt
[2025-09-29T01:32:06.930084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:06.930160] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:06.930231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:06.930336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:06.950413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:06.951464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:06.951666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:06.951755] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:06.991575] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:06.991782] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:06.991848] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:06.991891] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:06.995767] [DEBUG] [FORECASTER] NXN: Forecast T+1@11:T+2@11: DOWN (p=16.15%)
[2025-09-29T01:32:06.996169] [INFO ] [FORECASTER] Completed predict_future for NXN
[2025-09-29T01:32:06.996336] [INFO ] [sig       ] NXN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:07.157585] [INFO ] [LOCAL     ] Saved forecast: NXN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NXN.txt
[2025-09-29T01:32:07.157901] [INFO ] [sig       ] [1461/2211] Completed NXN in 0.3s | 3.73 sym/s | Total: 6.5m | ETA: 3.4m
[2025-09-29T01:32:07.157981] [INFO ] [sig       ] [1462/2211] Forecasting NXP...
[2025-09-29T01:32:07.158054] [INFO ] [sig       ] Generating forecast for: NXP
[2025-09-29T01:32:07.158127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-09-29T01:32:07.169450] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NXP'.
[2025-09-29T01:32:07.169878] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-09-29T01:32:07.198675] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:07.199510] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-09-29T01:32:07.199594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:07.199698] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:07.199770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:07.199874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:07.221362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:07.222152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:07.222307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:07.222382] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:07.262809] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:07.263006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:07.263063] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:07.263165] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:07.267443] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=93.63%)
[2025-09-29T01:32:07.267849] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-09-29T01:32:07.268027] [INFO ] [sig       ] NXP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:07.432955] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NXP.txt
[2025-09-29T01:32:07.433269] [INFO ] [sig       ] [1462/2211] Completed NXP in 0.3s | 3.73 sym/s | Total: 6.5m | ETA: 3.4m
[2025-09-29T01:32:07.433351] [INFO ] [sig       ] [1463/2211] Forecasting NXRT...
[2025-09-29T01:32:07.433422] [INFO ] [sig       ] Generating forecast for: NXRT
[2025-09-29T01:32:07.433495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXRT' from 'https://tdm.silogroup.org/data/derivative_storage/NXRT.csv'.
[2025-09-29T01:32:07.446116] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NXRT'.
[2025-09-29T01:32:07.446696] [INFO ] [FORECASTER] Starting predict_future for NXRT
[2025-09-29T01:32:07.477746] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:07.478633] [DEBUG] [LOCAL     ] No optimal features file found for NXRT: ./output/feature-sets/NXRT.txt
[2025-09-29T01:32:07.478740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:07.478816] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:07.478906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:07.479013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:07.497887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:07.498531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:07.498699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:07.498777] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:07.533987] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:07.534159] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:07.534208] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:07.534305] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:07.538140] [DEBUG] [FORECASTER] NXRT: Forecast T+1@11:T+2@11: UP (p=78.68%)
[2025-09-29T01:32:07.538470] [INFO ] [FORECASTER] Completed predict_future for NXRT
[2025-09-29T01:32:07.538737] [INFO ] [sig       ] NXRT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:07.697153] [INFO ] [LOCAL     ] Saved forecast: NXRT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NXRT.txt
[2025-09-29T01:32:07.697487] [INFO ] [sig       ] [1463/2211] Completed NXRT in 0.3s | 3.73 sym/s | Total: 6.5m | ETA: 3.3m
[2025-09-29T01:32:07.697573] [INFO ] [sig       ] [1464/2211] Forecasting NYT...
[2025-09-29T01:32:07.697670] [INFO ] [sig       ] Generating forecast for: NYT
[2025-09-29T01:32:07.697747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYT' from 'https://tdm.silogroup.org/data/derivative_storage/NYT.csv'.
[2025-09-29T01:32:07.709878] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NYT'.
[2025-09-29T01:32:07.710481] [INFO ] [FORECASTER] Starting predict_future for NYT
[2025-09-29T01:32:07.739743] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:07.740870] [DEBUG] [LOCAL     ] No optimal features file found for NYT: ./output/feature-sets/NYT.txt
[2025-09-29T01:32:07.740978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:07.741071] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:07.741172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:07.741296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:07.763084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:07.764145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:07.764285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:07.764372] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:07.804480] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:07.804720] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:07.804798] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:07.804839] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:07.808879] [DEBUG] [FORECASTER] NYT: Forecast T+1@11:T+2@11: UP (p=71.68%)
[2025-09-29T01:32:07.809211] [INFO ] [FORECASTER] Completed predict_future for NYT
[2025-09-29T01:32:07.809424] [INFO ] [sig       ] NYT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:07.975979] [INFO ] [LOCAL     ] Saved forecast: NYT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/NYT.txt
[2025-09-29T01:32:07.976328] [INFO ] [sig       ] [1464/2211] Completed NYT in 0.3s | 3.73 sym/s | Total: 6.5m | ETA: 3.3m
[2025-09-29T01:32:07.976412] [INFO ] [sig       ] [1465/2211] Forecasting NZF...
[2025-09-29T01:32:07.976484] [INFO ] [sig       ] Generating forecast for: NZF
[2025-09-29T01:32:07.976558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-09-29T01:32:07.989238] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NZF'.
[2025-09-29T01:32:07.989740] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-09-29T01:32:08.016600] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:08.017571] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-09-29T01:32:08.017682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:08.017773] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:08.017863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:08.018013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:08.037525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:08.038338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:08.038521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:08.038599] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:08.080633] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:08.080872] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:08.080944] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:08.080984] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:08.085115] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=24.94%)
[2025-09-29T01:32:08.085510] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-09-29T01:32:08.085720] [INFO ] [sig       ] NZF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:08.241959] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/NZF.txt
[2025-09-29T01:32:08.242252] [INFO ] [sig       ] [1465/2211] Completed NZF in 0.3s | 3.73 sym/s | Total: 6.6m | ETA: 3.3m
[2025-09-29T01:32:08.242413] [INFO ] [sig       ] [1466/2211] Forecasting OBDC...
[2025-09-29T01:32:08.242491] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-09-29T01:32:08.242575] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-09-29T01:32:08.256405] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OBDC'.
[2025-09-29T01:32:08.256936] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-09-29T01:32:08.284893] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:08.285897] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-09-29T01:32:08.285981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:08.286059] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:08.286131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:08.286239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:08.305858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:08.306557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:08.306704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:08.306780] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:08.344965] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:08.345209] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:08.345275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:08.345314] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:08.349321] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: UP (p=61.21%)
[2025-09-29T01:32:08.349638] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-09-29T01:32:08.349841] [INFO ] [sig       ] OBDC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:08.603275] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/OBDC.txt
[2025-09-29T01:32:08.603602] [INFO ] [sig       ] [1466/2211] Completed OBDC in 0.4s | 3.72 sym/s | Total: 6.6m | ETA: 3.3m
[2025-09-29T01:32:08.603723] [INFO ] [sig       ] [1467/2211] Forecasting OBK...
[2025-09-29T01:32:08.603800] [INFO ] [sig       ] Generating forecast for: OBK
[2025-09-29T01:32:08.603876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-09-29T01:32:08.614958] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OBK'.
[2025-09-29T01:32:08.615430] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-09-29T01:32:08.643137] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:08.644115] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-09-29T01:32:08.644198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:08.644274] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:08.644345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:08.644449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:08.663669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:08.664469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:08.664591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:08.664702] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:08.706227] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:08.706424] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:08.706484] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:08.706522] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:08.710896] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-09-29T01:32:08.711251] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-09-29T01:32:08.711409] [INFO ] [sig       ] OBK: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:08.872364] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/OBK.txt
[2025-09-29T01:32:08.872780] [INFO ] [sig       ] [1467/2211] Completed OBK in 0.3s | 3.72 sym/s | Total: 6.6m | ETA: 3.3m
[2025-09-29T01:32:08.872898] [INFO ] [sig       ] [1468/2211] Forecasting OC...
[2025-09-29T01:32:08.872989] [INFO ] [sig       ] Generating forecast for: OC
[2025-09-29T01:32:08.873066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-09-29T01:32:08.886464] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OC'.
[2025-09-29T01:32:08.887002] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-09-29T01:32:08.914976] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:08.916040] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-09-29T01:32:08.916135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:08.916239] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:08.916347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:08.916537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:08.935869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:08.936775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:08.937009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:08.937094] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:08.984036] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:08.984278] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:08.984355] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:08.984399] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:08.989240] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: UP (p=85.67%)
[2025-09-29T01:32:08.989705] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-09-29T01:32:08.989910] [INFO ] [sig       ] OC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:09.147666] [INFO ] [LOCAL     ] Saved forecast: OC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/OC.txt
[2025-09-29T01:32:09.147968] [INFO ] [sig       ] [1468/2211] Completed OC in 0.3s | 3.72 sym/s | Total: 6.6m | ETA: 3.3m
[2025-09-29T01:32:09.148071] [INFO ] [sig       ] [1469/2211] Forecasting OCFT...
[2025-09-29T01:32:09.148154] [INFO ] [sig       ] Generating forecast for: OCFT
[2025-09-29T01:32:09.148241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFT' from 'https://tdm.silogroup.org/data/derivative_storage/OCFT.csv'.
[2025-09-29T01:32:09.158400] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OCFT'.
[2025-09-29T01:32:09.158782] [INFO ] [FORECASTER] Starting predict_future for OCFT
[2025-09-29T01:32:09.186220] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:09.187171] [DEBUG] [LOCAL     ] No optimal features file found for OCFT: ./output/feature-sets/OCFT.txt
[2025-09-29T01:32:09.187255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:09.187331] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:09.187401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:09.187504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:09.207280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:09.208122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:09.208241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:09.208331] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:09.241223] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:09.241412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:09.241461] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:09.241497] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:09.245345] [DEBUG] [FORECASTER] OCFT: Forecast T+1@11:T+2@11: DOWN (p=25.78%)
[2025-09-29T01:32:09.245682] [INFO ] [FORECASTER] Completed predict_future for OCFT
[2025-09-29T01:32:09.245851] [INFO ] [sig       ] OCFT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:09.401569] [INFO ] [LOCAL     ] Saved forecast: OCFT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/OCFT.txt
[2025-09-29T01:32:09.401903] [INFO ] [sig       ] [1469/2211] Completed OCFT in 0.3s | 3.72 sym/s | Total: 6.6m | ETA: 3.3m
[2025-09-29T01:32:09.401999] [INFO ] [sig       ] [1470/2211] Forecasting ODC...
[2025-09-29T01:32:09.402073] [INFO ] [sig       ] Generating forecast for: ODC
[2025-09-29T01:32:09.402146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-09-29T01:32:09.412545] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ODC'.
[2025-09-29T01:32:09.413038] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-09-29T01:32:09.440496] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:09.441415] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-09-29T01:32:09.441503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:09.441578] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:09.441674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:09.441783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:09.461429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:09.462334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:09.462457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:09.462530] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:09.494486] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:09.494687] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:09.494761] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:09.494801] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:09.498967] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=73.86%)
[2025-09-29T01:32:09.499421] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-09-29T01:32:09.499602] [INFO ] [sig       ] ODC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:09.667708] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ODC.txt
[2025-09-29T01:32:09.668042] [INFO ] [sig       ] [1470/2211] Completed ODC in 0.3s | 3.72 sym/s | Total: 6.6m | ETA: 3.3m
[2025-09-29T01:32:09.668127] [INFO ] [sig       ] [1471/2211] Forecasting ODV...
[2025-09-29T01:32:09.668212] [INFO ] [sig       ] Generating forecast for: ODV
[2025-09-29T01:32:09.668296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODV' from 'https://tdm.silogroup.org/data/derivative_storage/ODV.csv'.
[2025-09-29T01:32:09.680219] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ODV'.
[2025-09-29T01:32:09.680744] [INFO ] [FORECASTER] Starting predict_future for ODV
[2025-09-29T01:32:09.708779] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:09.709686] [DEBUG] [LOCAL     ] No optimal features file found for ODV: ./output/feature-sets/ODV.txt
[2025-09-29T01:32:09.709789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:09.709883] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:09.709967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:09.710102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:09.729137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:09.730129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:09.730250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:09.730357] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:09.763929] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:09.764120] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:09.764184] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:09.764225] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:09.768101] [DEBUG] [FORECASTER] ODV: Forecast T+1@11:T+2@11: DOWN (p=15.40%)
[2025-09-29T01:32:09.768411] [INFO ] [FORECASTER] Completed predict_future for ODV
[2025-09-29T01:32:09.768561] [INFO ] [sig       ] ODV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:09.935472] [INFO ] [LOCAL     ] Saved forecast: ODV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ODV.txt
[2025-09-29T01:32:09.935809] [INFO ] [sig       ] [1471/2211] Completed ODV in 0.3s | 3.72 sym/s | Total: 6.6m | ETA: 3.3m
[2025-09-29T01:32:09.935896] [INFO ] [sig       ] [1472/2211] Forecasting OEC...
[2025-09-29T01:32:09.935971] [INFO ] [sig       ] Generating forecast for: OEC
[2025-09-29T01:32:09.936065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-09-29T01:32:09.950345] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OEC'.
[2025-09-29T01:32:09.950903] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-09-29T01:32:09.978469] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:09.979372] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-09-29T01:32:09.979473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:09.979580] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:09.979705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:09.979861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:09.998731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:09.999458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:09.999612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:09.999743] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:10.054733] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:10.054960] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:10.055017] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:10.055056] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:10.059729] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=11.13%)
[2025-09-29T01:32:10.060076] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-09-29T01:32:10.060254] [INFO ] [sig       ] OEC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:10.214042] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/OEC.txt
[2025-09-29T01:32:10.214407] [INFO ] [sig       ] [1472/2211] Completed OEC in 0.3s | 3.72 sym/s | Total: 6.6m | ETA: 3.3m
[2025-09-29T01:32:10.214522] [INFO ] [sig       ] [1473/2211] Forecasting OFG...
[2025-09-29T01:32:10.214622] [INFO ] [sig       ] Generating forecast for: OFG
[2025-09-29T01:32:10.214792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-09-29T01:32:10.226121] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OFG'.
[2025-09-29T01:32:10.226732] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-09-29T01:32:10.257269] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:10.258247] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-09-29T01:32:10.258346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:10.258459] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:10.258565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:10.258765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:10.278729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:10.279700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:10.279859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:10.279935] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:10.324844] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:10.325078] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:10.325165] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:10.325233] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:10.329617] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-09-29T01:32:10.330126] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-09-29T01:32:10.330289] [INFO ] [sig       ] OFG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:10.485127] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/OFG.txt
[2025-09-29T01:32:10.485498] [INFO ] [sig       ] [1473/2211] Completed OFG in 0.3s | 3.72 sym/s | Total: 6.6m | ETA: 3.3m
[2025-09-29T01:32:10.485592] [INFO ] [sig       ] [1474/2211] Forecasting OGE...
[2025-09-29T01:32:10.485707] [INFO ] [sig       ] Generating forecast for: OGE
[2025-09-29T01:32:10.485805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-09-29T01:32:10.501491] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OGE'.
[2025-09-29T01:32:10.502223] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-09-29T01:32:10.546543] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:10.548073] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-09-29T01:32:10.548241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:10.548337] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:10.548427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:10.548588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:10.579884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:10.581416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:10.581595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:10.581756] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:10.625111] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:10.625378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:10.625451] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:10.625493] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:10.629444] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: DOWN (p=44.34%)
[2025-09-29T01:32:10.629819] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-09-29T01:32:10.630013] [INFO ] [sig       ] OGE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:10.790098] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/OGE.txt
[2025-09-29T01:32:10.790399] [INFO ] [sig       ] [1474/2211] Completed OGE in 0.3s | 3.72 sym/s | Total: 6.6m | ETA: 3.3m
[2025-09-29T01:32:10.790503] [INFO ] [sig       ] [1475/2211] Forecasting OGN...
[2025-09-29T01:32:10.790605] [INFO ] [sig       ] Generating forecast for: OGN
[2025-09-29T01:32:10.790728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-09-29T01:32:10.802058] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OGN'.
[2025-09-29T01:32:10.802446] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-09-29T01:32:10.830431] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:10.831334] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-09-29T01:32:10.831448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:10.831547] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:10.831662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:10.831806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:10.852557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:10.853611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:10.853759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:10.853829] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:10.899371] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:10.899635] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:10.899755] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:10.899822] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:10.905624] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: UP (p=55.97%)
[2025-09-29T01:32:10.906162] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-09-29T01:32:10.906390] [INFO ] [sig       ] OGN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:11.092970] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/OGN.txt
[2025-09-29T01:32:11.093259] [INFO ] [sig       ] [1475/2211] Completed OGN in 0.3s | 3.72 sym/s | Total: 6.6m | ETA: 3.3m
[2025-09-29T01:32:11.093347] [INFO ] [sig       ] [1476/2211] Forecasting OGS...
[2025-09-29T01:32:11.093419] [INFO ] [sig       ] Generating forecast for: OGS
[2025-09-29T01:32:11.093491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGS' from 'https://tdm.silogroup.org/data/derivative_storage/OGS.csv'.
[2025-09-29T01:32:11.105162] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OGS'.
[2025-09-29T01:32:11.105602] [INFO ] [FORECASTER] Starting predict_future for OGS
[2025-09-29T01:32:11.132907] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:11.133904] [DEBUG] [LOCAL     ] No optimal features file found for OGS: ./output/feature-sets/OGS.txt
[2025-09-29T01:32:11.133989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:11.134081] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:11.134152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:11.134270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:11.154480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:11.155297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:11.155434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:11.155541] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:11.194310] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:11.194496] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:11.194547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:11.194585] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:11.198557] [DEBUG] [FORECASTER] OGS: Forecast T+1@11:T+2@11: DOWN (p=31.99%)
[2025-09-29T01:32:11.198919] [INFO ] [FORECASTER] Completed predict_future for OGS
[2025-09-29T01:32:11.199101] [INFO ] [sig       ] OGS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:11.367450] [INFO ] [LOCAL     ] Saved forecast: OGS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/OGS.txt
[2025-09-29T01:32:11.367782] [INFO ] [sig       ] [1476/2211] Completed OGS in 0.3s | 3.72 sym/s | Total: 6.6m | ETA: 3.3m
[2025-09-29T01:32:11.367870] [INFO ] [sig       ] [1477/2211] Forecasting OHI...
[2025-09-29T01:32:11.367943] [INFO ] [sig       ] Generating forecast for: OHI
[2025-09-29T01:32:11.368019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-09-29T01:32:11.380470] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OHI'.
[2025-09-29T01:32:11.380968] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-09-29T01:32:11.408934] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:11.409862] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-09-29T01:32:11.409945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:11.410033] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:11.410114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:11.410228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:11.430853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:11.431716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:11.431835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:11.431921] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:11.463691] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:11.463891] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:11.463947] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:11.464030] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:11.468439] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: UP (p=71.24%)
[2025-09-29T01:32:11.468932] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-09-29T01:32:11.469109] [INFO ] [sig       ] OHI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:11.634513] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/OHI.txt
[2025-09-29T01:32:11.634836] [INFO ] [sig       ] [1477/2211] Completed OHI in 0.3s | 3.72 sym/s | Total: 6.6m | ETA: 3.3m
[2025-09-29T01:32:11.634921] [INFO ] [sig       ] [1478/2211] Forecasting OI...
[2025-09-29T01:32:11.634999] [INFO ] [sig       ] Generating forecast for: OI
[2025-09-29T01:32:11.635072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-09-29T01:32:11.646018] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OI'.
[2025-09-29T01:32:11.646411] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-09-29T01:32:11.674683] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:11.675550] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-09-29T01:32:11.675633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:11.675749] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:11.675818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:11.675921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:11.695289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:11.696261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:11.696386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:11.696461] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:11.726408] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:11.726555] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:11.726601] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:11.726636] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:11.730700] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: UP (p=85.20%)
[2025-09-29T01:32:11.731028] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-09-29T01:32:11.731195] [INFO ] [sig       ] OI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:11.894806] [INFO ] [LOCAL     ] Saved forecast: OI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/OI.txt
[2025-09-29T01:32:11.895079] [INFO ] [sig       ] [1478/2211] Completed OI in 0.3s | 3.72 sym/s | Total: 6.6m | ETA: 3.3m
[2025-09-29T01:32:11.895161] [INFO ] [sig       ] [1479/2211] Forecasting OIA...
[2025-09-29T01:32:11.895234] [INFO ] [sig       ] Generating forecast for: OIA
[2025-09-29T01:32:11.895310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-09-29T01:32:11.905711] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OIA'.
[2025-09-29T01:32:11.906055] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-09-29T01:32:11.934415] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:11.935382] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-09-29T01:32:11.935466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:11.935551] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:11.935631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:11.935780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:11.954476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:11.955177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:11.955292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:11.955377] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:11.983403] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:11.983529] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:11.983573] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:11.983608] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:11.987025] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: DOWN (p=31.27%)
[2025-09-29T01:32:11.987322] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-09-29T01:32:11.987462] [INFO ] [sig       ] OIA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:12.153559] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/OIA.txt
[2025-09-29T01:32:12.154059] [INFO ] [sig       ] [1479/2211] Completed OIA in 0.3s | 3.72 sym/s | Total: 6.6m | ETA: 3.3m
[2025-09-29T01:32:12.154145] [INFO ] [sig       ] [1480/2211] Forecasting OII...
[2025-09-29T01:32:12.154242] [INFO ] [sig       ] Generating forecast for: OII
[2025-09-29T01:32:12.154342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-09-29T01:32:12.167194] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OII'.
[2025-09-29T01:32:12.167691] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-09-29T01:32:12.197526] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:12.198601] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-09-29T01:32:12.198715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:12.198804] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:12.198889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:12.199036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:12.218421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:12.219185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:12.219350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:12.219426] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:12.249314] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:12.249452] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:12.249499] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:12.249535] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:12.253282] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: UP (p=77.45%)
[2025-09-29T01:32:12.253602] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-09-29T01:32:12.253801] [INFO ] [sig       ] OII: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:12.409676] [INFO ] [LOCAL     ] Saved forecast: OII	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/OII.txt
[2025-09-29T01:32:12.409966] [INFO ] [sig       ] [1480/2211] Completed OII in 0.3s | 3.72 sym/s | Total: 6.6m | ETA: 3.3m
[2025-09-29T01:32:12.410047] [INFO ] [sig       ] [1481/2211] Forecasting OIS...
[2025-09-29T01:32:12.410141] [INFO ] [sig       ] Generating forecast for: OIS
[2025-09-29T01:32:12.410243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-09-29T01:32:12.420857] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OIS'.
[2025-09-29T01:32:12.421220] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-09-29T01:32:12.449536] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:12.450486] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-09-29T01:32:12.450570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:12.450680] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:12.450764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:12.450881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:12.471025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:12.472046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:12.472188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:12.472266] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:12.501180] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:12.501480] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:12.501545] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:12.501595] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:12.505485] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: UP (p=75.75%)
[2025-09-29T01:32:12.505876] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-09-29T01:32:12.506050] [INFO ] [sig       ] OIS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:12.662393] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/OIS.txt
[2025-09-29T01:32:12.662686] [INFO ] [sig       ] [1481/2211] Completed OIS in 0.3s | 3.72 sym/s | Total: 6.6m | ETA: 3.3m
[2025-09-29T01:32:12.662769] [INFO ] [sig       ] [1482/2211] Forecasting OKE...
[2025-09-29T01:32:12.662837] [INFO ] [sig       ] Generating forecast for: OKE
[2025-09-29T01:32:12.662913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-09-29T01:32:12.673753] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OKE'.
[2025-09-29T01:32:12.674141] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-09-29T01:32:12.702500] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:12.703367] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-09-29T01:32:12.703455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:12.703541] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:12.703624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:12.703770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:12.724850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:12.725724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:12.725851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:12.725928] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:12.761191] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:12.761377] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:12.761438] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:12.761475] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:12.765311] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: UP (p=73.17%)
[2025-09-29T01:32:12.765627] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-09-29T01:32:12.765839] [INFO ] [sig       ] OKE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:12.914975] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/OKE.txt
[2025-09-29T01:32:12.915282] [INFO ] [sig       ] [1482/2211] Completed OKE in 0.3s | 3.72 sym/s | Total: 6.6m | ETA: 3.3m
[2025-09-29T01:32:12.915490] [INFO ] [sig       ] [1483/2211] Forecasting OKLO...
[2025-09-29T01:32:12.915570] [INFO ] [sig       ] Generating forecast for: OKLO
[2025-09-29T01:32:12.915684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKLO' from 'https://tdm.silogroup.org/data/derivative_storage/OKLO.csv'.
[2025-09-29T01:32:12.927902] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OKLO'.
[2025-09-29T01:32:12.928400] [INFO ] [FORECASTER] Starting predict_future for OKLO
[2025-09-29T01:32:12.960326] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:12.961448] [DEBUG] [LOCAL     ] No optimal features file found for OKLO: ./output/feature-sets/OKLO.txt
[2025-09-29T01:32:12.961543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:12.961638] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:12.961748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:12.961864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:12.980797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:12.981535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:12.981675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:12.981760] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:13.017515] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:13.017672] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:13.017742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:13.017781] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:13.021311] [DEBUG] [FORECASTER] OKLO: Forecast T+1@11:T+2@11: DOWN (p=18.61%)
[2025-09-29T01:32:13.021610] [INFO ] [FORECASTER] Completed predict_future for OKLO
[2025-09-29T01:32:13.021801] [INFO ] [sig       ] OKLO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:13.182743] [INFO ] [LOCAL     ] Saved forecast: OKLO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/OKLO.txt
[2025-09-29T01:32:13.183090] [INFO ] [sig       ] [1483/2211] Completed OKLO in 0.3s | 3.72 sym/s | Total: 6.6m | ETA: 3.3m
[2025-09-29T01:32:13.183182] [INFO ] [sig       ] [1484/2211] Forecasting OLN...
[2025-09-29T01:32:13.183264] [INFO ] [sig       ] Generating forecast for: OLN
[2025-09-29T01:32:13.183353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-09-29T01:32:13.194879] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OLN'.
[2025-09-29T01:32:13.195232] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-09-29T01:32:13.224252] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:13.225386] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-09-29T01:32:13.225479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:13.225566] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:13.225699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:13.225850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:13.245608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:13.246692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:13.246901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:13.246981] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:13.287052] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:13.287240] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:13.287290] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:13.287327] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:13.291140] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: UP (p=95.92%)
[2025-09-29T01:32:13.291444] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-09-29T01:32:13.291593] [INFO ] [sig       ] OLN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:13.449397] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/OLN.txt
[2025-09-29T01:32:13.449751] [INFO ] [sig       ] [1484/2211] Completed OLN in 0.3s | 3.72 sym/s | Total: 6.6m | ETA: 3.3m
[2025-09-29T01:32:13.449839] [INFO ] [sig       ] [1485/2211] Forecasting OLP...
[2025-09-29T01:32:13.449927] [INFO ] [sig       ] Generating forecast for: OLP
[2025-09-29T01:32:13.450020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-09-29T01:32:13.461258] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OLP'.
[2025-09-29T01:32:13.461731] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-09-29T01:32:13.488679] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:13.489579] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-09-29T01:32:13.489685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:13.489791] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:13.489872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:13.489975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:13.509176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:13.509881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:13.509997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:13.510085] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:13.550604] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:13.550827] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:13.550891] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:13.550939] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:13.555099] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: DOWN (p=40.42%)
[2025-09-29T01:32:13.555408] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-09-29T01:32:13.555562] [INFO ] [sig       ] OLP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:13.713485] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/OLP.txt
[2025-09-29T01:32:13.713764] [INFO ] [sig       ] [1485/2211] Completed OLP in 0.3s | 3.72 sym/s | Total: 6.6m | ETA: 3.2m
[2025-09-29T01:32:13.713847] [INFO ] [sig       ] [1486/2211] Forecasting OMC...
[2025-09-29T01:32:13.714002] [INFO ] [sig       ] Generating forecast for: OMC
[2025-09-29T01:32:13.714082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-09-29T01:32:13.724581] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OMC'.
[2025-09-29T01:32:13.724970] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-09-29T01:32:13.752951] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:13.753926] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-09-29T01:32:13.754011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:13.754087] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:13.754169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:13.754281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:13.773111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:13.773903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:13.774019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:13.774104] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:13.813707] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:13.813934] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:13.813998] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:13.814036] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:13.818542] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: UP (p=92.66%)
[2025-09-29T01:32:13.818975] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-09-29T01:32:13.819181] [INFO ] [sig       ] OMC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:13.979944] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/OMC.txt
[2025-09-29T01:32:13.980306] [INFO ] [sig       ] [1486/2211] Completed OMC in 0.3s | 3.72 sym/s | Total: 6.6m | ETA: 3.2m
[2025-09-29T01:32:13.980394] [INFO ] [sig       ] [1487/2211] Forecasting OMF...
[2025-09-29T01:32:13.980478] [INFO ] [sig       ] Generating forecast for: OMF
[2025-09-29T01:32:13.980566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-09-29T01:32:13.993141] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OMF'.
[2025-09-29T01:32:13.993621] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-09-29T01:32:14.021123] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:14.022109] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-09-29T01:32:14.022190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:14.022264] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:14.022346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:14.022482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:14.040949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:14.041922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:14.042052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:14.042138] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:14.079949] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:14.080153] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:14.080203] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:14.080239] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:14.084000] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=37.05%)
[2025-09-29T01:32:14.084373] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-09-29T01:32:14.084536] [INFO ] [sig       ] OMF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:14.237160] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/OMF.txt
[2025-09-29T01:32:14.237470] [INFO ] [sig       ] [1487/2211] Completed OMF in 0.3s | 3.72 sym/s | Total: 6.7m | ETA: 3.2m
[2025-09-29T01:32:14.237579] [INFO ] [sig       ] [1488/2211] Forecasting OMI...
[2025-09-29T01:32:14.237688] [INFO ] [sig       ] Generating forecast for: OMI
[2025-09-29T01:32:14.237774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-09-29T01:32:14.248320] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OMI'.
[2025-09-29T01:32:14.248713] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-09-29T01:32:14.275874] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:14.276949] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-09-29T01:32:14.277040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:14.277128] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:14.277213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:14.277342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:14.297256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:14.298021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:14.298138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:14.298227] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:14.337934] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:14.338080] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:14.338127] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:14.338163] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:14.341778] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: UP (p=95.10%)
[2025-09-29T01:32:14.342076] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-09-29T01:32:14.342224] [INFO ] [sig       ] OMI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:14.522628] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/OMI.txt
[2025-09-29T01:32:14.523044] [INFO ] [sig       ] [1488/2211] Completed OMI in 0.3s | 3.72 sym/s | Total: 6.7m | ETA: 3.2m
[2025-09-29T01:32:14.523141] [INFO ] [sig       ] [1489/2211] Forecasting ONIT...
[2025-09-29T01:32:14.523224] [INFO ] [sig       ] Generating forecast for: ONIT
[2025-09-29T01:32:14.523309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONIT' from 'https://tdm.silogroup.org/data/derivative_storage/ONIT.csv'.
[2025-09-29T01:32:14.536374] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ONIT'.
[2025-09-29T01:32:14.536977] [INFO ] [FORECASTER] Starting predict_future for ONIT
[2025-09-29T01:32:14.567014] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:14.568107] [DEBUG] [LOCAL     ] No optimal features file found for ONIT: ./output/feature-sets/ONIT.txt
[2025-09-29T01:32:14.568209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:14.568303] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:14.568401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:14.568519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:14.588780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:14.589815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:14.589970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:14.590068] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:14.629867] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:14.630232] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:14.630314] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:14.630377] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:14.635262] [DEBUG] [FORECASTER] ONIT: Forecast T+1@11:T+2@11: DOWN (p=40.44%)
[2025-09-29T01:32:14.635779] [INFO ] [FORECASTER] Completed predict_future for ONIT
[2025-09-29T01:32:14.635986] [INFO ] [sig       ] ONIT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:14.814986] [INFO ] [LOCAL     ] Saved forecast: ONIT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ONIT.txt
[2025-09-29T01:32:14.815487] [INFO ] [sig       ] [1489/2211] Completed ONIT in 0.3s | 3.72 sym/s | Total: 6.7m | ETA: 3.2m
[2025-09-29T01:32:14.815590] [INFO ] [sig       ] [1490/2211] Forecasting ONL...
[2025-09-29T01:32:14.815704] [INFO ] [sig       ] Generating forecast for: ONL
[2025-09-29T01:32:14.815793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-09-29T01:32:14.834007] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ONL'.
[2025-09-29T01:32:14.834707] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-09-29T01:32:14.867611] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:14.869005] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-09-29T01:32:14.869120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:14.869215] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:14.869305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:14.869449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:14.895622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:14.897002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:14.897234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:14.897331] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:14.942925] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:14.943180] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:14.943246] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:14.943286] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:14.947924] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: UP (p=87.05%)
[2025-09-29T01:32:14.948355] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-09-29T01:32:14.948570] [INFO ] [sig       ] ONL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:15.173429] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ONL.txt
[2025-09-29T01:32:15.173925] [INFO ] [sig       ] [1490/2211] Completed ONL in 0.4s | 3.72 sym/s | Total: 6.7m | ETA: 3.2m
[2025-09-29T01:32:15.174033] [INFO ] [sig       ] [1491/2211] Forecasting ONON...
[2025-09-29T01:32:15.174099] [INFO ] [sig       ] Generating forecast for: ONON
[2025-09-29T01:32:15.174186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-09-29T01:32:15.194290] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ONON'.
[2025-09-29T01:32:15.194946] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-09-29T01:32:15.242549] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:15.244206] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-09-29T01:32:15.244360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:15.244479] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:15.244582] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:15.244779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:15.275607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:15.277068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:15.277243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:15.277335] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:15.313308] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:15.313549] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:15.313637] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:15.313754] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:15.318079] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: UP (p=69.36%)
[2025-09-29T01:32:15.318452] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-09-29T01:32:15.318615] [INFO ] [sig       ] ONON: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:15.539729] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ONON.txt
[2025-09-29T01:32:15.540134] [INFO ] [sig       ] [1491/2211] Completed ONON in 0.4s | 3.72 sym/s | Total: 6.7m | ETA: 3.2m
[2025-09-29T01:32:15.540227] [INFO ] [sig       ] [1492/2211] Forecasting ONTF...
[2025-09-29T01:32:15.540305] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-09-29T01:32:15.540384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-09-29T01:32:15.554176] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ONTF'.
[2025-09-29T01:32:15.554764] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-09-29T01:32:15.584185] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:15.585231] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-09-29T01:32:15.585324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:15.585418] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:15.585491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:15.585608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:15.606389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:15.607624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:15.607795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:15.607873] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:15.650187] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:15.650398] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:15.650452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:15.650490] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:15.655066] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: UP (p=79.78%)
[2025-09-29T01:32:15.655495] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-09-29T01:32:15.655711] [INFO ] [sig       ] ONTF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:15.829604] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ONTF.txt
[2025-09-29T01:32:15.829985] [INFO ] [sig       ] [1492/2211] Completed ONTF in 0.3s | 3.72 sym/s | Total: 6.7m | ETA: 3.2m
[2025-09-29T01:32:15.830076] [INFO ] [sig       ] [1493/2211] Forecasting ONTO...
[2025-09-29T01:32:15.830161] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-09-29T01:32:15.830249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-09-29T01:32:15.843398] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ONTO'.
[2025-09-29T01:32:15.843884] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-09-29T01:32:15.873992] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:15.874985] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-09-29T01:32:15.875074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:15.875167] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:15.875252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:15.875391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:15.895197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:15.896104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:15.896224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:15.896310] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:15.934814] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:15.935049] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:15.935114] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:15.935157] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:15.939310] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: DOWN (p=13.60%)
[2025-09-29T01:32:15.939736] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-09-29T01:32:15.939927] [INFO ] [sig       ] ONTO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:16.107170] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ONTO.txt
[2025-09-29T01:32:16.107578] [INFO ] [sig       ] [1493/2211] Completed ONTO in 0.3s | 3.72 sym/s | Total: 6.7m | ETA: 3.2m
[2025-09-29T01:32:16.107695] [INFO ] [sig       ] [1494/2211] Forecasting OOMA...
[2025-09-29T01:32:16.107781] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-09-29T01:32:16.107859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-09-29T01:32:16.120077] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OOMA'.
[2025-09-29T01:32:16.120545] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-09-29T01:32:16.148635] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:16.149543] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-09-29T01:32:16.149629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:16.149743] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:16.149836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:16.149966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:16.169517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:16.170377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:16.170512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:16.170604] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:16.215714] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:16.215942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:16.215998] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:16.216038] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:16.220195] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=24.76%)
[2025-09-29T01:32:16.220554] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-09-29T01:32:16.220752] [INFO ] [sig       ] OOMA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:16.372866] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/OOMA.txt
[2025-09-29T01:32:16.373171] [INFO ] [sig       ] [1494/2211] Completed OOMA in 0.3s | 3.72 sym/s | Total: 6.7m | ETA: 3.2m
[2025-09-29T01:32:16.373258] [INFO ] [sig       ] [1495/2211] Forecasting OPAD...
[2025-09-29T01:32:16.373331] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-09-29T01:32:16.373407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-09-29T01:32:16.384975] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OPAD'.
[2025-09-29T01:32:16.385509] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-09-29T01:32:16.413044] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:16.414031] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-09-29T01:32:16.414127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:16.414204] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:16.414275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:16.414384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:16.434243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:16.435074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:16.435191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:16.435274] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:16.477914] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:16.478137] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:16.478199] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:16.478286] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:16.482130] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=26.68%)
[2025-09-29T01:32:16.482454] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-09-29T01:32:16.482612] [INFO ] [sig       ] OPAD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:16.639509] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/OPAD.txt
[2025-09-29T01:32:16.639823] [INFO ] [sig       ] [1495/2211] Completed OPAD in 0.3s | 3.72 sym/s | Total: 6.7m | ETA: 3.2m
[2025-09-29T01:32:16.639910] [INFO ] [sig       ] [1496/2211] Forecasting OPFI...
[2025-09-29T01:32:16.639988] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-09-29T01:32:16.640065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-09-29T01:32:16.651492] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OPFI'.
[2025-09-29T01:32:16.651960] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-09-29T01:32:16.679490] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:16.680449] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-09-29T01:32:16.680533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:16.680608] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:16.680704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:16.680810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:16.699920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:16.700768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:16.700889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:16.700962] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:16.743184] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:16.743374] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:16.743422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:16.743458] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:16.747162] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: UP (p=98.84%)
[2025-09-29T01:32:16.747477] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-09-29T01:32:16.747632] [INFO ] [sig       ] OPFI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:16.901867] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/OPFI.txt
[2025-09-29T01:32:16.902170] [INFO ] [sig       ] [1496/2211] Completed OPFI in 0.3s | 3.72 sym/s | Total: 6.7m | ETA: 3.2m
[2025-09-29T01:32:16.902250] [INFO ] [sig       ] [1497/2211] Forecasting OPP...
[2025-09-29T01:32:16.902321] [INFO ] [sig       ] Generating forecast for: OPP
[2025-09-29T01:32:16.902394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-09-29T01:32:16.913229] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OPP'.
[2025-09-29T01:32:16.913663] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-09-29T01:32:16.940976] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:16.941921] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-09-29T01:32:16.942005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:16.942079] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:16.942166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:16.942287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:16.961492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:16.962260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:16.962380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:16.962469] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:17.002542] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:17.002762] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:17.002826] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:17.002864] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:17.006479] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: DOWN (p=42.49%)
[2025-09-29T01:32:17.006868] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-09-29T01:32:17.007042] [INFO ] [sig       ] OPP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:17.167095] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/OPP.txt
[2025-09-29T01:32:17.167409] [INFO ] [sig       ] [1497/2211] Completed OPP in 0.3s | 3.72 sym/s | Total: 6.7m | ETA: 3.2m
[2025-09-29T01:32:17.167494] [INFO ] [sig       ] [1498/2211] Forecasting OR...
[2025-09-29T01:32:17.167566] [INFO ] [sig       ] Generating forecast for: OR
[2025-09-29T01:32:17.167618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OR' from 'https://tdm.silogroup.org/data/derivative_storage/OR.csv'.
[2025-09-29T01:32:17.179586] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OR'.
[2025-09-29T01:32:17.180227] [INFO ] [FORECASTER] Starting predict_future for OR
[2025-09-29T01:32:17.208572] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:17.209601] [DEBUG] [LOCAL     ] No optimal features file found for OR: ./output/feature-sets/OR.txt
[2025-09-29T01:32:17.209709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:17.209797] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:17.209882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:17.210011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:17.229819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:17.230830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:17.230948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:17.231035] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:17.272259] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:17.272455] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:17.272505] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:17.272540] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:17.276321] [DEBUG] [FORECASTER] OR: Forecast T+1@11:T+2@11: DOWN (p=4.52%)
[2025-09-29T01:32:17.276663] [INFO ] [FORECASTER] Completed predict_future for OR
[2025-09-29T01:32:17.276864] [INFO ] [sig       ] OR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:17.430846] [INFO ] [LOCAL     ] Saved forecast: OR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/OR.txt
[2025-09-29T01:32:17.431149] [INFO ] [sig       ] [1498/2211] Completed OR in 0.3s | 3.72 sym/s | Total: 6.7m | ETA: 3.2m
[2025-09-29T01:32:17.431260] [INFO ] [sig       ] [1499/2211] Forecasting ORA...
[2025-09-29T01:32:17.431333] [INFO ] [sig       ] Generating forecast for: ORA
[2025-09-29T01:32:17.431432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-09-29T01:32:17.443195] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ORA'.
[2025-09-29T01:32:17.443826] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-09-29T01:32:17.472263] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:17.473296] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-09-29T01:32:17.473383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:17.473477] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:17.473561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:17.473720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:17.493472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:17.494510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:17.494638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:17.494752] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:17.536004] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:17.536227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:17.536282] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:17.536321] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:17.541080] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=48.78%)
[2025-09-29T01:32:17.541584] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-09-29T01:32:17.541814] [INFO ] [sig       ] ORA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:17.698093] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ORA.txt
[2025-09-29T01:32:17.698393] [INFO ] [sig       ] [1499/2211] Completed ORA in 0.3s | 3.72 sym/s | Total: 6.7m | ETA: 3.2m
[2025-09-29T01:32:17.698481] [INFO ] [sig       ] [1500/2211] Forecasting ORC...
[2025-09-29T01:32:17.698570] [INFO ] [sig       ] Generating forecast for: ORC
[2025-09-29T01:32:17.698665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-09-29T01:32:17.709855] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ORC'.
[2025-09-29T01:32:17.710266] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-09-29T01:32:17.737634] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:17.738508] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-09-29T01:32:17.738591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:17.738705] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:17.738791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:17.738925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:17.758362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:17.759188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:17.759356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:17.759442] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:17.799345] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:17.799532] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:17.799579] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:17.799615] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:17.803331] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: DOWN (p=18.45%)
[2025-09-29T01:32:17.803662] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-09-29T01:32:17.803861] [INFO ] [sig       ] ORC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:17.955888] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ORC.txt
[2025-09-29T01:32:17.956228] [INFO ] [sig       ] [1500/2211] Completed ORC in 0.3s | 3.72 sym/s | Total: 6.7m | ETA: 3.2m
[2025-09-29T01:32:17.956315] [INFO ] [sig       ] [1501/2211] Forecasting ORN...
[2025-09-29T01:32:17.956398] [INFO ] [sig       ] Generating forecast for: ORN
[2025-09-29T01:32:17.956485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-09-29T01:32:17.967337] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ORN'.
[2025-09-29T01:32:17.967786] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-09-29T01:32:17.994926] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:17.995944] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-09-29T01:32:17.996027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:17.996102] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:17.996171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:17.996275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:18.014958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:18.015807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:18.015925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:18.015997] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:18.056020] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:18.056231] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:18.056283] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:18.056320] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:18.060454] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: DOWN (p=22.60%)
[2025-09-29T01:32:18.060916] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-09-29T01:32:18.061090] [INFO ] [sig       ] ORN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:18.217908] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ORN.txt
[2025-09-29T01:32:18.218171] [INFO ] [sig       ] [1501/2211] Completed ORN in 0.3s | 3.72 sym/s | Total: 6.7m | ETA: 3.2m
[2025-09-29T01:32:18.218251] [INFO ] [sig       ] [1502/2211] Forecasting OSCR...
[2025-09-29T01:32:18.218324] [INFO ] [sig       ] Generating forecast for: OSCR
[2025-09-29T01:32:18.218400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSCR' from 'https://tdm.silogroup.org/data/derivative_storage/OSCR.csv'.
[2025-09-29T01:32:18.229614] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OSCR'.
[2025-09-29T01:32:18.229975] [INFO ] [FORECASTER] Starting predict_future for OSCR
[2025-09-29T01:32:18.258253] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:18.259167] [DEBUG] [LOCAL     ] No optimal features file found for OSCR: ./output/feature-sets/OSCR.txt
[2025-09-29T01:32:18.259248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:18.259324] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:18.259394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:18.259501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:18.279187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:18.279886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:18.280000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:18.280074] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:18.325829] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:18.326015] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:18.326103] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:18.326165] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:18.330205] [DEBUG] [FORECASTER] OSCR: Forecast T+1@11:T+2@11: DOWN (p=4.85%)
[2025-09-29T01:32:18.330753] [INFO ] [FORECASTER] Completed predict_future for OSCR
[2025-09-29T01:32:18.330987] [INFO ] [sig       ] OSCR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:18.484930] [INFO ] [LOCAL     ] Saved forecast: OSCR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/OSCR.txt
[2025-09-29T01:32:18.485215] [INFO ] [sig       ] [1502/2211] Completed OSCR in 0.3s | 3.72 sym/s | Total: 6.7m | ETA: 3.2m
[2025-09-29T01:32:18.485300] [INFO ] [sig       ] [1503/2211] Forecasting OTIS...
[2025-09-29T01:32:18.485373] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-09-29T01:32:18.485448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-09-29T01:32:18.497749] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OTIS'.
[2025-09-29T01:32:18.498200] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-09-29T01:32:18.526808] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:18.527812] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-09-29T01:32:18.527901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:18.527983] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:18.528059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:18.528200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:18.547028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:18.548054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:18.548184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:18.548258] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:18.587279] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:18.587480] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:18.587537] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:18.587579] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:18.591671] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: UP (p=90.55%)
[2025-09-29T01:32:18.592019] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-09-29T01:32:18.592187] [INFO ] [sig       ] OTIS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:18.745414] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/OTIS.txt
[2025-09-29T01:32:18.745735] [INFO ] [sig       ] [1503/2211] Completed OTIS in 0.3s | 3.72 sym/s | Total: 6.7m | ETA: 3.2m
[2025-09-29T01:32:18.745823] [INFO ] [sig       ] [1504/2211] Forecasting OUT...
[2025-09-29T01:32:18.745932] [INFO ] [sig       ] Generating forecast for: OUT
[2025-09-29T01:32:18.746012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OUT' from 'https://tdm.silogroup.org/data/derivative_storage/OUT.csv'.
[2025-09-29T01:32:18.760209] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OUT'.
[2025-09-29T01:32:18.760725] [INFO ] [FORECASTER] Starting predict_future for OUT
[2025-09-29T01:32:18.788384] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:18.789198] [DEBUG] [LOCAL     ] No optimal features file found for OUT: ./output/feature-sets/OUT.txt
[2025-09-29T01:32:18.789289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:18.789378] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:18.789461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:18.789565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:18.807749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:18.808364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:18.808486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:18.808575] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:18.853578] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:18.853750] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:18.853819] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:18.853858] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:18.857892] [DEBUG] [FORECASTER] OUT: Forecast T+1@11:T+2@11: DOWN (p=25.60%)
[2025-09-29T01:32:18.858213] [INFO ] [FORECASTER] Completed predict_future for OUT
[2025-09-29T01:32:18.858378] [INFO ] [sig       ] OUT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:19.007125] [INFO ] [LOCAL     ] Saved forecast: OUT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/OUT.txt
[2025-09-29T01:32:19.007405] [INFO ] [sig       ] [1504/2211] Completed OUT in 0.3s | 3.72 sym/s | Total: 6.7m | ETA: 3.2m
[2025-09-29T01:32:19.007512] [INFO ] [sig       ] [1505/2211] Forecasting OVV...
[2025-09-29T01:32:19.007600] [INFO ] [sig       ] Generating forecast for: OVV
[2025-09-29T01:32:19.007772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVV' from 'https://tdm.silogroup.org/data/derivative_storage/OVV.csv'.
[2025-09-29T01:32:19.019152] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OVV'.
[2025-09-29T01:32:19.019541] [INFO ] [FORECASTER] Starting predict_future for OVV
[2025-09-29T01:32:19.046421] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:19.047416] [DEBUG] [LOCAL     ] No optimal features file found for OVV: ./output/feature-sets/OVV.txt
[2025-09-29T01:32:19.047512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:19.047610] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:19.047744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:19.047894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:19.065909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:19.066574] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:19.066730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:19.066850] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:19.113883] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:19.114082] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:19.114153] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:19.114207] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:19.119157] [DEBUG] [FORECASTER] OVV: Forecast T+1@11:T+2@11: UP (p=53.35%)
[2025-09-29T01:32:19.119579] [INFO ] [FORECASTER] Completed predict_future for OVV
[2025-09-29T01:32:19.119794] [INFO ] [sig       ] OVV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:19.273169] [INFO ] [LOCAL     ] Saved forecast: OVV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/OVV.txt
[2025-09-29T01:32:19.273474] [INFO ] [sig       ] [1505/2211] Completed OVV in 0.3s | 3.72 sym/s | Total: 6.7m | ETA: 3.2m
[2025-09-29T01:32:19.273574] [INFO ] [sig       ] [1506/2211] Forecasting OWL...
[2025-09-29T01:32:19.273701] [INFO ] [sig       ] Generating forecast for: OWL
[2025-09-29T01:32:19.273805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-09-29T01:32:19.285019] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OWL'.
[2025-09-29T01:32:19.285507] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-09-29T01:32:19.312048] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:19.312865] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-09-29T01:32:19.312961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:19.313070] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:19.313162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:19.313299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:19.331505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:19.332159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:19.332287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:19.332380] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:19.379981] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:19.380111] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:19.380159] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:19.380198] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:19.384206] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: UP (p=97.93%)
[2025-09-29T01:32:19.384528] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-09-29T01:32:19.384732] [INFO ] [sig       ] OWL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:19.536229] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/OWL.txt
[2025-09-29T01:32:19.536626] [INFO ] [sig       ] [1506/2211] Completed OWL in 0.3s | 3.72 sym/s | Total: 6.7m | ETA: 3.2m
[2025-09-29T01:32:19.536746] [INFO ] [sig       ] [1507/2211] Forecasting OWLT...
[2025-09-29T01:32:19.536798] [INFO ] [sig       ] Generating forecast for: OWLT
[2025-09-29T01:32:19.536881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWLT' from 'https://tdm.silogroup.org/data/derivative_storage/OWLT.csv'.
[2025-09-29T01:32:19.547291] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OWLT'.
[2025-09-29T01:32:19.547687] [INFO ] [FORECASTER] Starting predict_future for OWLT
[2025-09-29T01:32:19.574413] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:19.575417] [DEBUG] [LOCAL     ] No optimal features file found for OWLT: ./output/feature-sets/OWLT.txt
[2025-09-29T01:32:19.575515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:19.575615] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:19.575740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:19.575891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:19.599847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:19.600930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:19.601159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:19.601248] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:19.652727] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:19.652886] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:19.652938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:19.652977] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:19.657294] [DEBUG] [FORECASTER] OWLT: Forecast T+1@11:T+2@11: DOWN (p=12.69%)
[2025-09-29T01:32:19.657726] [INFO ] [FORECASTER] Completed predict_future for OWLT
[2025-09-29T01:32:19.657966] [INFO ] [sig       ] OWLT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:19.809341] [INFO ] [LOCAL     ] Saved forecast: OWLT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/OWLT.txt
[2025-09-29T01:32:19.809668] [INFO ] [sig       ] [1507/2211] Completed OWLT in 0.3s | 3.72 sym/s | Total: 6.7m | ETA: 3.2m
[2025-09-29T01:32:19.809778] [INFO ] [sig       ] [1508/2211] Forecasting OXM...
[2025-09-29T01:32:19.809877] [INFO ] [sig       ] Generating forecast for: OXM
[2025-09-29T01:32:19.810066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-09-29T01:32:19.821972] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OXM'.
[2025-09-29T01:32:19.822462] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-09-29T01:32:19.851201] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:19.852168] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-09-29T01:32:19.852251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:19.852345] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:19.852435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:19.852589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:19.871614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:19.872401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:19.872525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:19.872615] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:19.910452] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:19.910698] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:19.910771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:19.910811] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:19.914748] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: UP (p=61.38%)
[2025-09-29T01:32:19.915115] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-09-29T01:32:19.915320] [INFO ] [sig       ] OXM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:20.072613] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/OXM.txt
[2025-09-29T01:32:20.073001] [INFO ] [sig       ] [1508/2211] Completed OXM in 0.3s | 3.72 sym/s | Total: 6.8m | ETA: 3.1m
[2025-09-29T01:32:20.073088] [INFO ] [sig       ] [1509/2211] Forecasting PAAS...
[2025-09-29T01:32:20.073230] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-09-29T01:32:20.073309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-09-29T01:32:20.089292] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PAAS'.
[2025-09-29T01:32:20.089799] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-09-29T01:32:20.127231] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:20.128347] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-09-29T01:32:20.128467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:20.128582] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:20.128697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:20.128832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:20.154900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:20.156158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:20.156307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:20.156392] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:20.206384] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:20.206606] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:20.206716] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:20.206800] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:20.212017] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: UP (p=67.64%)
[2025-09-29T01:32:20.212530] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-09-29T01:32:20.212793] [INFO ] [sig       ] PAAS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:20.404129] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PAAS.txt
[2025-09-29T01:32:20.404390] [INFO ] [sig       ] [1509/2211] Completed PAAS in 0.3s | 3.72 sym/s | Total: 6.8m | ETA: 3.1m
[2025-09-29T01:32:20.404470] [INFO ] [sig       ] [1510/2211] Forecasting PAC...
[2025-09-29T01:32:20.404541] [INFO ] [sig       ] Generating forecast for: PAC
[2025-09-29T01:32:20.404615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-09-29T01:32:20.414840] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PAC'.
[2025-09-29T01:32:20.415163] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-09-29T01:32:20.441345] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:20.442171] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-09-29T01:32:20.442251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:20.442337] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:20.442420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:20.442539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:20.461777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:20.462489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:20.462659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:20.462737] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:20.503034] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:20.503214] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:20.503263] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:20.503300] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:20.507286] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=73.66%)
[2025-09-29T01:32:20.507672] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-09-29T01:32:20.507862] [INFO ] [sig       ] PAC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:20.753593] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PAC.txt
[2025-09-29T01:32:20.753993] [INFO ] [sig       ] [1510/2211] Completed PAC in 0.3s | 3.72 sym/s | Total: 6.8m | ETA: 3.1m
[2025-09-29T01:32:20.754096] [INFO ] [sig       ] [1511/2211] Forecasting PACK...
[2025-09-29T01:32:20.754187] [INFO ] [sig       ] Generating forecast for: PACK
[2025-09-29T01:32:20.754279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-09-29T01:32:20.767450] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PACK'.
[2025-09-29T01:32:20.768083] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-09-29T01:32:20.804689] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:20.805857] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-09-29T01:32:20.805951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:20.806037] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:20.806117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:20.806248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:20.830274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:20.831092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:20.831234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:20.831316] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:20.884247] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:20.884445] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:20.884503] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:20.884546] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:20.889055] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=78.43%)
[2025-09-29T01:32:20.889437] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-09-29T01:32:20.889625] [INFO ] [sig       ] PACK: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:21.076208] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PACK.txt
[2025-09-29T01:32:21.076461] [INFO ] [sig       ] [1511/2211] Completed PACK in 0.3s | 3.72 sym/s | Total: 6.8m | ETA: 3.1m
[2025-09-29T01:32:21.076543] [INFO ] [sig       ] [1512/2211] Forecasting PACS...
[2025-09-29T01:32:21.076620] [INFO ] [sig       ] Generating forecast for: PACS
[2025-09-29T01:32:21.076716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACS' from 'https://tdm.silogroup.org/data/derivative_storage/PACS.csv'.
[2025-09-29T01:32:21.088231] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PACS'.
[2025-09-29T01:32:21.088628] [INFO ] [FORECASTER] Starting predict_future for PACS
[2025-09-29T01:32:21.117743] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:21.118726] [DEBUG] [LOCAL     ] No optimal features file found for PACS: ./output/feature-sets/PACS.txt
[2025-09-29T01:32:21.118812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:21.118898] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:21.118970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:21.119086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:21.138142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:21.139068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:21.139190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:21.139263] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:21.181068] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:21.181244] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:21.181292] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:21.181329] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:21.185602] [DEBUG] [FORECASTER] PACS: Forecast T+1@11:T+2@11: DOWN (p=21.24%)
[2025-09-29T01:32:21.185943] [INFO ] [FORECASTER] Completed predict_future for PACS
[2025-09-29T01:32:21.186130] [INFO ] [sig       ] PACS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:21.339930] [INFO ] [LOCAL     ] Saved forecast: PACS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PACS.txt
[2025-09-29T01:32:21.340239] [INFO ] [sig       ] [1512/2211] Completed PACS in 0.3s | 3.72 sym/s | Total: 6.8m | ETA: 3.1m
[2025-09-29T01:32:21.340346] [INFO ] [sig       ] [1513/2211] Forecasting PAG...
[2025-09-29T01:32:21.340480] [INFO ] [sig       ] Generating forecast for: PAG
[2025-09-29T01:32:21.340556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAG' from 'https://tdm.silogroup.org/data/derivative_storage/PAG.csv'.
[2025-09-29T01:32:21.351365] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PAG'.
[2025-09-29T01:32:21.351787] [INFO ] [FORECASTER] Starting predict_future for PAG
[2025-09-29T01:32:21.379313] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:21.380192] [DEBUG] [LOCAL     ] No optimal features file found for PAG: ./output/feature-sets/PAG.txt
[2025-09-29T01:32:21.380276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:21.380352] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:21.380454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:21.380734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:21.398813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:21.399447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:21.399564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:21.399675] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:21.438406] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:21.438583] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:21.438709] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:21.438765] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:21.442311] [DEBUG] [FORECASTER] PAG: Forecast T+1@11:T+2@11: UP (p=64.17%)
[2025-09-29T01:32:21.442678] [INFO ] [FORECASTER] Completed predict_future for PAG
[2025-09-29T01:32:21.442876] [INFO ] [sig       ] PAG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:21.597299] [INFO ] [LOCAL     ] Saved forecast: PAG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PAG.txt
[2025-09-29T01:32:21.597566] [INFO ] [sig       ] [1513/2211] Completed PAG in 0.3s | 3.72 sym/s | Total: 6.8m | ETA: 3.1m
[2025-09-29T01:32:21.597669] [INFO ] [sig       ] [1514/2211] Forecasting PAGS...
[2025-09-29T01:32:21.597806] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-09-29T01:32:21.597882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-09-29T01:32:21.608747] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PAGS'.
[2025-09-29T01:32:21.609094] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-09-29T01:32:21.636303] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:21.637196] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-09-29T01:32:21.637281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:21.637355] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:21.637430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:21.637551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:21.657910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:21.658537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:21.658677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:21.658753] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:21.703689] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:21.703875] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:21.703960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:21.704022] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:21.708248] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2025-09-29T01:32:21.708600] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-09-29T01:32:21.708809] [INFO ] [sig       ] PAGS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:21.871752] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PAGS.txt
[2025-09-29T01:32:21.872103] [INFO ] [sig       ] [1514/2211] Completed PAGS in 0.3s | 3.72 sym/s | Total: 6.8m | ETA: 3.1m
[2025-09-29T01:32:21.872187] [INFO ] [sig       ] [1515/2211] Forecasting PAI...
[2025-09-29T01:32:21.872260] [INFO ] [sig       ] Generating forecast for: PAI
[2025-09-29T01:32:21.872334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAI' from 'https://tdm.silogroup.org/data/derivative_storage/PAI.csv'.
[2025-09-29T01:32:21.883355] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PAI'.
[2025-09-29T01:32:21.883843] [INFO ] [FORECASTER] Starting predict_future for PAI
[2025-09-29T01:32:21.913820] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:21.914728] [DEBUG] [LOCAL     ] No optimal features file found for PAI: ./output/feature-sets/PAI.txt
[2025-09-29T01:32:21.914813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:21.914889] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:21.914960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:21.915111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:21.934493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:21.935402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:21.935540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:21.935617] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:21.971356] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:21.971558] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:21.971609] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:21.971677] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:21.975460] [DEBUG] [FORECASTER] PAI: Forecast T+1@11:T+2@11: DOWN (p=19.17%)
[2025-09-29T01:32:21.975857] [INFO ] [FORECASTER] Completed predict_future for PAI
[2025-09-29T01:32:21.976065] [INFO ] [sig       ] PAI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:22.159687] [INFO ] [LOCAL     ] Saved forecast: PAI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PAI.txt
[2025-09-29T01:32:22.159951] [INFO ] [sig       ] [1515/2211] Completed PAI in 0.3s | 3.72 sym/s | Total: 6.8m | ETA: 3.1m
[2025-09-29T01:32:22.160032] [INFO ] [sig       ] [1516/2211] Forecasting PAM...
[2025-09-29T01:32:22.160102] [INFO ] [sig       ] Generating forecast for: PAM
[2025-09-29T01:32:22.160176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-09-29T01:32:22.170596] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PAM'.
[2025-09-29T01:32:22.170977] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-09-29T01:32:22.198896] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:22.199831] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-09-29T01:32:22.199911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:22.199985] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:22.200070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:22.200205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:22.218375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:22.219146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:22.219259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:22.219343] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:22.256923] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:22.257107] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:22.257155] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:22.257191] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:22.260969] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: UP (p=59.92%)
[2025-09-29T01:32:22.261300] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-09-29T01:32:22.261495] [INFO ] [sig       ] PAM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:22.423517] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PAM.txt
[2025-09-29T01:32:22.423865] [INFO ] [sig       ] [1516/2211] Completed PAM in 0.3s | 3.72 sym/s | Total: 6.8m | ETA: 3.1m
[2025-09-29T01:32:22.423980] [INFO ] [sig       ] [1517/2211] Forecasting PAR...
[2025-09-29T01:32:22.424069] [INFO ] [sig       ] Generating forecast for: PAR
[2025-09-29T01:32:22.424169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAR' from 'https://tdm.silogroup.org/data/derivative_storage/PAR.csv'.
[2025-09-29T01:32:22.435802] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PAR'.
[2025-09-29T01:32:22.436304] [INFO ] [FORECASTER] Starting predict_future for PAR
[2025-09-29T01:32:22.466775] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:22.467807] [DEBUG] [LOCAL     ] No optimal features file found for PAR: ./output/feature-sets/PAR.txt
[2025-09-29T01:32:22.467907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:22.468012] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:22.468104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:22.468292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:22.490128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:22.491305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:22.491495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:22.491622] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:22.535805] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:22.536024] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:22.536078] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:22.536117] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:22.540794] [DEBUG] [FORECASTER] PAR: Forecast T+1@11:T+2@11: DOWN (p=1.97%)
[2025-09-29T01:32:22.541147] [INFO ] [FORECASTER] Completed predict_future for PAR
[2025-09-29T01:32:22.541315] [INFO ] [sig       ] PAR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:22.699141] [INFO ] [LOCAL     ] Saved forecast: PAR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PAR.txt
[2025-09-29T01:32:22.699486] [INFO ] [sig       ] [1517/2211] Completed PAR in 0.3s | 3.72 sym/s | Total: 6.8m | ETA: 3.1m
[2025-09-29T01:32:22.699581] [INFO ] [sig       ] [1518/2211] Forecasting PARR...
[2025-09-29T01:32:22.699690] [INFO ] [sig       ] Generating forecast for: PARR
[2025-09-29T01:32:22.699795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PARR' from 'https://tdm.silogroup.org/data/derivative_storage/PARR.csv'.
[2025-09-29T01:32:22.710897] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PARR'.
[2025-09-29T01:32:22.711286] [INFO ] [FORECASTER] Starting predict_future for PARR
[2025-09-29T01:32:22.738755] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:22.739709] [DEBUG] [LOCAL     ] No optimal features file found for PARR: ./output/feature-sets/PARR.txt
[2025-09-29T01:32:22.739799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:22.739884] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:22.739958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:22.740075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:22.757844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:22.758869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:22.759006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:22.759081] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:22.799286] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:22.799500] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:22.799571] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:22.799609] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:22.803634] [DEBUG] [FORECASTER] PARR: Forecast T+1@11:T+2@11: UP (p=62.35%)
[2025-09-29T01:32:22.804051] [INFO ] [FORECASTER] Completed predict_future for PARR
[2025-09-29T01:32:22.804224] [INFO ] [sig       ] PARR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:22.961342] [INFO ] [LOCAL     ] Saved forecast: PARR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PARR.txt
[2025-09-29T01:32:22.961663] [INFO ] [sig       ] [1518/2211] Completed PARR in 0.3s | 3.72 sym/s | Total: 6.8m | ETA: 3.1m
[2025-09-29T01:32:22.961749] [INFO ] [sig       ] [1519/2211] Forecasting PATH...
[2025-09-29T01:32:22.961824] [INFO ] [sig       ] Generating forecast for: PATH
[2025-09-29T01:32:22.961968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-09-29T01:32:22.973424] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PATH'.
[2025-09-29T01:32:22.973874] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-09-29T01:32:23.001686] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:23.002775] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-09-29T01:32:23.002861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:23.002938] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:23.003010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:23.003117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:23.022320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:23.023045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:23.023162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:23.023237] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:23.064229] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:23.064419] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:23.064469] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:23.064509] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:23.068376] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=42.73%)
[2025-09-29T01:32:23.068739] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-09-29T01:32:23.068909] [INFO ] [sig       ] PATH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:23.219147] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PATH.txt
[2025-09-29T01:32:23.219424] [INFO ] [sig       ] [1519/2211] Completed PATH in 0.3s | 3.72 sym/s | Total: 6.8m | ETA: 3.1m
[2025-09-29T01:32:23.219504] [INFO ] [sig       ] [1520/2211] Forecasting PAXS...
[2025-09-29T01:32:23.219575] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-09-29T01:32:23.219691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-09-29T01:32:23.230317] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PAXS'.
[2025-09-29T01:32:23.230747] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-09-29T01:32:23.258350] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:23.259228] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-09-29T01:32:23.259312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:23.259387] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:23.259475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:23.259584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:23.279818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:23.280689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:23.280807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:23.280892] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:23.321355] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:23.321513] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:23.321563] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:23.321597] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:23.325946] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2025-09-29T01:32:23.326306] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-09-29T01:32:23.326475] [INFO ] [sig       ] PAXS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:23.479569] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PAXS.txt
[2025-09-29T01:32:23.479870] [INFO ] [sig       ] [1520/2211] Completed PAXS in 0.3s | 3.72 sym/s | Total: 6.8m | ETA: 3.1m
[2025-09-29T01:32:23.479951] [INFO ] [sig       ] [1521/2211] Forecasting PAY...
[2025-09-29T01:32:23.480022] [INFO ] [sig       ] Generating forecast for: PAY
[2025-09-29T01:32:23.480095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-09-29T01:32:23.493450] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PAY'.
[2025-09-29T01:32:23.494046] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-09-29T01:32:23.532229] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:23.533551] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-09-29T01:32:23.533681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:23.533794] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:23.533887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:23.534048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:23.565194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:23.566192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:23.566314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:23.566405] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:23.620260] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:23.620445] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:23.620495] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:23.620535] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:23.625707] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: UP (p=77.76%)
[2025-09-29T01:32:23.626112] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-09-29T01:32:23.626328] [INFO ] [sig       ] PAY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:23.800746] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PAY.txt
[2025-09-29T01:32:23.801107] [INFO ] [sig       ] [1521/2211] Completed PAY in 0.3s | 3.72 sym/s | Total: 6.8m | ETA: 3.1m
[2025-09-29T01:32:23.801201] [INFO ] [sig       ] [1522/2211] Forecasting PAYC...
[2025-09-29T01:32:23.801286] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-09-29T01:32:23.801378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-09-29T01:32:23.813958] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PAYC'.
[2025-09-29T01:32:23.814466] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-09-29T01:32:23.846688] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:23.847736] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-09-29T01:32:23.847826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:23.847916] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:23.848091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:23.848199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:23.869621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:23.870474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:23.870590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:23.870702] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:23.916429] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:23.916637] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:23.916765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:23.916852] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:23.922256] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: DOWN (p=4.58%)
[2025-09-29T01:32:23.922714] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-09-29T01:32:23.922901] [INFO ] [sig       ] PAYC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:24.089054] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PAYC.txt
[2025-09-29T01:32:24.089374] [INFO ] [sig       ] [1522/2211] Completed PAYC in 0.3s | 3.72 sym/s | Total: 6.8m | ETA: 3.1m
[2025-09-29T01:32:24.089494] [INFO ] [sig       ] [1523/2211] Forecasting PB...
[2025-09-29T01:32:24.089583] [INFO ] [sig       ] Generating forecast for: PB
[2025-09-29T01:32:24.089696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-09-29T01:32:24.100789] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PB'.
[2025-09-29T01:32:24.101250] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-09-29T01:32:24.130470] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:24.131372] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-09-29T01:32:24.131463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:24.131541] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:24.131612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:24.131747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:24.150329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:24.151101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:24.151222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:24.151297] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:24.192120] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:24.192412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:24.192498] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:24.192553] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:24.197206] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: UP (p=98.34%)
[2025-09-29T01:32:24.197603] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-09-29T01:32:24.197829] [INFO ] [sig       ] PB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:24.352430] [INFO ] [LOCAL     ] Saved forecast: PB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PB.txt
[2025-09-29T01:32:24.352818] [INFO ] [sig       ] [1523/2211] Completed PB in 0.3s | 3.72 sym/s | Total: 6.8m | ETA: 3.1m
[2025-09-29T01:32:24.352913] [INFO ] [sig       ] [1524/2211] Forecasting PBA...
[2025-09-29T01:32:24.353004] [INFO ] [sig       ] Generating forecast for: PBA
[2025-09-29T01:32:24.353104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-09-29T01:32:24.364253] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PBA'.
[2025-09-29T01:32:24.364689] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-09-29T01:32:24.394235] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:24.395162] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-09-29T01:32:24.395248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:24.395324] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:24.395395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:24.395501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:24.413413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:24.414244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:24.414380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:24.414534] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:24.450677] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:24.450875] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:24.450927] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:24.450966] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:24.455074] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=13.68%)
[2025-09-29T01:32:24.455400] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-09-29T01:32:24.455556] [INFO ] [sig       ] PBA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:24.616860] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PBA.txt
[2025-09-29T01:32:24.617212] [INFO ] [sig       ] [1524/2211] Completed PBA in 0.3s | 3.72 sym/s | Total: 6.8m | ETA: 3.1m
[2025-09-29T01:32:24.617297] [INFO ] [sig       ] [1525/2211] Forecasting PBF...
[2025-09-29T01:32:24.617390] [INFO ] [sig       ] Generating forecast for: PBF
[2025-09-29T01:32:24.617483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-09-29T01:32:24.633373] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PBF'.
[2025-09-29T01:32:24.633911] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-09-29T01:32:24.660732] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:24.661553] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-09-29T01:32:24.661634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:24.661732] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:24.661801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:24.661902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:24.679498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:24.680195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:24.680306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:24.680377] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:24.723299] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:24.723470] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:24.723541] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:24.723579] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:24.728023] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: UP (p=85.94%)
[2025-09-29T01:32:24.728340] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-09-29T01:32:24.728493] [INFO ] [sig       ] PBF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:24.875203] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PBF.txt
[2025-09-29T01:32:24.875479] [INFO ] [sig       ] [1525/2211] Completed PBF in 0.3s | 3.72 sym/s | Total: 6.8m | ETA: 3.1m
[2025-09-29T01:32:24.875560] [INFO ] [sig       ] [1526/2211] Forecasting PBH...
[2025-09-29T01:32:24.875632] [INFO ] [sig       ] Generating forecast for: PBH
[2025-09-29T01:32:24.875727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-09-29T01:32:24.885575] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PBH'.
[2025-09-29T01:32:24.885975] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-09-29T01:32:24.912406] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:24.913275] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-09-29T01:32:24.913358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:24.913433] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:24.913508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:24.913610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:24.931661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:24.932410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:24.932525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:24.932602] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:24.973085] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:24.973268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:24.973328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:24.973365] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:24.977264] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=19.82%)
[2025-09-29T01:32:24.977626] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-09-29T01:32:24.977834] [INFO ] [sig       ] PBH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:25.127948] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PBH.txt
[2025-09-29T01:32:25.128291] [INFO ] [sig       ] [1526/2211] Completed PBH in 0.3s | 3.72 sym/s | Total: 6.8m | ETA: 3.1m
[2025-09-29T01:32:25.128383] [INFO ] [sig       ] [1527/2211] Forecasting PBI...
[2025-09-29T01:32:25.128466] [INFO ] [sig       ] Generating forecast for: PBI
[2025-09-29T01:32:25.128556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-09-29T01:32:25.142160] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PBI'.
[2025-09-29T01:32:25.142735] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-09-29T01:32:25.173082] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:25.174051] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-09-29T01:32:25.174134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:25.174210] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:25.174298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:25.174416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:25.194544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:25.195423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:25.195573] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:25.195677] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:25.241499] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:25.241718] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:25.241801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:25.241845] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:25.246178] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: UP (p=93.46%)
[2025-09-29T01:32:25.246569] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-09-29T01:32:25.246915] [INFO ] [sig       ] PBI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:25.403100] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PBI.txt
[2025-09-29T01:32:25.403401] [INFO ] [sig       ] [1527/2211] Completed PBI in 0.3s | 3.72 sym/s | Total: 6.8m | ETA: 3.1m
[2025-09-29T01:32:25.403489] [INFO ] [sig       ] [1528/2211] Forecasting PBR...
[2025-09-29T01:32:25.403562] [INFO ] [sig       ] Generating forecast for: PBR
[2025-09-29T01:32:25.403703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBR' from 'https://tdm.silogroup.org/data/derivative_storage/PBR.csv'.
[2025-09-29T01:32:25.415263] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PBR'.
[2025-09-29T01:32:25.415727] [INFO ] [FORECASTER] Starting predict_future for PBR
[2025-09-29T01:32:25.444361] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:25.445260] [DEBUG] [LOCAL     ] No optimal features file found for PBR: ./output/feature-sets/PBR.txt
[2025-09-29T01:32:25.445356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:25.445461] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:25.445545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:25.445699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:25.466350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:25.467135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:25.467248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:25.467340] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:25.504295] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:25.504437] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:25.504484] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:25.504521] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:25.508150] [DEBUG] [FORECASTER] PBR: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-09-29T01:32:25.508451] [INFO ] [FORECASTER] Completed predict_future for PBR
[2025-09-29T01:32:25.508603] [INFO ] [sig       ] PBR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:25.661181] [INFO ] [LOCAL     ] Saved forecast: PBR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PBR.txt
[2025-09-29T01:32:25.661493] [INFO ] [sig       ] [1528/2211] Completed PBR in 0.3s | 3.72 sym/s | Total: 6.8m | ETA: 3.1m
[2025-09-29T01:32:25.661595] [INFO ] [sig       ] [1529/2211] Forecasting PBT...
[2025-09-29T01:32:25.661702] [INFO ] [sig       ] Generating forecast for: PBT
[2025-09-29T01:32:25.661788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBT' from 'https://tdm.silogroup.org/data/derivative_storage/PBT.csv'.
[2025-09-29T01:32:25.672620] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PBT'.
[2025-09-29T01:32:25.673028] [INFO ] [FORECASTER] Starting predict_future for PBT
[2025-09-29T01:32:25.699323] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:25.700185] [DEBUG] [LOCAL     ] No optimal features file found for PBT: ./output/feature-sets/PBT.txt
[2025-09-29T01:32:25.700266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:25.700339] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:25.700421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:25.700537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:25.719259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:25.720068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:25.720182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:25.720265] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:25.759277] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:25.759468] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:25.759520] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:25.759559] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:25.763433] [DEBUG] [FORECASTER] PBT: Forecast T+1@11:T+2@11: DOWN (p=25.17%)
[2025-09-29T01:32:25.763880] [INFO ] [FORECASTER] Completed predict_future for PBT
[2025-09-29T01:32:25.764089] [INFO ] [sig       ] PBT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:25.919191] [INFO ] [LOCAL     ] Saved forecast: PBT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PBT.txt
[2025-09-29T01:32:25.919579] [INFO ] [sig       ] [1529/2211] Completed PBT in 0.3s | 3.72 sym/s | Total: 6.8m | ETA: 3.1m
[2025-09-29T01:32:25.919685] [INFO ] [sig       ] [1530/2211] Forecasting PCF...
[2025-09-29T01:32:25.919758] [INFO ] [sig       ] Generating forecast for: PCF
[2025-09-29T01:32:25.919833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-09-29T01:32:25.930391] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PCF'.
[2025-09-29T01:32:25.930807] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-09-29T01:32:25.957416] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:25.958262] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-09-29T01:32:25.958345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:25.958432] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:25.958519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:25.958729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:25.976933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:25.977604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:25.977761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:25.977836] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:26.014258] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:26.014385] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:26.014429] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:26.014464] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:26.018095] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: DOWN (p=13.75%)
[2025-09-29T01:32:26.018386] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-09-29T01:32:26.018539] [INFO ] [sig       ] PCF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:26.174927] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PCF.txt
[2025-09-29T01:32:26.175226] [INFO ] [sig       ] [1530/2211] Completed PCF in 0.3s | 3.72 sym/s | Total: 6.9m | ETA: 3.1m
[2025-09-29T01:32:26.175327] [INFO ] [sig       ] [1531/2211] Forecasting PCG...
[2025-09-29T01:32:26.175411] [INFO ] [sig       ] Generating forecast for: PCG
[2025-09-29T01:32:26.175498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-09-29T01:32:26.187487] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PCG'.
[2025-09-29T01:32:26.187910] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-09-29T01:32:26.215257] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:26.216170] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-09-29T01:32:26.216253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:26.216327] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:26.216397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:26.216499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:26.235451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:26.236188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:26.236308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:26.236378] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:26.274083] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:26.274243] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:26.274290] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:26.274326] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:26.277955] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: UP (p=60.78%)
[2025-09-29T01:32:26.278253] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-09-29T01:32:26.278405] [INFO ] [sig       ] PCG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:26.434710] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PCG.txt
[2025-09-29T01:32:26.435045] [INFO ] [sig       ] [1531/2211] Completed PCG in 0.3s | 3.72 sym/s | Total: 6.9m | ETA: 3.0m
[2025-09-29T01:32:26.435129] [INFO ] [sig       ] [1532/2211] Forecasting PCM...
[2025-09-29T01:32:26.435201] [INFO ] [sig       ] Generating forecast for: PCM
[2025-09-29T01:32:26.435276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-09-29T01:32:26.445612] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PCM'.
[2025-09-29T01:32:26.445999] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-09-29T01:32:26.474512] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:26.475491] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-09-29T01:32:26.475588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:26.475692] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:26.475764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:26.475870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:26.496158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:26.497066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:26.497183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:26.497253] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:26.533096] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:26.533265] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:26.533316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:26.533377] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:26.537140] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=61.07%)
[2025-09-29T01:32:26.537446] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-09-29T01:32:26.537610] [INFO ] [sig       ] PCM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:26.689199] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PCM.txt
[2025-09-29T01:32:26.689558] [INFO ] [sig       ] [1532/2211] Completed PCM in 0.3s | 3.72 sym/s | Total: 6.9m | ETA: 3.0m
[2025-09-29T01:32:26.689663] [INFO ] [sig       ] [1533/2211] Forecasting PCN...
[2025-09-29T01:32:26.689739] [INFO ] [sig       ] Generating forecast for: PCN
[2025-09-29T01:32:26.689813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-09-29T01:32:26.701853] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PCN'.
[2025-09-29T01:32:26.702322] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-09-29T01:32:26.732236] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:26.733321] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-09-29T01:32:26.733411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:26.733500] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:26.733613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:26.733740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:26.756063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:26.757099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:26.757224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:26.757319] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:26.793485] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:26.793739] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:26.793828] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:26.793888] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:26.798005] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=98.72%)
[2025-09-29T01:32:26.798357] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-09-29T01:32:26.798522] [INFO ] [sig       ] PCN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:26.949890] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PCN.txt
[2025-09-29T01:32:26.950220] [INFO ] [sig       ] [1533/2211] Completed PCN in 0.3s | 3.72 sym/s | Total: 6.9m | ETA: 3.0m
[2025-09-29T01:32:26.950304] [INFO ] [sig       ] [1534/2211] Forecasting PCOR...
[2025-09-29T01:32:26.950395] [INFO ] [sig       ] Generating forecast for: PCOR
[2025-09-29T01:32:26.950471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCOR' from 'https://tdm.silogroup.org/data/derivative_storage/PCOR.csv'.
[2025-09-29T01:32:26.961564] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PCOR'.
[2025-09-29T01:32:26.962118] [INFO ] [FORECASTER] Starting predict_future for PCOR
[2025-09-29T01:32:26.990485] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:26.991418] [DEBUG] [LOCAL     ] No optimal features file found for PCOR: ./output/feature-sets/PCOR.txt
[2025-09-29T01:32:26.991508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:26.991586] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:26.991688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:26.991815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:27.011635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:27.012757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:27.012892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:27.012986] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:27.052191] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:27.052402] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:27.052455] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:27.052491] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:27.056328] [DEBUG] [FORECASTER] PCOR: Forecast T+1@11:T+2@11: UP (p=90.65%)
[2025-09-29T01:32:27.056663] [INFO ] [FORECASTER] Completed predict_future for PCOR
[2025-09-29T01:32:27.056876] [INFO ] [sig       ] PCOR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:27.206305] [INFO ] [LOCAL     ] Saved forecast: PCOR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PCOR.txt
[2025-09-29T01:32:27.206586] [INFO ] [sig       ] [1534/2211] Completed PCOR in 0.3s | 3.72 sym/s | Total: 6.9m | ETA: 3.0m
[2025-09-29T01:32:27.206698] [INFO ] [sig       ] [1535/2211] Forecasting PCQ...
[2025-09-29T01:32:27.206771] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-09-29T01:32:27.206872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-09-29T01:32:27.217611] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PCQ'.
[2025-09-29T01:32:27.218040] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-09-29T01:32:27.244358] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:27.245238] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-09-29T01:32:27.245321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:27.245396] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:27.245480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:27.245624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:27.265441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:27.266377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:27.266507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:27.266597] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:27.297729] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:27.297911] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:27.297959] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:27.297995] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:27.302312] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: DOWN (p=30.22%)
[2025-09-29T01:32:27.302703] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-09-29T01:32:27.302900] [INFO ] [sig       ] PCQ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:27.481190] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PCQ.txt
[2025-09-29T01:32:27.481628] [INFO ] [sig       ] [1535/2211] Completed PCQ in 0.3s | 3.72 sym/s | Total: 6.9m | ETA: 3.0m
[2025-09-29T01:32:27.481747] [INFO ] [sig       ] [1536/2211] Forecasting PD...
[2025-09-29T01:32:27.481843] [INFO ] [sig       ] Generating forecast for: PD
[2025-09-29T01:32:27.481941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-09-29T01:32:27.494899] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PD'.
[2025-09-29T01:32:27.495340] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-09-29T01:32:27.525027] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:27.526017] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-09-29T01:32:27.526101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:27.526177] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:27.526248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:27.526354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:27.546290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:27.547432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:27.547588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:27.547688] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:27.590990] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:27.591203] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:27.591254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:27.591290] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:27.595523] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=82.35%)
[2025-09-29T01:32:27.595896] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-09-29T01:32:27.596081] [INFO ] [sig       ] PD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:27.752102] [INFO ] [LOCAL     ] Saved forecast: PD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PD.txt
[2025-09-29T01:32:27.752448] [INFO ] [sig       ] [1536/2211] Completed PD in 0.3s | 3.72 sym/s | Total: 6.9m | ETA: 3.0m
[2025-09-29T01:32:27.752535] [INFO ] [sig       ] [1537/2211] Forecasting PDI...
[2025-09-29T01:32:27.752619] [INFO ] [sig       ] Generating forecast for: PDI
[2025-09-29T01:32:27.752720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-09-29T01:32:27.764337] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PDI'.
[2025-09-29T01:32:27.764786] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-09-29T01:32:27.792390] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:27.793501] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-09-29T01:32:27.793583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:27.793709] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:27.793789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:27.793903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:27.812595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:27.813251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:27.813373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:27.813452] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:27.850539] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:27.850775] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:27.850842] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:27.850881] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:27.854868] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: UP (p=92.80%)
[2025-09-29T01:32:27.855217] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-09-29T01:32:27.855395] [INFO ] [sig       ] PDI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:28.011044] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PDI.txt
[2025-09-29T01:32:28.011391] [INFO ] [sig       ] [1537/2211] Completed PDI in 0.3s | 3.72 sym/s | Total: 6.9m | ETA: 3.0m
[2025-09-29T01:32:28.011491] [INFO ] [sig       ] [1538/2211] Forecasting PDM...
[2025-09-29T01:32:28.011567] [INFO ] [sig       ] Generating forecast for: PDM
[2025-09-29T01:32:28.011664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-09-29T01:32:28.023116] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PDM'.
[2025-09-29T01:32:28.023594] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-09-29T01:32:28.053374] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:28.054455] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-09-29T01:32:28.054541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:28.054623] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:28.054718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:28.054823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:28.077421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:28.078154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:28.078268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:28.078341] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:28.112004] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:28.112177] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:28.112224] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:28.112262] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:28.115951] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: UP (p=87.02%)
[2025-09-29T01:32:28.116260] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-09-29T01:32:28.116422] [INFO ] [sig       ] PDM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:28.276315] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PDM.txt
[2025-09-29T01:32:28.276675] [INFO ] [sig       ] [1538/2211] Completed PDM in 0.3s | 3.72 sym/s | Total: 6.9m | ETA: 3.0m
[2025-09-29T01:32:28.276763] [INFO ] [sig       ] [1539/2211] Forecasting PDO...
[2025-09-29T01:32:28.280390] [INFO ] [sig       ] Generating forecast for: PDO
[2025-09-29T01:32:28.280538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-09-29T01:32:28.293772] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PDO'.
[2025-09-29T01:32:28.294236] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-09-29T01:32:28.322350] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:28.323228] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-09-29T01:32:28.323311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:28.323385] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:28.323456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:28.323558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:28.342035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:28.342792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:28.342935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:28.343012] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:28.382033] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:28.382195] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:28.382289] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:28.382354] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:28.386075] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2025-09-29T01:32:28.386383] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-09-29T01:32:28.386534] [INFO ] [sig       ] PDO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:28.540892] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PDO.txt
[2025-09-29T01:32:28.541273] [INFO ] [sig       ] [1539/2211] Completed PDO in 0.3s | 3.72 sym/s | Total: 6.9m | ETA: 3.0m
[2025-09-29T01:32:28.541360] [INFO ] [sig       ] [1540/2211] Forecasting PDS...
[2025-09-29T01:32:28.541433] [INFO ] [sig       ] Generating forecast for: PDS
[2025-09-29T01:32:28.541507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-09-29T01:32:28.553679] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PDS'.
[2025-09-29T01:32:28.554096] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-09-29T01:32:28.582400] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:28.583258] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-09-29T01:32:28.583340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:28.583415] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:28.583486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:28.583590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:28.602170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:28.602967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:28.603081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:28.603150] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:28.634738] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:28.634889] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:28.634936] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:28.634971] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:28.638443] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-09-29T01:32:28.638795] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-09-29T01:32:28.638959] [INFO ] [sig       ] PDS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:28.791552] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PDS.txt
[2025-09-29T01:32:28.791865] [INFO ] [sig       ] [1540/2211] Completed PDS in 0.3s | 3.72 sym/s | Total: 6.9m | ETA: 3.0m
[2025-09-29T01:32:28.791948] [INFO ] [sig       ] [1541/2211] Forecasting PDT...
[2025-09-29T01:32:28.792016] [INFO ] [sig       ] Generating forecast for: PDT
[2025-09-29T01:32:28.792088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDT' from 'https://tdm.silogroup.org/data/derivative_storage/PDT.csv'.
[2025-09-29T01:32:28.802891] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PDT'.
[2025-09-29T01:32:28.803287] [INFO ] [FORECASTER] Starting predict_future for PDT
[2025-09-29T01:32:28.831158] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:28.832004] [DEBUG] [LOCAL     ] No optimal features file found for PDT: ./output/feature-sets/PDT.txt
[2025-09-29T01:32:28.832087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:28.832163] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:28.832234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:28.832339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:28.850712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:28.851446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:28.851567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:28.851639] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:28.892302] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:28.892452] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:28.892506] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:28.892543] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:28.896329] [DEBUG] [FORECASTER] PDT: Forecast T+1@11:T+2@11: DOWN (p=3.16%)
[2025-09-29T01:32:28.896703] [INFO ] [FORECASTER] Completed predict_future for PDT
[2025-09-29T01:32:28.896904] [INFO ] [sig       ] PDT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:29.057710] [INFO ] [LOCAL     ] Saved forecast: PDT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PDT.txt
[2025-09-29T01:32:29.057993] [INFO ] [sig       ] [1541/2211] Completed PDT in 0.3s | 3.72 sym/s | Total: 6.9m | ETA: 3.0m
[2025-09-29T01:32:29.058075] [INFO ] [sig       ] [1542/2211] Forecasting PDX...
[2025-09-29T01:32:29.058150] [INFO ] [sig       ] Generating forecast for: PDX
[2025-09-29T01:32:29.058225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-09-29T01:32:29.069294] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PDX'.
[2025-09-29T01:32:29.069702] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-09-29T01:32:29.097638] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:29.098519] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-09-29T01:32:29.098603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:29.098702] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:29.098774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:29.098879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:29.117463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:29.118233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:29.118347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:29.118420] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:29.155604] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:29.155756] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:29.155814] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:29.155850] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:29.159401] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: UP (p=90.95%)
[2025-09-29T01:32:29.159790] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-09-29T01:32:29.159961] [INFO ] [sig       ] PDX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:29.318177] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PDX.txt
[2025-09-29T01:32:29.318522] [INFO ] [sig       ] [1542/2211] Completed PDX in 0.3s | 3.72 sym/s | Total: 6.9m | ETA: 3.0m
[2025-09-29T01:32:29.318606] [INFO ] [sig       ] [1543/2211] Forecasting PEB...
[2025-09-29T01:32:29.318700] [INFO ] [sig       ] Generating forecast for: PEB
[2025-09-29T01:32:29.318774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-09-29T01:32:29.331787] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PEB'.
[2025-09-29T01:32:29.332146] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-09-29T01:32:29.359504] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:29.360408] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-09-29T01:32:29.360490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:29.360576] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:29.360688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:29.360814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:29.379992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:29.380704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:29.380819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:29.380909] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:29.419491] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:29.419685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:29.419756] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:29.419795] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:29.423362] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: DOWN (p=36.71%)
[2025-09-29T01:32:29.423690] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-09-29T01:32:29.423863] [INFO ] [sig       ] PEB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:29.582495] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PEB.txt
[2025-09-29T01:32:29.582852] [INFO ] [sig       ] [1543/2211] Completed PEB in 0.3s | 3.72 sym/s | Total: 6.9m | ETA: 3.0m
[2025-09-29T01:32:29.582943] [INFO ] [sig       ] [1544/2211] Forecasting PEG...
[2025-09-29T01:32:29.583017] [INFO ] [sig       ] Generating forecast for: PEG
[2025-09-29T01:32:29.583093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-09-29T01:32:29.594942] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PEG'.
[2025-09-29T01:32:29.595443] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-09-29T01:32:29.623302] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:29.624294] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-09-29T01:32:29.624379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:29.624458] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:29.624533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:29.624638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:29.645187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:29.646142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:29.646264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:29.646337] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:29.684322] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:29.684512] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:29.684563] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:29.684600] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:29.688549] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: UP (p=63.05%)
[2025-09-29T01:32:29.688905] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-09-29T01:32:29.689082] [INFO ] [sig       ] PEG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:29.854069] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PEG.txt
[2025-09-29T01:32:29.854383] [INFO ] [sig       ] [1544/2211] Completed PEG in 0.3s | 3.72 sym/s | Total: 6.9m | ETA: 3.0m
[2025-09-29T01:32:29.854485] [INFO ] [sig       ] [1545/2211] Forecasting PEN...
[2025-09-29T01:32:29.854558] [INFO ] [sig       ] Generating forecast for: PEN
[2025-09-29T01:32:29.854629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-09-29T01:32:29.866919] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PEN'.
[2025-09-29T01:32:29.867357] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-09-29T01:32:29.896998] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:29.897989] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-09-29T01:32:29.898075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:29.898151] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:29.898222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:29.898348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:29.917946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:29.918614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:29.918748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:29.918820] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:29.958860] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:29.959019] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:29.959065] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:29.959110] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:29.963241] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-09-29T01:32:29.963563] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-09-29T01:32:29.963810] [INFO ] [sig       ] PEN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:30.116542] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PEN.txt
[2025-09-29T01:32:30.116888] [INFO ] [sig       ] [1545/2211] Completed PEN in 0.3s | 3.72 sym/s | Total: 6.9m | ETA: 3.0m
[2025-09-29T01:32:30.116974] [INFO ] [sig       ] [1546/2211] Forecasting PEO...
[2025-09-29T01:32:30.117046] [INFO ] [sig       ] Generating forecast for: PEO
[2025-09-29T01:32:30.117119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-09-29T01:32:30.128360] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PEO'.
[2025-09-29T01:32:30.128870] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-09-29T01:32:30.157287] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:30.158251] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-09-29T01:32:30.158334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:30.158410] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:30.158483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:30.158591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:30.177591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:30.178569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:30.178716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:30.178791] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:30.218422] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:30.218713] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:30.218822] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:30.218930] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:30.223380] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: UP (p=55.15%)
[2025-09-29T01:32:30.223821] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-09-29T01:32:30.224013] [INFO ] [sig       ] PEO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:30.429383] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PEO.txt
[2025-09-29T01:32:30.429833] [INFO ] [sig       ] [1546/2211] Completed PEO in 0.3s | 3.72 sym/s | Total: 6.9m | ETA: 3.0m
[2025-09-29T01:32:30.429959] [INFO ] [sig       ] [1547/2211] Forecasting PERF...
[2025-09-29T01:32:30.430039] [INFO ] [sig       ] Generating forecast for: PERF
[2025-09-29T01:32:30.430113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-09-29T01:32:30.447765] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PERF'.
[2025-09-29T01:32:30.448310] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-09-29T01:32:30.486355] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:30.487378] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-09-29T01:32:30.487463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:30.487552] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:30.487634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:30.487788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:30.506183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:30.507098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:30.507212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:30.507298] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:30.541425] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:30.541588] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:30.541633] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:30.541716] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:30.545404] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=84.05%)
[2025-09-29T01:32:30.545842] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-09-29T01:32:30.546027] [INFO ] [sig       ] PERF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:30.705343] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PERF.txt
[2025-09-29T01:32:30.705740] [INFO ] [sig       ] [1547/2211] Completed PERF in 0.3s | 3.72 sym/s | Total: 6.9m | ETA: 3.0m
[2025-09-29T01:32:30.705825] [INFO ] [sig       ] [1548/2211] Forecasting PFD...
[2025-09-29T01:32:30.705898] [INFO ] [sig       ] Generating forecast for: PFD
[2025-09-29T01:32:30.705972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-09-29T01:32:30.717143] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFD'.
[2025-09-29T01:32:30.717517] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-09-29T01:32:30.745079] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:30.746035] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-09-29T01:32:30.746115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:30.746202] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:30.746285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:30.746409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:30.764953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:30.765684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:30.765802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:30.765892] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:30.797270] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:30.797449] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:30.797498] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:30.797534] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:30.801580] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: UP (p=86.28%)
[2025-09-29T01:32:30.801961] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-09-29T01:32:30.802127] [INFO ] [sig       ] PFD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:30.956213] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PFD.txt
[2025-09-29T01:32:30.956520] [INFO ] [sig       ] [1548/2211] Completed PFD in 0.3s | 3.72 sym/s | Total: 6.9m | ETA: 3.0m
[2025-09-29T01:32:30.956604] [INFO ] [sig       ] [1549/2211] Forecasting PFE...
[2025-09-29T01:32:30.956714] [INFO ] [sig       ] Generating forecast for: PFE
[2025-09-29T01:32:30.956803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFE' from 'https://tdm.silogroup.org/data/derivative_storage/PFE.csv'.
[2025-09-29T01:32:30.968617] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFE'.
[2025-09-29T01:32:30.969060] [INFO ] [FORECASTER] Starting predict_future for PFE
[2025-09-29T01:32:30.995849] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:30.996791] [DEBUG] [LOCAL     ] No optimal features file found for PFE: ./output/feature-sets/PFE.txt
[2025-09-29T01:32:31.002619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:31.003099] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:31.003171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:31.003433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:31.024196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:31.025402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:31.025543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:31.025619] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:31.066231] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:31.066445] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:31.066509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:31.066550] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:31.070664] [DEBUG] [FORECASTER] PFE: Forecast T+1@11:T+2@11: DOWN (p=40.58%)
[2025-09-29T01:32:31.071016] [INFO ] [FORECASTER] Completed predict_future for PFE
[2025-09-29T01:32:31.071195] [INFO ] [sig       ] PFE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:31.232828] [INFO ] [LOCAL     ] Saved forecast: PFE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PFE.txt
[2025-09-29T01:32:31.233218] [INFO ] [sig       ] [1549/2211] Completed PFE in 0.3s | 3.72 sym/s | Total: 6.9m | ETA: 3.0m
[2025-09-29T01:32:31.233317] [INFO ] [sig       ] [1550/2211] Forecasting PFGC...
[2025-09-29T01:32:31.233391] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-09-29T01:32:31.233469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-09-29T01:32:31.250606] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFGC'.
[2025-09-29T01:32:31.251160] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-09-29T01:32:31.279106] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:31.280076] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-09-29T01:32:31.280160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:31.280236] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:31.280311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:31.280426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:31.299045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:31.299907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:31.300029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:31.300104] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:31.340374] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:31.340559] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:31.340608] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:31.340672] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:31.344464] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=74.40%)
[2025-09-29T01:32:31.344839] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-09-29T01:32:31.345029] [INFO ] [sig       ] PFGC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:31.499218] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PFGC.txt
[2025-09-29T01:32:31.499501] [INFO ] [sig       ] [1550/2211] Completed PFGC in 0.3s | 3.72 sym/s | Total: 6.9m | ETA: 3.0m
[2025-09-29T01:32:31.499581] [INFO ] [sig       ] [1551/2211] Forecasting PFH...
[2025-09-29T01:32:31.499676] [INFO ] [sig       ] Generating forecast for: PFH
[2025-09-29T01:32:31.499758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-09-29T01:32:31.510790] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFH'.
[2025-09-29T01:32:31.511151] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-09-29T01:32:31.538634] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:31.539565] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-09-29T01:32:31.539674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:31.539750] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:31.539818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:31.539955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:31.558917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:31.559968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:31.560086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:31.560169] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:31.599720] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:31.599934] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:31.599986] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:31.600023] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:31.604120] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=29.25%)
[2025-09-29T01:32:31.604716] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-09-29T01:32:31.604991] [INFO ] [sig       ] PFH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:31.762262] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PFH.txt
[2025-09-29T01:32:31.762601] [INFO ] [sig       ] [1551/2211] Completed PFH in 0.3s | 3.72 sym/s | Total: 6.9m | ETA: 3.0m
[2025-09-29T01:32:31.762720] [INFO ] [sig       ] [1552/2211] Forecasting PFL...
[2025-09-29T01:32:31.762813] [INFO ] [sig       ] Generating forecast for: PFL
[2025-09-29T01:32:31.762900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-09-29T01:32:31.776944] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFL'.
[2025-09-29T01:32:31.777362] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-09-29T01:32:31.804065] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:31.805042] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-09-29T01:32:31.805127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:31.805216] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:31.805298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:31.805424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:31.825263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:31.826440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:31.826559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:31.826665] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:31.866366] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:31.866552] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:31.866604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:31.866676] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:31.870725] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: UP (p=81.29%)
[2025-09-29T01:32:31.871080] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-09-29T01:32:31.871252] [INFO ] [sig       ] PFL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:32.027019] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PFL.txt
[2025-09-29T01:32:32.027335] [INFO ] [sig       ] [1552/2211] Completed PFL in 0.3s | 3.72 sym/s | Total: 7.0m | ETA: 3.0m
[2025-09-29T01:32:32.027421] [INFO ] [sig       ] [1553/2211] Forecasting PFLT...
[2025-09-29T01:32:32.027493] [INFO ] [sig       ] Generating forecast for: PFLT
[2025-09-29T01:32:32.027566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFLT' from 'https://tdm.silogroup.org/data/derivative_storage/PFLT.csv'.
[2025-09-29T01:32:32.038373] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFLT'.
[2025-09-29T01:32:32.038749] [INFO ] [FORECASTER] Starting predict_future for PFLT
[2025-09-29T01:32:32.068009] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:32.069016] [DEBUG] [LOCAL     ] No optimal features file found for PFLT: ./output/feature-sets/PFLT.txt
[2025-09-29T01:32:32.069103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:32.069179] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:32.069251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:32.069357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:32.088140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:32.089122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:32.089243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:32.089315] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:32.128527] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:32.128790] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:32.128875] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:32.128921] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:32.132962] [DEBUG] [FORECASTER] PFLT: Forecast T+1@11:T+2@11: DOWN (p=5.52%)
[2025-09-29T01:32:32.133284] [INFO ] [FORECASTER] Completed predict_future for PFLT
[2025-09-29T01:32:32.133494] [INFO ] [sig       ] PFLT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:32.290804] [INFO ] [LOCAL     ] Saved forecast: PFLT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PFLT.txt
[2025-09-29T01:32:32.291137] [INFO ] [sig       ] [1553/2211] Completed PFLT in 0.3s | 3.72 sym/s | Total: 7.0m | ETA: 2.9m
[2025-09-29T01:32:32.291218] [INFO ] [sig       ] [1554/2211] Forecasting PFN...
[2025-09-29T01:32:32.291289] [INFO ] [sig       ] Generating forecast for: PFN
[2025-09-29T01:32:32.291363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-09-29T01:32:32.302268] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFN'.
[2025-09-29T01:32:32.302616] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-09-29T01:32:32.328605] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:32.329425] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-09-29T01:32:32.329505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:32.329579] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:32.329671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:32.329781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:32.348420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:32.349469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:32.349591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:32.349692] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:32.389296] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:32.389517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:32.389569] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:32.389605] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:32.393538] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=54.30%)
[2025-09-29T01:32:32.393888] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-09-29T01:32:32.394067] [INFO ] [sig       ] PFN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:32.547636] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PFN.txt
[2025-09-29T01:32:32.547965] [INFO ] [sig       ] [1554/2211] Completed PFN in 0.3s | 3.72 sym/s | Total: 7.0m | ETA: 2.9m
[2025-09-29T01:32:32.548056] [INFO ] [sig       ] [1555/2211] Forecasting PFO...
[2025-09-29T01:32:32.548131] [INFO ] [sig       ] Generating forecast for: PFO
[2025-09-29T01:32:32.548204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-09-29T01:32:32.559598] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFO'.
[2025-09-29T01:32:32.560068] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-09-29T01:32:32.586767] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:32.587628] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-09-29T01:32:32.587731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:32.587807] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:32.587878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:32.587980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:32.606432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:32.607226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:32.607347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:32.607417] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:32.645530] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:32.645753] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:32.645836] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:32.645913] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:32.649722] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: DOWN (p=5.99%)
[2025-09-29T01:32:32.650103] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-09-29T01:32:32.650261] [INFO ] [sig       ] PFO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:32.798111] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PFO.txt
[2025-09-29T01:32:32.798422] [INFO ] [sig       ] [1555/2211] Completed PFO in 0.3s | 3.72 sym/s | Total: 7.0m | ETA: 2.9m
[2025-09-29T01:32:32.798504] [INFO ] [sig       ] [1556/2211] Forecasting PFS...
[2025-09-29T01:32:32.798554] [INFO ] [sig       ] Generating forecast for: PFS
[2025-09-29T01:32:32.798620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-09-29T01:32:32.809758] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFS'.
[2025-09-29T01:32:32.810161] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-09-29T01:32:32.836402] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:32.837310] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-09-29T01:32:32.837393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:32.837467] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:32.837537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:32.837640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:32.855420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:32.856110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:32.856240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:32.856321] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:32.896083] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:32.896250] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:32.896298] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:32.896333] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:32.899964] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: DOWN (p=33.19%)
[2025-09-29T01:32:32.900266] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-09-29T01:32:32.900411] [INFO ] [sig       ] PFS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:33.047537] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PFS.txt
[2025-09-29T01:32:33.047887] [INFO ] [sig       ] [1556/2211] Completed PFS in 0.2s | 3.72 sym/s | Total: 7.0m | ETA: 2.9m
[2025-09-29T01:32:33.047971] [INFO ] [sig       ] [1557/2211] Forecasting PFSI...
[2025-09-29T01:32:33.048043] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-09-29T01:32:33.048114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-09-29T01:32:33.062411] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFSI'.
[2025-09-29T01:32:33.062981] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-09-29T01:32:33.091437] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:33.092319] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-09-29T01:32:33.092404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:33.092479] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:33.092553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:33.092688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:33.110726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:33.111426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:33.111544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:33.111626] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:33.149918] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:33.150125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:33.150214] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:33.150290] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:33.154320] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: DOWN (p=4.45%)
[2025-09-29T01:32:33.154678] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-09-29T01:32:33.154887] [INFO ] [sig       ] PFSI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:33.312310] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PFSI.txt
[2025-09-29T01:32:33.312619] [INFO ] [sig       ] [1557/2211] Completed PFSI in 0.3s | 3.72 sym/s | Total: 7.0m | ETA: 2.9m
[2025-09-29T01:32:33.312725] [INFO ] [sig       ] [1558/2211] Forecasting PG...
[2025-09-29T01:32:33.312790] [INFO ] [sig       ] Generating forecast for: PG
[2025-09-29T01:32:33.312868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PG' from 'https://tdm.silogroup.org/data/derivative_storage/PG.csv'.
[2025-09-29T01:32:33.326853] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PG'.
[2025-09-29T01:32:33.327392] [INFO ] [FORECASTER] Starting predict_future for PG
[2025-09-29T01:32:33.354350] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:33.355322] [DEBUG] [LOCAL     ] No optimal features file found for PG: ./output/feature-sets/PG.txt
[2025-09-29T01:32:33.355407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:33.355482] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:33.355551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:33.355684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:33.373852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:33.374539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:33.374674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:33.374749] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:33.414543] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:33.414768] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:33.414898] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:33.414941] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:33.419777] [DEBUG] [FORECASTER] PG: Forecast T+1@11:T+2@11: DOWN (p=40.63%)
[2025-09-29T01:32:33.420111] [INFO ] [FORECASTER] Completed predict_future for PG
[2025-09-29T01:32:33.420269] [INFO ] [sig       ] PG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:33.581809] [INFO ] [LOCAL     ] Saved forecast: PG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PG.txt
[2025-09-29T01:32:33.582129] [INFO ] [sig       ] [1558/2211] Completed PG in 0.3s | 3.72 sym/s | Total: 7.0m | ETA: 2.9m
[2025-09-29T01:32:33.582210] [INFO ] [sig       ] [1559/2211] Forecasting PGP...
[2025-09-29T01:32:33.582291] [INFO ] [sig       ] Generating forecast for: PGP
[2025-09-29T01:32:33.582365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-09-29T01:32:33.593463] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PGP'.
[2025-09-29T01:32:33.593931] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-09-29T01:32:33.620595] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:33.621499] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-09-29T01:32:33.621586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:33.621686] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:33.621762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:33.621869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:33.640810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:33.641535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:33.641686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:33.641768] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:33.677910] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:33.678108] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:33.678159] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:33.678194] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:33.682259] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=90.01%)
[2025-09-29T01:32:33.682607] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-09-29T01:32:33.682822] [INFO ] [sig       ] PGP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:33.841915] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PGP.txt
[2025-09-29T01:32:33.842218] [INFO ] [sig       ] [1559/2211] Completed PGP in 0.3s | 3.72 sym/s | Total: 7.0m | ETA: 2.9m
[2025-09-29T01:32:33.842299] [INFO ] [sig       ] [1560/2211] Forecasting PGR...
[2025-09-29T01:32:33.842370] [INFO ] [sig       ] Generating forecast for: PGR
[2025-09-29T01:32:33.842444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGR' from 'https://tdm.silogroup.org/data/derivative_storage/PGR.csv'.
[2025-09-29T01:32:33.854326] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PGR'.
[2025-09-29T01:32:33.854740] [INFO ] [FORECASTER] Starting predict_future for PGR
[2025-09-29T01:32:33.881563] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:33.882589] [DEBUG] [LOCAL     ] No optimal features file found for PGR: ./output/feature-sets/PGR.txt
[2025-09-29T01:32:33.882699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:33.882791] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:33.882876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:33.883010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:33.903030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:33.903887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:33.904007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:33.904080] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:33.942691] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:33.942871] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:33.942919] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:33.942953] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:33.946801] [DEBUG] [FORECASTER] PGR: Forecast T+1@11:T+2@11: UP (p=91.12%)
[2025-09-29T01:32:33.947201] [INFO ] [FORECASTER] Completed predict_future for PGR
[2025-09-29T01:32:33.947368] [INFO ] [sig       ] PGR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:34.102431] [INFO ] [LOCAL     ] Saved forecast: PGR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PGR.txt
[2025-09-29T01:32:34.102758] [INFO ] [sig       ] [1560/2211] Completed PGR in 0.3s | 3.72 sym/s | Total: 7.0m | ETA: 2.9m
[2025-09-29T01:32:34.102844] [INFO ] [sig       ] [1561/2211] Forecasting PGRE...
[2025-09-29T01:32:34.102916] [INFO ] [sig       ] Generating forecast for: PGRE
[2025-09-29T01:32:34.102990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'.
[2025-09-29T01:32:34.113719] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PGRE'.
[2025-09-29T01:32:34.114103] [INFO ] [FORECASTER] Starting predict_future for PGRE
[2025-09-29T01:32:34.141049] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:34.141954] [DEBUG] [LOCAL     ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt
[2025-09-29T01:32:34.142036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:34.142110] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:34.142193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:34.142365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:34.161965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:34.162987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:34.163113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:34.163205] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:34.203761] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:34.203949] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:34.203999] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:34.204036] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:34.207927] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: DOWN (p=23.61%)
[2025-09-29T01:32:34.208310] [INFO ] [FORECASTER] Completed predict_future for PGRE
[2025-09-29T01:32:34.208481] [INFO ] [sig       ] PGRE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:34.362849] [INFO ] [LOCAL     ] Saved forecast: PGRE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PGRE.txt
[2025-09-29T01:32:34.363163] [INFO ] [sig       ] [1561/2211] Completed PGRE in 0.3s | 3.72 sym/s | Total: 7.0m | ETA: 2.9m
[2025-09-29T01:32:34.363250] [INFO ] [sig       ] [1562/2211] Forecasting PGZ...
[2025-09-29T01:32:34.363403] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-09-29T01:32:34.363479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-09-29T01:32:34.373989] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PGZ'.
[2025-09-29T01:32:34.374411] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-09-29T01:32:34.402592] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:34.403547] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-09-29T01:32:34.403635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:34.403763] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:34.403838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:34.403974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:34.422313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:34.423114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:34.423256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:34.423343] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:34.463672] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:34.463859] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:34.463908] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:34.463943] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:34.467617] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: DOWN (p=16.59%)
[2025-09-29T01:32:34.467959] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-09-29T01:32:34.468187] [INFO ] [sig       ] PGZ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:34.624532] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PGZ.txt
[2025-09-29T01:32:34.624848] [INFO ] [sig       ] [1562/2211] Completed PGZ in 0.3s | 3.72 sym/s | Total: 7.0m | ETA: 2.9m
[2025-09-29T01:32:34.624955] [INFO ] [sig       ] [1563/2211] Forecasting PH...
[2025-09-29T01:32:34.625045] [INFO ] [sig       ] Generating forecast for: PH
[2025-09-29T01:32:34.625132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-09-29T01:32:34.643429] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PH'.
[2025-09-29T01:32:34.643980] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-09-29T01:32:34.672275] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:34.673248] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-09-29T01:32:34.673333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:34.673410] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:34.673483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:34.673586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:34.693087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:34.694059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:34.694188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:34.694259] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:34.736934] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:34.737187] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:34.737263] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:34.737305] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:34.743118] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: DOWN (p=24.65%)
[2025-09-29T01:32:34.743741] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-09-29T01:32:34.743962] [INFO ] [sig       ] PH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:34.934674] [INFO ] [LOCAL     ] Saved forecast: PH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PH.txt
[2025-09-29T01:32:34.934995] [INFO ] [sig       ] [1563/2211] Completed PH in 0.3s | 3.72 sym/s | Total: 7.0m | ETA: 2.9m
[2025-09-29T01:32:34.935083] [INFO ] [sig       ] [1564/2211] Forecasting PHD...
[2025-09-29T01:32:34.935157] [INFO ] [sig       ] Generating forecast for: PHD
[2025-09-29T01:32:34.935233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHD' from 'https://tdm.silogroup.org/data/derivative_storage/PHD.csv'.
[2025-09-29T01:32:34.946888] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PHD'.
[2025-09-29T01:32:34.947314] [INFO ] [FORECASTER] Starting predict_future for PHD
[2025-09-29T01:32:34.974981] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:34.975926] [DEBUG] [LOCAL     ] No optimal features file found for PHD: ./output/feature-sets/PHD.txt
[2025-09-29T01:32:34.976028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:34.976106] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:34.976179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:34.976285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:34.995115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:34.995885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:34.996001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:34.996073] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:35.035099] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:35.035305] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:35.035366] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:35.035405] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:35.039321] [DEBUG] [FORECASTER] PHD: Forecast T+1@11:T+2@11: DOWN (p=12.98%)
[2025-09-29T01:32:35.039673] [INFO ] [FORECASTER] Completed predict_future for PHD
[2025-09-29T01:32:35.039889] [INFO ] [sig       ] PHD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:35.194982] [INFO ] [LOCAL     ] Saved forecast: PHD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PHD.txt
[2025-09-29T01:32:35.195332] [INFO ] [sig       ] [1564/2211] Completed PHD in 0.3s | 3.72 sym/s | Total: 7.0m | ETA: 2.9m
[2025-09-29T01:32:35.195415] [INFO ] [sig       ] [1565/2211] Forecasting PHG...
[2025-09-29T01:32:35.195488] [INFO ] [sig       ] Generating forecast for: PHG
[2025-09-29T01:32:35.195569] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-09-29T01:32:35.207053] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PHG'.
[2025-09-29T01:32:35.207456] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-09-29T01:32:35.236490] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:35.237439] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-09-29T01:32:35.237539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:35.237621] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:35.237717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:35.237853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:35.257976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:35.258923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:35.259047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:35.259156] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:35.299069] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:35.299283] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:35.299336] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:35.299375] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:35.303995] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: UP (p=92.59%)
[2025-09-29T01:32:35.304424] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-09-29T01:32:35.304600] [INFO ] [sig       ] PHG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:35.469797] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PHG.txt
[2025-09-29T01:32:35.470140] [INFO ] [sig       ] [1565/2211] Completed PHG in 0.3s | 3.72 sym/s | Total: 7.0m | ETA: 2.9m
[2025-09-29T01:32:35.470227] [INFO ] [sig       ] [1566/2211] Forecasting PHI...
[2025-09-29T01:32:35.470301] [INFO ] [sig       ] Generating forecast for: PHI
[2025-09-29T01:32:35.470384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-09-29T01:32:35.480511] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PHI'.
[2025-09-29T01:32:35.480870] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-09-29T01:32:35.509437] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:35.510796] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-09-29T01:32:35.510914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:35.511017] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:35.511112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:35.511255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:35.541564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:35.542552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:35.542710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:35.542785] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:35.588119] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:35.588325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:35.588375] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:35.588411] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:35.592254] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: UP (p=90.82%)
[2025-09-29T01:32:35.592587] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-09-29T01:32:35.592780] [INFO ] [sig       ] PHI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:35.752361] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PHI.txt
[2025-09-29T01:32:35.752730] [INFO ] [sig       ] [1566/2211] Completed PHI in 0.3s | 3.72 sym/s | Total: 7.0m | ETA: 2.9m
[2025-09-29T01:32:35.752814] [INFO ] [sig       ] [1567/2211] Forecasting PHIN...
[2025-09-29T01:32:35.752886] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-09-29T01:32:35.752958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-09-29T01:32:35.764397] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PHIN'.
[2025-09-29T01:32:35.764856] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-09-29T01:32:35.792700] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:35.793531] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-09-29T01:32:35.793628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:35.793727] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:35.793798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:35.793912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:35.813418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:35.814148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:35.814301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:35.814377] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:35.855415] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:35.855576] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:35.855625] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:35.855701] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:35.859748] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: UP (p=62.87%)
[2025-09-29T01:32:35.860077] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-09-29T01:32:35.860237] [INFO ] [sig       ] PHIN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:36.013164] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PHIN.txt
[2025-09-29T01:32:36.013434] [INFO ] [sig       ] [1567/2211] Completed PHIN in 0.3s | 3.72 sym/s | Total: 7.0m | ETA: 2.9m
[2025-09-29T01:32:36.013516] [INFO ] [sig       ] [1568/2211] Forecasting PHK...
[2025-09-29T01:32:36.013588] [INFO ] [sig       ] Generating forecast for: PHK
[2025-09-29T01:32:36.013638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-09-29T01:32:36.023723] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PHK'.
[2025-09-29T01:32:36.024051] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-09-29T01:32:36.050456] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:36.051344] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-09-29T01:32:36.051427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:36.051503] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:36.051575] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:36.051710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:36.070381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:36.071120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:36.071234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:36.071308] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:36.105232] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:36.105368] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:36.105412] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:36.105447] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:36.108918] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=82.87%)
[2025-09-29T01:32:36.109221] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-09-29T01:32:36.109375] [INFO ] [sig       ] PHK: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:36.256102] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PHK.txt
[2025-09-29T01:32:36.256357] [INFO ] [sig       ] [1568/2211] Completed PHK in 0.2s | 3.72 sym/s | Total: 7.0m | ETA: 2.9m
[2025-09-29T01:32:36.256437] [INFO ] [sig       ] [1569/2211] Forecasting PHM...
[2025-09-29T01:32:36.256505] [INFO ] [sig       ] Generating forecast for: PHM
[2025-09-29T01:32:36.256574] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-09-29T01:32:36.268219] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PHM'.
[2025-09-29T01:32:36.268568] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-09-29T01:32:36.294782] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:36.295736] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-09-29T01:32:36.295818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:36.295891] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:36.295960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:36.296060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:36.314497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:36.315142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:36.315252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:36.315336] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:36.351138] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:36.351294] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:36.351354] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:36.351392] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:36.354822] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: UP (p=50.37%)
[2025-09-29T01:32:36.355106] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-09-29T01:32:36.355255] [INFO ] [sig       ] PHM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:36.507502] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PHM.txt
[2025-09-29T01:32:36.507789] [INFO ] [sig       ] [1569/2211] Completed PHM in 0.3s | 3.72 sym/s | Total: 7.0m | ETA: 2.9m
[2025-09-29T01:32:36.507882] [INFO ] [sig       ] [1570/2211] Forecasting PHR...
[2025-09-29T01:32:36.507953] [INFO ] [sig       ] Generating forecast for: PHR
[2025-09-29T01:32:36.508034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHR' from 'https://tdm.silogroup.org/data/derivative_storage/PHR.csv'.
[2025-09-29T01:32:36.520122] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PHR'.
[2025-09-29T01:32:36.520769] [INFO ] [FORECASTER] Starting predict_future for PHR
[2025-09-29T01:32:36.548260] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:36.549247] [DEBUG] [LOCAL     ] No optimal features file found for PHR: ./output/feature-sets/PHR.txt
[2025-09-29T01:32:36.549327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:36.549411] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:36.549491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:36.549599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:36.571778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:36.572634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:36.572774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:36.572858] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:36.610313] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:36.610517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:36.610570] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:36.610608] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:36.614671] [DEBUG] [FORECASTER] PHR: Forecast T+1@11:T+2@11: UP (p=96.28%)
[2025-09-29T01:32:36.615034] [INFO ] [FORECASTER] Completed predict_future for PHR
[2025-09-29T01:32:36.615202] [INFO ] [sig       ] PHR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:36.772682] [INFO ] [LOCAL     ] Saved forecast: PHR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PHR.txt
[2025-09-29T01:32:36.772999] [INFO ] [sig       ] [1570/2211] Completed PHR in 0.3s | 3.72 sym/s | Total: 7.0m | ETA: 2.9m
[2025-09-29T01:32:36.773087] [INFO ] [sig       ] [1571/2211] Forecasting PII...
[2025-09-29T01:32:36.773160] [INFO ] [sig       ] Generating forecast for: PII
[2025-09-29T01:32:36.773235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-09-29T01:32:36.786505] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PII'.
[2025-09-29T01:32:36.787164] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-09-29T01:32:36.823489] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:36.824417] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-09-29T01:32:36.824522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:36.824606] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:36.824872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:36.824981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:36.843138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:36.844137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:36.844265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:36.844344] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:36.883448] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:36.883696] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:36.883771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:36.883810] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:36.887952] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: DOWN (p=22.71%)
[2025-09-29T01:32:36.888308] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-09-29T01:32:36.888473] [INFO ] [sig       ] PII: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:37.043684] [INFO ] [LOCAL     ] Saved forecast: PII	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PII.txt
[2025-09-29T01:32:37.043998] [INFO ] [sig       ] [1571/2211] Completed PII in 0.3s | 3.72 sym/s | Total: 7.0m | ETA: 2.9m
[2025-09-29T01:32:37.044084] [INFO ] [sig       ] [1572/2211] Forecasting PIM...
[2025-09-29T01:32:37.044158] [INFO ] [sig       ] Generating forecast for: PIM
[2025-09-29T01:32:37.044234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-09-29T01:32:37.055558] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PIM'.
[2025-09-29T01:32:37.055958] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-09-29T01:32:37.085083] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:37.086027] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-09-29T01:32:37.086126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:37.086223] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:37.086295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:37.086376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:37.106180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:37.107013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:37.107135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:37.107206] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:37.146252] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:37.146444] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:37.146494] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:37.146532] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:37.150379] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: DOWN (p=2.39%)
[2025-09-29T01:32:37.150748] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-09-29T01:32:37.150930] [INFO ] [sig       ] PIM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:37.303622] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PIM.txt
[2025-09-29T01:32:37.303965] [INFO ] [sig       ] [1572/2211] Completed PIM in 0.3s | 3.72 sym/s | Total: 7.0m | ETA: 2.9m
[2025-09-29T01:32:37.304046] [INFO ] [sig       ] [1573/2211] Forecasting PINE...
[2025-09-29T01:32:37.304118] [INFO ] [sig       ] Generating forecast for: PINE
[2025-09-29T01:32:37.304227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-09-29T01:32:37.315994] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PINE'.
[2025-09-29T01:32:37.316418] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-09-29T01:32:37.344539] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:37.345549] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-09-29T01:32:37.345637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:37.345746] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:37.345797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:37.345935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:37.364569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:37.365532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:37.365686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:37.365762] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:37.403735] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:37.403897] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:37.403944] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:37.403980] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:37.407479] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=60.66%)
[2025-09-29T01:32:37.407832] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-09-29T01:32:37.408005] [INFO ] [sig       ] PINE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:37.562669] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PINE.txt
[2025-09-29T01:32:37.563001] [INFO ] [sig       ] [1573/2211] Completed PINE in 0.3s | 3.72 sym/s | Total: 7.0m | ETA: 2.9m
[2025-09-29T01:32:37.563083] [INFO ] [sig       ] [1574/2211] Forecasting PINS...
[2025-09-29T01:32:37.563154] [INFO ] [sig       ] Generating forecast for: PINS
[2025-09-29T01:32:37.563226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-09-29T01:32:37.575719] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PINS'.
[2025-09-29T01:32:37.576222] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-09-29T01:32:37.603617] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:37.604538] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-09-29T01:32:37.604626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:37.604719] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:37.604788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:37.604897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:37.623691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:37.624556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:37.624699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:37.624775] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:37.665135] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:37.665343] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:37.665394] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:37.665430] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:37.669319] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: DOWN (p=36.04%)
[2025-09-29T01:32:37.669636] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-09-29T01:32:37.669860] [INFO ] [sig       ] PINS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:37.825487] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PINS.txt
[2025-09-29T01:32:37.825877] [INFO ] [sig       ] [1574/2211] Completed PINS in 0.3s | 3.72 sym/s | Total: 7.0m | ETA: 2.9m
[2025-09-29T01:32:37.825961] [INFO ] [sig       ] [1575/2211] Forecasting PIPR...
[2025-09-29T01:32:37.826033] [INFO ] [sig       ] Generating forecast for: PIPR
[2025-09-29T01:32:37.826105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIPR' from 'https://tdm.silogroup.org/data/derivative_storage/PIPR.csv'.
[2025-09-29T01:32:37.837948] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PIPR'.
[2025-09-29T01:32:37.838501] [INFO ] [FORECASTER] Starting predict_future for PIPR
[2025-09-29T01:32:37.868032] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:37.869033] [DEBUG] [LOCAL     ] No optimal features file found for PIPR: ./output/feature-sets/PIPR.txt
[2025-09-29T01:32:37.869118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:37.869195] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:37.869267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:37.869373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:37.887884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:37.888740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:37.888897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:37.888986] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:37.928488] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:37.928747] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:37.928818] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:37.928888] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:37.932856] [DEBUG] [FORECASTER] PIPR: Forecast T+1@11:T+2@11: UP (p=92.07%)
[2025-09-29T01:32:37.933175] [INFO ] [FORECASTER] Completed predict_future for PIPR
[2025-09-29T01:32:37.933338] [INFO ] [sig       ] PIPR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:38.089861] [INFO ] [LOCAL     ] Saved forecast: PIPR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PIPR.txt
[2025-09-29T01:32:38.090201] [INFO ] [sig       ] [1575/2211] Completed PIPR in 0.3s | 3.72 sym/s | Total: 7.1m | ETA: 2.8m
[2025-09-29T01:32:38.090307] [INFO ] [sig       ] [1576/2211] Forecasting PJT...
[2025-09-29T01:32:38.090380] [INFO ] [sig       ] Generating forecast for: PJT
[2025-09-29T01:32:38.090455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PJT' from 'https://tdm.silogroup.org/data/derivative_storage/PJT.csv'.
[2025-09-29T01:32:38.102524] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PJT'.
[2025-09-29T01:32:38.103205] [INFO ] [FORECASTER] Starting predict_future for PJT
[2025-09-29T01:32:38.131580] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:38.132556] [DEBUG] [LOCAL     ] No optimal features file found for PJT: ./output/feature-sets/PJT.txt
[2025-09-29T01:32:38.132661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:38.132741] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:38.132828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:38.133033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:38.152933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:38.153840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:38.153960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:38.154065] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:38.191931] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:38.192133] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:38.192185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:38.192222] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:38.196366] [DEBUG] [FORECASTER] PJT: Forecast T+1@11:T+2@11: UP (p=98.37%)
[2025-09-29T01:32:38.196724] [INFO ] [FORECASTER] Completed predict_future for PJT
[2025-09-29T01:32:38.196938] [INFO ] [sig       ] PJT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:38.356497] [INFO ] [LOCAL     ] Saved forecast: PJT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PJT.txt
[2025-09-29T01:32:38.356884] [INFO ] [sig       ] [1576/2211] Completed PJT in 0.3s | 3.72 sym/s | Total: 7.1m | ETA: 2.8m
[2025-09-29T01:32:38.356972] [INFO ] [sig       ] [1577/2211] Forecasting PK...
[2025-09-29T01:32:38.357046] [INFO ] [sig       ] Generating forecast for: PK
[2025-09-29T01:32:38.357122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-09-29T01:32:38.368864] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PK'.
[2025-09-29T01:32:38.369316] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-09-29T01:32:38.396471] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:38.397406] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-09-29T01:32:38.397488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:38.397564] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:38.397703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:38.397810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:38.416239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:38.417166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:38.417284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:38.417358] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:38.472712] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:38.472976] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:38.473045] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:38.473087] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:38.477305] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2025-09-29T01:32:38.477677] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-09-29T01:32:38.477901] [INFO ] [sig       ] PK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:38.659870] [INFO ] [LOCAL     ] Saved forecast: PK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PK.txt
[2025-09-29T01:32:38.660192] [INFO ] [sig       ] [1577/2211] Completed PK in 0.3s | 3.72 sym/s | Total: 7.1m | ETA: 2.8m
[2025-09-29T01:32:38.660276] [INFO ] [sig       ] [1578/2211] Forecasting PKE...
[2025-09-29T01:32:38.660348] [INFO ] [sig       ] Generating forecast for: PKE
[2025-09-29T01:32:38.660423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-09-29T01:32:38.671366] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PKE'.
[2025-09-29T01:32:38.671828] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-09-29T01:32:38.699074] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:38.700067] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-09-29T01:32:38.700153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:38.700283] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:38.700357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:38.700485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:38.718634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:38.719497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:38.719619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:38.719731] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:38.755735] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:38.755926] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:38.755975] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:38.756011] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:38.759877] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: UP (p=80.27%)
[2025-09-29T01:32:38.760209] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-09-29T01:32:38.760368] [INFO ] [sig       ] PKE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:38.911859] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PKE.txt
[2025-09-29T01:32:38.912171] [INFO ] [sig       ] [1578/2211] Completed PKE in 0.3s | 3.72 sym/s | Total: 7.1m | ETA: 2.8m
[2025-09-29T01:32:38.912301] [INFO ] [sig       ] [1579/2211] Forecasting PKG...
[2025-09-29T01:32:38.912383] [INFO ] [sig       ] Generating forecast for: PKG
[2025-09-29T01:32:38.912464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-09-29T01:32:38.930097] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PKG'.
[2025-09-29T01:32:38.930707] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-09-29T01:32:38.960050] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:38.961078] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-09-29T01:32:38.961164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:38.961239] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:38.961307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:38.961415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:38.979614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:38.980385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:38.980501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:38.980569] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:39.024325] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:39.024526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:39.024575] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:39.024610] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:39.028453] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: DOWN (p=22.34%)
[2025-09-29T01:32:39.028831] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-09-29T01:32:39.029006] [INFO ] [sig       ] PKG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:39.183049] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PKG.txt
[2025-09-29T01:32:39.183329] [INFO ] [sig       ] [1579/2211] Completed PKG in 0.3s | 3.72 sym/s | Total: 7.1m | ETA: 2.8m
[2025-09-29T01:32:39.183409] [INFO ] [sig       ] [1580/2211] Forecasting PKST...
[2025-09-29T01:32:39.183477] [INFO ] [sig       ] Generating forecast for: PKST
[2025-09-29T01:32:39.183550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKST' from 'https://tdm.silogroup.org/data/derivative_storage/PKST.csv'.
[2025-09-29T01:32:39.195287] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PKST'.
[2025-09-29T01:32:39.195766] [INFO ] [FORECASTER] Starting predict_future for PKST
[2025-09-29T01:32:39.223537] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:39.224415] [DEBUG] [LOCAL     ] No optimal features file found for PKST: ./output/feature-sets/PKST.txt
[2025-09-29T01:32:39.224498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:39.224584] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:39.224694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:39.224824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:39.243856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:39.244737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:39.244884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:39.244962] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:39.284441] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:39.284611] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:39.284692] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:39.284753] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:39.288616] [DEBUG] [FORECASTER] PKST: Forecast T+1@11:T+2@11: UP (p=71.49%)
[2025-09-29T01:32:39.288972] [INFO ] [FORECASTER] Completed predict_future for PKST
[2025-09-29T01:32:39.289138] [INFO ] [sig       ] PKST: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:39.435427] [INFO ] [LOCAL     ] Saved forecast: PKST	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PKST.txt
[2025-09-29T01:32:39.435731] [INFO ] [sig       ] [1580/2211] Completed PKST in 0.3s | 3.72 sym/s | Total: 7.1m | ETA: 2.8m
[2025-09-29T01:32:39.435832] [INFO ] [sig       ] [1581/2211] Forecasting PKX...
[2025-09-29T01:32:39.435918] [INFO ] [sig       ] Generating forecast for: PKX
[2025-09-29T01:32:39.436001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-09-29T01:32:39.446471] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PKX'.
[2025-09-29T01:32:39.446946] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-09-29T01:32:39.473742] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:39.474560] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-09-29T01:32:39.474661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:39.474738] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:39.474809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:39.474911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:39.494584] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:39.495307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:39.495421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:39.495494] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:39.533309] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:39.533473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:39.533521] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:39.533558] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:39.537338] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=24.09%)
[2025-09-29T01:32:39.537639] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-09-29T01:32:39.537931] [INFO ] [sig       ] PKX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:39.692253] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PKX.txt
[2025-09-29T01:32:39.692563] [INFO ] [sig       ] [1581/2211] Completed PKX in 0.3s | 3.72 sym/s | Total: 7.1m | ETA: 2.8m
[2025-09-29T01:32:39.692668] [INFO ] [sig       ] [1582/2211] Forecasting PL...
[2025-09-29T01:32:39.692747] [INFO ] [sig       ] Generating forecast for: PL
[2025-09-29T01:32:39.692822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-09-29T01:32:39.706497] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PL'.
[2025-09-29T01:32:39.707015] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-09-29T01:32:39.736462] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:39.737604] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-09-29T01:32:39.737716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:39.737792] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:39.737863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:39.737969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:39.756814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:39.757625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:39.757757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:39.757829] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:39.796498] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:39.796675] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:39.796750] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:39.796791] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:39.800401] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: UP (p=91.92%)
[2025-09-29T01:32:39.800747] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-09-29T01:32:39.800916] [INFO ] [sig       ] PL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:39.952678] [INFO ] [LOCAL     ] Saved forecast: PL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PL.txt
[2025-09-29T01:32:39.952972] [INFO ] [sig       ] [1582/2211] Completed PL in 0.3s | 3.72 sym/s | Total: 7.1m | ETA: 2.8m
[2025-09-29T01:32:39.953070] [INFO ] [sig       ] [1583/2211] Forecasting PLD...
[2025-09-29T01:32:39.953155] [INFO ] [sig       ] Generating forecast for: PLD
[2025-09-29T01:32:39.953243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-09-29T01:32:39.964910] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PLD'.
[2025-09-29T01:32:39.965369] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-09-29T01:32:39.992861] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:39.993739] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-09-29T01:32:39.993821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:39.993895] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:39.993966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:39.994072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:40.013800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:40.014617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:40.014770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:40.014844] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:40.055250] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:40.055421] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:40.055468] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:40.055508] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:40.059392] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: UP (p=81.21%)
[2025-09-29T01:32:40.059754] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-09-29T01:32:40.059995] [INFO ] [sig       ] PLD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:40.221552] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PLD.txt
[2025-09-29T01:32:40.221863] [INFO ] [sig       ] [1583/2211] Completed PLD in 0.3s | 3.72 sym/s | Total: 7.1m | ETA: 2.8m
[2025-09-29T01:32:40.221957] [INFO ] [sig       ] [1584/2211] Forecasting PLNT...
[2025-09-29T01:32:40.222032] [INFO ] [sig       ] Generating forecast for: PLNT
[2025-09-29T01:32:40.222112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLNT' from 'https://tdm.silogroup.org/data/derivative_storage/PLNT.csv'.
[2025-09-29T01:32:40.234136] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PLNT'.
[2025-09-29T01:32:40.234557] [INFO ] [FORECASTER] Starting predict_future for PLNT
[2025-09-29T01:32:40.261488] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:40.262349] [DEBUG] [LOCAL     ] No optimal features file found for PLNT: ./output/feature-sets/PLNT.txt
[2025-09-29T01:32:40.262431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:40.262505] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:40.262575] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:40.262703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:40.280394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:40.281112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:40.281225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:40.281298] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:40.319155] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:40.319293] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:40.319383] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:40.319431] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:40.322964] [DEBUG] [FORECASTER] PLNT: Forecast T+1@11:T+2@11: UP (p=52.54%)
[2025-09-29T01:32:40.323262] [INFO ] [FORECASTER] Completed predict_future for PLNT
[2025-09-29T01:32:40.323412] [INFO ] [sig       ] PLNT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:40.472894] [INFO ] [LOCAL     ] Saved forecast: PLNT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PLNT.txt
[2025-09-29T01:32:40.473216] [INFO ] [sig       ] [1584/2211] Completed PLNT in 0.3s | 3.72 sym/s | Total: 7.1m | ETA: 2.8m
[2025-09-29T01:32:40.473300] [INFO ] [sig       ] [1585/2211] Forecasting PLOW...
[2025-09-29T01:32:40.473373] [INFO ] [sig       ] Generating forecast for: PLOW
[2025-09-29T01:32:40.473463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLOW' from 'https://tdm.silogroup.org/data/derivative_storage/PLOW.csv'.
[2025-09-29T01:32:40.483953] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PLOW'.
[2025-09-29T01:32:40.484322] [INFO ] [FORECASTER] Starting predict_future for PLOW
[2025-09-29T01:32:40.511216] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:40.512106] [DEBUG] [LOCAL     ] No optimal features file found for PLOW: ./output/feature-sets/PLOW.txt
[2025-09-29T01:32:40.512190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:40.512282] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:40.512352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:40.512457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:40.530639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:40.531372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:40.531497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:40.531590] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:40.564338] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:40.564474] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:40.564519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:40.564554] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:40.568003] [DEBUG] [FORECASTER] PLOW: Forecast T+1@11:T+2@11: DOWN (p=21.46%)
[2025-09-29T01:32:40.568304] [INFO ] [FORECASTER] Completed predict_future for PLOW
[2025-09-29T01:32:40.568456] [INFO ] [sig       ] PLOW: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:40.716775] [INFO ] [LOCAL     ] Saved forecast: PLOW	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PLOW.txt
[2025-09-29T01:32:40.717099] [INFO ] [sig       ] [1585/2211] Completed PLOW in 0.2s | 3.72 sym/s | Total: 7.1m | ETA: 2.8m
[2025-09-29T01:32:40.717214] [INFO ] [sig       ] [1586/2211] Forecasting PLYM...
[2025-09-29T01:32:40.717286] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-09-29T01:32:40.717359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-09-29T01:32:40.727340] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PLYM'.
[2025-09-29T01:32:40.727738] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-09-29T01:32:40.754190] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:40.755056] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-09-29T01:32:40.755137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:40.755225] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:40.755309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:40.755439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:40.774400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:40.775397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:40.775524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:40.775614] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:40.815258] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:40.815487] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:40.815547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:40.815586] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:40.819530] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=38.45%)
[2025-09-29T01:32:40.819894] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-09-29T01:32:40.820070] [INFO ] [sig       ] PLYM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:40.975538] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PLYM.txt
[2025-09-29T01:32:40.975881] [INFO ] [sig       ] [1586/2211] Completed PLYM in 0.3s | 3.72 sym/s | Total: 7.1m | ETA: 2.8m
[2025-09-29T01:32:40.975971] [INFO ] [sig       ] [1587/2211] Forecasting PM...
[2025-09-29T01:32:40.976044] [INFO ] [sig       ] Generating forecast for: PM
[2025-09-29T01:32:40.976124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-09-29T01:32:40.986882] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PM'.
[2025-09-29T01:32:40.987272] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-09-29T01:32:41.014501] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:41.015432] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-09-29T01:32:41.015515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:41.015589] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:41.015686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:41.015791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:41.034025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:41.034700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:41.034815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:41.034886] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:41.067183] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:41.067335] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:41.067383] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:41.067420] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:41.071054] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: UP (p=93.43%)
[2025-09-29T01:32:41.071374] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-09-29T01:32:41.071719] [INFO ] [sig       ] PM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:41.222277] [INFO ] [LOCAL     ] Saved forecast: PM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PM.txt
[2025-09-29T01:32:41.222561] [INFO ] [sig       ] [1587/2211] Completed PM in 0.2s | 3.72 sym/s | Total: 7.1m | ETA: 2.8m
[2025-09-29T01:32:41.222663] [INFO ] [sig       ] [1588/2211] Forecasting PML...
[2025-09-29T01:32:41.222741] [INFO ] [sig       ] Generating forecast for: PML
[2025-09-29T01:32:41.222815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-09-29T01:32:41.233501] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PML'.
[2025-09-29T01:32:41.233924] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-09-29T01:32:41.262814] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:41.263743] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-09-29T01:32:41.263826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:41.263913] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:41.264001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:41.264152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:41.283058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:41.283889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:41.284003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:41.284093] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:41.315815] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:41.315967] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:41.316013] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:41.316048] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:41.319599] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: UP (p=98.60%)
[2025-09-29T01:32:41.319931] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-09-29T01:32:41.320137] [INFO ] [sig       ] PML: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:41.471054] [INFO ] [LOCAL     ] Saved forecast: PML	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PML.txt
[2025-09-29T01:32:41.471344] [INFO ] [sig       ] [1588/2211] Completed PML in 0.2s | 3.72 sym/s | Total: 7.1m | ETA: 2.8m
[2025-09-29T01:32:41.471448] [INFO ] [sig       ] [1589/2211] Forecasting PMM...
[2025-09-29T01:32:41.471532] [INFO ] [sig       ] Generating forecast for: PMM
[2025-09-29T01:32:41.471618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-09-29T01:32:41.481547] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PMM'.
[2025-09-29T01:32:41.481943] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-09-29T01:32:41.509110] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:41.510018] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-09-29T01:32:41.510098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:41.510182] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:41.510264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:41.510388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:41.528614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:41.529474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:41.529590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:41.529699] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:41.570374] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:41.570599] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:41.570688] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:41.570750] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:41.574525] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: UP (p=95.25%)
[2025-09-29T01:32:41.574917] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-09-29T01:32:41.575096] [INFO ] [sig       ] PMM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:41.721730] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PMM.txt
[2025-09-29T01:32:41.722042] [INFO ] [sig       ] [1589/2211] Completed PMM in 0.3s | 3.72 sym/s | Total: 7.1m | ETA: 2.8m
[2025-09-29T01:32:41.722124] [INFO ] [sig       ] [1590/2211] Forecasting PMO...
[2025-09-29T01:32:41.722199] [INFO ] [sig       ] Generating forecast for: PMO
[2025-09-29T01:32:41.722253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-09-29T01:32:41.733181] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PMO'.
[2025-09-29T01:32:41.733638] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-09-29T01:32:41.762197] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:41.763081] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-09-29T01:32:41.763164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:41.763240] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:41.763311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:41.763417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:41.781801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:41.782415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:41.782536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:41.782608] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:41.819361] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:41.819790] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:41.819855] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:41.819891] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:41.823428] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=17.28%)
[2025-09-29T01:32:41.823770] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-09-29T01:32:41.823930] [INFO ] [sig       ] PMO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:41.972856] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PMO.txt
[2025-09-29T01:32:41.973126] [INFO ] [sig       ] [1590/2211] Completed PMO in 0.3s | 3.72 sym/s | Total: 7.1m | ETA: 2.8m
[2025-09-29T01:32:41.973207] [INFO ] [sig       ] [1591/2211] Forecasting PMT...
[2025-09-29T01:32:41.973276] [INFO ] [sig       ] Generating forecast for: PMT
[2025-09-29T01:32:41.973348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMT' from 'https://tdm.silogroup.org/data/derivative_storage/PMT.csv'.
[2025-09-29T01:32:41.984041] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PMT'.
[2025-09-29T01:32:41.984387] [INFO ] [FORECASTER] Starting predict_future for PMT
[2025-09-29T01:32:42.011369] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:42.012237] [DEBUG] [LOCAL     ] No optimal features file found for PMT: ./output/feature-sets/PMT.txt
[2025-09-29T01:32:42.012324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:42.012398] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:42.012469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:42.012572] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:42.031562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:42.032253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:42.032367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:42.032439] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:42.060934] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:42.061079] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:42.061124] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:42.061160] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:42.064629] [DEBUG] [FORECASTER] PMT: Forecast T+1@11:T+2@11: DOWN (p=16.71%)
[2025-09-29T01:32:42.064977] [INFO ] [FORECASTER] Completed predict_future for PMT
[2025-09-29T01:32:42.065122] [INFO ] [sig       ] PMT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:42.217740] [INFO ] [LOCAL     ] Saved forecast: PMT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PMT.txt
[2025-09-29T01:32:42.218029] [INFO ] [sig       ] [1591/2211] Completed PMT in 0.2s | 3.72 sym/s | Total: 7.1m | ETA: 2.8m
[2025-09-29T01:32:42.218110] [INFO ] [sig       ] [1592/2211] Forecasting PNC...
[2025-09-29T01:32:42.218190] [INFO ] [sig       ] Generating forecast for: PNC
[2025-09-29T01:32:42.218265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-09-29T01:32:42.228856] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PNC'.
[2025-09-29T01:32:42.229239] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-09-29T01:32:42.256586] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:42.257632] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-09-29T01:32:42.257738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:42.257842] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:42.257942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:42.258094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:42.277055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:42.277869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:42.277980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:42.278063] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:42.307923] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:42.308154] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:42.308213] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:42.308251] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:42.312616] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=6.90%)
[2025-09-29T01:32:42.312997] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-09-29T01:32:42.313187] [INFO ] [sig       ] PNC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:42.472818] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PNC.txt
[2025-09-29T01:32:42.473165] [INFO ] [sig       ] [1592/2211] Completed PNC in 0.3s | 3.72 sym/s | Total: 7.1m | ETA: 2.8m
[2025-09-29T01:32:42.473262] [INFO ] [sig       ] [1593/2211] Forecasting PNI...
[2025-09-29T01:32:42.473362] [INFO ] [sig       ] Generating forecast for: PNI
[2025-09-29T01:32:42.473467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-09-29T01:32:42.483968] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PNI'.
[2025-09-29T01:32:42.484360] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-09-29T01:32:42.512198] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:42.513198] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-09-29T01:32:42.513299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:42.513421] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:42.513567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:42.513751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:42.532507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:42.533219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:42.533351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:42.533441] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:42.571340] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:42.571494] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:42.571539] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:42.571574] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:42.575033] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: UP (p=65.71%)
[2025-09-29T01:32:42.575342] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-09-29T01:32:42.575492] [INFO ] [sig       ] PNI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:42.725963] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PNI.txt
[2025-09-29T01:32:42.726305] [INFO ] [sig       ] [1593/2211] Completed PNI in 0.3s | 3.72 sym/s | Total: 7.1m | ETA: 2.8m
[2025-09-29T01:32:42.726387] [INFO ] [sig       ] [1594/2211] Forecasting PNNT...
[2025-09-29T01:32:42.726458] [INFO ] [sig       ] Generating forecast for: PNNT
[2025-09-29T01:32:42.726531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNNT' from 'https://tdm.silogroup.org/data/derivative_storage/PNNT.csv'.
[2025-09-29T01:32:42.736610] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PNNT'.
[2025-09-29T01:32:42.737096] [INFO ] [FORECASTER] Starting predict_future for PNNT
[2025-09-29T01:32:42.763742] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:42.764631] [DEBUG] [LOCAL     ] No optimal features file found for PNNT: ./output/feature-sets/PNNT.txt
[2025-09-29T01:32:42.764739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:42.764814] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:42.764887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:42.765001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:42.784264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:42.785236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:42.785416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:42.785492] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:42.819348] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:42.819481] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:42.819527] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:42.819564] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:42.823093] [DEBUG] [FORECASTER] PNNT: Forecast T+1@11:T+2@11: DOWN (p=28.26%)
[2025-09-29T01:32:42.823396] [INFO ] [FORECASTER] Completed predict_future for PNNT
[2025-09-29T01:32:42.823547] [INFO ] [sig       ] PNNT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:42.980554] [INFO ] [LOCAL     ] Saved forecast: PNNT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PNNT.txt
[2025-09-29T01:32:42.980869] [INFO ] [sig       ] [1594/2211] Completed PNNT in 0.3s | 3.72 sym/s | Total: 7.1m | ETA: 2.8m
[2025-09-29T01:32:42.980954] [INFO ] [sig       ] [1595/2211] Forecasting PNR...
[2025-09-29T01:32:42.981029] [INFO ] [sig       ] Generating forecast for: PNR
[2025-09-29T01:32:42.981099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNR' from 'https://tdm.silogroup.org/data/derivative_storage/PNR.csv'.
[2025-09-29T01:32:42.992722] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PNR'.
[2025-09-29T01:32:42.993220] [INFO ] [FORECASTER] Starting predict_future for PNR
[2025-09-29T01:32:43.020993] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:43.022050] [DEBUG] [LOCAL     ] No optimal features file found for PNR: ./output/feature-sets/PNR.txt
[2025-09-29T01:32:43.022134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:43.022225] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:43.022310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:43.022441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:43.041575] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:43.042453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:43.042575] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:43.042689] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:43.083036] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:43.083242] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:43.083293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:43.083330] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:43.087323] [DEBUG] [FORECASTER] PNR: Forecast T+1@11:T+2@11: DOWN (p=14.83%)
[2025-09-29T01:32:43.087668] [INFO ] [FORECASTER] Completed predict_future for PNR
[2025-09-29T01:32:43.087845] [INFO ] [sig       ] PNR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:43.252482] [INFO ] [LOCAL     ] Saved forecast: PNR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PNR.txt
[2025-09-29T01:32:43.252858] [INFO ] [sig       ] [1595/2211] Completed PNR in 0.3s | 3.72 sym/s | Total: 7.1m | ETA: 2.8m
[2025-09-29T01:32:43.252946] [INFO ] [sig       ] [1596/2211] Forecasting PNW...
[2025-09-29T01:32:43.253030] [INFO ] [sig       ] Generating forecast for: PNW
[2025-09-29T01:32:43.253116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNW' from 'https://tdm.silogroup.org/data/derivative_storage/PNW.csv'.
[2025-09-29T01:32:43.263732] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PNW'.
[2025-09-29T01:32:43.264109] [INFO ] [FORECASTER] Starting predict_future for PNW
[2025-09-29T01:32:43.294599] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:43.295858] [DEBUG] [LOCAL     ] No optimal features file found for PNW: ./output/feature-sets/PNW.txt
[2025-09-29T01:32:43.295981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:43.296060] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:43.296153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:43.296267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:43.317085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:43.318006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:43.318125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:43.318199] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:43.358585] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:43.358794] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:43.358854] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:43.358890] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:43.362688] [DEBUG] [FORECASTER] PNW: Forecast T+1@11:T+2@11: UP (p=52.62%)
[2025-09-29T01:32:43.363005] [INFO ] [FORECASTER] Completed predict_future for PNW
[2025-09-29T01:32:43.363156] [INFO ] [sig       ] PNW: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:43.530776] [INFO ] [LOCAL     ] Saved forecast: PNW	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PNW.txt
[2025-09-29T01:32:43.531064] [INFO ] [sig       ] [1596/2211] Completed PNW in 0.3s | 3.72 sym/s | Total: 7.1m | ETA: 2.8m
[2025-09-29T01:32:43.531177] [INFO ] [sig       ] [1597/2211] Forecasting POR...
[2025-09-29T01:32:43.531267] [INFO ] [sig       ] Generating forecast for: POR
[2025-09-29T01:32:43.531359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POR' from 'https://tdm.silogroup.org/data/derivative_storage/POR.csv'.
[2025-09-29T01:32:43.545791] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'POR'.
[2025-09-29T01:32:43.546418] [INFO ] [FORECASTER] Starting predict_future for POR
[2025-09-29T01:32:43.578177] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:43.579116] [DEBUG] [LOCAL     ] No optimal features file found for POR: ./output/feature-sets/POR.txt
[2025-09-29T01:32:43.579200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:43.579274] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:43.579344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:43.579447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:43.598118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:43.599064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:43.599186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:43.599264] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:43.637443] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:43.637697] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:43.637770] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:43.637810] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:43.641522] [DEBUG] [FORECASTER] POR: Forecast T+1@11:T+2@11: UP (p=87.62%)
[2025-09-29T01:32:43.641869] [INFO ] [FORECASTER] Completed predict_future for POR
[2025-09-29T01:32:43.642033] [INFO ] [sig       ] POR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:43.791275] [INFO ] [LOCAL     ] Saved forecast: POR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/POR.txt
[2025-09-29T01:32:43.791550] [INFO ] [sig       ] [1597/2211] Completed POR in 0.3s | 3.72 sym/s | Total: 7.1m | ETA: 2.7m
[2025-09-29T01:32:43.791631] [INFO ] [sig       ] [1598/2211] Forecasting POST...
[2025-09-29T01:32:43.791724] [INFO ] [sig       ] Generating forecast for: POST
[2025-09-29T01:32:43.791798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POST' from 'https://tdm.silogroup.org/data/derivative_storage/POST.csv'.
[2025-09-29T01:32:43.803507] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'POST'.
[2025-09-29T01:32:43.803964] [INFO ] [FORECASTER] Starting predict_future for POST
[2025-09-29T01:32:43.832948] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:43.833844] [DEBUG] [LOCAL     ] No optimal features file found for POST: ./output/feature-sets/POST.txt
[2025-09-29T01:32:43.833927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:43.834024] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:43.834114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:43.834237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:43.853819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:43.854675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:43.854794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:43.854885] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:43.893377] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:43.893532] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:43.893578] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:43.893615] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:43.897247] [DEBUG] [FORECASTER] POST: Forecast T+1@11:T+2@11: UP (p=78.54%)
[2025-09-29T01:32:43.897562] [INFO ] [FORECASTER] Completed predict_future for POST
[2025-09-29T01:32:43.897746] [INFO ] [sig       ] POST: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:44.053840] [INFO ] [LOCAL     ] Saved forecast: POST	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/POST.txt
[2025-09-29T01:32:44.054193] [INFO ] [sig       ] [1598/2211] Completed POST in 0.3s | 3.72 sym/s | Total: 7.2m | ETA: 2.7m
[2025-09-29T01:32:44.054279] [INFO ] [sig       ] [1599/2211] Forecasting PPG...
[2025-09-29T01:32:44.054363] [INFO ] [sig       ] Generating forecast for: PPG
[2025-09-29T01:32:44.054449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-09-29T01:32:44.065743] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PPG'.
[2025-09-29T01:32:44.066142] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-09-29T01:32:44.092696] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:44.093603] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-09-29T01:32:44.093706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:44.093809] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:44.093892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:44.094032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:44.113341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:44.114228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:44.114345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:44.114426] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:44.154494] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:44.154723] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:44.154794] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:44.154833] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:44.158576] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: UP (p=76.85%)
[2025-09-29T01:32:44.158931] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-09-29T01:32:44.159100] [INFO ] [sig       ] PPG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:44.424033] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PPG.txt
[2025-09-29T01:32:44.424383] [INFO ] [sig       ] [1599/2211] Completed PPG in 0.4s | 3.72 sym/s | Total: 7.2m | ETA: 2.7m
[2025-09-29T01:32:44.424581] [INFO ] [sig       ] [1600/2211] Forecasting PPL...
[2025-09-29T01:32:44.424680] [INFO ] [sig       ] Generating forecast for: PPL
[2025-09-29T01:32:44.424773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-09-29T01:32:44.436205] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PPL'.
[2025-09-29T01:32:44.436888] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-09-29T01:32:44.465307] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:44.466289] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-09-29T01:32:44.466373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:44.466461] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:44.466545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:44.466699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:44.485921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:44.487016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:44.487140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:44.487231] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:44.525554] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:44.525792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:44.525859] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:44.525898] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:44.529937] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: DOWN (p=1.50%)
[2025-09-29T01:32:44.530264] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-09-29T01:32:44.530427] [INFO ] [sig       ] PPL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:44.689348] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PPL.txt
[2025-09-29T01:32:44.689763] [INFO ] [sig       ] [1600/2211] Completed PPL in 0.3s | 3.72 sym/s | Total: 7.2m | ETA: 2.7m
[2025-09-29T01:32:44.689855] [INFO ] [sig       ] [1601/2211] Forecasting PPT...
[2025-09-29T01:32:44.689942] [INFO ] [sig       ] Generating forecast for: PPT
[2025-09-29T01:32:44.690088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPT' from 'https://tdm.silogroup.org/data/derivative_storage/PPT.csv'.
[2025-09-29T01:32:44.700682] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PPT'.
[2025-09-29T01:32:44.701224] [INFO ] [FORECASTER] Starting predict_future for PPT
[2025-09-29T01:32:44.730133] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:44.731164] [DEBUG] [LOCAL     ] No optimal features file found for PPT: ./output/feature-sets/PPT.txt
[2025-09-29T01:32:44.731256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:44.731350] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:44.731436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:44.731569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:44.751302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:44.752304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:44.752429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:44.752519] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:44.790917] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:44.791136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:44.791189] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:44.791226] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:44.795327] [DEBUG] [FORECASTER] PPT: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-09-29T01:32:44.795686] [INFO ] [FORECASTER] Completed predict_future for PPT
[2025-09-29T01:32:44.795870] [INFO ] [sig       ] PPT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:44.950294] [INFO ] [LOCAL     ] Saved forecast: PPT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PPT.txt
[2025-09-29T01:32:44.950567] [INFO ] [sig       ] [1601/2211] Completed PPT in 0.3s | 3.72 sym/s | Total: 7.2m | ETA: 2.7m
[2025-09-29T01:32:44.950695] [INFO ] [sig       ] [1602/2211] Forecasting PR...
[2025-09-29T01:32:44.950780] [INFO ] [sig       ] Generating forecast for: PR
[2025-09-29T01:32:44.950867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PR' from 'https://tdm.silogroup.org/data/derivative_storage/PR.csv'.
[2025-09-29T01:32:44.964879] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PR'.
[2025-09-29T01:32:44.965426] [INFO ] [FORECASTER] Starting predict_future for PR
[2025-09-29T01:32:44.995860] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:44.997145] [DEBUG] [LOCAL     ] No optimal features file found for PR: ./output/feature-sets/PR.txt
[2025-09-29T01:32:44.997246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:44.997338] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:44.997424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:44.997582] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:45.018162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:45.019040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:45.019161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:45.019235] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:45.059633] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:45.059854] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:45.059906] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:45.059941] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:45.063714] [DEBUG] [FORECASTER] PR: Forecast T+1@11:T+2@11: UP (p=77.21%)
[2025-09-29T01:32:45.064043] [INFO ] [FORECASTER] Completed predict_future for PR
[2025-09-29T01:32:45.064204] [INFO ] [sig       ] PR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:45.221518] [INFO ] [LOCAL     ] Saved forecast: PR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PR.txt
[2025-09-29T01:32:45.221878] [INFO ] [sig       ] [1602/2211] Completed PR in 0.3s | 3.72 sym/s | Total: 7.2m | ETA: 2.7m
[2025-09-29T01:32:45.221969] [INFO ] [sig       ] [1603/2211] Forecasting PRA...
[2025-09-29T01:32:45.222044] [INFO ] [sig       ] Generating forecast for: PRA
[2025-09-29T01:32:45.222120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-09-29T01:32:45.233961] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRA'.
[2025-09-29T01:32:45.234406] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-09-29T01:32:45.261634] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:45.262504] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-09-29T01:32:45.262595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:45.262752] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:45.262828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:45.262961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:45.281709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:45.282393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:45.282519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:45.282607] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:45.321826] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:45.321985] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:45.322032] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:45.322069] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:45.325789] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: DOWN (p=38.62%)
[2025-09-29T01:32:45.326104] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-09-29T01:32:45.326265] [INFO ] [sig       ] PRA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:45.485829] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PRA.txt
[2025-09-29T01:32:45.486193] [INFO ] [sig       ] [1603/2211] Completed PRA in 0.3s | 3.72 sym/s | Total: 7.2m | ETA: 2.7m
[2025-09-29T01:32:45.486292] [INFO ] [sig       ] [1604/2211] Forecasting PRG...
[2025-09-29T01:32:45.486392] [INFO ] [sig       ] Generating forecast for: PRG
[2025-09-29T01:32:45.486482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-09-29T01:32:45.498575] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRG'.
[2025-09-29T01:32:45.499066] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-09-29T01:32:45.527858] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:45.528844] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-09-29T01:32:45.528930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:45.529007] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:45.529079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:45.529185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:45.557126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:45.558299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:45.558445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:45.558535] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:45.603586] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:45.603845] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:45.604000] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:45.604072] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:45.608047] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: UP (p=51.84%)
[2025-09-29T01:32:45.608358] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-09-29T01:32:45.608517] [INFO ] [sig       ] PRG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:45.762366] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PRG.txt
[2025-09-29T01:32:45.762662] [INFO ] [sig       ] [1604/2211] Completed PRG in 0.3s | 3.72 sym/s | Total: 7.2m | ETA: 2.7m
[2025-09-29T01:32:45.762746] [INFO ] [sig       ] [1605/2211] Forecasting PRGO...
[2025-09-29T01:32:45.762819] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-09-29T01:32:45.762893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-09-29T01:32:45.774261] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRGO'.
[2025-09-29T01:32:45.774792] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-09-29T01:32:45.802015] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:45.802988] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-09-29T01:32:45.803073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:45.803149] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:45.803222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:45.803330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:45.821856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:45.822498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:45.822615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:45.822720] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:45.859878] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:45.860050] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:45.860167] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:45.860218] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:45.864072] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=24.45%)
[2025-09-29T01:32:45.864389] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-09-29T01:32:45.864559] [INFO ] [sig       ] PRGO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:46.018039] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PRGO.txt
[2025-09-29T01:32:46.018388] [INFO ] [sig       ] [1605/2211] Completed PRGO in 0.3s | 3.72 sym/s | Total: 7.2m | ETA: 2.7m
[2025-09-29T01:32:46.018476] [INFO ] [sig       ] [1606/2211] Forecasting PRH...
[2025-09-29T01:32:46.018553] [INFO ] [sig       ] Generating forecast for: PRH
[2025-09-29T01:32:46.018665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-09-29T01:32:46.029817] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRH'.
[2025-09-29T01:32:46.030307] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-09-29T01:32:46.059510] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:46.060483] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-09-29T01:32:46.060568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:46.060676] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:46.060783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:46.060901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:46.080036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:46.081028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:46.081150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:46.081236] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:46.118460] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:46.118704] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:46.118787] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:46.118827] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:46.122767] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: DOWN (p=1.36%)
[2025-09-29T01:32:46.123105] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-09-29T01:32:46.123335] [INFO ] [sig       ] PRH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:46.275782] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PRH.txt
[2025-09-29T01:32:46.276168] [INFO ] [sig       ] [1606/2211] Completed PRH in 0.3s | 3.72 sym/s | Total: 7.2m | ETA: 2.7m
[2025-09-29T01:32:46.276257] [INFO ] [sig       ] [1607/2211] Forecasting PRI...
[2025-09-29T01:32:46.276349] [INFO ] [sig       ] Generating forecast for: PRI
[2025-09-29T01:32:46.276440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-09-29T01:32:46.287916] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRI'.
[2025-09-29T01:32:46.288431] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-09-29T01:32:46.317397] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:46.318364] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-09-29T01:32:46.318453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:46.318542] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:46.318615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:46.318748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:46.338289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:46.339161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:46.339329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:46.339402] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:46.374576] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:46.374780] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:46.374845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:46.374923] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:46.378905] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-09-29T01:32:46.379231] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-09-29T01:32:46.379387] [INFO ] [sig       ] PRI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:46.535686] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PRI.txt
[2025-09-29T01:32:46.535996] [INFO ] [sig       ] [1607/2211] Completed PRI in 0.3s | 3.72 sym/s | Total: 7.2m | ETA: 2.7m
[2025-09-29T01:32:46.536080] [INFO ] [sig       ] [1608/2211] Forecasting PRIM...
[2025-09-29T01:32:46.536154] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-09-29T01:32:46.536229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-09-29T01:32:46.547018] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRIM'.
[2025-09-29T01:32:46.547440] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-09-29T01:32:46.575605] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:46.576493] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-09-29T01:32:46.576578] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:46.576674] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:46.576771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:46.576924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:46.596457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:46.597223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:46.597340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:46.597425] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:46.632942] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:46.633128] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:46.633178] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:46.633215] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:46.637150] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=92.24%)
[2025-09-29T01:32:46.637466] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-09-29T01:32:46.637621] [INFO ] [sig       ] PRIM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:46.798189] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PRIM.txt
[2025-09-29T01:32:46.798505] [INFO ] [sig       ] [1608/2211] Completed PRIM in 0.3s | 3.72 sym/s | Total: 7.2m | ETA: 2.7m
[2025-09-29T01:32:46.798592] [INFO ] [sig       ] [1609/2211] Forecasting PRKS...
[2025-09-29T01:32:46.798696] [INFO ] [sig       ] Generating forecast for: PRKS
[2025-09-29T01:32:46.798773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRKS' from 'https://tdm.silogroup.org/data/derivative_storage/PRKS.csv'.
[2025-09-29T01:32:46.810840] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRKS'.
[2025-09-29T01:32:46.811325] [INFO ] [FORECASTER] Starting predict_future for PRKS
[2025-09-29T01:32:46.838873] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:46.839825] [DEBUG] [LOCAL     ] No optimal features file found for PRKS: ./output/feature-sets/PRKS.txt
[2025-09-29T01:32:46.839910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:46.840002] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:46.840088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:46.840218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:46.859140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:46.859954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:46.860072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:46.860158] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:46.899779] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:46.899928] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:46.899975] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:46.900012] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:46.903804] [DEBUG] [FORECASTER] PRKS: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-09-29T01:32:46.904115] [INFO ] [FORECASTER] Completed predict_future for PRKS
[2025-09-29T01:32:46.904276] [INFO ] [sig       ] PRKS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:47.066184] [INFO ] [LOCAL     ] Saved forecast: PRKS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PRKS.txt
[2025-09-29T01:32:47.066538] [INFO ] [sig       ] [1609/2211] Completed PRKS in 0.3s | 3.72 sym/s | Total: 7.2m | ETA: 2.7m
[2025-09-29T01:32:47.066625] [INFO ] [sig       ] [1610/2211] Forecasting PRLB...
[2025-09-29T01:32:47.066721] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-09-29T01:32:47.066797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-09-29T01:32:47.078360] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRLB'.
[2025-09-29T01:32:47.078828] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-09-29T01:32:47.111284] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:47.112410] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-09-29T01:32:47.112503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:47.112590] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:47.112685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:47.112789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:47.133073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:47.133983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:47.134142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:47.134218] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:47.172593] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:47.172809] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:47.172867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:47.172905] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:47.176616] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: DOWN (p=6.97%)
[2025-09-29T01:32:47.177013] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-09-29T01:32:47.177181] [INFO ] [sig       ] PRLB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:47.329812] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PRLB.txt
[2025-09-29T01:32:47.330092] [INFO ] [sig       ] [1610/2211] Completed PRLB in 0.3s | 3.72 sym/s | Total: 7.2m | ETA: 2.7m
[2025-09-29T01:32:47.330194] [INFO ] [sig       ] [1611/2211] Forecasting PRM...
[2025-09-29T01:32:47.330270] [INFO ] [sig       ] Generating forecast for: PRM
[2025-09-29T01:32:47.330342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-09-29T01:32:47.341587] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRM'.
[2025-09-29T01:32:47.342053] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-09-29T01:32:47.368778] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:47.369608] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-09-29T01:32:47.369716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:47.369790] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:47.369870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:47.369995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:47.388166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:47.389028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:47.389145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:47.389216] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:47.427778] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:47.427969] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:47.428036] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:47.428073] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:47.431846] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: DOWN (p=38.45%)
[2025-09-29T01:32:47.432161] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-09-29T01:32:47.432320] [INFO ] [sig       ] PRM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:47.583546] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PRM.txt
[2025-09-29T01:32:47.583866] [INFO ] [sig       ] [1611/2211] Completed PRM in 0.3s | 3.72 sym/s | Total: 7.2m | ETA: 2.7m
[2025-09-29T01:32:47.583950] [INFO ] [sig       ] [1612/2211] Forecasting PRMB...
[2025-09-29T01:32:47.584023] [INFO ] [sig       ] Generating forecast for: PRMB
[2025-09-29T01:32:47.584097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRMB' from 'https://tdm.silogroup.org/data/derivative_storage/PRMB.csv'.
[2025-09-29T01:32:47.595462] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRMB'.
[2025-09-29T01:32:47.595908] [INFO ] [FORECASTER] Starting predict_future for PRMB
[2025-09-29T01:32:47.623325] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:47.624321] [DEBUG] [LOCAL     ] No optimal features file found for PRMB: ./output/feature-sets/PRMB.txt
[2025-09-29T01:32:47.624409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:47.624491] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:47.624564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:47.624699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:47.643927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:47.644625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:47.644767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:47.644842] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:47.682942] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:47.683130] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:47.683180] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:47.683217] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:47.687090] [DEBUG] [FORECASTER] PRMB: Forecast T+1@11:T+2@11: UP (p=72.16%)
[2025-09-29T01:32:47.687409] [INFO ] [FORECASTER] Completed predict_future for PRMB
[2025-09-29T01:32:47.687565] [INFO ] [sig       ] PRMB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:47.841602] [INFO ] [LOCAL     ] Saved forecast: PRMB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PRMB.txt
[2025-09-29T01:32:47.841960] [INFO ] [sig       ] [1612/2211] Completed PRMB in 0.3s | 3.72 sym/s | Total: 7.2m | ETA: 2.7m
[2025-09-29T01:32:47.842046] [INFO ] [sig       ] [1613/2211] Forecasting PRO...
[2025-09-29T01:32:47.842124] [INFO ] [sig       ] Generating forecast for: PRO
[2025-09-29T01:32:47.842200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRO' from 'https://tdm.silogroup.org/data/derivative_storage/PRO.csv'.
[2025-09-29T01:32:47.853893] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRO'.
[2025-09-29T01:32:47.854359] [INFO ] [FORECASTER] Starting predict_future for PRO
[2025-09-29T01:32:47.883871] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:47.884885] [DEBUG] [LOCAL     ] No optimal features file found for PRO: ./output/feature-sets/PRO.txt
[2025-09-29T01:32:47.884968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:47.885045] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:47.885136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:47.885243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:47.904356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:47.905151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:47.905316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:47.905392] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:47.945002] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:47.945158] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:47.945214] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:47.945253] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:47.952173] [DEBUG] [FORECASTER] PRO: Forecast T+1@11:T+2@11: DOWN (p=14.59%)
[2025-09-29T01:32:47.952509] [INFO ] [FORECASTER] Completed predict_future for PRO
[2025-09-29T01:32:47.952710] [INFO ] [sig       ] PRO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:48.105327] [INFO ] [LOCAL     ] Saved forecast: PRO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PRO.txt
[2025-09-29T01:32:48.105671] [INFO ] [sig       ] [1613/2211] Completed PRO in 0.3s | 3.72 sym/s | Total: 7.2m | ETA: 2.7m
[2025-09-29T01:32:48.105759] [INFO ] [sig       ] [1614/2211] Forecasting PRT...
[2025-09-29T01:32:48.105832] [INFO ] [sig       ] Generating forecast for: PRT
[2025-09-29T01:32:48.105916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRT' from 'https://tdm.silogroup.org/data/derivative_storage/PRT.csv'.
[2025-09-29T01:32:48.116884] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRT'.
[2025-09-29T01:32:48.117326] [INFO ] [FORECASTER] Starting predict_future for PRT
[2025-09-29T01:32:48.145249] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:48.146295] [DEBUG] [LOCAL     ] No optimal features file found for PRT: ./output/feature-sets/PRT.txt
[2025-09-29T01:32:48.146386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:48.146463] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:48.146534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:48.146672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:48.164869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:48.165609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:48.165755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:48.165828] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:48.204908] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:48.205054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:48.205099] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:48.205134] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:48.208671] [DEBUG] [FORECASTER] PRT: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-09-29T01:32:48.208998] [INFO ] [FORECASTER] Completed predict_future for PRT
[2025-09-29T01:32:48.209176] [INFO ] [sig       ] PRT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:48.369848] [INFO ] [LOCAL     ] Saved forecast: PRT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PRT.txt
[2025-09-29T01:32:48.370151] [INFO ] [sig       ] [1614/2211] Completed PRT in 0.3s | 3.72 sym/s | Total: 7.2m | ETA: 2.7m
[2025-09-29T01:32:48.370261] [INFO ] [sig       ] [1615/2211] Forecasting PRU...
[2025-09-29T01:32:48.370378] [INFO ] [sig       ] Generating forecast for: PRU
[2025-09-29T01:32:48.370454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRU' from 'https://tdm.silogroup.org/data/derivative_storage/PRU.csv'.
[2025-09-29T01:32:48.382048] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRU'.
[2025-09-29T01:32:48.382511] [INFO ] [FORECASTER] Starting predict_future for PRU
[2025-09-29T01:32:48.409791] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:48.410673] [DEBUG] [LOCAL     ] No optimal features file found for PRU: ./output/feature-sets/PRU.txt
[2025-09-29T01:32:48.410757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:48.410851] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:48.410939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:48.411070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:48.429896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:48.430781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:48.430902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:48.430990] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:48.470902] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:48.471110] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:48.471162] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:48.471199] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:48.475207] [DEBUG] [FORECASTER] PRU: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-09-29T01:32:48.475543] [INFO ] [FORECASTER] Completed predict_future for PRU
[2025-09-29T01:32:48.475745] [INFO ] [sig       ] PRU: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:48.629996] [INFO ] [LOCAL     ] Saved forecast: PRU	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PRU.txt
[2025-09-29T01:32:48.630284] [INFO ] [sig       ] [1615/2211] Completed PRU in 0.3s | 3.72 sym/s | Total: 7.2m | ETA: 2.7m
[2025-09-29T01:32:48.630392] [INFO ] [sig       ] [1616/2211] Forecasting PSA...
[2025-09-29T01:32:48.630478] [INFO ] [sig       ] Generating forecast for: PSA
[2025-09-29T01:32:48.630568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSA' from 'https://tdm.silogroup.org/data/derivative_storage/PSA.csv'.
[2025-09-29T01:32:48.642237] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PSA'.
[2025-09-29T01:32:48.642839] [INFO ] [FORECASTER] Starting predict_future for PSA
[2025-09-29T01:32:48.671917] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:48.672955] [DEBUG] [LOCAL     ] No optimal features file found for PSA: ./output/feature-sets/PSA.txt
[2025-09-29T01:32:48.673061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:48.673152] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:48.673240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:48.673374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:48.693350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:48.694472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:48.694687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:48.694782] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:48.737976] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:48.738209] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:48.738263] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:48.738302] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:48.742869] [DEBUG] [FORECASTER] PSA: Forecast T+1@11:T+2@11: UP (p=51.07%)
[2025-09-29T01:32:48.743233] [INFO ] [FORECASTER] Completed predict_future for PSA
[2025-09-29T01:32:48.743408] [INFO ] [sig       ] PSA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:48.926925] [INFO ] [LOCAL     ] Saved forecast: PSA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PSA.txt
[2025-09-29T01:32:48.927298] [INFO ] [sig       ] [1616/2211] Completed PSA in 0.3s | 3.72 sym/s | Total: 7.2m | ETA: 2.7m
[2025-09-29T01:32:48.927386] [INFO ] [sig       ] [1617/2211] Forecasting PSBD...
[2025-09-29T01:32:48.927460] [INFO ] [sig       ] Generating forecast for: PSBD
[2025-09-29T01:32:48.927537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSBD' from 'https://tdm.silogroup.org/data/derivative_storage/PSBD.csv'.
[2025-09-29T01:32:48.938628] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'PSBD'.
[2025-09-29T01:32:48.939119] [INFO ] [FORECASTER] Starting predict_future for PSBD
[2025-09-29T01:32:48.967532] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:48.968475] [DEBUG] [LOCAL     ] No optimal features file found for PSBD: ./output/feature-sets/PSBD.txt
[2025-09-29T01:32:48.968565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:48.968670] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:48.968743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:48.968848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:48.988062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:48.989056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:48.989184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:48.989258] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:49.027724] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:49.027940] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:49.027993] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:49.028032] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:49.031897] [DEBUG] [FORECASTER] PSBD: Forecast T+1@11:T+2@11: DOWN (p=3.92%)
[2025-09-29T01:32:49.032215] [INFO ] [FORECASTER] Completed predict_future for PSBD
[2025-09-29T01:32:49.032369] [INFO ] [sig       ] PSBD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:49.189210] [INFO ] [LOCAL     ] Saved forecast: PSBD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PSBD.txt
[2025-09-29T01:32:49.189528] [INFO ] [sig       ] [1617/2211] Completed PSBD in 0.3s | 3.72 sym/s | Total: 7.2m | ETA: 2.7m
[2025-09-29T01:32:49.189614] [INFO ] [sig       ] [1618/2211] Forecasting PSF...
[2025-09-29T01:32:49.189710] [INFO ] [sig       ] Generating forecast for: PSF
[2025-09-29T01:32:49.189806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-09-29T01:32:49.200922] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PSF'.
[2025-09-29T01:32:49.201367] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-09-29T01:32:49.228170] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:49.229089] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-09-29T01:32:49.229180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:49.229255] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:49.229326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:49.229433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:49.248170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:49.249066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:49.249186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:49.249259] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:49.288498] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:49.288745] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:49.288835] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:49.288875] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:49.293139] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: DOWN (p=32.01%)
[2025-09-29T01:32:49.293491] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-09-29T01:32:49.293761] [INFO ] [sig       ] PSF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:49.459230] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PSF.txt
[2025-09-29T01:32:49.459551] [INFO ] [sig       ] [1618/2211] Completed PSF in 0.3s | 3.72 sym/s | Total: 7.2m | ETA: 2.7m
[2025-09-29T01:32:49.459634] [INFO ] [sig       ] [1619/2211] Forecasting PSFE...
[2025-09-29T01:32:49.459734] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-09-29T01:32:49.459808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-09-29T01:32:49.472106] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PSFE'.
[2025-09-29T01:32:49.472526] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-09-29T01:32:49.499921] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:49.500930] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-09-29T01:32:49.501017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:49.501100] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:49.501185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:49.501321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:49.521228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:49.522178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:49.522299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:49.522389] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:49.566075] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:49.566280] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:49.566334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:49.566373] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:49.571116] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=90.73%)
[2025-09-29T01:32:49.571510] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-09-29T01:32:49.571710] [INFO ] [sig       ] PSFE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:49.730691] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PSFE.txt
[2025-09-29T01:32:49.731087] [INFO ] [sig       ] [1619/2211] Completed PSFE in 0.3s | 3.72 sym/s | Total: 7.2m | ETA: 2.6m
[2025-09-29T01:32:49.731280] [INFO ] [sig       ] [1620/2211] Forecasting PSN...
[2025-09-29T01:32:49.731357] [INFO ] [sig       ] Generating forecast for: PSN
[2025-09-29T01:32:49.731414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-09-29T01:32:49.741577] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PSN'.
[2025-09-29T01:32:49.741999] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-09-29T01:32:49.770581] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:49.771575] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-09-29T01:32:49.771710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:49.771786] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:49.771857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:49.772007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:49.792968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:49.793855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:49.793977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:49.794051] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:49.832777] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:49.832997] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:49.833068] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:49.833107] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:49.836764] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-09-29T01:32:49.837111] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-09-29T01:32:49.837274] [INFO ] [sig       ] PSN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:49.991750] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PSN.txt
[2025-09-29T01:32:49.992037] [INFO ] [sig       ] [1620/2211] Completed PSN in 0.3s | 3.72 sym/s | Total: 7.2m | ETA: 2.6m
[2025-09-29T01:32:49.992120] [INFO ] [sig       ] [1621/2211] Forecasting PSO...
[2025-09-29T01:32:49.992193] [INFO ] [sig       ] Generating forecast for: PSO
[2025-09-29T01:32:49.992282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-09-29T01:32:50.003629] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PSO'.
[2025-09-29T01:32:50.004118] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-09-29T01:32:50.032086] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:50.033022] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-09-29T01:32:50.033106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:50.033187] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:50.033258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:50.033365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:50.052661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:50.053330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:50.053450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:50.053524] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:50.090946] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:50.091094] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:50.091139] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:50.091172] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:50.094759] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: DOWN (p=2.25%)
[2025-09-29T01:32:50.095092] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-09-29T01:32:50.095245] [INFO ] [sig       ] PSO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:50.264843] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PSO.txt
[2025-09-29T01:32:50.265130] [INFO ] [sig       ] [1621/2211] Completed PSO in 0.3s | 3.72 sym/s | Total: 7.3m | ETA: 2.6m
[2025-09-29T01:32:50.265246] [INFO ] [sig       ] [1622/2211] Forecasting PSQH...
[2025-09-29T01:32:50.265321] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-09-29T01:32:50.265398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-09-29T01:32:50.277020] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PSQH'.
[2025-09-29T01:32:50.277488] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-09-29T01:32:50.305007] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:50.305910] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-09-29T01:32:50.305992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:50.306069] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:50.306142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:50.306252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:50.325962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:50.326595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:50.326733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:50.326803] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:50.362690] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:50.362863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:50.362912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:50.362949] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:50.366812] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: DOWN (p=37.25%)
[2025-09-29T01:32:50.367169] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-09-29T01:32:50.367333] [INFO ] [sig       ] PSQH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:50.525193] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PSQH.txt
[2025-09-29T01:32:50.525623] [INFO ] [sig       ] [1622/2211] Completed PSQH in 0.3s | 3.72 sym/s | Total: 7.3m | ETA: 2.6m
[2025-09-29T01:32:50.525742] [INFO ] [sig       ] [1623/2211] Forecasting PSTG...
[2025-09-29T01:32:50.525821] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-09-29T01:32:50.525895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-09-29T01:32:50.537798] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PSTG'.
[2025-09-29T01:32:50.538255] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-09-29T01:32:50.569079] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:50.570278] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-09-29T01:32:50.570379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:50.570457] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:50.570530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:50.570639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:50.589713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:50.590717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:50.590840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:50.590915] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:50.627854] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:50.628048] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:50.628100] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:50.628137] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:50.632013] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=53.54%)
[2025-09-29T01:32:50.632328] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-09-29T01:32:50.632485] [INFO ] [sig       ] PSTG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:50.791844] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PSTG.txt
[2025-09-29T01:32:50.792177] [INFO ] [sig       ] [1623/2211] Completed PSTG in 0.3s | 3.72 sym/s | Total: 7.3m | ETA: 2.6m
[2025-09-29T01:32:50.792271] [INFO ] [sig       ] [1624/2211] Forecasting PSTL...
[2025-09-29T01:32:50.792362] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-09-29T01:32:50.792439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-09-29T01:32:50.803449] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PSTL'.
[2025-09-29T01:32:50.803861] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-09-29T01:32:50.832024] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:50.833022] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-09-29T01:32:50.833114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:50.833203] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:50.833286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:50.833433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:50.852856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:50.853578] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:50.853730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:50.853808] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:50.896371] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:50.896555] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:50.896606] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:50.896668] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:50.900606] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: UP (p=93.54%)
[2025-09-29T01:32:50.900956] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-09-29T01:32:50.901152] [INFO ] [sig       ] PSTL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:51.060108] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PSTL.txt
[2025-09-29T01:32:51.060385] [INFO ] [sig       ] [1624/2211] Completed PSTL in 0.3s | 3.72 sym/s | Total: 7.3m | ETA: 2.6m
[2025-09-29T01:32:51.060446] [INFO ] [sig       ] [1625/2211] Forecasting PSX...
[2025-09-29T01:32:51.060513] [INFO ] [sig       ] Generating forecast for: PSX
[2025-09-29T01:32:51.060586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-09-29T01:32:51.071684] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PSX'.
[2025-09-29T01:32:51.072056] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-09-29T01:32:51.099977] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:51.100839] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-09-29T01:32:51.100922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:51.101013] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:51.101096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:51.101216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:51.125854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:51.127196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:51.127359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:51.127470] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:51.176089] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:51.176317] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:51.176432] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:51.176509] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:51.181011] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: UP (p=90.63%)
[2025-09-29T01:32:51.181503] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-09-29T01:32:51.181740] [INFO ] [sig       ] PSX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:51.342312] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PSX.txt
[2025-09-29T01:32:51.342582] [INFO ] [sig       ] [1625/2211] Completed PSX in 0.3s | 3.72 sym/s | Total: 7.3m | ETA: 2.6m
[2025-09-29T01:32:51.342687] [INFO ] [sig       ] [1626/2211] Forecasting PTA...
[2025-09-29T01:32:51.342762] [INFO ] [sig       ] Generating forecast for: PTA
[2025-09-29T01:32:51.342836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-09-29T01:32:51.353379] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PTA'.
[2025-09-29T01:32:51.353778] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-09-29T01:32:51.380905] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:51.381759] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-09-29T01:32:51.381840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:51.381913] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:51.381983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:51.382090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:51.400508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:51.401172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:51.401289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:51.401359] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:51.442971] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:51.443230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:51.443304] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:51.443357] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:51.448932] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: DOWN (p=24.31%)
[2025-09-29T01:32:51.449490] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-09-29T01:32:51.449771] [INFO ] [sig       ] PTA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:51.645455] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PTA.txt
[2025-09-29T01:32:51.645798] [INFO ] [sig       ] [1626/2211] Completed PTA in 0.3s | 3.72 sym/s | Total: 7.3m | ETA: 2.6m
[2025-09-29T01:32:51.645883] [INFO ] [sig       ] [1627/2211] Forecasting PTY...
[2025-09-29T01:32:51.645958] [INFO ] [sig       ] Generating forecast for: PTY
[2025-09-29T01:32:51.646032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-09-29T01:32:51.657413] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PTY'.
[2025-09-29T01:32:51.657848] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-09-29T01:32:51.686025] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:51.687111] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-09-29T01:32:51.687200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:51.687290] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:51.687375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:51.687518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:51.706634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:51.707594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:51.707738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:51.707831] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:51.742411] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:51.742578] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:51.742624] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:51.742699] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:51.746322] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: DOWN (p=34.15%)
[2025-09-29T01:32:51.746621] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-09-29T01:32:51.746808] [INFO ] [sig       ] PTY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:51.899178] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PTY.txt
[2025-09-29T01:32:51.899473] [INFO ] [sig       ] [1627/2211] Completed PTY in 0.3s | 3.72 sym/s | Total: 7.3m | ETA: 2.6m
[2025-09-29T01:32:51.899626] [INFO ] [sig       ] [1628/2211] Forecasting PUK...
[2025-09-29T01:32:51.899740] [INFO ] [sig       ] Generating forecast for: PUK
[2025-09-29T01:32:51.899826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-09-29T01:32:51.911522] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PUK'.
[2025-09-29T01:32:51.911995] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-09-29T01:32:51.940827] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:51.941774] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-09-29T01:32:51.941859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:51.941935] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:51.942029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:51.942138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:51.962548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:51.963374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:51.963492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:51.963564] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:52.004863] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:52.005066] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:52.005118] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:52.005155] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:52.009336] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: DOWN (p=46.48%)
[2025-09-29T01:32:52.009744] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-09-29T01:32:52.009927] [INFO ] [sig       ] PUK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:52.166471] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PUK.txt
[2025-09-29T01:32:52.166837] [INFO ] [sig       ] [1628/2211] Completed PUK in 0.3s | 3.72 sym/s | Total: 7.3m | ETA: 2.6m
[2025-09-29T01:32:52.166923] [INFO ] [sig       ] [1629/2211] Forecasting PUMP...
[2025-09-29T01:32:52.166995] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-09-29T01:32:52.167068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-09-29T01:32:52.178564] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PUMP'.
[2025-09-29T01:32:52.179012] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-09-29T01:32:52.207064] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:52.208025] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-09-29T01:32:52.208109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:52.208185] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:52.208255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:52.208360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:52.227880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:52.228821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:52.228941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:52.229013] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:52.269611] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:52.269834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:52.269945] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:52.270015] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:52.274130] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: UP (p=85.07%)
[2025-09-29T01:32:52.274532] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-09-29T01:32:52.274747] [INFO ] [sig       ] PUMP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:52.444613] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PUMP.txt
[2025-09-29T01:32:52.445069] [INFO ] [sig       ] [1629/2211] Completed PUMP in 0.3s | 3.72 sym/s | Total: 7.3m | ETA: 2.6m
[2025-09-29T01:32:52.445157] [INFO ] [sig       ] [1630/2211] Forecasting PVH...
[2025-09-29T01:32:52.445231] [INFO ] [sig       ] Generating forecast for: PVH
[2025-09-29T01:32:52.445306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-09-29T01:32:52.459451] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PVH'.
[2025-09-29T01:32:52.459898] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-09-29T01:32:52.489412] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:52.490359] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-09-29T01:32:52.490446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:52.490527] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:52.490601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:52.490740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:52.510373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:52.511429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:52.511585] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:52.511692] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:52.555553] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:52.555812] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:52.555884] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:52.555924] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:52.560196] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: DOWN (p=30.53%)
[2025-09-29T01:32:52.560877] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-09-29T01:32:52.561082] [INFO ] [sig       ] PVH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:52.719999] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PVH.txt
[2025-09-29T01:32:52.720363] [INFO ] [sig       ] [1630/2211] Completed PVH in 0.3s | 3.72 sym/s | Total: 7.3m | ETA: 2.6m
[2025-09-29T01:32:52.720452] [INFO ] [sig       ] [1631/2211] Forecasting PVL...
[2025-09-29T01:32:52.720526] [INFO ] [sig       ] Generating forecast for: PVL
[2025-09-29T01:32:52.720602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-09-29T01:32:52.731944] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PVL'.
[2025-09-29T01:32:52.732376] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-09-29T01:32:52.761881] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:52.762891] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-09-29T01:32:52.762977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:52.763054] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:52.763141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:52.763274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:52.782765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:52.783796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:52.783920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:52.784010] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:52.826053] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:52.826283] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:52.826336] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:52.826371] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:52.830470] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: UP (p=80.87%)
[2025-09-29T01:32:52.830920] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-09-29T01:32:52.831132] [INFO ] [sig       ] PVL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:52.981841] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PVL.txt
[2025-09-29T01:32:52.982127] [INFO ] [sig       ] [1631/2211] Completed PVL in 0.3s | 3.72 sym/s | Total: 7.3m | ETA: 2.6m
[2025-09-29T01:32:52.982210] [INFO ] [sig       ] [1632/2211] Forecasting PWR...
[2025-09-29T01:32:52.982281] [INFO ] [sig       ] Generating forecast for: PWR
[2025-09-29T01:32:52.982355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWR' from 'https://tdm.silogroup.org/data/derivative_storage/PWR.csv'.
[2025-09-29T01:32:52.994396] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PWR'.
[2025-09-29T01:32:52.994912] [INFO ] [FORECASTER] Starting predict_future for PWR
[2025-09-29T01:32:53.023621] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:53.024662] [DEBUG] [LOCAL     ] No optimal features file found for PWR: ./output/feature-sets/PWR.txt
[2025-09-29T01:32:53.024789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:53.024883] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:53.024967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:53.025099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:53.044699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:53.045712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:53.045844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:53.045933] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:53.087522] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:53.087753] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:53.087821] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:53.087876] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:53.091597] [DEBUG] [FORECASTER] PWR: Forecast T+1@11:T+2@11: DOWN (p=29.04%)
[2025-09-29T01:32:53.091962] [INFO ] [FORECASTER] Completed predict_future for PWR
[2025-09-29T01:32:53.092134] [INFO ] [sig       ] PWR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:53.253239] [INFO ] [LOCAL     ] Saved forecast: PWR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/PWR.txt
[2025-09-29T01:32:53.253578] [INFO ] [sig       ] [1632/2211] Completed PWR in 0.3s | 3.72 sym/s | Total: 7.3m | ETA: 2.6m
[2025-09-29T01:32:53.253689] [INFO ] [sig       ] [1633/2211] Forecasting PX...
[2025-09-29T01:32:53.253762] [INFO ] [sig       ] Generating forecast for: PX
[2025-09-29T01:32:53.253850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-09-29T01:32:53.265477] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PX'.
[2025-09-29T01:32:53.265913] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-09-29T01:32:53.294113] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:53.295044] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-09-29T01:32:53.295127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:53.295206] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:53.295289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:53.295465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:53.319260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:53.320294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:53.320415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:53.320506] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:53.360570] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:53.360764] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:53.360827] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:53.360866] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:53.364722] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: UP (p=87.67%)
[2025-09-29T01:32:53.365085] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-09-29T01:32:53.365259] [INFO ] [sig       ] PX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:53.524002] [INFO ] [LOCAL     ] Saved forecast: PX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/PX.txt
[2025-09-29T01:32:53.524358] [INFO ] [sig       ] [1633/2211] Completed PX in 0.3s | 3.72 sym/s | Total: 7.3m | ETA: 2.6m
[2025-09-29T01:32:53.524446] [INFO ] [sig       ] [1634/2211] Forecasting QBTS...
[2025-09-29T01:32:53.524543] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-09-29T01:32:53.524621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-09-29T01:32:53.535733] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'QBTS'.
[2025-09-29T01:32:53.536101] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-09-29T01:32:53.563406] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:53.564308] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-09-29T01:32:53.564392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:53.564482] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:53.564566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:53.564752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:53.584256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:53.584963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:53.585078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:53.585175] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:53.627695] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:53.627916] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:53.628024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:53.628069] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:53.632715] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: UP (p=97.57%)
[2025-09-29T01:32:53.633031] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-09-29T01:32:53.633189] [INFO ] [sig       ] QBTS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:53.788472] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/QBTS.txt
[2025-09-29T01:32:53.788797] [INFO ] [sig       ] [1634/2211] Completed QBTS in 0.3s | 3.72 sym/s | Total: 7.3m | ETA: 2.6m
[2025-09-29T01:32:53.788904] [INFO ] [sig       ] [1635/2211] Forecasting QD...
[2025-09-29T01:32:53.788995] [INFO ] [sig       ] Generating forecast for: QD
[2025-09-29T01:32:53.789071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'.
[2025-09-29T01:32:53.800064] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'QD'.
[2025-09-29T01:32:53.800438] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-09-29T01:32:53.828472] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:53.829365] [DEBUG] [LOCAL     ] No optimal features file found for QD: ./output/feature-sets/QD.txt
[2025-09-29T01:32:53.829450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:53.829547] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:53.829665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:53.829810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:53.849181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:53.849957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:53.850076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:53.850164] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:53.891465] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:53.891669] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:53.891746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:53.891788] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:53.895601] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: UP (p=72.12%)
[2025-09-29T01:32:53.895981] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-09-29T01:32:53.896155] [INFO ] [sig       ] QD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:54.057811] [INFO ] [LOCAL     ] Saved forecast: QD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/QD.txt
[2025-09-29T01:32:54.058147] [INFO ] [sig       ] [1635/2211] Completed QD in 0.3s | 3.72 sym/s | Total: 7.3m | ETA: 2.6m
[2025-09-29T01:32:54.058263] [INFO ] [sig       ] [1636/2211] Forecasting QGEN...
[2025-09-29T01:32:54.058354] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-09-29T01:32:54.058442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-09-29T01:32:54.069844] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'QGEN'.
[2025-09-29T01:32:54.070273] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-09-29T01:32:54.097819] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:54.098701] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-09-29T01:32:54.098784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:54.098859] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:54.098944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:54.099065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:54.117968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:54.118816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:54.118959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:54.119044] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:54.157738] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:54.157883] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:54.157930] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:54.157966] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:54.161456] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: UP (p=65.12%)
[2025-09-29T01:32:54.161810] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-09-29T01:32:54.161984] [INFO ] [sig       ] QGEN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:54.313541] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/QGEN.txt
[2025-09-29T01:32:54.313936] [INFO ] [sig       ] [1636/2211] Completed QGEN in 0.3s | 3.72 sym/s | Total: 7.3m | ETA: 2.6m
[2025-09-29T01:32:54.314023] [INFO ] [sig       ] [1637/2211] Forecasting QS...
[2025-09-29T01:32:54.314108] [INFO ] [sig       ] Generating forecast for: QS
[2025-09-29T01:32:54.314195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-09-29T01:32:54.326062] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'QS'.
[2025-09-29T01:32:54.326526] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-09-29T01:32:54.353901] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:54.354868] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-09-29T01:32:54.354952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:54.355028] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:54.355099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:54.355204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:54.374070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:54.374794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:54.374912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:54.374986] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:54.415782] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:54.415972] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:54.416020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:54.416057] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:54.419867] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-09-29T01:32:54.420193] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-09-29T01:32:54.420356] [INFO ] [sig       ] QS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:54.569915] [INFO ] [LOCAL     ] Saved forecast: QS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/QS.txt
[2025-09-29T01:32:54.570231] [INFO ] [sig       ] [1637/2211] Completed QS in 0.3s | 3.72 sym/s | Total: 7.3m | ETA: 2.6m
[2025-09-29T01:32:54.570324] [INFO ] [sig       ] [1638/2211] Forecasting QSR...
[2025-09-29T01:32:54.570397] [INFO ] [sig       ] Generating forecast for: QSR
[2025-09-29T01:32:54.570482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSR' from 'https://tdm.silogroup.org/data/derivative_storage/QSR.csv'.
[2025-09-29T01:32:54.581273] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'QSR'.
[2025-09-29T01:32:54.581711] [INFO ] [FORECASTER] Starting predict_future for QSR
[2025-09-29T01:32:54.608768] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:54.609634] [DEBUG] [LOCAL     ] No optimal features file found for QSR: ./output/feature-sets/QSR.txt
[2025-09-29T01:32:54.609740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:54.609819] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:54.609890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:54.609996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:54.628586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:54.629331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:54.629447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:54.629521] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:54.671245] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:54.671452] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:54.671506] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:54.671546] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:54.676333] [DEBUG] [FORECASTER] QSR: Forecast T+1@11:T+2@11: UP (p=51.91%)
[2025-09-29T01:32:54.676781] [INFO ] [FORECASTER] Completed predict_future for QSR
[2025-09-29T01:32:54.677005] [INFO ] [sig       ] QSR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:54.839386] [INFO ] [LOCAL     ] Saved forecast: QSR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/QSR.txt
[2025-09-29T01:32:54.839758] [INFO ] [sig       ] [1638/2211] Completed QSR in 0.3s | 3.72 sym/s | Total: 7.3m | ETA: 2.6m
[2025-09-29T01:32:54.839843] [INFO ] [sig       ] [1639/2211] Forecasting QTWO...
[2025-09-29T01:32:54.839922] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-09-29T01:32:54.840009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-09-29T01:32:54.856887] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'QTWO'.
[2025-09-29T01:32:54.857582] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-09-29T01:32:54.898005] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:54.899047] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-09-29T01:32:54.899132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:54.899236] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:54.899323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:54.899465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:54.919447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:54.920720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:54.920938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:54.921015] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:54.964784] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:54.965032] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:54.965108] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:54.965172] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:54.970533] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: UP (p=67.46%)
[2025-09-29T01:32:54.971170] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-09-29T01:32:54.971398] [INFO ] [sig       ] QTWO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:55.134227] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/QTWO.txt
[2025-09-29T01:32:55.134564] [INFO ] [sig       ] [1639/2211] Completed QTWO in 0.3s | 3.72 sym/s | Total: 7.3m | ETA: 2.6m
[2025-09-29T01:32:55.134710] [INFO ] [sig       ] [1640/2211] Forecasting QUAD...
[2025-09-29T01:32:55.134801] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-09-29T01:32:55.134894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-09-29T01:32:55.146045] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'QUAD'.
[2025-09-29T01:32:55.146573] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-09-29T01:32:55.173758] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:55.174630] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-09-29T01:32:55.174738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:55.174812] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:55.174884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:55.174989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:55.194120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:55.194933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:55.195052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:55.195157] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:55.233598] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:55.233796] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:55.233865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:55.233905] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:55.237487] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=24.00%)
[2025-09-29T01:32:55.237834] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-09-29T01:32:55.238005] [INFO ] [sig       ] QUAD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:55.399701] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/QUAD.txt
[2025-09-29T01:32:55.400020] [INFO ] [sig       ] [1640/2211] Completed QUAD in 0.3s | 3.72 sym/s | Total: 7.3m | ETA: 2.6m
[2025-09-29T01:32:55.400110] [INFO ] [sig       ] [1641/2211] Forecasting QVCC...
[2025-09-29T01:32:55.400188] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-09-29T01:32:55.400266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-09-29T01:32:55.411214] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'QVCC'.
[2025-09-29T01:32:55.411637] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-09-29T01:32:55.440086] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:55.441242] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-09-29T01:32:55.441335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:55.441425] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:55.441508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:55.441713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:55.462268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:55.463253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:55.463397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:55.463525] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:55.505531] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:55.505789] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:55.505865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:55.505905] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:55.509825] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: DOWN (p=36.92%)
[2025-09-29T01:32:55.510139] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-09-29T01:32:55.510305] [INFO ] [sig       ] QVCC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:55.661276] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/QVCC.txt
[2025-09-29T01:32:55.661588] [INFO ] [sig       ] [1641/2211] Completed QVCC in 0.3s | 3.72 sym/s | Total: 7.3m | ETA: 2.6m
[2025-09-29T01:32:55.661697] [INFO ] [sig       ] [1642/2211] Forecasting QVCD...
[2025-09-29T01:32:55.661776] [INFO ] [sig       ] Generating forecast for: QVCD
[2025-09-29T01:32:55.661850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCD' from 'https://tdm.silogroup.org/data/derivative_storage/QVCD.csv'.
[2025-09-29T01:32:55.672814] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'QVCD'.
[2025-09-29T01:32:55.673264] [INFO ] [FORECASTER] Starting predict_future for QVCD
[2025-09-29T01:32:55.702203] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:55.703071] [DEBUG] [LOCAL     ] No optimal features file found for QVCD: ./output/feature-sets/QVCD.txt
[2025-09-29T01:32:55.703158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:55.703234] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:55.703304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:55.703410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:55.723305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:55.723999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:55.724132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:55.724225] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:55.766116] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:55.766397] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:55.766501] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:55.766581] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:55.772668] [DEBUG] [FORECASTER] QVCD: Forecast T+1@11:T+2@11: DOWN (p=4.46%)
[2025-09-29T01:32:55.773262] [INFO ] [FORECASTER] Completed predict_future for QVCD
[2025-09-29T01:32:55.773687] [INFO ] [sig       ] QVCD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:55.938483] [INFO ] [LOCAL     ] Saved forecast: QVCD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/QVCD.txt
[2025-09-29T01:32:55.938851] [INFO ] [sig       ] [1642/2211] Completed QVCD in 0.3s | 3.72 sym/s | Total: 7.3m | ETA: 2.5m
[2025-09-29T01:32:55.938938] [INFO ] [sig       ] [1643/2211] Forecasting QXO...
[2025-09-29T01:32:55.939011] [INFO ] [sig       ] Generating forecast for: QXO
[2025-09-29T01:32:55.939086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QXO' from 'https://tdm.silogroup.org/data/derivative_storage/QXO.csv'.
[2025-09-29T01:32:55.951554] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'QXO'.
[2025-09-29T01:32:55.952118] [INFO ] [FORECASTER] Starting predict_future for QXO
[2025-09-29T01:32:55.981132] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:55.982157] [DEBUG] [LOCAL     ] No optimal features file found for QXO: ./output/feature-sets/QXO.txt
[2025-09-29T01:32:55.982249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:55.982338] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:55.982421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:55.982543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:56.001140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:56.002179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:56.002296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:56.002382] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:56.034147] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:56.034314] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:56.034360] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:56.034395] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:56.038086] [DEBUG] [FORECASTER] QXO: Forecast T+1@11:T+2@11: UP (p=94.84%)
[2025-09-29T01:32:56.038389] [INFO ] [FORECASTER] Completed predict_future for QXO
[2025-09-29T01:32:56.038536] [INFO ] [sig       ] QXO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:56.189295] [INFO ] [LOCAL     ] Saved forecast: QXO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/QXO.txt
[2025-09-29T01:32:56.189567] [INFO ] [sig       ] [1643/2211] Completed QXO in 0.3s | 3.72 sym/s | Total: 7.4m | ETA: 2.5m
[2025-09-29T01:32:56.189667] [INFO ] [sig       ] [1644/2211] Forecasting R...
[2025-09-29T01:32:56.189742] [INFO ] [sig       ] Generating forecast for: R
[2025-09-29T01:32:56.189815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'R' from 'https://tdm.silogroup.org/data/derivative_storage/R.csv'.
[2025-09-29T01:32:56.200994] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'R'.
[2025-09-29T01:32:56.201375] [INFO ] [FORECASTER] Starting predict_future for R
[2025-09-29T01:32:56.228359] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:56.229313] [DEBUG] [LOCAL     ] No optimal features file found for R: ./output/feature-sets/R.txt
[2025-09-29T01:32:56.229399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:56.229473] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:56.229557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:56.229722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:56.248449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:56.249125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:56.249238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:56.249318] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:56.277151] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:56.277281] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:56.277328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:56.277365] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:56.281248] [DEBUG] [FORECASTER] R: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-09-29T01:32:56.281599] [INFO ] [FORECASTER] Completed predict_future for R
[2025-09-29T01:32:56.281857] [INFO ] [sig       ] R: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:56.434837] [INFO ] [LOCAL     ] Saved forecast: R	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/R.txt
[2025-09-29T01:32:56.435161] [INFO ] [sig       ] [1644/2211] Completed R in 0.2s | 3.72 sym/s | Total: 7.4m | ETA: 2.5m
[2025-09-29T01:32:56.435254] [INFO ] [sig       ] [1645/2211] Forecasting RA...
[2025-09-29T01:32:56.435341] [INFO ] [sig       ] Generating forecast for: RA
[2025-09-29T01:32:56.435419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-09-29T01:32:56.446526] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RA'.
[2025-09-29T01:32:56.446978] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-09-29T01:32:56.473932] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:56.474886] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-09-29T01:32:56.474971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:56.475046] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:56.475115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:56.475217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:56.493919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:56.494852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:56.494971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:56.495045] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:56.527521] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:56.527708] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:56.527774] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:56.527813] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:56.531417] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: UP (p=83.92%)
[2025-09-29T01:32:56.531811] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-09-29T01:32:56.531975] [INFO ] [sig       ] RA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:56.685931] [INFO ] [LOCAL     ] Saved forecast: RA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RA.txt
[2025-09-29T01:32:56.686268] [INFO ] [sig       ] [1645/2211] Completed RA in 0.3s | 3.72 sym/s | Total: 7.4m | ETA: 2.5m
[2025-09-29T01:32:56.686352] [INFO ] [sig       ] [1646/2211] Forecasting RACE...
[2025-09-29T01:32:56.686432] [INFO ] [sig       ] Generating forecast for: RACE
[2025-09-29T01:32:56.686509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-09-29T01:32:56.698098] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RACE'.
[2025-09-29T01:32:56.698511] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-09-29T01:32:56.728064] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:56.729077] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-09-29T01:32:56.729162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:56.729237] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:56.729364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:56.729494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:56.748525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:56.749301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:56.749421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:56.749508] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:56.788794] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:56.788975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:56.789059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:56.789160] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:56.794228] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-09-29T01:32:56.794634] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-09-29T01:32:56.794965] [INFO ] [sig       ] RACE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:56.952181] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RACE.txt
[2025-09-29T01:32:56.952474] [INFO ] [sig       ] [1646/2211] Completed RACE in 0.3s | 3.72 sym/s | Total: 7.4m | ETA: 2.5m
[2025-09-29T01:32:56.952583] [INFO ] [sig       ] [1647/2211] Forecasting RAMP...
[2025-09-29T01:32:56.952692] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-09-29T01:32:56.952784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-09-29T01:32:56.964042] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RAMP'.
[2025-09-29T01:32:56.964536] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-09-29T01:32:56.992343] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:56.993270] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-09-29T01:32:56.993354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:56.993430] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:56.993500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:56.993607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:57.012919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:57.013637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:57.013778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:57.013849] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:57.048429] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:57.048584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:57.048633] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:57.048717] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:57.052312] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: UP (p=93.68%)
[2025-09-29T01:32:57.052679] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-09-29T01:32:57.052877] [INFO ] [sig       ] RAMP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:57.201208] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RAMP.txt
[2025-09-29T01:32:57.201514] [INFO ] [sig       ] [1647/2211] Completed RAMP in 0.2s | 3.72 sym/s | Total: 7.4m | ETA: 2.5m
[2025-09-29T01:32:57.201598] [INFO ] [sig       ] [1648/2211] Forecasting RBA...
[2025-09-29T01:32:57.201693] [INFO ] [sig       ] Generating forecast for: RBA
[2025-09-29T01:32:57.201769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-09-29T01:32:57.213436] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RBA'.
[2025-09-29T01:32:57.213898] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-09-29T01:32:57.242271] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:57.243147] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-09-29T01:32:57.243231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:57.243307] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:57.243388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:57.243509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:57.262366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:57.263039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:57.263154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:57.263226] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:57.301942] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:57.302081] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:57.302126] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:57.302161] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:57.305704] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: DOWN (p=32.04%)
[2025-09-29T01:32:57.306011] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-09-29T01:32:57.306168] [INFO ] [sig       ] RBA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:57.456265] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RBA.txt
[2025-09-29T01:32:57.456631] [INFO ] [sig       ] [1648/2211] Completed RBA in 0.3s | 3.72 sym/s | Total: 7.4m | ETA: 2.5m
[2025-09-29T01:32:57.456783] [INFO ] [sig       ] [1649/2211] Forecasting RBC...
[2025-09-29T01:32:57.456898] [INFO ] [sig       ] Generating forecast for: RBC
[2025-09-29T01:32:57.456948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-09-29T01:32:57.467317] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RBC'.
[2025-09-29T01:32:57.467692] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-09-29T01:32:57.495487] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:57.496409] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-09-29T01:32:57.496490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:57.496568] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:57.496690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:57.496799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:57.528778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:57.529901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:57.530069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:57.530186] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:57.573967] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:57.574189] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:57.574241] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:57.574277] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:57.578195] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=32.98%)
[2025-09-29T01:32:57.578556] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-09-29T01:32:57.578761] [INFO ] [sig       ] RBC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:57.741104] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RBC.txt
[2025-09-29T01:32:57.741493] [INFO ] [sig       ] [1649/2211] Completed RBC in 0.3s | 3.72 sym/s | Total: 7.4m | ETA: 2.5m
[2025-09-29T01:32:57.741615] [INFO ] [sig       ] [1650/2211] Forecasting RBLX...
[2025-09-29T01:32:57.741734] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-09-29T01:32:57.741835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-09-29T01:32:57.752940] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RBLX'.
[2025-09-29T01:32:57.753348] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-09-29T01:32:57.781767] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:57.782666] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-09-29T01:32:57.782749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:57.782867] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:57.782973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:57.783093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:57.802847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:57.803670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:57.803832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:57.803923] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:57.847617] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:57.847811] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:57.847870] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:57.847906] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:57.852179] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: DOWN (p=35.60%)
[2025-09-29T01:32:57.852566] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-09-29T01:32:57.852759] [INFO ] [sig       ] RBLX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:58.002504] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RBLX.txt
[2025-09-29T01:32:58.002843] [INFO ] [sig       ] [1650/2211] Completed RBLX in 0.3s | 3.72 sym/s | Total: 7.4m | ETA: 2.5m
[2025-09-29T01:32:58.002958] [INFO ] [sig       ] [1651/2211] Forecasting RBOT...
[2025-09-29T01:32:58.003044] [INFO ] [sig       ] Generating forecast for: RBOT
[2025-09-29T01:32:58.003145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBOT' from 'https://tdm.silogroup.org/data/derivative_storage/RBOT.csv'.
[2025-09-29T01:32:58.016324] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RBOT'.
[2025-09-29T01:32:58.016817] [INFO ] [FORECASTER] Starting predict_future for RBOT
[2025-09-29T01:32:58.045754] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:58.046671] [DEBUG] [LOCAL     ] No optimal features file found for RBOT: ./output/feature-sets/RBOT.txt
[2025-09-29T01:32:58.046787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:58.047130] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:58.047262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:58.047443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:58.067209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:58.068151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:58.068281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:58.068358] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:58.108266] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:58.108458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:58.108507] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:58.108542] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:58.112426] [DEBUG] [FORECASTER] RBOT: Forecast T+1@11:T+2@11: DOWN (p=31.64%)
[2025-09-29T01:32:58.112794] [INFO ] [FORECASTER] Completed predict_future for RBOT
[2025-09-29T01:32:58.112970] [INFO ] [sig       ] RBOT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:58.262760] [INFO ] [LOCAL     ] Saved forecast: RBOT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RBOT.txt
[2025-09-29T01:32:58.263119] [INFO ] [sig       ] [1651/2211] Completed RBOT in 0.3s | 3.72 sym/s | Total: 7.4m | ETA: 2.5m
[2025-09-29T01:32:58.263213] [INFO ] [sig       ] [1652/2211] Forecasting RBRK...
[2025-09-29T01:32:58.263305] [INFO ] [sig       ] Generating forecast for: RBRK
[2025-09-29T01:32:58.263400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBRK' from 'https://tdm.silogroup.org/data/derivative_storage/RBRK.csv'.
[2025-09-29T01:32:58.274602] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RBRK'.
[2025-09-29T01:32:58.275005] [INFO ] [FORECASTER] Starting predict_future for RBRK
[2025-09-29T01:32:58.301534] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:58.302370] [DEBUG] [LOCAL     ] No optimal features file found for RBRK: ./output/feature-sets/RBRK.txt
[2025-09-29T01:32:58.302451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:58.302524] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:58.302593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:58.302720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:58.320511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:58.321161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:58.321278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:58.321350] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:58.359928] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:58.360113] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:58.360164] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:58.360206] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:58.363994] [DEBUG] [FORECASTER] RBRK: Forecast T+1@11:T+2@11: DOWN (p=15.60%)
[2025-09-29T01:32:58.364357] [INFO ] [FORECASTER] Completed predict_future for RBRK
[2025-09-29T01:32:58.364581] [INFO ] [sig       ] RBRK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:58.528464] [INFO ] [LOCAL     ] Saved forecast: RBRK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RBRK.txt
[2025-09-29T01:32:58.528817] [INFO ] [sig       ] [1652/2211] Completed RBRK in 0.3s | 3.72 sym/s | Total: 7.4m | ETA: 2.5m
[2025-09-29T01:32:58.528904] [INFO ] [sig       ] [1653/2211] Forecasting RC...
[2025-09-29T01:32:58.528977] [INFO ] [sig       ] Generating forecast for: RC
[2025-09-29T01:32:58.529055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-09-29T01:32:58.538843] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RC'.
[2025-09-29T01:32:58.539195] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-09-29T01:32:58.566076] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:58.566956] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-09-29T01:32:58.567037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:58.567110] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:58.567181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:58.567284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:58.586702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:58.587559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:58.587700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:58.587775] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:58.626768] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:58.627016] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:58.627075] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:58.627131] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:58.630922] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: UP (p=65.08%)
[2025-09-29T01:32:58.631231] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-09-29T01:32:58.631385] [INFO ] [sig       ] RC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:58.780702] [INFO ] [LOCAL     ] Saved forecast: RC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RC.txt
[2025-09-29T01:32:58.781001] [INFO ] [sig       ] [1653/2211] Completed RC in 0.3s | 3.72 sym/s | Total: 7.4m | ETA: 2.5m
[2025-09-29T01:32:58.781084] [INFO ] [sig       ] [1654/2211] Forecasting RCI...
[2025-09-29T01:32:58.781156] [INFO ] [sig       ] Generating forecast for: RCI
[2025-09-29T01:32:58.781229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-09-29T01:32:58.791576] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RCI'.
[2025-09-29T01:32:58.791941] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-09-29T01:32:58.817824] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:58.818732] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-09-29T01:32:58.818818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:58.818891] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:58.818960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:58.819062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:58.836913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:58.837706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:58.837820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:58.837891] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:58.876056] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:58.876231] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:58.876279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:58.876315] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:58.879974] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: UP (p=64.01%)
[2025-09-29T01:32:58.880285] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-09-29T01:32:58.880437] [INFO ] [sig       ] RCI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:59.028004] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RCI.txt
[2025-09-29T01:32:59.028314] [INFO ] [sig       ] [1654/2211] Completed RCI in 0.2s | 3.73 sym/s | Total: 7.4m | ETA: 2.5m
[2025-09-29T01:32:59.028395] [INFO ] [sig       ] [1655/2211] Forecasting RCL...
[2025-09-29T01:32:59.028466] [INFO ] [sig       ] Generating forecast for: RCL
[2025-09-29T01:32:59.028538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-09-29T01:32:59.039993] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RCL'.
[2025-09-29T01:32:59.040372] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-09-29T01:32:59.066796] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:59.067741] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-09-29T01:32:59.067822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:59.067910] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:59.067992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:59.068122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:59.087193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:59.088149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:59.088270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:59.088361] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:59.122482] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:59.122631] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:59.122726] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:59.122774] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:59.126158] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: DOWN (p=0.93%)
[2025-09-29T01:32:59.126454] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-09-29T01:32:59.126603] [INFO ] [sig       ] RCL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:59.280718] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RCL.txt
[2025-09-29T01:32:59.281018] [INFO ] [sig       ] [1655/2211] Completed RCL in 0.3s | 3.73 sym/s | Total: 7.4m | ETA: 2.5m
[2025-09-29T01:32:59.281100] [INFO ] [sig       ] [1656/2211] Forecasting RCS...
[2025-09-29T01:32:59.281172] [INFO ] [sig       ] Generating forecast for: RCS
[2025-09-29T01:32:59.281245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-09-29T01:32:59.291851] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RCS'.
[2025-09-29T01:32:59.292255] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-09-29T01:32:59.318048] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:59.318921] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-09-29T01:32:59.319002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:59.319088] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:59.319171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:59.319297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:59.337518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:59.338387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:59.338520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:59.338596] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:59.374842] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:59.375027] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:59.375080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:59.375121] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:59.379164] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=94.86%)
[2025-09-29T01:32:59.379492] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-09-29T01:32:59.379681] [INFO ] [sig       ] RCS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:32:59.546767] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RCS.txt
[2025-09-29T01:32:59.547181] [INFO ] [sig       ] [1656/2211] Completed RCS in 0.3s | 3.73 sym/s | Total: 7.4m | ETA: 2.5m
[2025-09-29T01:32:59.547269] [INFO ] [sig       ] [1657/2211] Forecasting RCUS...
[2025-09-29T01:32:59.547356] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-09-29T01:32:59.547446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-09-29T01:32:59.558258] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RCUS'.
[2025-09-29T01:32:59.558905] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-09-29T01:32:59.593576] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:59.595157] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-09-29T01:32:59.595251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:59.595327] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:59.595476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:59.595587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:59.614254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:59.615092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:59.615210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:59.615297] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:59.654932] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:59.655128] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:59.655178] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:59.655213] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:59.658957] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: DOWN (p=4.53%)
[2025-09-29T01:32:59.659260] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-09-29T01:32:59.659408] [INFO ] [sig       ] RCUS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:32:59.825282] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RCUS.txt
[2025-09-29T01:32:59.825885] [INFO ] [sig       ] [1657/2211] Completed RCUS in 0.3s | 3.73 sym/s | Total: 7.4m | ETA: 2.5m
[2025-09-29T01:32:59.825985] [INFO ] [sig       ] [1658/2211] Forecasting RDDT...
[2025-09-29T01:32:59.826080] [INFO ] [sig       ] Generating forecast for: RDDT
[2025-09-29T01:32:59.826171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDDT' from 'https://tdm.silogroup.org/data/derivative_storage/RDDT.csv'.
[2025-09-29T01:32:59.839338] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RDDT'.
[2025-09-29T01:32:59.839923] [INFO ] [FORECASTER] Starting predict_future for RDDT
[2025-09-29T01:32:59.869360] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:32:59.870304] [DEBUG] [LOCAL     ] No optimal features file found for RDDT: ./output/feature-sets/RDDT.txt
[2025-09-29T01:32:59.870389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:32:59.870498] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:32:59.870595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:32:59.870756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:32:59.890120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:32:59.890995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:32:59.891153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:32:59.891231] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:32:59.930868] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:32:59.931068] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:32:59.931120] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:32:59.931155] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:32:59.935163] [DEBUG] [FORECASTER] RDDT: Forecast T+1@11:T+2@11: UP (p=87.40%)
[2025-09-29T01:32:59.935526] [INFO ] [FORECASTER] Completed predict_future for RDDT
[2025-09-29T01:32:59.935729] [INFO ] [sig       ] RDDT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:00.092209] [INFO ] [LOCAL     ] Saved forecast: RDDT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RDDT.txt
[2025-09-29T01:33:00.092574] [INFO ] [sig       ] [1658/2211] Completed RDDT in 0.3s | 3.73 sym/s | Total: 7.4m | ETA: 2.5m
[2025-09-29T01:33:00.092707] [INFO ] [sig       ] [1659/2211] Forecasting RDN...
[2025-09-29T01:33:00.092797] [INFO ] [sig       ] Generating forecast for: RDN
[2025-09-29T01:33:00.092886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDN' from 'https://tdm.silogroup.org/data/derivative_storage/RDN.csv'.
[2025-09-29T01:33:00.104979] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RDN'.
[2025-09-29T01:33:00.105448] [INFO ] [FORECASTER] Starting predict_future for RDN
[2025-09-29T01:33:00.133628] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:00.134504] [DEBUG] [LOCAL     ] No optimal features file found for RDN: ./output/feature-sets/RDN.txt
[2025-09-29T01:33:00.134588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:00.134698] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:00.134784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:00.134903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:00.154057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:00.154958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:00.155077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:00.155163] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:00.194202] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:00.194401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:00.194490] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:00.194541] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:00.198363] [DEBUG] [FORECASTER] RDN: Forecast T+1@11:T+2@11: UP (p=72.96%)
[2025-09-29T01:33:00.198706] [INFO ] [FORECASTER] Completed predict_future for RDN
[2025-09-29T01:33:00.198871] [INFO ] [sig       ] RDN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:00.372663] [INFO ] [LOCAL     ] Saved forecast: RDN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RDN.txt
[2025-09-29T01:33:00.373002] [INFO ] [sig       ] [1659/2211] Completed RDN in 0.3s | 3.73 sym/s | Total: 7.4m | ETA: 2.5m
[2025-09-29T01:33:00.373085] [INFO ] [sig       ] [1660/2211] Forecasting RDW...
[2025-09-29T01:33:00.373165] [INFO ] [sig       ] Generating forecast for: RDW
[2025-09-29T01:33:00.373245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDW' from 'https://tdm.silogroup.org/data/derivative_storage/RDW.csv'.
[2025-09-29T01:33:00.384239] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RDW'.
[2025-09-29T01:33:00.384693] [INFO ] [FORECASTER] Starting predict_future for RDW
[2025-09-29T01:33:00.412347] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:00.413335] [DEBUG] [LOCAL     ] No optimal features file found for RDW: ./output/feature-sets/RDW.txt
[2025-09-29T01:33:00.413429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:00.413523] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:00.413610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:00.413777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:00.432752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:00.433622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:00.433771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:00.433863] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:00.471826] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:00.472058] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:00.472138] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:00.472189] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:00.476372] [DEBUG] [FORECASTER] RDW: Forecast T+1@11:T+2@11: UP (p=64.40%)
[2025-09-29T01:33:00.476786] [INFO ] [FORECASTER] Completed predict_future for RDW
[2025-09-29T01:33:00.476994] [INFO ] [sig       ] RDW: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:00.637682] [INFO ] [LOCAL     ] Saved forecast: RDW	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RDW.txt
[2025-09-29T01:33:00.637980] [INFO ] [sig       ] [1660/2211] Completed RDW in 0.3s | 3.73 sym/s | Total: 7.4m | ETA: 2.5m
[2025-09-29T01:33:00.638086] [INFO ] [sig       ] [1661/2211] Forecasting RDY...
[2025-09-29T01:33:00.638175] [INFO ] [sig       ] Generating forecast for: RDY
[2025-09-29T01:33:00.638264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-09-29T01:33:00.648762] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RDY'.
[2025-09-29T01:33:00.649153] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-09-29T01:33:00.676861] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:00.677731] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-09-29T01:33:00.677833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:00.677927] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:00.678009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:00.678135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:00.698843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:00.699484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:00.699623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:00.699719] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:00.732329] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:00.732530] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:00.732593] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:00.732676] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:00.736561] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=94.36%)
[2025-09-29T01:33:00.736955] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-09-29T01:33:00.737122] [INFO ] [sig       ] RDY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:00.896366] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RDY.txt
[2025-09-29T01:33:00.896686] [INFO ] [sig       ] [1661/2211] Completed RDY in 0.3s | 3.73 sym/s | Total: 7.4m | ETA: 2.5m
[2025-09-29T01:33:00.896770] [INFO ] [sig       ] [1662/2211] Forecasting RELX...
[2025-09-29T01:33:00.896866] [INFO ] [sig       ] Generating forecast for: RELX
[2025-09-29T01:33:00.896950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-09-29T01:33:00.907242] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RELX'.
[2025-09-29T01:33:00.907598] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-09-29T01:33:00.934907] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:00.935775] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-09-29T01:33:00.935858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:00.935936] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:00.936004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:00.936111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:00.955819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:00.956495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:00.956613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:00.956715] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:00.986622] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:00.987083] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:00.987155] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:00.987196] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:00.991047] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=1.72%)
[2025-09-29T01:33:00.991355] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-09-29T01:33:00.991506] [INFO ] [sig       ] RELX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:01.145852] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RELX.txt
[2025-09-29T01:33:01.146190] [INFO ] [sig       ] [1662/2211] Completed RELX in 0.2s | 3.73 sym/s | Total: 7.4m | ETA: 2.5m
[2025-09-29T01:33:01.146277] [INFO ] [sig       ] [1663/2211] Forecasting RERE...
[2025-09-29T01:33:01.146364] [INFO ] [sig       ] Generating forecast for: RERE
[2025-09-29T01:33:01.146489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-09-29T01:33:01.156697] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RERE'.
[2025-09-29T01:33:01.157095] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-09-29T01:33:01.183576] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:01.184371] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-09-29T01:33:01.184451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:01.184534] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:01.184614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:01.184776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:01.203280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:01.203982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:01.204092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:01.204173] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:01.232010] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:01.232130] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:01.232174] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:01.232209] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:01.235543] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=86.31%)
[2025-09-29T01:33:01.235876] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-09-29T01:33:01.236041] [INFO ] [sig       ] RERE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:01.382565] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RERE.txt
[2025-09-29T01:33:01.382888] [INFO ] [sig       ] [1663/2211] Completed RERE in 0.2s | 3.73 sym/s | Total: 7.4m | ETA: 2.5m
[2025-09-29T01:33:01.382979] [INFO ] [sig       ] [1664/2211] Forecasting RES...
[2025-09-29T01:33:01.383074] [INFO ] [sig       ] Generating forecast for: RES
[2025-09-29T01:33:01.383164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-09-29T01:33:01.393517] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RES'.
[2025-09-29T01:33:01.393902] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-09-29T01:33:01.421305] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:01.422335] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-09-29T01:33:01.422424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:01.422517] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:01.422609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:01.422765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:01.442612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:01.443289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:01.443405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:01.443494] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:01.473681] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:01.473816] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:01.473860] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:01.473901] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:01.477705] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=54.26%)
[2025-09-29T01:33:01.478008] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-09-29T01:33:01.478152] [INFO ] [sig       ] RES: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:01.647196] [INFO ] [LOCAL     ] Saved forecast: RES	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RES.txt
[2025-09-29T01:33:01.647579] [INFO ] [sig       ] [1664/2211] Completed RES in 0.3s | 3.73 sym/s | Total: 7.4m | ETA: 2.4m
[2025-09-29T01:33:01.647712] [INFO ] [sig       ] [1665/2211] Forecasting REVG...
[2025-09-29T01:33:01.647818] [INFO ] [sig       ] Generating forecast for: REVG
[2025-09-29T01:33:01.647930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-09-29T01:33:01.658962] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'REVG'.
[2025-09-29T01:33:01.659338] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-09-29T01:33:01.686439] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:01.687357] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-09-29T01:33:01.687454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:01.687551] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:01.687669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:01.687813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:01.706712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:01.707407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:01.707540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:01.707635] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:01.743998] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:01.744173] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:01.744223] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:01.744261] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:01.748819] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: DOWN (p=23.79%)
[2025-09-29T01:33:01.749206] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-09-29T01:33:01.749426] [INFO ] [sig       ] REVG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:01.912257] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/REVG.txt
[2025-09-29T01:33:01.912555] [INFO ] [sig       ] [1665/2211] Completed REVG in 0.3s | 3.73 sym/s | Total: 7.4m | ETA: 2.4m
[2025-09-29T01:33:01.912666] [INFO ] [sig       ] [1666/2211] Forecasting REX...
[2025-09-29T01:33:01.912775] [INFO ] [sig       ] Generating forecast for: REX
[2025-09-29T01:33:01.912863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-09-29T01:33:01.923253] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'REX'.
[2025-09-29T01:33:01.923619] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-09-29T01:33:01.951248] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:01.952135] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-09-29T01:33:01.952222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:01.952309] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:01.952393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:01.952541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:01.972861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:01.973538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:01.973687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:01.973767] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:02.007547] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:02.007733] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:02.007801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:02.007842] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:02.012168] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: DOWN (p=12.01%)
[2025-09-29T01:33:02.012545] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-09-29T01:33:02.012753] [INFO ] [sig       ] REX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:02.176928] [INFO ] [LOCAL     ] Saved forecast: REX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/REX.txt
[2025-09-29T01:33:02.177290] [INFO ] [sig       ] [1666/2211] Completed REX in 0.3s | 3.73 sym/s | Total: 7.5m | ETA: 2.4m
[2025-09-29T01:33:02.177446] [INFO ] [sig       ] [1667/2211] Forecasting REXR...
[2025-09-29T01:33:02.177523] [INFO ] [sig       ] Generating forecast for: REXR
[2025-09-29T01:33:02.177612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REXR' from 'https://tdm.silogroup.org/data/derivative_storage/REXR.csv'.
[2025-09-29T01:33:02.189238] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'REXR'.
[2025-09-29T01:33:02.189624] [INFO ] [FORECASTER] Starting predict_future for REXR
[2025-09-29T01:33:02.218593] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:02.219508] [DEBUG] [LOCAL     ] No optimal features file found for REXR: ./output/feature-sets/REXR.txt
[2025-09-29T01:33:02.219603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:02.219712] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:02.219784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:02.219888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:02.239869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:02.240607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:02.240745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:02.240817] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:02.272252] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:02.272429] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:02.272497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:02.272556] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:02.276662] [DEBUG] [FORECASTER] REXR: Forecast T+1@11:T+2@11: UP (p=95.09%)
[2025-09-29T01:33:02.277016] [INFO ] [FORECASTER] Completed predict_future for REXR
[2025-09-29T01:33:02.277173] [INFO ] [sig       ] REXR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:02.436405] [INFO ] [LOCAL     ] Saved forecast: REXR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/REXR.txt
[2025-09-29T01:33:02.436739] [INFO ] [sig       ] [1667/2211] Completed REXR in 0.3s | 3.73 sym/s | Total: 7.5m | ETA: 2.4m
[2025-09-29T01:33:02.436844] [INFO ] [sig       ] [1668/2211] Forecasting REZI...
[2025-09-29T01:33:02.436937] [INFO ] [sig       ] Generating forecast for: REZI
[2025-09-29T01:33:02.437029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-09-29T01:33:02.447611] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'REZI'.
[2025-09-29T01:33:02.448004] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-09-29T01:33:02.475465] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:02.476315] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-09-29T01:33:02.476397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:02.476471] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:02.476540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:02.476663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:02.495676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:02.496407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:02.496524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:02.496599] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:02.525246] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:02.525425] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:02.525475] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:02.525512] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:02.529198] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: UP (p=98.93%)
[2025-09-29T01:33:02.529500] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-09-29T01:33:02.529678] [INFO ] [sig       ] REZI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:02.682955] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/REZI.txt
[2025-09-29T01:33:02.683290] [INFO ] [sig       ] [1668/2211] Completed REZI in 0.2s | 3.73 sym/s | Total: 7.5m | ETA: 2.4m
[2025-09-29T01:33:02.683376] [INFO ] [sig       ] [1669/2211] Forecasting RF...
[2025-09-29T01:33:02.683459] [INFO ] [sig       ] Generating forecast for: RF
[2025-09-29T01:33:02.683549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-09-29T01:33:02.696130] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RF'.
[2025-09-29T01:33:02.696580] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-09-29T01:33:02.733886] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:02.734852] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-09-29T01:33:02.734939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:02.735036] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:02.735134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:02.735280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:02.754481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:02.755478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:02.755635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:02.755748] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:02.787852] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:02.788024] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:02.788074] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:02.788114] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:02.792312] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=11.76%)
[2025-09-29T01:33:02.792681] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-09-29T01:33:02.792863] [INFO ] [sig       ] RF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:02.946328] [INFO ] [LOCAL     ] Saved forecast: RF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RF.txt
[2025-09-29T01:33:02.946639] [INFO ] [sig       ] [1669/2211] Completed RF in 0.3s | 3.73 sym/s | Total: 7.5m | ETA: 2.4m
[2025-09-29T01:33:02.946763] [INFO ] [sig       ] [1670/2211] Forecasting RFI...
[2025-09-29T01:33:02.946872] [INFO ] [sig       ] Generating forecast for: RFI
[2025-09-29T01:33:02.946968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-09-29T01:33:02.957724] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RFI'.
[2025-09-29T01:33:02.958147] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-09-29T01:33:02.985781] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:02.986801] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-09-29T01:33:02.986913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:02.987008] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:02.987100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:02.987237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:03.005579] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:03.006379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:03.006501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:03.006589] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:03.047118] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:03.047424] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:03.047501] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:03.047545] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:03.052681] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=32.50%)
[2025-09-29T01:33:03.053092] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-09-29T01:33:03.053296] [INFO ] [sig       ] RFI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:03.210383] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RFI.txt
[2025-09-29T01:33:03.210775] [INFO ] [sig       ] [1670/2211] Completed RFI in 0.3s | 3.73 sym/s | Total: 7.5m | ETA: 2.4m
[2025-09-29T01:33:03.210872] [INFO ] [sig       ] [1671/2211] Forecasting RFL...
[2025-09-29T01:33:03.210948] [INFO ] [sig       ] Generating forecast for: RFL
[2025-09-29T01:33:03.211033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-09-29T01:33:03.222532] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RFL'.
[2025-09-29T01:33:03.222939] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-09-29T01:33:03.250574] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:03.251503] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-09-29T01:33:03.251606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:03.251704] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:03.251775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:03.251896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:03.271327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:03.272026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:03.272163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:03.272237] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:03.309176] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:03.309341] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:03.309394] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:03.309429] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:03.312959] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=36.54%)
[2025-09-29T01:33:03.313256] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-09-29T01:33:03.313403] [INFO ] [sig       ] RFL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:03.465713] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RFL.txt
[2025-09-29T01:33:03.466013] [INFO ] [sig       ] [1671/2211] Completed RFL in 0.3s | 3.73 sym/s | Total: 7.5m | ETA: 2.4m
[2025-09-29T01:33:03.466095] [INFO ] [sig       ] [1672/2211] Forecasting RFM...
[2025-09-29T01:33:03.466168] [INFO ] [sig       ] Generating forecast for: RFM
[2025-09-29T01:33:03.466244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-09-29T01:33:03.476511] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RFM'.
[2025-09-29T01:33:03.476934] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-09-29T01:33:03.505701] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:03.506730] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-09-29T01:33:03.506812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:03.506994] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:03.507108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:03.507229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:03.527569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:03.528280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:03.528403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:03.528497] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:03.554161] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:03.554295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:03.554339] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:03.554374] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:03.557956] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: DOWN (p=33.84%)
[2025-09-29T01:33:03.558273] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-09-29T01:33:03.558428] [INFO ] [sig       ] RFM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:03.726129] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RFM.txt
[2025-09-29T01:33:03.726520] [INFO ] [sig       ] [1672/2211] Completed RFM in 0.3s | 3.73 sym/s | Total: 7.5m | ETA: 2.4m
[2025-09-29T01:33:03.726606] [INFO ] [sig       ] [1673/2211] Forecasting RFMZ...
[2025-09-29T01:33:03.726711] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-09-29T01:33:03.726788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-09-29T01:33:03.737713] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RFMZ'.
[2025-09-29T01:33:03.738105] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-09-29T01:33:03.764458] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:03.765332] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-09-29T01:33:03.765415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:03.765491] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:03.765563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:03.765691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:03.784388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:03.785126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:03.785260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:03.785354] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:03.820130] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:03.820291] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:03.820346] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:03.820384] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:03.824463] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: UP (p=94.30%)
[2025-09-29T01:33:03.824894] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-09-29T01:33:03.825072] [INFO ] [sig       ] RFMZ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:03.983033] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RFMZ.txt
[2025-09-29T01:33:03.983333] [INFO ] [sig       ] [1673/2211] Completed RFMZ in 0.3s | 3.73 sym/s | Total: 7.5m | ETA: 2.4m
[2025-09-29T01:33:03.983419] [INFO ] [sig       ] [1674/2211] Forecasting RGA...
[2025-09-29T01:33:03.983492] [INFO ] [sig       ] Generating forecast for: RGA
[2025-09-29T01:33:03.983567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-09-29T01:33:03.994406] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RGA'.
[2025-09-29T01:33:03.994794] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-09-29T01:33:04.022228] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:04.023174] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-09-29T01:33:04.023260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:04.023335] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:04.023411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:04.023523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:04.043357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:04.044163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:04.044283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:04.044375] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:04.083266] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:04.083407] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:04.083454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:04.083491] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:04.087278] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=60.93%)
[2025-09-29T01:33:04.087670] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-09-29T01:33:04.087853] [INFO ] [sig       ] RGA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:04.242018] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RGA.txt
[2025-09-29T01:33:04.242332] [INFO ] [sig       ] [1674/2211] Completed RGA in 0.3s | 3.73 sym/s | Total: 7.5m | ETA: 2.4m
[2025-09-29T01:33:04.242420] [INFO ] [sig       ] [1675/2211] Forecasting RGR...
[2025-09-29T01:33:04.242497] [INFO ] [sig       ] Generating forecast for: RGR
[2025-09-29T01:33:04.242578] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGR' from 'https://tdm.silogroup.org/data/derivative_storage/RGR.csv'.
[2025-09-29T01:33:04.253738] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RGR'.
[2025-09-29T01:33:04.254104] [INFO ] [FORECASTER] Starting predict_future for RGR
[2025-09-29T01:33:04.282484] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:04.283426] [DEBUG] [LOCAL     ] No optimal features file found for RGR: ./output/feature-sets/RGR.txt
[2025-09-29T01:33:04.283522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:04.283612] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:04.283721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:04.283840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:04.304392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:04.305216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:04.305339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:04.305423] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:04.346004] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:04.346204] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:04.346254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:04.346290] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:04.350287] [DEBUG] [FORECASTER] RGR: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2025-09-29T01:33:04.350597] [INFO ] [FORECASTER] Completed predict_future for RGR
[2025-09-29T01:33:04.350786] [INFO ] [sig       ] RGR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:04.510611] [INFO ] [LOCAL     ] Saved forecast: RGR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RGR.txt
[2025-09-29T01:33:04.510941] [INFO ] [sig       ] [1675/2211] Completed RGR in 0.3s | 3.73 sym/s | Total: 7.5m | ETA: 2.4m
[2025-09-29T01:33:04.511034] [INFO ] [sig       ] [1676/2211] Forecasting RGT...
[2025-09-29T01:33:04.511082] [INFO ] [sig       ] Generating forecast for: RGT
[2025-09-29T01:33:04.511124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGT' from 'https://tdm.silogroup.org/data/derivative_storage/RGT.csv'.
[2025-09-29T01:33:04.522695] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RGT'.
[2025-09-29T01:33:04.523151] [INFO ] [FORECASTER] Starting predict_future for RGT
[2025-09-29T01:33:04.550466] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:04.551289] [DEBUG] [LOCAL     ] No optimal features file found for RGT: ./output/feature-sets/RGT.txt
[2025-09-29T01:33:04.551373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:04.551448] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:04.551519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:04.551624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:04.570068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:04.570768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:04.570899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:04.570970] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:04.609556] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:04.609717] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:04.609786] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:04.609825] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:04.613450] [DEBUG] [FORECASTER] RGT: Forecast T+1@11:T+2@11: UP (p=75.38%)
[2025-09-29T01:33:04.613806] [INFO ] [FORECASTER] Completed predict_future for RGT
[2025-09-29T01:33:04.613976] [INFO ] [sig       ] RGT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:04.765736] [INFO ] [LOCAL     ] Saved forecast: RGT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RGT.txt
[2025-09-29T01:33:04.766048] [INFO ] [sig       ] [1676/2211] Completed RGT in 0.3s | 3.73 sym/s | Total: 7.5m | ETA: 2.4m
[2025-09-29T01:33:04.766169] [INFO ] [sig       ] [1677/2211] Forecasting RH...
[2025-09-29T01:33:04.766240] [INFO ] [sig       ] Generating forecast for: RH
[2025-09-29T01:33:04.766314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-09-29T01:33:04.777598] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RH'.
[2025-09-29T01:33:04.777977] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-09-29T01:33:04.807375] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:04.808415] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-09-29T01:33:04.808503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:04.808578] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:04.808678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:04.808785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:04.830279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:04.831184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:04.831304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:04.831379] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:04.878494] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:04.878732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:04.878872] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:04.878923] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:04.883089] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: DOWN (p=7.57%)
[2025-09-29T01:33:04.883402] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-09-29T01:33:04.883556] [INFO ] [sig       ] RH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:05.040426] [INFO ] [LOCAL     ] Saved forecast: RH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RH.txt
[2025-09-29T01:33:05.040753] [INFO ] [sig       ] [1677/2211] Completed RH in 0.3s | 3.73 sym/s | Total: 7.5m | ETA: 2.4m
[2025-09-29T01:33:05.040837] [INFO ] [sig       ] [1678/2211] Forecasting RHI...
[2025-09-29T01:33:05.040908] [INFO ] [sig       ] Generating forecast for: RHI
[2025-09-29T01:33:05.040980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-09-29T01:33:05.053589] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RHI'.
[2025-09-29T01:33:05.054058] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-09-29T01:33:05.080323] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:05.081207] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-09-29T01:33:05.081307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:05.081380] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:05.081450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:05.081552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:05.099752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:05.100562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:05.100700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:05.100775] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:05.139516] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:05.139738] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:05.139806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:05.139843] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:05.143433] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: DOWN (p=10.93%)
[2025-09-29T01:33:05.143785] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-09-29T01:33:05.143955] [INFO ] [sig       ] RHI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:05.307628] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RHI.txt
[2025-09-29T01:33:05.307953] [INFO ] [sig       ] [1678/2211] Completed RHI in 0.3s | 3.73 sym/s | Total: 7.5m | ETA: 2.4m
[2025-09-29T01:33:05.308036] [INFO ] [sig       ] [1679/2211] Forecasting RHP...
[2025-09-29T01:33:05.308107] [INFO ] [sig       ] Generating forecast for: RHP
[2025-09-29T01:33:05.308180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-09-29T01:33:05.318458] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RHP'.
[2025-09-29T01:33:05.318863] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-09-29T01:33:05.347354] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:05.348257] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-09-29T01:33:05.348341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:05.348417] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:05.348490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:05.348594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:05.368638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:05.369325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:05.369441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:05.369519] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:05.410114] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:05.410316] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:05.410374] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:05.410411] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:05.414388] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: UP (p=88.57%)
[2025-09-29T01:33:05.414804] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-09-29T01:33:05.414982] [INFO ] [sig       ] RHP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:05.585386] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RHP.txt
[2025-09-29T01:33:05.585714] [INFO ] [sig       ] [1679/2211] Completed RHP in 0.3s | 3.73 sym/s | Total: 7.5m | ETA: 2.4m
[2025-09-29T01:33:05.585800] [INFO ] [sig       ] [1680/2211] Forecasting RIG...
[2025-09-29T01:33:05.585949] [INFO ] [sig       ] Generating forecast for: RIG
[2025-09-29T01:33:05.586066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-09-29T01:33:05.597280] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RIG'.
[2025-09-29T01:33:05.597770] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-09-29T01:33:05.624763] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:05.625711] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-09-29T01:33:05.625793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:05.625867] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:05.625937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:05.626040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:05.645061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:05.645910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:05.646026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:05.646097] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:05.684989] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:05.685187] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:05.685236] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:05.685272] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:05.689224] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=65.38%)
[2025-09-29T01:33:05.689539] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-09-29T01:33:05.689727] [INFO ] [sig       ] RIG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:05.845324] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RIG.txt
[2025-09-29T01:33:05.845683] [INFO ] [sig       ] [1680/2211] Completed RIG in 0.3s | 3.73 sym/s | Total: 7.5m | ETA: 2.4m
[2025-09-29T01:33:05.845770] [INFO ] [sig       ] [1681/2211] Forecasting RIO...
[2025-09-29T01:33:05.845843] [INFO ] [sig       ] Generating forecast for: RIO
[2025-09-29T01:33:05.845919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-09-29T01:33:05.857176] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RIO'.
[2025-09-29T01:33:05.857611] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-09-29T01:33:05.884026] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:05.884932] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-09-29T01:33:05.885016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:05.885124] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:05.885212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:05.885329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:05.904188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:05.904967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:05.905083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:05.905166] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:05.946089] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:05.946260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:05.946308] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:05.946344] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:05.950239] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: DOWN (p=43.84%)
[2025-09-29T01:33:05.950548] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-09-29T01:33:05.950759] [INFO ] [sig       ] RIO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:06.106120] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RIO.txt
[2025-09-29T01:33:06.106507] [INFO ] [sig       ] [1681/2211] Completed RIO in 0.3s | 3.73 sym/s | Total: 7.5m | ETA: 2.4m
[2025-09-29T01:33:06.106636] [INFO ] [sig       ] [1682/2211] Forecasting RITM...
[2025-09-29T01:33:06.106740] [INFO ] [sig       ] Generating forecast for: RITM
[2025-09-29T01:33:06.106872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-09-29T01:33:06.119099] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RITM'.
[2025-09-29T01:33:06.119560] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-09-29T01:33:06.147523] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:06.148461] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-09-29T01:33:06.148545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:06.148618] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:06.148722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:06.148911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:06.167217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:06.168039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:06.168186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:06.168262] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:06.205223] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:06.205420] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:06.205493] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:06.205536] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:06.209427] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: DOWN (p=21.06%)
[2025-09-29T01:33:06.209776] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-09-29T01:33:06.209940] [INFO ] [sig       ] RITM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:06.360798] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RITM.txt
[2025-09-29T01:33:06.361114] [INFO ] [sig       ] [1682/2211] Completed RITM in 0.3s | 3.73 sym/s | Total: 7.5m | ETA: 2.4m
[2025-09-29T01:33:06.361198] [INFO ] [sig       ] [1683/2211] Forecasting RIV...
[2025-09-29T01:33:06.361282] [INFO ] [sig       ] Generating forecast for: RIV
[2025-09-29T01:33:06.361369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIV' from 'https://tdm.silogroup.org/data/derivative_storage/RIV.csv'.
[2025-09-29T01:33:06.372779] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RIV'.
[2025-09-29T01:33:06.373187] [INFO ] [FORECASTER] Starting predict_future for RIV
[2025-09-29T01:33:06.399374] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:06.400276] [DEBUG] [LOCAL     ] No optimal features file found for RIV: ./output/feature-sets/RIV.txt
[2025-09-29T01:33:06.400361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:06.400436] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:06.400505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:06.400607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:06.419351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:06.420234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:06.420356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:06.420451] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:06.455471] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:06.455697] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:06.455774] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:06.455815] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:06.459962] [DEBUG] [FORECASTER] RIV: Forecast T+1@11:T+2@11: UP (p=97.96%)
[2025-09-29T01:33:06.460375] [INFO ] [FORECASTER] Completed predict_future for RIV
[2025-09-29T01:33:06.460545] [INFO ] [sig       ] RIV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:06.617813] [INFO ] [LOCAL     ] Saved forecast: RIV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RIV.txt
[2025-09-29T01:33:06.618120] [INFO ] [sig       ] [1683/2211] Completed RIV in 0.3s | 3.73 sym/s | Total: 7.5m | ETA: 2.4m
[2025-09-29T01:33:06.618211] [INFO ] [sig       ] [1684/2211] Forecasting RJF...
[2025-09-29T01:33:06.618290] [INFO ] [sig       ] Generating forecast for: RJF
[2025-09-29T01:33:06.618368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RJF' from 'https://tdm.silogroup.org/data/derivative_storage/RJF.csv'.
[2025-09-29T01:33:06.629780] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RJF'.
[2025-09-29T01:33:06.630247] [INFO ] [FORECASTER] Starting predict_future for RJF
[2025-09-29T01:33:06.657104] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:06.658000] [DEBUG] [LOCAL     ] No optimal features file found for RJF: ./output/feature-sets/RJF.txt
[2025-09-29T01:33:06.658100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:06.658197] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:06.658293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:06.658436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:06.677464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:06.678200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:06.678331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:06.678430] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:06.718049] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:06.718214] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:06.718264] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:06.718305] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:06.722827] [DEBUG] [FORECASTER] RJF: Forecast T+1@11:T+2@11: UP (p=79.61%)
[2025-09-29T01:33:06.723296] [INFO ] [FORECASTER] Completed predict_future for RJF
[2025-09-29T01:33:06.723479] [INFO ] [sig       ] RJF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:06.876033] [INFO ] [LOCAL     ] Saved forecast: RJF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RJF.txt
[2025-09-29T01:33:06.876367] [INFO ] [sig       ] [1684/2211] Completed RJF in 0.3s | 3.73 sym/s | Total: 7.5m | ETA: 2.4m
[2025-09-29T01:33:06.876473] [INFO ] [sig       ] [1685/2211] Forecasting RKT...
[2025-09-29T01:33:06.876565] [INFO ] [sig       ] Generating forecast for: RKT
[2025-09-29T01:33:06.876683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKT' from 'https://tdm.silogroup.org/data/derivative_storage/RKT.csv'.
[2025-09-29T01:33:06.887842] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RKT'.
[2025-09-29T01:33:06.888251] [INFO ] [FORECASTER] Starting predict_future for RKT
[2025-09-29T01:33:06.915592] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:06.916557] [DEBUG] [LOCAL     ] No optimal features file found for RKT: ./output/feature-sets/RKT.txt
[2025-09-29T01:33:06.916679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:06.916851] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:06.916942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:06.917081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:06.936475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:06.937532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:06.937674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:06.937747] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:06.973822] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:06.974027] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:06.974081] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:06.974117] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:06.978164] [DEBUG] [FORECASTER] RKT: Forecast T+1@11:T+2@11: UP (p=93.20%)
[2025-09-29T01:33:06.978542] [INFO ] [FORECASTER] Completed predict_future for RKT
[2025-09-29T01:33:06.978752] [INFO ] [sig       ] RKT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:07.164247] [INFO ] [LOCAL     ] Saved forecast: RKT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RKT.txt
[2025-09-29T01:33:07.164681] [INFO ] [sig       ] [1685/2211] Completed RKT in 0.3s | 3.73 sym/s | Total: 7.5m | ETA: 2.4m
[2025-09-29T01:33:07.164780] [INFO ] [sig       ] [1686/2211] Forecasting RL...
[2025-09-29T01:33:07.164874] [INFO ] [sig       ] Generating forecast for: RL
[2025-09-29T01:33:07.164975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-09-29T01:33:07.176664] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'RL'.
[2025-09-29T01:33:07.177207] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-09-29T01:33:07.209418] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:07.210600] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-09-29T01:33:07.210728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:07.210830] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:07.211159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:07.211241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:07.242014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:07.243175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:07.243320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:07.243405] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:07.286101] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:07.286364] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:07.286432] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:07.286476] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:07.291367] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-09-29T01:33:07.291879] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-09-29T01:33:07.292066] [INFO ] [sig       ] RL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:07.513755] [INFO ] [LOCAL     ] Saved forecast: RL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RL.txt
[2025-09-29T01:33:07.514156] [INFO ] [sig       ] [1686/2211] Completed RL in 0.3s | 3.73 sym/s | Total: 7.5m | ETA: 2.3m
[2025-09-29T01:33:07.514273] [INFO ] [sig       ] [1687/2211] Forecasting RLI...
[2025-09-29T01:33:07.514364] [INFO ] [sig       ] Generating forecast for: RLI
[2025-09-29T01:33:07.514442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-09-29T01:33:07.532047] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RLI'.
[2025-09-29T01:33:07.532562] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-09-29T01:33:07.579446] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:07.582787] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-09-29T01:33:07.584475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:07.584610] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:07.584760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:07.584914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:07.615903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:07.617431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:07.617599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:07.617716] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:07.667199] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:07.667431] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:07.667519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:07.667575] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:07.672453] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: UP (p=82.06%)
[2025-09-29T01:33:07.672896] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-09-29T01:33:07.673125] [INFO ] [sig       ] RLI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:07.912291] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RLI.txt
[2025-09-29T01:33:07.912830] [INFO ] [sig       ] [1687/2211] Completed RLI in 0.4s | 3.72 sym/s | Total: 7.5m | ETA: 2.3m
[2025-09-29T01:33:07.912975] [INFO ] [sig       ] [1688/2211] Forecasting RLJ...
[2025-09-29T01:33:07.913071] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-09-29T01:33:07.913178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-09-29T01:33:07.928276] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RLJ'.
[2025-09-29T01:33:07.928937] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-09-29T01:33:07.975431] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:07.976806] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-09-29T01:33:07.976946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:07.977045] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:07.977140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:07.977287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:08.005746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:08.006816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:08.007020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:08.007110] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:08.036717] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:08.036946] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:08.037013] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:08.037051] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:08.046719] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=27.95%)
[2025-09-29T01:33:08.047202] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-09-29T01:33:08.047510] [INFO ] [sig       ] RLJ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:08.213403] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RLJ.txt
[2025-09-29T01:33:08.213803] [INFO ] [sig       ] [1688/2211] Completed RLJ in 0.3s | 3.72 sym/s | Total: 7.6m | ETA: 2.3m
[2025-09-29T01:33:08.213898] [INFO ] [sig       ] [1689/2211] Forecasting RLTY...
[2025-09-29T01:33:08.213994] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-09-29T01:33:08.214088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-09-29T01:33:08.227082] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RLTY'.
[2025-09-29T01:33:08.227613] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-09-29T01:33:08.259908] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:08.260901] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-09-29T01:33:08.260992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:08.261078] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:08.261142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:08.261253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:08.281605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:08.282739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:08.282884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:08.282978] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:08.319074] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:08.319288] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:08.319341] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:08.319381] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:08.324316] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: DOWN (p=15.96%)
[2025-09-29T01:33:08.324681] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-09-29T01:33:08.324945] [INFO ] [sig       ] RLTY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:08.484776] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RLTY.txt
[2025-09-29T01:33:08.485896] [INFO ] [sig       ] [1689/2211] Completed RLTY in 0.3s | 3.72 sym/s | Total: 7.6m | ETA: 2.3m
[2025-09-29T01:33:08.486007] [INFO ] [sig       ] [1690/2211] Forecasting RLX...
[2025-09-29T01:33:08.486096] [INFO ] [sig       ] Generating forecast for: RLX
[2025-09-29T01:33:08.486176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-09-29T01:33:08.497602] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RLX'.
[2025-09-29T01:33:08.498063] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-09-29T01:33:08.524841] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:08.525631] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-09-29T01:33:08.525765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:08.525841] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:08.525912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:08.526019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:08.544131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:08.544800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:08.544954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:08.545028] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:08.578747] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:08.578876] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:08.578923] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:08.578960] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:08.583121] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: UP (p=90.40%)
[2025-09-29T01:33:08.583530] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-09-29T01:33:08.583730] [INFO ] [sig       ] RLX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:08.751271] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RLX.txt
[2025-09-29T01:33:08.751584] [INFO ] [sig       ] [1690/2211] Completed RLX in 0.3s | 3.72 sym/s | Total: 7.6m | ETA: 2.3m
[2025-09-29T01:33:08.751688] [INFO ] [sig       ] [1691/2211] Forecasting RM...
[2025-09-29T01:33:08.751765] [INFO ] [sig       ] Generating forecast for: RM
[2025-09-29T01:33:08.751835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-09-29T01:33:08.762528] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RM'.
[2025-09-29T01:33:08.762995] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-09-29T01:33:08.790769] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:08.791731] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-09-29T01:33:08.791830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:08.791925] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:08.792014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:08.792174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:08.810603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:08.811306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:08.811436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:08.811575] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:08.845187] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:08.845380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:08.845432] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:08.845472] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:08.849945] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-09-29T01:33:08.850294] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-09-29T01:33:08.850455] [INFO ] [sig       ] RM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:09.006306] [INFO ] [LOCAL     ] Saved forecast: RM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RM.txt
[2025-09-29T01:33:09.006683] [INFO ] [sig       ] [1691/2211] Completed RM in 0.3s | 3.72 sym/s | Total: 7.6m | ETA: 2.3m
[2025-09-29T01:33:09.006786] [INFO ] [sig       ] [1692/2211] Forecasting RMAX...
[2025-09-29T01:33:09.006909] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-09-29T01:33:09.007000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-09-29T01:33:09.017536] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RMAX'.
[2025-09-29T01:33:09.017972] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-09-29T01:33:09.044819] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:09.045628] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-09-29T01:33:09.045730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:09.045819] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:09.045888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:09.045991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:09.065027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:09.065770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:09.065883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:09.065955] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:09.100489] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:09.100728] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:09.100800] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:09.100842] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:09.105412] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: DOWN (p=26.80%)
[2025-09-29T01:33:09.105854] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-09-29T01:33:09.106037] [INFO ] [sig       ] RMAX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:09.260497] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RMAX.txt
[2025-09-29T01:33:09.260831] [INFO ] [sig       ] [1692/2211] Completed RMAX in 0.3s | 3.72 sym/s | Total: 7.6m | ETA: 2.3m
[2025-09-29T01:33:09.260924] [INFO ] [sig       ] [1693/2211] Forecasting RMD...
[2025-09-29T01:33:09.260997] [INFO ] [sig       ] Generating forecast for: RMD
[2025-09-29T01:33:09.261072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-09-29T01:33:09.272440] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RMD'.
[2025-09-29T01:33:09.273025] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-09-29T01:33:09.299534] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:09.300475] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-09-29T01:33:09.300565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:09.300688] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:09.300789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:09.300951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:09.319476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:09.320337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:09.320471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:09.320572] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:09.360690] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:09.360902] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:09.361020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:09.361063] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:09.366032] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=95.18%)
[2025-09-29T01:33:09.366529] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-09-29T01:33:09.366756] [INFO ] [sig       ] RMD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:09.531300] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RMD.txt
[2025-09-29T01:33:09.531686] [INFO ] [sig       ] [1693/2211] Completed RMD in 0.3s | 3.72 sym/s | Total: 7.6m | ETA: 2.3m
[2025-09-29T01:33:09.531780] [INFO ] [sig       ] [1694/2211] Forecasting RMI...
[2025-09-29T01:33:09.531857] [INFO ] [sig       ] Generating forecast for: RMI
[2025-09-29T01:33:09.532004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-09-29T01:33:09.542908] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RMI'.
[2025-09-29T01:33:09.543347] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-09-29T01:33:09.571142] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:09.572039] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-09-29T01:33:09.572126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:09.572201] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:09.572270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:09.572431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:09.592005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:09.592834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:09.592954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:09.593024] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:09.626280] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:09.626432] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:09.626486] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:09.626525] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:09.630356] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: DOWN (p=1.37%)
[2025-09-29T01:33:09.630687] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-09-29T01:33:09.630889] [INFO ] [sig       ] RMI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:09.789505] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RMI.txt
[2025-09-29T01:33:09.789826] [INFO ] [sig       ] [1694/2211] Completed RMI in 0.3s | 3.72 sym/s | Total: 7.6m | ETA: 2.3m
[2025-09-29T01:33:09.789910] [INFO ] [sig       ] [1695/2211] Forecasting RMM...
[2025-09-29T01:33:09.789982] [INFO ] [sig       ] Generating forecast for: RMM
[2025-09-29T01:33:09.790045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-09-29T01:33:09.802671] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RMM'.
[2025-09-29T01:33:09.803099] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-09-29T01:33:09.831033] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:09.832116] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-09-29T01:33:09.832199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:09.832275] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:09.832347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:09.832449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:09.852167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:09.852887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:09.853006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:09.853080] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:09.891709] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:09.891868] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:09.891917] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:09.891954] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:09.895726] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=71.18%)
[2025-09-29T01:33:09.896051] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-09-29T01:33:09.896211] [INFO ] [sig       ] RMM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:10.053202] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RMM.txt
[2025-09-29T01:33:10.053522] [INFO ] [sig       ] [1695/2211] Completed RMM in 0.3s | 3.72 sym/s | Total: 7.6m | ETA: 2.3m
[2025-09-29T01:33:10.053608] [INFO ] [sig       ] [1696/2211] Forecasting RMMZ...
[2025-09-29T01:33:10.053706] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-09-29T01:33:10.053782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-09-29T01:33:10.065285] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RMMZ'.
[2025-09-29T01:33:10.065756] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-09-29T01:33:10.102403] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:10.103369] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-09-29T01:33:10.103455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:10.103532] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:10.103604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:10.103731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:10.123998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:10.124848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:10.124974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:10.125047] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:10.164437] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:10.164604] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:10.164680] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:10.164746] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:10.168762] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=96.75%)
[2025-09-29T01:33:10.169104] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-09-29T01:33:10.169267] [INFO ] [sig       ] RMMZ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:10.325283] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RMMZ.txt
[2025-09-29T01:33:10.325602] [INFO ] [sig       ] [1696/2211] Completed RMMZ in 0.3s | 3.72 sym/s | Total: 7.6m | ETA: 2.3m
[2025-09-29T01:33:10.325707] [INFO ] [sig       ] [1697/2211] Forecasting RMT...
[2025-09-29T01:33:10.325779] [INFO ] [sig       ] Generating forecast for: RMT
[2025-09-29T01:33:10.325851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMT' from 'https://tdm.silogroup.org/data/derivative_storage/RMT.csv'.
[2025-09-29T01:33:10.336523] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RMT'.
[2025-09-29T01:33:10.336912] [INFO ] [FORECASTER] Starting predict_future for RMT
[2025-09-29T01:33:10.363560] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:10.364448] [DEBUG] [LOCAL     ] No optimal features file found for RMT: ./output/feature-sets/RMT.txt
[2025-09-29T01:33:10.364532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:10.364636] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:10.364733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:10.364897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:10.383514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:10.384223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:10.384340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:10.384410] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:10.422188] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:10.422326] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:10.422372] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:10.422407] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:10.425794] [DEBUG] [FORECASTER] RMT: Forecast T+1@11:T+2@11: UP (p=68.41%)
[2025-09-29T01:33:10.426125] [INFO ] [FORECASTER] Completed predict_future for RMT
[2025-09-29T01:33:10.426284] [INFO ] [sig       ] RMT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:10.575462] [INFO ] [LOCAL     ] Saved forecast: RMT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RMT.txt
[2025-09-29T01:33:10.575753] [INFO ] [sig       ] [1697/2211] Completed RMT in 0.2s | 3.73 sym/s | Total: 7.6m | ETA: 2.3m
[2025-09-29T01:33:10.575838] [INFO ] [sig       ] [1698/2211] Forecasting RNG...
[2025-09-29T01:33:10.575908] [INFO ] [sig       ] Generating forecast for: RNG
[2025-09-29T01:33:10.575981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-09-29T01:33:10.586587] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RNG'.
[2025-09-29T01:33:10.586987] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-09-29T01:33:10.614506] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:10.615321] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-09-29T01:33:10.615402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:10.615478] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:10.615549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:10.615682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:10.634005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:10.634607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:10.634741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:10.634812] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:10.679241] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:10.679357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:10.679401] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:10.679435] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:10.682952] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: UP (p=52.07%)
[2025-09-29T01:33:10.683248] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-09-29T01:33:10.683401] [INFO ] [sig       ] RNG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:10.852628] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RNG.txt
[2025-09-29T01:33:10.852982] [INFO ] [sig       ] [1698/2211] Completed RNG in 0.3s | 3.72 sym/s | Total: 7.6m | ETA: 2.3m
[2025-09-29T01:33:10.853083] [INFO ] [sig       ] [1699/2211] Forecasting RNGR...
[2025-09-29T01:33:10.853157] [INFO ] [sig       ] Generating forecast for: RNGR
[2025-09-29T01:33:10.853265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNGR' from 'https://tdm.silogroup.org/data/derivative_storage/RNGR.csv'.
[2025-09-29T01:33:10.864954] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RNGR'.
[2025-09-29T01:33:10.865308] [INFO ] [FORECASTER] Starting predict_future for RNGR
[2025-09-29T01:33:10.892780] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:10.893666] [DEBUG] [LOCAL     ] No optimal features file found for RNGR: ./output/feature-sets/RNGR.txt
[2025-09-29T01:33:10.893765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:10.893875] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:10.893965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:10.894116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:10.913255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:10.914077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:10.914255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:10.914362] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:10.959708] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:10.959839] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:10.959886] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:10.959924] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:10.963829] [DEBUG] [FORECASTER] RNGR: Forecast T+1@11:T+2@11: DOWN (p=10.28%)
[2025-09-29T01:33:10.964146] [INFO ] [FORECASTER] Completed predict_future for RNGR
[2025-09-29T01:33:10.964305] [INFO ] [sig       ] RNGR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:11.120674] [INFO ] [LOCAL     ] Saved forecast: RNGR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RNGR.txt
[2025-09-29T01:33:11.121028] [INFO ] [sig       ] [1699/2211] Completed RNGR in 0.3s | 3.72 sym/s | Total: 7.6m | ETA: 2.3m
[2025-09-29T01:33:11.121127] [INFO ] [sig       ] [1700/2211] Forecasting RNP...
[2025-09-29T01:33:11.121230] [INFO ] [sig       ] Generating forecast for: RNP
[2025-09-29T01:33:11.121334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-09-29T01:33:11.135766] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RNP'.
[2025-09-29T01:33:11.136343] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-09-29T01:33:11.164798] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:11.165701] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-09-29T01:33:11.165785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:11.165860] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:11.165930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:11.166036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:11.185679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:11.186434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:11.186552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:11.186625] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:11.227965] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:11.228140] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:11.228188] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:11.228222] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:11.231911] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=53.28%)
[2025-09-29T01:33:11.232215] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-09-29T01:33:11.232376] [INFO ] [sig       ] RNP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:11.388067] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RNP.txt
[2025-09-29T01:33:11.388403] [INFO ] [sig       ] [1700/2211] Completed RNP in 0.3s | 3.73 sym/s | Total: 7.6m | ETA: 2.3m
[2025-09-29T01:33:11.388536] [INFO ] [sig       ] [1701/2211] Forecasting RNR...
[2025-09-29T01:33:11.388611] [INFO ] [sig       ] Generating forecast for: RNR
[2025-09-29T01:33:11.388708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNR' from 'https://tdm.silogroup.org/data/derivative_storage/RNR.csv'.
[2025-09-29T01:33:11.399782] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RNR'.
[2025-09-29T01:33:11.400296] [INFO ] [FORECASTER] Starting predict_future for RNR
[2025-09-29T01:33:11.426587] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:11.427455] [DEBUG] [LOCAL     ] No optimal features file found for RNR: ./output/feature-sets/RNR.txt
[2025-09-29T01:33:11.427536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:11.427609] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:11.427715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:11.427820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:11.445622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:11.446238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:11.446348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:11.446419] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:11.491134] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:11.491271] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:11.491317] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:11.491356] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:11.495474] [DEBUG] [FORECASTER] RNR: Forecast T+1@11:T+2@11: DOWN (p=5.15%)
[2025-09-29T01:33:11.495848] [INFO ] [FORECASTER] Completed predict_future for RNR
[2025-09-29T01:33:11.496029] [INFO ] [sig       ] RNR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:11.646388] [INFO ] [LOCAL     ] Saved forecast: RNR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RNR.txt
[2025-09-29T01:33:11.646669] [INFO ] [sig       ] [1701/2211] Completed RNR in 0.3s | 3.73 sym/s | Total: 7.6m | ETA: 2.3m
[2025-09-29T01:33:11.646756] [INFO ] [sig       ] [1702/2211] Forecasting RNST...
[2025-09-29T01:33:11.646840] [INFO ] [sig       ] Generating forecast for: RNST
[2025-09-29T01:33:11.646928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNST' from 'https://tdm.silogroup.org/data/derivative_storage/RNST.csv'.
[2025-09-29T01:33:11.657609] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RNST'.
[2025-09-29T01:33:11.657970] [INFO ] [FORECASTER] Starting predict_future for RNST
[2025-09-29T01:33:11.685040] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:11.685937] [DEBUG] [LOCAL     ] No optimal features file found for RNST: ./output/feature-sets/RNST.txt
[2025-09-29T01:33:11.686024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:11.686123] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:11.686226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:11.686385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:11.704694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:11.705382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:11.705511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:11.705619] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:11.753637] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:11.753795] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:11.753844] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:11.753883] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:11.758118] [DEBUG] [FORECASTER] RNST: Forecast T+1@11:T+2@11: DOWN (p=20.43%)
[2025-09-29T01:33:11.758574] [INFO ] [FORECASTER] Completed predict_future for RNST
[2025-09-29T01:33:11.758820] [INFO ] [sig       ] RNST: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:11.909914] [INFO ] [LOCAL     ] Saved forecast: RNST	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RNST.txt
[2025-09-29T01:33:11.910171] [INFO ] [sig       ] [1702/2211] Completed RNST in 0.3s | 3.73 sym/s | Total: 7.6m | ETA: 2.3m
[2025-09-29T01:33:11.910252] [INFO ] [sig       ] [1703/2211] Forecasting ROG...
[2025-09-29T01:33:11.910327] [INFO ] [sig       ] Generating forecast for: ROG
[2025-09-29T01:33:11.910400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROG' from 'https://tdm.silogroup.org/data/derivative_storage/ROG.csv'.
[2025-09-29T01:33:11.922069] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ROG'.
[2025-09-29T01:33:11.922494] [INFO ] [FORECASTER] Starting predict_future for ROG
[2025-09-29T01:33:11.949483] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:11.950428] [DEBUG] [LOCAL     ] No optimal features file found for ROG: ./output/feature-sets/ROG.txt
[2025-09-29T01:33:11.950510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:11.950585] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:11.950781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:11.950886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:11.969010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:11.969911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:11.970029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:11.970115] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:12.012249] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:12.012453] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:12.012502] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:12.012538] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:12.016407] [DEBUG] [FORECASTER] ROG: Forecast T+1@11:T+2@11: DOWN (p=32.54%)
[2025-09-29T01:33:12.016868] [INFO ] [FORECASTER] Completed predict_future for ROG
[2025-09-29T01:33:12.017055] [INFO ] [sig       ] ROG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:12.169174] [INFO ] [LOCAL     ] Saved forecast: ROG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ROG.txt
[2025-09-29T01:33:12.169519] [INFO ] [sig       ] [1703/2211] Completed ROG in 0.3s | 3.73 sym/s | Total: 7.6m | ETA: 2.3m
[2025-09-29T01:33:12.169609] [INFO ] [sig       ] [1704/2211] Forecasting ROK...
[2025-09-29T01:33:12.169715] [INFO ] [sig       ] Generating forecast for: ROK
[2025-09-29T01:33:12.169791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROK' from 'https://tdm.silogroup.org/data/derivative_storage/ROK.csv'.
[2025-09-29T01:33:12.184179] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ROK'.
[2025-09-29T01:33:12.184970] [INFO ] [FORECASTER] Starting predict_future for ROK
[2025-09-29T01:33:12.219015] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:12.220241] [DEBUG] [LOCAL     ] No optimal features file found for ROK: ./output/feature-sets/ROK.txt
[2025-09-29T01:33:12.220341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:12.220434] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:12.220519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:12.220685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:12.245905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:12.247021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:12.247169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:12.247258] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:12.297435] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:12.297708] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:12.297802] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:12.297861] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:12.303189] [DEBUG] [FORECASTER] ROK: Forecast T+1@11:T+2@11: DOWN (p=32.34%)
[2025-09-29T01:33:12.303683] [INFO ] [FORECASTER] Completed predict_future for ROK
[2025-09-29T01:33:12.303916] [INFO ] [sig       ] ROK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:12.493884] [INFO ] [LOCAL     ] Saved forecast: ROK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ROK.txt
[2025-09-29T01:33:12.494156] [INFO ] [sig       ] [1704/2211] Completed ROK in 0.3s | 3.72 sym/s | Total: 7.6m | ETA: 2.3m
[2025-09-29T01:33:12.494237] [INFO ] [sig       ] [1705/2211] Forecasting ROL...
[2025-09-29T01:33:12.494309] [INFO ] [sig       ] Generating forecast for: ROL
[2025-09-29T01:33:12.494382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROL' from 'https://tdm.silogroup.org/data/derivative_storage/ROL.csv'.
[2025-09-29T01:33:12.505705] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ROL'.
[2025-09-29T01:33:12.506034] [INFO ] [FORECASTER] Starting predict_future for ROL
[2025-09-29T01:33:12.532532] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:12.533337] [DEBUG] [LOCAL     ] No optimal features file found for ROL: ./output/feature-sets/ROL.txt
[2025-09-29T01:33:12.533419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:12.533495] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:12.533567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:12.533693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:12.562477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:12.563945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:12.564109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:12.564187] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:12.604840] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:12.604971] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:12.605016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:12.605052] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:12.608562] [DEBUG] [FORECASTER] ROL: Forecast T+1@11:T+2@11: UP (p=75.79%)
[2025-09-29T01:33:12.608894] [INFO ] [FORECASTER] Completed predict_future for ROL
[2025-09-29T01:33:12.609070] [INFO ] [sig       ] ROL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:12.759736] [INFO ] [LOCAL     ] Saved forecast: ROL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ROL.txt
[2025-09-29T01:33:12.760056] [INFO ] [sig       ] [1705/2211] Completed ROL in 0.3s | 3.72 sym/s | Total: 7.6m | ETA: 2.3m
[2025-09-29T01:33:12.760181] [INFO ] [sig       ] [1706/2211] Forecasting RPM...
[2025-09-29T01:33:12.760272] [INFO ] [sig       ] Generating forecast for: RPM
[2025-09-29T01:33:12.760362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPM' from 'https://tdm.silogroup.org/data/derivative_storage/RPM.csv'.
[2025-09-29T01:33:12.772422] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RPM'.
[2025-09-29T01:33:12.772920] [INFO ] [FORECASTER] Starting predict_future for RPM
[2025-09-29T01:33:12.801778] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:12.802867] [DEBUG] [LOCAL     ] No optimal features file found for RPM: ./output/feature-sets/RPM.txt
[2025-09-29T01:33:12.802950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:12.803229] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:12.803312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:12.803440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:12.822351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:12.823051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:12.823165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:12.823238] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:12.862912] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:12.863047] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:12.863092] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:12.863127] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:12.866566] [DEBUG] [FORECASTER] RPM: Forecast T+1@11:T+2@11: DOWN (p=1.36%)
[2025-09-29T01:33:12.866999] [INFO ] [FORECASTER] Completed predict_future for RPM
[2025-09-29T01:33:12.867165] [INFO ] [sig       ] RPM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:13.019953] [INFO ] [LOCAL     ] Saved forecast: RPM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RPM.txt
[2025-09-29T01:33:13.020201] [INFO ] [sig       ] [1706/2211] Completed RPM in 0.3s | 3.72 sym/s | Total: 7.6m | ETA: 2.3m
[2025-09-29T01:33:13.020281] [INFO ] [sig       ] [1707/2211] Forecasting RPT...
[2025-09-29T01:33:13.020351] [INFO ] [sig       ] Generating forecast for: RPT
[2025-09-29T01:33:13.020398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPT' from 'https://tdm.silogroup.org/data/derivative_storage/RPT.csv'.
[2025-09-29T01:33:13.031533] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RPT'.
[2025-09-29T01:33:13.032061] [INFO ] [FORECASTER] Starting predict_future for RPT
[2025-09-29T01:33:13.060830] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:13.061727] [DEBUG] [LOCAL     ] No optimal features file found for RPT: ./output/feature-sets/RPT.txt
[2025-09-29T01:33:13.061809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:13.061885] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:13.061954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:13.062057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:13.089783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:13.090790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:13.090930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:13.091059] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:13.129326] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:13.129556] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:13.129611] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:13.129689] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:13.134483] [DEBUG] [FORECASTER] RPT: Forecast T+1@11:T+2@11: UP (p=93.58%)
[2025-09-29T01:33:13.134985] [INFO ] [FORECASTER] Completed predict_future for RPT
[2025-09-29T01:33:13.135190] [INFO ] [sig       ] RPT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:13.291309] [INFO ] [LOCAL     ] Saved forecast: RPT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RPT.txt
[2025-09-29T01:33:13.291630] [INFO ] [sig       ] [1707/2211] Completed RPT in 0.3s | 3.72 sym/s | Total: 7.6m | ETA: 2.3m
[2025-09-29T01:33:13.291736] [INFO ] [sig       ] [1708/2211] Forecasting RQI...
[2025-09-29T01:33:13.291809] [INFO ] [sig       ] Generating forecast for: RQI
[2025-09-29T01:33:13.291883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-09-29T01:33:13.304035] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RQI'.
[2025-09-29T01:33:13.304402] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-09-29T01:33:13.330921] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:13.331828] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-09-29T01:33:13.331913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:13.331987] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:13.332057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:13.332164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:13.350135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:13.350848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:13.350963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:13.351034] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:13.394236] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:13.394436] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:13.394488] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:13.394523] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:13.398363] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: UP (p=50.24%)
[2025-09-29T01:33:13.398697] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-09-29T01:33:13.398912] [INFO ] [sig       ] RQI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:13.548046] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RQI.txt
[2025-09-29T01:33:13.548363] [INFO ] [sig       ] [1708/2211] Completed RQI in 0.3s | 3.72 sym/s | Total: 7.6m | ETA: 2.3m
[2025-09-29T01:33:13.548445] [INFO ] [sig       ] [1709/2211] Forecasting RRC...
[2025-09-29T01:33:13.548517] [INFO ] [sig       ] Generating forecast for: RRC
[2025-09-29T01:33:13.548589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-09-29T01:33:13.559824] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RRC'.
[2025-09-29T01:33:13.560354] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-09-29T01:33:13.590512] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:13.591491] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-09-29T01:33:13.591577] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:13.591677] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:13.591765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:13.591883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:13.612421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:13.613352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:13.613483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:13.613572] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:13.653257] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:13.653457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:13.653509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:13.653546] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:13.657815] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-09-29T01:33:13.658145] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-09-29T01:33:13.658339] [INFO ] [sig       ] RRC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:13.821200] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RRC.txt
[2025-09-29T01:33:13.821514] [INFO ] [sig       ] [1709/2211] Completed RRC in 0.3s | 3.72 sym/s | Total: 7.6m | ETA: 2.2m
[2025-09-29T01:33:13.821616] [INFO ] [sig       ] [1710/2211] Forecasting RRX...
[2025-09-29T01:33:13.821713] [INFO ] [sig       ] Generating forecast for: RRX
[2025-09-29T01:33:13.821788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-09-29T01:33:13.832360] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RRX'.
[2025-09-29T01:33:13.832791] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-09-29T01:33:13.860916] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:13.861878] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-09-29T01:33:13.861963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:13.862055] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:13.862141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:13.862278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:13.881463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:13.882269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:13.882436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:13.882514] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:13.916980] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:13.917160] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:13.917210] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:13.917246] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:13.921100] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: UP (p=89.48%)
[2025-09-29T01:33:13.921415] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-09-29T01:33:13.921570] [INFO ] [sig       ] RRX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:14.081030] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RRX.txt
[2025-09-29T01:33:14.081451] [INFO ] [sig       ] [1710/2211] Completed RRX in 0.3s | 3.72 sym/s | Total: 7.7m | ETA: 2.2m
[2025-09-29T01:33:14.081539] [INFO ] [sig       ] [1711/2211] Forecasting RS...
[2025-09-29T01:33:14.081628] [INFO ] [sig       ] Generating forecast for: RS
[2025-09-29T01:33:14.081755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-09-29T01:33:14.094159] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RS'.
[2025-09-29T01:33:14.094606] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-09-29T01:33:14.122924] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:14.123830] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-09-29T01:33:14.123912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:14.123999] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:14.124073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:14.124178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:14.143461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:14.144465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:14.144622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:14.144723] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:14.173143] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:14.173303] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:14.173368] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:14.173407] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:14.177063] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=26.59%)
[2025-09-29T01:33:14.177380] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-09-29T01:33:14.177533] [INFO ] [sig       ] RS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:14.333227] [INFO ] [LOCAL     ] Saved forecast: RS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RS.txt
[2025-09-29T01:33:14.333532] [INFO ] [sig       ] [1711/2211] Completed RS in 0.3s | 3.73 sym/s | Total: 7.7m | ETA: 2.2m
[2025-09-29T01:33:14.333614] [INFO ] [sig       ] [1712/2211] Forecasting RSF...
[2025-09-29T01:33:14.333711] [INFO ] [sig       ] Generating forecast for: RSF
[2025-09-29T01:33:14.333786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSF' from 'https://tdm.silogroup.org/data/derivative_storage/RSF.csv'.
[2025-09-29T01:33:14.344056] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'RSF'.
[2025-09-29T01:33:14.344443] [INFO ] [FORECASTER] Starting predict_future for RSF
[2025-09-29T01:33:14.371823] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:14.372733] [DEBUG] [LOCAL     ] No optimal features file found for RSF: ./output/feature-sets/RSF.txt
[2025-09-29T01:33:14.372817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:14.372892] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:14.372963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:14.373069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:14.392394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:14.393329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:14.393446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:14.393520] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:14.432408] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:14.432638] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:14.432742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:14.432817] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:14.436950] [DEBUG] [FORECASTER] RSF: Forecast T+1@11:T+2@11: DOWN (p=24.20%)
[2025-09-29T01:33:14.437276] [INFO ] [FORECASTER] Completed predict_future for RSF
[2025-09-29T01:33:14.437473] [INFO ] [sig       ] RSF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:14.599807] [INFO ] [LOCAL     ] Saved forecast: RSF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RSF.txt
[2025-09-29T01:33:14.600185] [INFO ] [sig       ] [1712/2211] Completed RSF in 0.3s | 3.73 sym/s | Total: 7.7m | ETA: 2.2m
[2025-09-29T01:33:14.600318] [INFO ] [sig       ] [1713/2211] Forecasting RSG...
[2025-09-29T01:33:14.600407] [INFO ] [sig       ] Generating forecast for: RSG
[2025-09-29T01:33:14.600487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-09-29T01:33:14.613828] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RSG'.
[2025-09-29T01:33:14.614401] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-09-29T01:33:14.643071] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:14.644044] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-09-29T01:33:14.644127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:14.644208] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:14.644286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:14.644447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:14.662976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:14.663879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:14.663996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:14.664067] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:14.695442] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:14.695667] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:14.695745] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:14.695786] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:14.699624] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: UP (p=74.64%)
[2025-09-29T01:33:14.699974] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-09-29T01:33:14.700131] [INFO ] [sig       ] RSG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:14.864803] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RSG.txt
[2025-09-29T01:33:14.865164] [INFO ] [sig       ] [1713/2211] Completed RSG in 0.3s | 3.73 sym/s | Total: 7.7m | ETA: 2.2m
[2025-09-29T01:33:14.865249] [INFO ] [sig       ] [1714/2211] Forecasting RSI...
[2025-09-29T01:33:14.865322] [INFO ] [sig       ] Generating forecast for: RSI
[2025-09-29T01:33:14.865396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-09-29T01:33:14.876536] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RSI'.
[2025-09-29T01:33:14.877033] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-09-29T01:33:14.905356] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:14.906282] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-09-29T01:33:14.906366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:14.906442] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:14.906513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:14.906620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:14.926551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:14.927534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:14.927678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:14.927755] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:14.965333] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:14.965536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:14.965588] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:14.965625] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:14.970355] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: UP (p=68.61%)
[2025-09-29T01:33:14.970854] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-09-29T01:33:14.971091] [INFO ] [sig       ] RSI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:15.136551] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RSI.txt
[2025-09-29T01:33:15.136964] [INFO ] [sig       ] [1714/2211] Completed RSI in 0.3s | 3.73 sym/s | Total: 7.7m | ETA: 2.2m
[2025-09-29T01:33:15.137052] [INFO ] [sig       ] [1715/2211] Forecasting RSKD...
[2025-09-29T01:33:15.137125] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-09-29T01:33:15.137219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-09-29T01:33:15.147571] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RSKD'.
[2025-09-29T01:33:15.148027] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-09-29T01:33:15.178510] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:15.179743] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-09-29T01:33:15.179850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:15.179943] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:15.180029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:15.180167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:15.202056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:15.202963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:15.203094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:15.203170] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:15.242739] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:15.242946] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:15.243001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:15.243051] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:15.247386] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: UP (p=50.83%)
[2025-09-29T01:33:15.247838] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-09-29T01:33:15.248033] [INFO ] [sig       ] RSKD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:15.398398] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RSKD.txt
[2025-09-29T01:33:15.398736] [INFO ] [sig       ] [1715/2211] Completed RSKD in 0.3s | 3.73 sym/s | Total: 7.7m | ETA: 2.2m
[2025-09-29T01:33:15.398820] [INFO ] [sig       ] [1716/2211] Forecasting RTO...
[2025-09-29T01:33:15.398892] [INFO ] [sig       ] Generating forecast for: RTO
[2025-09-29T01:33:15.398964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-09-29T01:33:15.410257] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RTO'.
[2025-09-29T01:33:15.410806] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-09-29T01:33:15.437360] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:15.438308] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-09-29T01:33:15.438390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:15.438463] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:15.438532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:15.438634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:15.456622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:15.457372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:15.457485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:15.457556] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:15.494789] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:15.494970] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:15.495017] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:15.495053] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:15.498679] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=14.23%)
[2025-09-29T01:33:15.498987] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-09-29T01:33:15.499140] [INFO ] [sig       ] RTO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:15.648595] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RTO.txt
[2025-09-29T01:33:15.648913] [INFO ] [sig       ] [1716/2211] Completed RTO in 0.3s | 3.73 sym/s | Total: 7.7m | ETA: 2.2m
[2025-09-29T01:33:15.648998] [INFO ] [sig       ] [1717/2211] Forecasting RTX...
[2025-09-29T01:33:15.649071] [INFO ] [sig       ] Generating forecast for: RTX
[2025-09-29T01:33:15.649145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTX' from 'https://tdm.silogroup.org/data/derivative_storage/RTX.csv'.
[2025-09-29T01:33:15.659892] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RTX'.
[2025-09-29T01:33:15.660281] [INFO ] [FORECASTER] Starting predict_future for RTX
[2025-09-29T01:33:15.689053] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:15.689966] [DEBUG] [LOCAL     ] No optimal features file found for RTX: ./output/feature-sets/RTX.txt
[2025-09-29T01:33:15.690050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:15.690132] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:15.690217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:15.690326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:15.709031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:15.709710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:15.709832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:15.709906] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:15.748663] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:15.748863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:15.748915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:15.748952] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:15.752549] [DEBUG] [FORECASTER] RTX: Forecast T+1@11:T+2@11: DOWN (p=5.71%)
[2025-09-29T01:33:15.752917] [INFO ] [FORECASTER] Completed predict_future for RTX
[2025-09-29T01:33:15.753097] [INFO ] [sig       ] RTX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:15.910729] [INFO ] [LOCAL     ] Saved forecast: RTX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RTX.txt
[2025-09-29T01:33:15.911025] [INFO ] [sig       ] [1717/2211] Completed RTX in 0.3s | 3.73 sym/s | Total: 7.7m | ETA: 2.2m
[2025-09-29T01:33:15.911109] [INFO ] [sig       ] [1718/2211] Forecasting RVLV...
[2025-09-29T01:33:15.911182] [INFO ] [sig       ] Generating forecast for: RVLV
[2025-09-29T01:33:15.911259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVLV' from 'https://tdm.silogroup.org/data/derivative_storage/RVLV.csv'.
[2025-09-29T01:33:15.921857] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RVLV'.
[2025-09-29T01:33:15.922369] [INFO ] [FORECASTER] Starting predict_future for RVLV
[2025-09-29T01:33:15.949822] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:15.950825] [DEBUG] [LOCAL     ] No optimal features file found for RVLV: ./output/feature-sets/RVLV.txt
[2025-09-29T01:33:15.950910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:15.951000] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:15.951085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:15.951217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:15.970975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:15.971782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:15.971899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:15.971987] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:16.011375] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:16.011579] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:16.011673] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:16.011743] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:16.015552] [DEBUG] [FORECASTER] RVLV: Forecast T+1@11:T+2@11: UP (p=77.73%)
[2025-09-29T01:33:16.015910] [INFO ] [FORECASTER] Completed predict_future for RVLV
[2025-09-29T01:33:16.016082] [INFO ] [sig       ] RVLV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:16.177627] [INFO ] [LOCAL     ] Saved forecast: RVLV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RVLV.txt
[2025-09-29T01:33:16.177944] [INFO ] [sig       ] [1718/2211] Completed RVLV in 0.3s | 3.73 sym/s | Total: 7.7m | ETA: 2.2m
[2025-09-29T01:33:16.178027] [INFO ] [sig       ] [1719/2211] Forecasting RVT...
[2025-09-29T01:33:16.178101] [INFO ] [sig       ] Generating forecast for: RVT
[2025-09-29T01:33:16.178176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVT' from 'https://tdm.silogroup.org/data/derivative_storage/RVT.csv'.
[2025-09-29T01:33:16.190867] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RVT'.
[2025-09-29T01:33:16.191228] [INFO ] [FORECASTER] Starting predict_future for RVT
[2025-09-29T01:33:16.218041] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:16.218888] [DEBUG] [LOCAL     ] No optimal features file found for RVT: ./output/feature-sets/RVT.txt
[2025-09-29T01:33:16.218968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:16.219041] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:16.219122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:16.219264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:16.238019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:16.238745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:16.238861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:16.238952] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:16.276934] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:16.277105] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:16.277152] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:16.277188] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:16.280859] [DEBUG] [FORECASTER] RVT: Forecast T+1@11:T+2@11: UP (p=55.52%)
[2025-09-29T01:33:16.281160] [INFO ] [FORECASTER] Completed predict_future for RVT
[2025-09-29T01:33:16.281309] [INFO ] [sig       ] RVT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:16.434542] [INFO ] [LOCAL     ] Saved forecast: RVT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RVT.txt
[2025-09-29T01:33:16.434880] [INFO ] [sig       ] [1719/2211] Completed RVT in 0.3s | 3.73 sym/s | Total: 7.7m | ETA: 2.2m
[2025-09-29T01:33:16.434986] [INFO ] [sig       ] [1720/2211] Forecasting RVTY...
[2025-09-29T01:33:16.435071] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-09-29T01:33:16.435158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-09-29T01:33:16.447194] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RVTY'.
[2025-09-29T01:33:16.447718] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-09-29T01:33:16.474363] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:16.475304] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-09-29T01:33:16.475395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:16.475469] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:16.475543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:16.475686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:16.494621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:16.495610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:16.495759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:16.495830] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:16.538535] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:16.538774] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:16.538842] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:16.538879] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:16.542906] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2025-09-29T01:33:16.543220] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-09-29T01:33:16.543371] [INFO ] [sig       ] RVTY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:16.700866] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RVTY.txt
[2025-09-29T01:33:16.701234] [INFO ] [sig       ] [1720/2211] Completed RVTY in 0.3s | 3.73 sym/s | Total: 7.7m | ETA: 2.2m
[2025-09-29T01:33:16.701323] [INFO ] [sig       ] [1721/2211] Forecasting RWT...
[2025-09-29T01:33:16.701399] [INFO ] [sig       ] Generating forecast for: RWT
[2025-09-29T01:33:16.701474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWT' from 'https://tdm.silogroup.org/data/derivative_storage/RWT.csv'.
[2025-09-29T01:33:16.712849] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RWT'.
[2025-09-29T01:33:16.713310] [INFO ] [FORECASTER] Starting predict_future for RWT
[2025-09-29T01:33:16.742241] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:16.743409] [DEBUG] [LOCAL     ] No optimal features file found for RWT: ./output/feature-sets/RWT.txt
[2025-09-29T01:33:16.743530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:16.743621] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:16.743779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:16.743889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:16.763244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:16.764422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:16.764555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:16.764668] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:16.803057] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:16.803277] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:16.803346] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:16.803394] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:16.807410] [DEBUG] [FORECASTER] RWT: Forecast T+1@11:T+2@11: UP (p=63.32%)
[2025-09-29T01:33:16.807786] [INFO ] [FORECASTER] Completed predict_future for RWT
[2025-09-29T01:33:16.807984] [INFO ] [sig       ] RWT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:16.964839] [INFO ] [LOCAL     ] Saved forecast: RWT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RWT.txt
[2025-09-29T01:33:16.965167] [INFO ] [sig       ] [1721/2211] Completed RWT in 0.3s | 3.73 sym/s | Total: 7.7m | ETA: 2.2m
[2025-09-29T01:33:16.965328] [INFO ] [sig       ] [1722/2211] Forecasting RXO...
[2025-09-29T01:33:16.965406] [INFO ] [sig       ] Generating forecast for: RXO
[2025-09-29T01:33:16.965487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-09-29T01:33:16.977495] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'RXO'.
[2025-09-29T01:33:16.977984] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-09-29T01:33:17.005979] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:17.007041] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-09-29T01:33:17.007124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:17.007201] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:17.007272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:17.007375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:17.025500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:17.026266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:17.026383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:17.026456] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:17.067113] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:17.067320] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:17.067416] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:17.067482] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:17.071344] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: DOWN (p=10.77%)
[2025-09-29T01:33:17.071672] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-09-29T01:33:17.071844] [INFO ] [sig       ] RXO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:17.221558] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RXO.txt
[2025-09-29T01:33:17.221853] [INFO ] [sig       ] [1722/2211] Completed RXO in 0.3s | 3.73 sym/s | Total: 7.7m | ETA: 2.2m
[2025-09-29T01:33:17.221934] [INFO ] [sig       ] [1723/2211] Forecasting RY...
[2025-09-29T01:33:17.222006] [INFO ] [sig       ] Generating forecast for: RY
[2025-09-29T01:33:17.222077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-09-29T01:33:17.233866] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RY'.
[2025-09-29T01:33:17.234371] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-09-29T01:33:17.261889] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:17.262815] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-09-29T01:33:17.262899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:17.262990] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:17.263077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:17.263248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:17.282679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:17.283493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:17.283690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:17.283793] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:17.325233] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:17.325467] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:17.325536] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:17.325576] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:17.329700] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=70.09%)
[2025-09-29T01:33:17.330032] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-09-29T01:33:17.330194] [INFO ] [sig       ] RY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:17.490921] [INFO ] [LOCAL     ] Saved forecast: RY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RY.txt
[2025-09-29T01:33:17.491235] [INFO ] [sig       ] [1723/2211] Completed RY in 0.3s | 3.73 sym/s | Total: 7.7m | ETA: 2.2m
[2025-09-29T01:33:17.491352] [INFO ] [sig       ] [1724/2211] Forecasting RYAM...
[2025-09-29T01:33:17.491440] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-09-29T01:33:17.491534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-09-29T01:33:17.502223] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RYAM'.
[2025-09-29T01:33:17.502662] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-09-29T01:33:17.547315] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:17.548392] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-09-29T01:33:17.548477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:17.548552] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:17.548623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:17.548775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:17.569298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:17.570269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:17.570394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:17.570446] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:17.614040] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:17.614285] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:17.614373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:17.614429] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:17.619304] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: UP (p=96.17%)
[2025-09-29T01:33:17.619824] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-09-29T01:33:17.620015] [INFO ] [sig       ] RYAM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:17.787062] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RYAM.txt
[2025-09-29T01:33:17.787449] [INFO ] [sig       ] [1724/2211] Completed RYAM in 0.3s | 3.73 sym/s | Total: 7.7m | ETA: 2.2m
[2025-09-29T01:33:17.787537] [INFO ] [sig       ] [1725/2211] Forecasting RYAN...
[2025-09-29T01:33:17.787634] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-09-29T01:33:17.787757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-09-29T01:33:17.800009] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RYAN'.
[2025-09-29T01:33:17.800520] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-09-29T01:33:17.829711] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:17.830892] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-09-29T01:33:17.830983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:17.831074] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:17.831163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:17.831327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:17.851787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:17.852838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:17.852997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:17.853086] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:17.896157] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:17.896354] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:17.896406] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:17.896461] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:17.900543] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: UP (p=55.73%)
[2025-09-29T01:33:17.901012] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-09-29T01:33:17.901199] [INFO ] [sig       ] RYAN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:18.061572] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RYAN.txt
[2025-09-29T01:33:18.061902] [INFO ] [sig       ] [1725/2211] Completed RYAN in 0.3s | 3.73 sym/s | Total: 7.7m | ETA: 2.2m
[2025-09-29T01:33:18.061992] [INFO ] [sig       ] [1726/2211] Forecasting RYI...
[2025-09-29T01:33:18.062070] [INFO ] [sig       ] Generating forecast for: RYI
[2025-09-29T01:33:18.062148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-09-29T01:33:18.073420] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RYI'.
[2025-09-29T01:33:18.073849] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-09-29T01:33:18.100421] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:18.101283] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-09-29T01:33:18.101363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:18.101437] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:18.101505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:18.101606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:18.120068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:18.120964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:18.121084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:18.121170] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:18.159892] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:18.160097] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:18.160168] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:18.160207] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:18.163905] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: DOWN (p=15.61%)
[2025-09-29T01:33:18.164264] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-09-29T01:33:18.164423] [INFO ] [sig       ] RYI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:18.318131] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/RYI.txt
[2025-09-29T01:33:18.318489] [INFO ] [sig       ] [1726/2211] Completed RYI in 0.3s | 3.73 sym/s | Total: 7.7m | ETA: 2.2m
[2025-09-29T01:33:18.318575] [INFO ] [sig       ] [1727/2211] Forecasting RYN...
[2025-09-29T01:33:18.318678] [INFO ] [sig       ] Generating forecast for: RYN
[2025-09-29T01:33:18.318799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-09-29T01:33:18.330196] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RYN'.
[2025-09-29T01:33:18.330737] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-09-29T01:33:18.358269] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:18.359184] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-09-29T01:33:18.359267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:18.359342] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:18.359425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:18.359543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:18.378762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:18.379785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:18.379920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:18.380007] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:18.417610] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:18.417894] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:18.417960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:18.418000] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:18.422135] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: UP (p=97.70%)
[2025-09-29T01:33:18.422472] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-09-29T01:33:18.422693] [INFO ] [sig       ] RYN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:18.576942] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RYN.txt
[2025-09-29T01:33:18.577262] [INFO ] [sig       ] [1727/2211] Completed RYN in 0.3s | 3.73 sym/s | Total: 7.7m | ETA: 2.2m
[2025-09-29T01:33:18.577360] [INFO ] [sig       ] [1728/2211] Forecasting RZB...
[2025-09-29T01:33:18.577444] [INFO ] [sig       ] Generating forecast for: RZB
[2025-09-29T01:33:18.577531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-09-29T01:33:18.589059] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RZB'.
[2025-09-29T01:33:18.589602] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-09-29T01:33:18.620119] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:18.621154] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-09-29T01:33:18.621242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:18.621320] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:18.621419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:18.621527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:18.642365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:18.643351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:18.643496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:18.643587] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:18.684753] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:18.684965] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:18.685050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:18.685101] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:18.689203] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=65.69%)
[2025-09-29T01:33:18.689556] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-09-29T01:33:18.689759] [INFO ] [sig       ] RZB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:18.855249] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RZB.txt
[2025-09-29T01:33:18.855564] [INFO ] [sig       ] [1728/2211] Completed RZB in 0.3s | 3.73 sym/s | Total: 7.7m | ETA: 2.2m
[2025-09-29T01:33:18.855673] [INFO ] [sig       ] [1729/2211] Forecasting RZC...
[2025-09-29T01:33:18.855751] [INFO ] [sig       ] Generating forecast for: RZC
[2025-09-29T01:33:18.855831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-09-29T01:33:18.866875] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RZC'.
[2025-09-29T01:33:18.867273] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-09-29T01:33:18.895551] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:18.896510] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-09-29T01:33:18.896599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:18.896715] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:18.896808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:18.896979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:18.915502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:18.916262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:18.916384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:18.916474] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:18.956015] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:18.956182] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:18.956230] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:18.956268] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:18.960045] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: UP (p=70.20%)
[2025-09-29T01:33:18.960355] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-09-29T01:33:18.960521] [INFO ] [sig       ] RZC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:19.116844] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/RZC.txt
[2025-09-29T01:33:19.117192] [INFO ] [sig       ] [1729/2211] Completed RZC in 0.3s | 3.73 sym/s | Total: 7.7m | ETA: 2.2m
[2025-09-29T01:33:19.117279] [INFO ] [sig       ] [1730/2211] Forecasting S...
[2025-09-29T01:33:19.117353] [INFO ] [sig       ] Generating forecast for: S
[2025-09-29T01:33:19.117430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-09-29T01:33:19.131175] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'S'.
[2025-09-29T01:33:19.131826] [INFO ] [FORECASTER] Starting predict_future for S
[2025-09-29T01:33:19.167137] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:19.168098] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-09-29T01:33:19.168182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:19.168280] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:19.168368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:19.168516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:19.186332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:19.187114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:19.187232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:19.187318] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:19.232811] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:19.233054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:19.233131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:19.233252] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:19.238574] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: UP (p=87.00%)
[2025-09-29T01:33:19.239128] [INFO ] [FORECASTER] Completed predict_future for S
[2025-09-29T01:33:19.239371] [INFO ] [sig       ] S: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:19.398822] [INFO ] [LOCAL     ] Saved forecast: S	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/S.txt
[2025-09-29T01:33:19.399151] [INFO ] [sig       ] [1730/2211] Completed S in 0.3s | 3.73 sym/s | Total: 7.7m | ETA: 2.2m
[2025-09-29T01:33:19.399245] [INFO ] [sig       ] [1731/2211] Forecasting SA...
[2025-09-29T01:33:19.399330] [INFO ] [sig       ] Generating forecast for: SA
[2025-09-29T01:33:19.399419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-09-29T01:33:19.412671] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SA'.
[2025-09-29T01:33:19.413270] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-09-29T01:33:19.445603] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:19.446553] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-09-29T01:33:19.446659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:19.446754] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:19.446876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:19.446998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:19.466394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:19.467362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:19.467484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:19.467573] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:19.506536] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:19.506770] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:19.506873] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:19.506930] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:19.510714] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: DOWN (p=36.42%)
[2025-09-29T01:33:19.511053] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-09-29T01:33:19.511220] [INFO ] [sig       ] SA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:19.670773] [INFO ] [LOCAL     ] Saved forecast: SA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SA.txt
[2025-09-29T01:33:19.671153] [INFO ] [sig       ] [1731/2211] Completed SA in 0.3s | 3.73 sym/s | Total: 7.7m | ETA: 2.1m
[2025-09-29T01:33:19.671239] [INFO ] [sig       ] [1732/2211] Forecasting SABA...
[2025-09-29T01:33:19.671323] [INFO ] [sig       ] Generating forecast for: SABA
[2025-09-29T01:33:19.671411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SABA' from 'https://tdm.silogroup.org/data/derivative_storage/SABA.csv'.
[2025-09-29T01:33:19.682874] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SABA'.
[2025-09-29T01:33:19.683267] [INFO ] [FORECASTER] Starting predict_future for SABA
[2025-09-29T01:33:19.711921] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:19.712910] [DEBUG] [LOCAL     ] No optimal features file found for SABA: ./output/feature-sets/SABA.txt
[2025-09-29T01:33:19.713004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:19.713128] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:19.713214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:19.713374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:19.732579] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:19.733388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:19.733550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:19.733663] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:19.775382] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:19.775596] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:19.775674] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:19.775768] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:19.780328] [DEBUG] [FORECASTER] SABA: Forecast T+1@11:T+2@11: UP (p=65.97%)
[2025-09-29T01:33:19.780745] [INFO ] [FORECASTER] Completed predict_future for SABA
[2025-09-29T01:33:19.780933] [INFO ] [sig       ] SABA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:20.047928] [INFO ] [LOCAL     ] Saved forecast: SABA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SABA.txt
[2025-09-29T01:33:20.048324] [INFO ] [sig       ] [1732/2211] Completed SABA in 0.4s | 3.72 sym/s | Total: 7.8m | ETA: 2.1m
[2025-09-29T01:33:20.048420] [INFO ] [sig       ] [1733/2211] Forecasting SAFE...
[2025-09-29T01:33:20.048531] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-09-29T01:33:20.048668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-09-29T01:33:20.060466] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SAFE'.
[2025-09-29T01:33:20.060943] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-09-29T01:33:20.088177] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:20.089185] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-09-29T01:33:20.089275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:20.089349] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:20.089418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:20.089520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:20.109183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:20.109908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:20.110021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:20.110113] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:20.146852] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:20.147062] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:20.147121] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:20.147160] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:20.151897] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: DOWN (p=25.34%)
[2025-09-29T01:33:20.152515] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-09-29T01:33:20.152791] [INFO ] [sig       ] SAFE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:20.310573] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SAFE.txt
[2025-09-29T01:33:20.310878] [INFO ] [sig       ] [1733/2211] Completed SAFE in 0.3s | 3.72 sym/s | Total: 7.8m | ETA: 2.1m
[2025-09-29T01:33:20.310988] [INFO ] [sig       ] [1734/2211] Forecasting SAH...
[2025-09-29T01:33:20.311066] [INFO ] [sig       ] Generating forecast for: SAH
[2025-09-29T01:33:20.311163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-09-29T01:33:20.322164] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SAH'.
[2025-09-29T01:33:20.322557] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-09-29T01:33:20.349729] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:20.350623] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-09-29T01:33:20.350735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:20.350827] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:20.350913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:20.351031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:20.370879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:20.371620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:20.371772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:20.371849] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:20.405488] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:20.405631] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:20.405721] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:20.405770] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:20.409340] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: UP (p=93.01%)
[2025-09-29T01:33:20.409675] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-09-29T01:33:20.409854] [INFO ] [sig       ] SAH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:20.567957] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SAH.txt
[2025-09-29T01:33:20.568300] [INFO ] [sig       ] [1734/2211] Completed SAH in 0.3s | 3.72 sym/s | Total: 7.8m | ETA: 2.1m
[2025-09-29T01:33:20.568387] [INFO ] [sig       ] [1735/2211] Forecasting SAM...
[2025-09-29T01:33:20.568476] [INFO ] [sig       ] Generating forecast for: SAM
[2025-09-29T01:33:20.568566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-09-29T01:33:20.580381] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SAM'.
[2025-09-29T01:33:20.581072] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-09-29T01:33:20.613471] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:20.614499] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-09-29T01:33:20.614586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:20.614709] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:20.614797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:20.614931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:20.635151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:20.636256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:20.636396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:20.636490] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:20.673414] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:20.673741] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:20.673811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:20.673850] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:20.678447] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=24.06%)
[2025-09-29T01:33:20.678861] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-09-29T01:33:20.679035] [INFO ] [sig       ] SAM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:20.835922] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SAM.txt
[2025-09-29T01:33:20.836192] [INFO ] [sig       ] [1735/2211] Completed SAM in 0.3s | 3.72 sym/s | Total: 7.8m | ETA: 2.1m
[2025-09-29T01:33:20.836295] [INFO ] [sig       ] [1736/2211] Forecasting SAN...
[2025-09-29T01:33:20.836379] [INFO ] [sig       ] Generating forecast for: SAN
[2025-09-29T01:33:20.836455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-09-29T01:33:20.848177] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SAN'.
[2025-09-29T01:33:20.848640] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-09-29T01:33:20.877748] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:20.878736] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-09-29T01:33:20.878820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:20.878899] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:20.878972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:20.879084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:20.898999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:20.899858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:20.899979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:20.900052] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:20.941477] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:20.941714] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:20.941788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:20.941830] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:20.945803] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=86.07%)
[2025-09-29T01:33:20.946122] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-09-29T01:33:20.946289] [INFO ] [sig       ] SAN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:21.116613] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SAN.txt
[2025-09-29T01:33:21.117069] [INFO ] [sig       ] [1736/2211] Completed SAN in 0.3s | 3.72 sym/s | Total: 7.8m | ETA: 2.1m
[2025-09-29T01:33:21.117165] [INFO ] [sig       ] [1737/2211] Forecasting SAND...
[2025-09-29T01:33:21.117246] [INFO ] [sig       ] Generating forecast for: SAND
[2025-09-29T01:33:21.117332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAND' from 'https://tdm.silogroup.org/data/derivative_storage/SAND.csv'.
[2025-09-29T01:33:21.128736] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SAND'.
[2025-09-29T01:33:21.129225] [INFO ] [FORECASTER] Starting predict_future for SAND
[2025-09-29T01:33:21.158753] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:21.159760] [DEBUG] [LOCAL     ] No optimal features file found for SAND: ./output/feature-sets/SAND.txt
[2025-09-29T01:33:21.159848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:21.159925] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:21.159997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:21.160103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:21.178774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:21.179836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:21.179977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:21.180053] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:21.219404] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:21.219614] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:21.219701] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:21.219762] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:21.223876] [DEBUG] [FORECASTER] SAND: Forecast T+1@11:T+2@11: DOWN (p=8.69%)
[2025-09-29T01:33:21.224225] [INFO ] [FORECASTER] Completed predict_future for SAND
[2025-09-29T01:33:21.224392] [INFO ] [sig       ] SAND: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:21.394750] [INFO ] [LOCAL     ] Saved forecast: SAND	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SAND.txt
[2025-09-29T01:33:21.395025] [INFO ] [sig       ] [1737/2211] Completed SAND in 0.3s | 3.72 sym/s | Total: 7.8m | ETA: 2.1m
[2025-09-29T01:33:21.395114] [INFO ] [sig       ] [1738/2211] Forecasting SAP...
[2025-09-29T01:33:21.395186] [INFO ] [sig       ] Generating forecast for: SAP
[2025-09-29T01:33:21.395261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-09-29T01:33:21.405817] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SAP'.
[2025-09-29T01:33:21.406144] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-09-29T01:33:21.432113] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:21.432966] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-09-29T01:33:21.433050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:21.433123] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:21.433192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:21.433293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:21.451843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:21.452470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:21.452582] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:21.452679] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:21.497217] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:21.497444] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:21.497529] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:21.497590] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:21.502009] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: DOWN (p=13.40%)
[2025-09-29T01:33:21.502443] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-09-29T01:33:21.502617] [INFO ] [sig       ] SAP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:21.657973] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SAP.txt
[2025-09-29T01:33:21.658291] [INFO ] [sig       ] [1738/2211] Completed SAP in 0.3s | 3.72 sym/s | Total: 7.8m | ETA: 2.1m
[2025-09-29T01:33:21.658379] [INFO ] [sig       ] [1739/2211] Forecasting SAR...
[2025-09-29T01:33:21.658454] [INFO ] [sig       ] Generating forecast for: SAR
[2025-09-29T01:33:21.658529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAR' from 'https://tdm.silogroup.org/data/derivative_storage/SAR.csv'.
[2025-09-29T01:33:21.671480] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SAR'.
[2025-09-29T01:33:21.672038] [INFO ] [FORECASTER] Starting predict_future for SAR
[2025-09-29T01:33:21.703307] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:21.704294] [DEBUG] [LOCAL     ] No optimal features file found for SAR: ./output/feature-sets/SAR.txt
[2025-09-29T01:33:21.704378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:21.704575] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:21.704686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:21.704858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:21.724530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:21.725721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:21.725917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:21.725995] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:21.772110] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:21.772329] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:21.772382] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:21.772423] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:21.777019] [DEBUG] [FORECASTER] SAR: Forecast T+1@11:T+2@11: UP (p=85.88%)
[2025-09-29T01:33:21.777399] [INFO ] [FORECASTER] Completed predict_future for SAR
[2025-09-29T01:33:21.777582] [INFO ] [sig       ] SAR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:21.939854] [INFO ] [LOCAL     ] Saved forecast: SAR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SAR.txt
[2025-09-29T01:33:21.940157] [INFO ] [sig       ] [1739/2211] Completed SAR in 0.3s | 3.72 sym/s | Total: 7.8m | ETA: 2.1m
[2025-09-29T01:33:21.940265] [INFO ] [sig       ] [1740/2211] Forecasting SARO...
[2025-09-29T01:33:21.940356] [INFO ] [sig       ] Generating forecast for: SARO
[2025-09-29T01:33:21.940430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARO' from 'https://tdm.silogroup.org/data/derivative_storage/SARO.csv'.
[2025-09-29T01:33:21.951391] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SARO'.
[2025-09-29T01:33:21.951887] [INFO ] [FORECASTER] Starting predict_future for SARO
[2025-09-29T01:33:21.978831] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:21.979807] [DEBUG] [LOCAL     ] No optimal features file found for SARO: ./output/feature-sets/SARO.txt
[2025-09-29T01:33:21.979899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:21.980001] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:21.980103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:21.980258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:22.000833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:22.001887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:22.002039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:22.002118] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:22.038669] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:22.038882] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:22.038936] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:22.038972] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:22.042995] [DEBUG] [FORECASTER] SARO: Forecast T+1@11:T+2@11: UP (p=86.61%)
[2025-09-29T01:33:22.043336] [INFO ] [FORECASTER] Completed predict_future for SARO
[2025-09-29T01:33:22.043499] [INFO ] [sig       ] SARO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:22.202993] [INFO ] [LOCAL     ] Saved forecast: SARO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SARO.txt
[2025-09-29T01:33:22.203352] [INFO ] [sig       ] [1740/2211] Completed SARO in 0.3s | 3.72 sym/s | Total: 7.8m | ETA: 2.1m
[2025-09-29T01:33:22.203453] [INFO ] [sig       ] [1741/2211] Forecasting SB...
[2025-09-29T01:33:22.203527] [INFO ] [sig       ] Generating forecast for: SB
[2025-09-29T01:33:22.203603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-09-29T01:33:22.214170] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SB'.
[2025-09-29T01:33:22.214582] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-09-29T01:33:22.242139] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:22.243079] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-09-29T01:33:22.243161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:22.243254] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:22.243341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:22.243465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:22.263368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:22.264280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:22.264399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:22.264492] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:22.305259] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:22.305469] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:22.305523] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:22.305564] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:22.310071] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=1.30%)
[2025-09-29T01:33:22.310422] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-09-29T01:33:22.310596] [INFO ] [sig       ] SB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:22.468719] [INFO ] [LOCAL     ] Saved forecast: SB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SB.txt
[2025-09-29T01:33:22.469006] [INFO ] [sig       ] [1741/2211] Completed SB in 0.3s | 3.72 sym/s | Total: 7.8m | ETA: 2.1m
[2025-09-29T01:33:22.469087] [INFO ] [sig       ] [1742/2211] Forecasting SBH...
[2025-09-29T01:33:22.469232] [INFO ] [sig       ] Generating forecast for: SBH
[2025-09-29T01:33:22.469303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-09-29T01:33:22.479977] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SBH'.
[2025-09-29T01:33:22.480440] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-09-29T01:33:22.508176] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:22.509169] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-09-29T01:33:22.509255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:22.509343] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:22.509426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:22.509555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:22.527960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:22.528723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:22.528835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:22.528919] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:22.561433] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:22.561603] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:22.561680] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:22.561781] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:22.567195] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-09-29T01:33:22.567545] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-09-29T01:33:22.567737] [INFO ] [sig       ] SBH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:22.730833] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SBH.txt
[2025-09-29T01:33:22.731107] [INFO ] [sig       ] [1742/2211] Completed SBH in 0.3s | 3.72 sym/s | Total: 7.8m | ETA: 2.1m
[2025-09-29T01:33:22.731215] [INFO ] [sig       ] [1743/2211] Forecasting SBI...
[2025-09-29T01:33:22.731291] [INFO ] [sig       ] Generating forecast for: SBI
[2025-09-29T01:33:22.731360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-09-29T01:33:22.741187] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SBI'.
[2025-09-29T01:33:22.741531] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-09-29T01:33:22.769384] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:22.770484] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-09-29T01:33:22.770568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:22.770664] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:22.770739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:22.770843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:22.789453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:22.790174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:22.790297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:22.790371] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:22.828752] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:22.828934] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:22.828982] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:22.829019] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:22.832682] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: UP (p=62.49%)
[2025-09-29T01:33:22.833011] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-09-29T01:33:22.833173] [INFO ] [sig       ] SBI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:22.983189] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SBI.txt
[2025-09-29T01:33:22.983515] [INFO ] [sig       ] [1743/2211] Completed SBI in 0.3s | 3.72 sym/s | Total: 7.8m | ETA: 2.1m
[2025-09-29T01:33:22.983599] [INFO ] [sig       ] [1744/2211] Forecasting SBR...
[2025-09-29T01:33:22.983697] [INFO ] [sig       ] Generating forecast for: SBR
[2025-09-29T01:33:22.983775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBR' from 'https://tdm.silogroup.org/data/derivative_storage/SBR.csv'.
[2025-09-29T01:33:22.994238] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SBR'.
[2025-09-29T01:33:22.994609] [INFO ] [FORECASTER] Starting predict_future for SBR
[2025-09-29T01:33:23.021990] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:23.022934] [DEBUG] [LOCAL     ] No optimal features file found for SBR: ./output/feature-sets/SBR.txt
[2025-09-29T01:33:23.023020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:23.023096] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:23.023188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:23.023366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:23.042484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:23.043279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:23.043397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:23.043485] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:23.080543] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:23.080725] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:23.080791] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:23.080830] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:23.084467] [DEBUG] [FORECASTER] SBR: Forecast T+1@11:T+2@11: DOWN (p=43.25%)
[2025-09-29T01:33:23.084816] [INFO ] [FORECASTER] Completed predict_future for SBR
[2025-09-29T01:33:23.084986] [INFO ] [sig       ] SBR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:23.239881] [INFO ] [LOCAL     ] Saved forecast: SBR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SBR.txt
[2025-09-29T01:33:23.240171] [INFO ] [sig       ] [1744/2211] Completed SBR in 0.3s | 3.72 sym/s | Total: 7.8m | ETA: 2.1m
[2025-09-29T01:33:23.240256] [INFO ] [sig       ] [1745/2211] Forecasting SBS...
[2025-09-29T01:33:23.240354] [INFO ] [sig       ] Generating forecast for: SBS
[2025-09-29T01:33:23.240442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-09-29T01:33:23.251535] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SBS'.
[2025-09-29T01:33:23.251922] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-09-29T01:33:23.278751] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:23.279536] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-09-29T01:33:23.279620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:23.279729] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:23.279801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:23.279916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:23.299304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:23.299979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:23.300100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:23.300177] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:23.342800] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:23.342939] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:23.342984] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:23.343020] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:23.346511] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: UP (p=59.34%)
[2025-09-29T01:33:23.346883] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-09-29T01:33:23.347074] [INFO ] [sig       ] SBS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:23.502097] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SBS.txt
[2025-09-29T01:33:23.502393] [INFO ] [sig       ] [1745/2211] Completed SBS in 0.3s | 3.72 sym/s | Total: 7.8m | ETA: 2.1m
[2025-09-29T01:33:23.502475] [INFO ] [sig       ] [1746/2211] Forecasting SBSI...
[2025-09-29T01:33:23.502548] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-09-29T01:33:23.502622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-09-29T01:33:23.514801] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SBSI'.
[2025-09-29T01:33:23.515268] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-09-29T01:33:23.544913] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:23.546079] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-09-29T01:33:23.546170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:23.546246] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:23.546322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:23.546508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:23.566754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:23.567822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:23.567983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:23.568060] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:23.603813] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:23.603985] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:23.604032] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:23.604068] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:23.607866] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=29.95%)
[2025-09-29T01:33:23.608256] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-09-29T01:33:23.608415] [INFO ] [sig       ] SBSI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:23.762412] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SBSI.txt
[2025-09-29T01:33:23.762740] [INFO ] [sig       ] [1746/2211] Completed SBSI in 0.3s | 3.72 sym/s | Total: 7.8m | ETA: 2.1m
[2025-09-29T01:33:23.762819] [INFO ] [sig       ] [1747/2211] Forecasting SBSW...
[2025-09-29T01:33:23.762891] [INFO ] [sig       ] Generating forecast for: SBSW
[2025-09-29T01:33:23.762961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSW' from 'https://tdm.silogroup.org/data/derivative_storage/SBSW.csv'.
[2025-09-29T01:33:23.773735] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SBSW'.
[2025-09-29T01:33:23.774128] [INFO ] [FORECASTER] Starting predict_future for SBSW
[2025-09-29T01:33:23.800296] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:23.801097] [DEBUG] [LOCAL     ] No optimal features file found for SBSW: ./output/feature-sets/SBSW.txt
[2025-09-29T01:33:23.801178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:23.801286] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:23.801355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:23.801487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:23.819349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:23.820003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:23.820115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:23.820185] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:23.848734] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:23.848857] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:23.848903] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:23.848939] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:23.852355] [DEBUG] [FORECASTER] SBSW: Forecast T+1@11:T+2@11: DOWN (p=48.31%)
[2025-09-29T01:33:23.852674] [INFO ] [FORECASTER] Completed predict_future for SBSW
[2025-09-29T01:33:23.852838] [INFO ] [sig       ] SBSW: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:24.002624] [INFO ] [LOCAL     ] Saved forecast: SBSW	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SBSW.txt
[2025-09-29T01:33:24.002911] [INFO ] [sig       ] [1747/2211] Completed SBSW in 0.2s | 3.73 sym/s | Total: 7.8m | ETA: 2.1m
[2025-09-29T01:33:24.002992] [INFO ] [sig       ] [1748/2211] Forecasting SCCO...
[2025-09-29T01:33:24.003064] [INFO ] [sig       ] Generating forecast for: SCCO
[2025-09-29T01:33:24.003135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCCO' from 'https://tdm.silogroup.org/data/derivative_storage/SCCO.csv'.
[2025-09-29T01:33:24.013585] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SCCO'.
[2025-09-29T01:33:24.013946] [INFO ] [FORECASTER] Starting predict_future for SCCO
[2025-09-29T01:33:24.041973] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:24.042937] [DEBUG] [LOCAL     ] No optimal features file found for SCCO: ./output/feature-sets/SCCO.txt
[2025-09-29T01:33:24.043021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:24.043097] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:24.043168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:24.043273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:24.061450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:24.062181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:24.062293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:24.062364] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:24.099970] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:24.100117] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:24.100163] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:24.100197] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:24.103878] [DEBUG] [FORECASTER] SCCO: Forecast T+1@11:T+2@11: UP (p=90.72%)
[2025-09-29T01:33:24.104190] [INFO ] [FORECASTER] Completed predict_future for SCCO
[2025-09-29T01:33:24.104352] [INFO ] [sig       ] SCCO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:24.253363] [INFO ] [LOCAL     ] Saved forecast: SCCO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SCCO.txt
[2025-09-29T01:33:24.253726] [INFO ] [sig       ] [1748/2211] Completed SCCO in 0.3s | 3.73 sym/s | Total: 7.8m | ETA: 2.1m
[2025-09-29T01:33:24.253838] [INFO ] [sig       ] [1749/2211] Forecasting SCD...
[2025-09-29T01:33:24.253921] [INFO ] [sig       ] Generating forecast for: SCD
[2025-09-29T01:33:24.254006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-09-29T01:33:24.265073] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SCD'.
[2025-09-29T01:33:24.265478] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-09-29T01:33:24.291989] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:24.292851] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-09-29T01:33:24.292934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:24.293009] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:24.293094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:24.293213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:24.311531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:24.312302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:24.312420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:24.312489] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:24.350421] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:24.350681] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:24.350798] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:24.350849] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:24.354835] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=53.25%)
[2025-09-29T01:33:24.355180] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-09-29T01:33:24.355343] [INFO ] [sig       ] SCD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:24.520272] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SCD.txt
[2025-09-29T01:33:24.521036] [INFO ] [sig       ] [1749/2211] Completed SCD in 0.3s | 3.73 sym/s | Total: 7.8m | ETA: 2.1m
[2025-09-29T01:33:24.521126] [INFO ] [sig       ] [1750/2211] Forecasting SCHW...
[2025-09-29T01:33:24.521200] [INFO ] [sig       ] Generating forecast for: SCHW
[2025-09-29T01:33:24.521275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHW' from 'https://tdm.silogroup.org/data/derivative_storage/SCHW.csv'.
[2025-09-29T01:33:24.533307] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SCHW'.
[2025-09-29T01:33:24.534009] [INFO ] [FORECASTER] Starting predict_future for SCHW
[2025-09-29T01:33:24.573479] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:24.574946] [DEBUG] [LOCAL     ] No optimal features file found for SCHW: ./output/feature-sets/SCHW.txt
[2025-09-29T01:33:24.575074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:24.575175] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:24.575269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:24.575417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:24.601995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:24.603087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:24.603243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:24.603317] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:24.644722] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:24.644960] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:24.645016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:24.645053] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:24.649195] [DEBUG] [FORECASTER] SCHW: Forecast T+1@11:T+2@11: DOWN (p=22.57%)
[2025-09-29T01:33:24.649525] [INFO ] [FORECASTER] Completed predict_future for SCHW
[2025-09-29T01:33:24.649736] [INFO ] [sig       ] SCHW: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:24.814257] [INFO ] [LOCAL     ] Saved forecast: SCHW	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SCHW.txt
[2025-09-29T01:33:24.814887] [INFO ] [sig       ] [1750/2211] Completed SCHW in 0.3s | 3.72 sym/s | Total: 7.8m | ETA: 2.1m
[2025-09-29T01:33:24.815000] [INFO ] [sig       ] [1751/2211] Forecasting SCI...
[2025-09-29T01:33:24.815109] [INFO ] [sig       ] Generating forecast for: SCI
[2025-09-29T01:33:24.815210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-09-29T01:33:24.828837] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SCI'.
[2025-09-29T01:33:24.829329] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-09-29T01:33:24.858443] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:24.859350] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-09-29T01:33:24.859432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:24.859510] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:24.859581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:24.859713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:24.881886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:24.882831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:24.882951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:24.883024] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:24.925703] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:24.925890] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:24.925942] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:24.925980] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:24.929896] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: UP (p=81.20%)
[2025-09-29T01:33:24.930211] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-09-29T01:33:24.930374] [INFO ] [sig       ] SCI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:25.095252] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SCI.txt
[2025-09-29T01:33:25.095582] [INFO ] [sig       ] [1751/2211] Completed SCI in 0.3s | 3.72 sym/s | Total: 7.8m | ETA: 2.1m
[2025-09-29T01:33:25.095692] [INFO ] [sig       ] [1752/2211] Forecasting SCL...
[2025-09-29T01:33:25.095776] [INFO ] [sig       ] Generating forecast for: SCL
[2025-09-29T01:33:25.095853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-09-29T01:33:25.106629] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SCL'.
[2025-09-29T01:33:25.107098] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-09-29T01:33:25.133321] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:25.134222] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-09-29T01:33:25.134304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:25.134378] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:25.134448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:25.134556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:25.153173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:25.154116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:25.154234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:25.154319] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:25.189972] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:25.190135] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:25.190189] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:25.190230] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:25.194287] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=47.75%)
[2025-09-29T01:33:25.194602] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-09-29T01:33:25.194814] [INFO ] [sig       ] SCL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:25.348091] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SCL.txt
[2025-09-29T01:33:25.348375] [INFO ] [sig       ] [1752/2211] Completed SCL in 0.3s | 3.73 sym/s | Total: 7.8m | ETA: 2.1m
[2025-09-29T01:33:25.348456] [INFO ] [sig       ] [1753/2211] Forecasting SCM...
[2025-09-29T01:33:25.348599] [INFO ] [sig       ] Generating forecast for: SCM
[2025-09-29T01:33:25.348695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-09-29T01:33:25.360845] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SCM'.
[2025-09-29T01:33:25.361301] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-09-29T01:33:25.388138] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:25.389026] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-09-29T01:33:25.389111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:25.389186] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:25.389256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:25.389360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:25.408047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:25.408710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:25.408825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:25.408897] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:25.446895] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:25.447094] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:25.447185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:25.447251] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:25.450966] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: DOWN (p=4.45%)
[2025-09-29T01:33:25.451280] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-09-29T01:33:25.451445] [INFO ] [sig       ] SCM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:25.622890] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SCM.txt
[2025-09-29T01:33:25.623237] [INFO ] [sig       ] [1753/2211] Completed SCM in 0.3s | 3.72 sym/s | Total: 7.8m | ETA: 2.0m
[2025-09-29T01:33:25.623329] [INFO ] [sig       ] [1754/2211] Forecasting SCS...
[2025-09-29T01:33:25.623408] [INFO ] [sig       ] Generating forecast for: SCS
[2025-09-29T01:33:25.623486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'.
[2025-09-29T01:33:25.635441] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SCS'.
[2025-09-29T01:33:25.636000] [INFO ] [FORECASTER] Starting predict_future for SCS
[2025-09-29T01:33:25.664694] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:25.665752] [DEBUG] [LOCAL     ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt
[2025-09-29T01:33:25.665845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:25.665935] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:25.666019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:25.666150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:25.685797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:25.686792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:25.686954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:25.687046] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:25.725135] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:25.725343] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:25.725395] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:25.725433] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:25.729288] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: DOWN (p=13.49%)
[2025-09-29T01:33:25.729591] [INFO ] [FORECASTER] Completed predict_future for SCS
[2025-09-29T01:33:25.729788] [INFO ] [sig       ] SCS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:25.890037] [INFO ] [LOCAL     ] Saved forecast: SCS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SCS.txt
[2025-09-29T01:33:25.890344] [INFO ] [sig       ] [1754/2211] Completed SCS in 0.3s | 3.72 sym/s | Total: 7.8m | ETA: 2.0m
[2025-09-29T01:33:25.890431] [INFO ] [sig       ] [1755/2211] Forecasting SD...
[2025-09-29T01:33:25.890516] [INFO ] [sig       ] Generating forecast for: SD
[2025-09-29T01:33:25.890604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-09-29T01:33:25.901185] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SD'.
[2025-09-29T01:33:25.901590] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-09-29T01:33:25.928740] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:25.929621] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-09-29T01:33:25.929729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:25.929818] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:25.929902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:25.930031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:25.948914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:25.949719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:25.949854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:25.949928] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:25.990368] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:25.990559] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:25.990607] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:25.990669] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:25.994395] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-09-29T01:33:25.994732] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-09-29T01:33:25.994901] [INFO ] [sig       ] SD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:26.149929] [INFO ] [LOCAL     ] Saved forecast: SD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SD.txt
[2025-09-29T01:33:26.150245] [INFO ] [sig       ] [1755/2211] Completed SD in 0.3s | 3.73 sym/s | Total: 7.9m | ETA: 2.0m
[2025-09-29T01:33:26.150359] [INFO ] [sig       ] [1756/2211] Forecasting SDHC...
[2025-09-29T01:33:26.150434] [INFO ] [sig       ] Generating forecast for: SDHC
[2025-09-29T01:33:26.150510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHC' from 'https://tdm.silogroup.org/data/derivative_storage/SDHC.csv'.
[2025-09-29T01:33:26.161484] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SDHC'.
[2025-09-29T01:33:26.161893] [INFO ] [FORECASTER] Starting predict_future for SDHC
[2025-09-29T01:33:26.189023] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:26.189900] [DEBUG] [LOCAL     ] No optimal features file found for SDHC: ./output/feature-sets/SDHC.txt
[2025-09-29T01:33:26.189983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:26.190058] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:26.190128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:26.190234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:26.209019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:26.209664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:26.209779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:26.209851] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:26.242455] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:26.242626] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:26.242712] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:26.242764] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:26.246279] [DEBUG] [FORECASTER] SDHC: Forecast T+1@11:T+2@11: DOWN (p=10.37%)
[2025-09-29T01:33:26.246587] [INFO ] [FORECASTER] Completed predict_future for SDHC
[2025-09-29T01:33:26.246768] [INFO ] [sig       ] SDHC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:26.401886] [INFO ] [LOCAL     ] Saved forecast: SDHC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SDHC.txt
[2025-09-29T01:33:26.402185] [INFO ] [sig       ] [1756/2211] Completed SDHC in 0.3s | 3.73 sym/s | Total: 7.9m | ETA: 2.0m
[2025-09-29T01:33:26.402266] [INFO ] [sig       ] [1757/2211] Forecasting SDHY...
[2025-09-29T01:33:26.402337] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-09-29T01:33:26.402411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-09-29T01:33:26.413053] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SDHY'.
[2025-09-29T01:33:26.413418] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-09-29T01:33:26.440562] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:26.441530] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-09-29T01:33:26.441631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:26.441728] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:26.441812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:26.441934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:26.461429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:26.462478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:26.462625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:26.462742] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:26.494538] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:26.494715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:26.494818] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:26.494877] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:26.498616] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=7.03%)
[2025-09-29T01:33:26.498959] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-09-29T01:33:26.499114] [INFO ] [sig       ] SDHY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:26.660413] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SDHY.txt
[2025-09-29T01:33:26.660864] [INFO ] [sig       ] [1757/2211] Completed SDHY in 0.3s | 3.73 sym/s | Total: 7.9m | ETA: 2.0m
[2025-09-29T01:33:26.660974] [INFO ] [sig       ] [1758/2211] Forecasting SDRL...
[2025-09-29T01:33:26.661076] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-09-29T01:33:26.661183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-09-29T01:33:26.672549] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SDRL'.
[2025-09-29T01:33:26.673078] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-09-29T01:33:26.701071] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:26.702121] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-09-29T01:33:26.702222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:26.702316] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:26.702479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:26.702618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:26.723459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:26.724147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:26.724278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:26.724370] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:26.765792] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:26.766012] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:26.766067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:26.766107] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:26.770467] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=21.84%)
[2025-09-29T01:33:26.770859] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-09-29T01:33:26.771041] [INFO ] [sig       ] SDRL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:26.930694] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SDRL.txt
[2025-09-29T01:33:26.930983] [INFO ] [sig       ] [1758/2211] Completed SDRL in 0.3s | 3.73 sym/s | Total: 7.9m | ETA: 2.0m
[2025-09-29T01:33:26.931083] [INFO ] [sig       ] [1759/2211] Forecasting SE...
[2025-09-29T01:33:26.931185] [INFO ] [sig       ] Generating forecast for: SE
[2025-09-29T01:33:26.931281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-09-29T01:33:26.942823] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SE'.
[2025-09-29T01:33:26.943241] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-09-29T01:33:26.971896] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:26.972814] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-09-29T01:33:26.972895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:26.972989] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:26.973079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:26.973219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:26.993894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:26.994599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:26.994737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:26.994830] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:27.038485] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:27.038627] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:27.038710] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:27.038761] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:27.042389] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2025-09-29T01:33:27.042715] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-09-29T01:33:27.042875] [INFO ] [sig       ] SE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:27.200680] [INFO ] [LOCAL     ] Saved forecast: SE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SE.txt
[2025-09-29T01:33:27.201039] [INFO ] [sig       ] [1759/2211] Completed SE in 0.3s | 3.73 sym/s | Total: 7.9m | ETA: 2.0m
[2025-09-29T01:33:27.201148] [INFO ] [sig       ] [1760/2211] Forecasting SEE...
[2025-09-29T01:33:27.201202] [INFO ] [sig       ] Generating forecast for: SEE
[2025-09-29T01:33:27.201298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-09-29T01:33:27.211896] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SEE'.
[2025-09-29T01:33:27.212408] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-09-29T01:33:27.239547] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:27.240447] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-09-29T01:33:27.240531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:27.240605] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:27.240699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:27.240805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:27.260394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:27.261345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:27.261481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:27.261557] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:27.296124] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:27.296332] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:27.296383] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:27.296419] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:27.300409] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: DOWN (p=35.53%)
[2025-09-29T01:33:27.300839] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-09-29T01:33:27.301016] [INFO ] [sig       ] SEE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:27.479924] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SEE.txt
[2025-09-29T01:33:27.480230] [INFO ] [sig       ] [1760/2211] Completed SEE in 0.3s | 3.73 sym/s | Total: 7.9m | ETA: 2.0m
[2025-09-29T01:33:27.480313] [INFO ] [sig       ] [1761/2211] Forecasting SEG...
[2025-09-29T01:33:27.480392] [INFO ] [sig       ] Generating forecast for: SEG
[2025-09-29T01:33:27.480473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEG' from 'https://tdm.silogroup.org/data/derivative_storage/SEG.csv'.
[2025-09-29T01:33:27.491592] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SEG'.
[2025-09-29T01:33:27.492051] [INFO ] [FORECASTER] Starting predict_future for SEG
[2025-09-29T01:33:27.518068] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:27.518870] [DEBUG] [LOCAL     ] No optimal features file found for SEG: ./output/feature-sets/SEG.txt
[2025-09-29T01:33:27.518950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:27.519024] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:27.519093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:27.519194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:27.538384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:27.539319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:27.539445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:27.539517] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:27.578635] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:27.578895] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:27.578954] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:27.578994] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:27.583390] [DEBUG] [FORECASTER] SEG: Forecast T+1@11:T+2@11: DOWN (p=33.31%)
[2025-09-29T01:33:27.583851] [INFO ] [FORECASTER] Completed predict_future for SEG
[2025-09-29T01:33:27.584045] [INFO ] [sig       ] SEG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:27.734468] [INFO ] [LOCAL     ] Saved forecast: SEG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SEG.txt
[2025-09-29T01:33:27.734821] [INFO ] [sig       ] [1761/2211] Completed SEG in 0.3s | 3.73 sym/s | Total: 7.9m | ETA: 2.0m
[2025-09-29T01:33:27.734926] [INFO ] [sig       ] [1762/2211] Forecasting SEI...
[2025-09-29T01:33:27.735020] [INFO ] [sig       ] Generating forecast for: SEI
[2025-09-29T01:33:27.735124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEI' from 'https://tdm.silogroup.org/data/derivative_storage/SEI.csv'.
[2025-09-29T01:33:27.746140] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SEI'.
[2025-09-29T01:33:27.746609] [INFO ] [FORECASTER] Starting predict_future for SEI
[2025-09-29T01:33:27.774028] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:27.774919] [DEBUG] [LOCAL     ] No optimal features file found for SEI: ./output/feature-sets/SEI.txt
[2025-09-29T01:33:27.775007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:27.775081] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:27.775151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:27.775255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:27.793685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:27.794632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:27.794799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:27.794873] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:27.833961] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:27.834148] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:27.834197] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:27.834233] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:27.842500] [DEBUG] [FORECASTER] SEI: Forecast T+1@11:T+2@11: DOWN (p=39.15%)
[2025-09-29T01:33:27.843187] [INFO ] [FORECASTER] Completed predict_future for SEI
[2025-09-29T01:33:27.843423] [INFO ] [sig       ] SEI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:27.997037] [INFO ] [LOCAL     ] Saved forecast: SEI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SEI.txt
[2025-09-29T01:33:27.997380] [INFO ] [sig       ] [1762/2211] Completed SEI in 0.3s | 3.73 sym/s | Total: 7.9m | ETA: 2.0m
[2025-09-29T01:33:27.997462] [INFO ] [sig       ] [1763/2211] Forecasting SEM...
[2025-09-29T01:33:27.997535] [INFO ] [sig       ] Generating forecast for: SEM
[2025-09-29T01:33:27.997625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-09-29T01:33:28.012884] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SEM'.
[2025-09-29T01:33:28.013479] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-09-29T01:33:28.053302] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:28.054268] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-09-29T01:33:28.054350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:28.054425] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:28.054510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:28.054784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:28.074145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:28.075213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:28.075360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:28.075437] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:28.112218] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:28.112407] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:28.112471] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:28.112540] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:28.116667] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: UP (p=92.21%)
[2025-09-29T01:33:28.117051] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-09-29T01:33:28.117216] [INFO ] [sig       ] SEM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:28.272812] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SEM.txt
[2025-09-29T01:33:28.273096] [INFO ] [sig       ] [1763/2211] Completed SEM in 0.3s | 3.73 sym/s | Total: 7.9m | ETA: 2.0m
[2025-09-29T01:33:28.273197] [INFO ] [sig       ] [1764/2211] Forecasting SEMR...
[2025-09-29T01:33:28.273279] [INFO ] [sig       ] Generating forecast for: SEMR
[2025-09-29T01:33:28.273363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEMR' from 'https://tdm.silogroup.org/data/derivative_storage/SEMR.csv'.
[2025-09-29T01:33:28.283627] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SEMR'.
[2025-09-29T01:33:28.284052] [INFO ] [FORECASTER] Starting predict_future for SEMR
[2025-09-29T01:33:28.311707] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:28.312607] [DEBUG] [LOCAL     ] No optimal features file found for SEMR: ./output/feature-sets/SEMR.txt
[2025-09-29T01:33:28.312731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:28.312806] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:28.312878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:28.312988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:28.332270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:28.333050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:28.333166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:28.333239] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:28.362348] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:28.362518] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:28.362574] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:28.362620] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:28.366219] [DEBUG] [FORECASTER] SEMR: Forecast T+1@11:T+2@11: DOWN (p=23.89%)
[2025-09-29T01:33:28.366524] [INFO ] [FORECASTER] Completed predict_future for SEMR
[2025-09-29T01:33:28.366704] [INFO ] [sig       ] SEMR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:28.521133] [INFO ] [LOCAL     ] Saved forecast: SEMR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SEMR.txt
[2025-09-29T01:33:28.521457] [INFO ] [sig       ] [1764/2211] Completed SEMR in 0.2s | 3.73 sym/s | Total: 7.9m | ETA: 2.0m
[2025-09-29T01:33:28.521541] [INFO ] [sig       ] [1765/2211] Forecasting SES...
[2025-09-29T01:33:28.521614] [INFO ] [sig       ] Generating forecast for: SES
[2025-09-29T01:33:28.521709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-09-29T01:33:28.532454] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SES'.
[2025-09-29T01:33:28.532895] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-09-29T01:33:28.560584] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:28.561435] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-09-29T01:33:28.561539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:28.561628] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:28.561727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:28.561832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:28.580721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:28.581469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:28.581588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:28.581683] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:28.615420] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:28.615594] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:28.615664] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:28.615733] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:28.619710] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: DOWN (p=23.08%)
[2025-09-29T01:33:28.620025] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-09-29T01:33:28.620179] [INFO ] [sig       ] SES: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:28.786983] [INFO ] [LOCAL     ] Saved forecast: SES	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SES.txt
[2025-09-29T01:33:28.787439] [INFO ] [sig       ] [1765/2211] Completed SES in 0.3s | 3.73 sym/s | Total: 7.9m | ETA: 2.0m
[2025-09-29T01:33:28.787549] [INFO ] [sig       ] [1766/2211] Forecasting SF...
[2025-09-29T01:33:28.787630] [INFO ] [sig       ] Generating forecast for: SF
[2025-09-29T01:33:28.787770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-09-29T01:33:28.800603] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SF'.
[2025-09-29T01:33:28.801094] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-09-29T01:33:28.831413] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:28.832327] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-09-29T01:33:28.832409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:28.832496] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:28.832571] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:28.832731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:28.853523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:28.854539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:28.854699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:28.854782] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:28.895378] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:28.895576] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:28.895638] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:28.895733] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:28.900030] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: DOWN (p=35.29%)
[2025-09-29T01:33:28.900361] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-09-29T01:33:28.900524] [INFO ] [sig       ] SF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:29.057173] [INFO ] [LOCAL     ] Saved forecast: SF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SF.txt
[2025-09-29T01:33:29.057467] [INFO ] [sig       ] [1766/2211] Completed SF in 0.3s | 3.73 sym/s | Total: 7.9m | ETA: 2.0m
[2025-09-29T01:33:29.057552] [INFO ] [sig       ] [1767/2211] Forecasting SFB...
[2025-09-29T01:33:29.057626] [INFO ] [sig       ] Generating forecast for: SFB
[2025-09-29T01:33:29.057717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-09-29T01:33:29.068200] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SFB'.
[2025-09-29T01:33:29.068553] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-09-29T01:33:29.095512] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:29.096393] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-09-29T01:33:29.096476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:29.096551] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:29.096622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:29.096749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:29.115241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:29.115924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:29.116038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:29.116109] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:29.147874] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:29.148036] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:29.148087] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:29.148124] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:29.151935] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: UP (p=96.34%)
[2025-09-29T01:33:29.152284] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-09-29T01:33:29.152466] [INFO ] [sig       ] SFB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:29.309846] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SFB.txt
[2025-09-29T01:33:29.310159] [INFO ] [sig       ] [1767/2211] Completed SFB in 0.3s | 3.73 sym/s | Total: 7.9m | ETA: 2.0m
[2025-09-29T01:33:29.310242] [INFO ] [sig       ] [1768/2211] Forecasting SFBS...
[2025-09-29T01:33:29.310317] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-09-29T01:33:29.310392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-09-29T01:33:29.321907] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SFBS'.
[2025-09-29T01:33:29.322352] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-09-29T01:33:29.350173] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:29.351136] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-09-29T01:33:29.351220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:29.351296] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:29.351366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:29.351470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:29.370627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:29.371493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:29.371612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:29.371705] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:29.405082] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:29.405234] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:29.405280] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:29.405317] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:29.409189] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: UP (p=93.27%)
[2025-09-29T01:33:29.409499] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-09-29T01:33:29.409685] [INFO ] [sig       ] SFBS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:29.563932] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SFBS.txt
[2025-09-29T01:33:29.564222] [INFO ] [sig       ] [1768/2211] Completed SFBS in 0.3s | 3.73 sym/s | Total: 7.9m | ETA: 2.0m
[2025-09-29T01:33:29.564301] [INFO ] [sig       ] [1769/2211] Forecasting SFL...
[2025-09-29T01:33:29.564372] [INFO ] [sig       ] Generating forecast for: SFL
[2025-09-29T01:33:29.564443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-09-29T01:33:29.575590] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SFL'.
[2025-09-29T01:33:29.576109] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-09-29T01:33:29.606135] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:29.607132] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-09-29T01:33:29.607217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:29.607293] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:29.607400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:29.607516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:29.626983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:29.627998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:29.628123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:29.628216] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:29.666716] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:29.667006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:29.667081] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:29.667122] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:29.671831] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: DOWN (p=35.49%)
[2025-09-29T01:33:29.672194] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-09-29T01:33:29.672373] [INFO ] [sig       ] SFL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:29.831228] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SFL.txt
[2025-09-29T01:33:29.831566] [INFO ] [sig       ] [1769/2211] Completed SFL in 0.3s | 3.73 sym/s | Total: 7.9m | ETA: 2.0m
[2025-09-29T01:33:29.831689] [INFO ] [sig       ] [1770/2211] Forecasting SG...
[2025-09-29T01:33:29.831765] [INFO ] [sig       ] Generating forecast for: SG
[2025-09-29T01:33:29.831851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-09-29T01:33:29.843137] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SG'.
[2025-09-29T01:33:29.843484] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-09-29T01:33:29.872084] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:29.872985] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-09-29T01:33:29.873067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:29.873154] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:29.873238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:29.873356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:29.892466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:29.893165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:29.893283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:29.893372] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:29.940771] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:29.940934] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:29.940996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:29.941057] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:29.944900] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=6.24%)
[2025-09-29T01:33:29.945208] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-09-29T01:33:29.945366] [INFO ] [sig       ] SG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:30.110504] [INFO ] [LOCAL     ] Saved forecast: SG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SG.txt
[2025-09-29T01:33:30.110860] [INFO ] [sig       ] [1770/2211] Completed SG in 0.3s | 3.73 sym/s | Total: 7.9m | ETA: 2.0m
[2025-09-29T01:33:30.110947] [INFO ] [sig       ] [1771/2211] Forecasting SGHC...
[2025-09-29T01:33:30.111035] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-09-29T01:33:30.111123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-09-29T01:33:30.121532] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'SGHC'.
[2025-09-29T01:33:30.121923] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-09-29T01:33:30.151328] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:30.152286] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-09-29T01:33:30.152383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:30.152486] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:30.152559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:30.152739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:30.171481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:30.172481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:30.172605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:30.172727] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:30.215221] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:30.215426] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:30.215475] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:30.215512] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:30.219410] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: UP (p=57.54%)
[2025-09-29T01:33:30.219835] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-09-29T01:33:30.220001] [INFO ] [sig       ] SGHC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:30.382896] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SGHC.txt
[2025-09-29T01:33:30.383239] [INFO ] [sig       ] [1771/2211] Completed SGHC in 0.3s | 3.73 sym/s | Total: 7.9m | ETA: 2.0m
[2025-09-29T01:33:30.383340] [INFO ] [sig       ] [1772/2211] Forecasting SGU...
[2025-09-29T01:33:30.383425] [INFO ] [sig       ] Generating forecast for: SGU
[2025-09-29T01:33:30.383514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGU' from 'https://tdm.silogroup.org/data/derivative_storage/SGU.csv'.
[2025-09-29T01:33:30.395589] [DEBUG] [REMOTE    ] Successfully parsed 1815 rows of historical data for symbol 'SGU'.
[2025-09-29T01:33:30.396079] [INFO ] [FORECASTER] Starting predict_future for SGU
[2025-09-29T01:33:30.423384] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:30.424334] [DEBUG] [LOCAL     ] No optimal features file found for SGU: ./output/feature-sets/SGU.txt
[2025-09-29T01:33:30.424418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:30.424492] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:30.424573] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:30.424730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:30.442719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:30.443699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:30.443852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:30.443942] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:30.483105] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:30.483304] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:30.483355] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:30.483392] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:30.487310] [DEBUG] [FORECASTER] SGU: Forecast T+1@11:T+2@11: DOWN (p=47.96%)
[2025-09-29T01:33:30.487614] [INFO ] [FORECASTER] Completed predict_future for SGU
[2025-09-29T01:33:30.487809] [INFO ] [sig       ] SGU: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:30.643847] [INFO ] [LOCAL     ] Saved forecast: SGU	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SGU.txt
[2025-09-29T01:33:30.644163] [INFO ] [sig       ] [1772/2211] Completed SGU in 0.3s | 3.73 sym/s | Total: 7.9m | ETA: 2.0m
[2025-09-29T01:33:30.644264] [INFO ] [sig       ] [1773/2211] Forecasting SHAK...
[2025-09-29T01:33:30.644348] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-09-29T01:33:30.644425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-09-29T01:33:30.655289] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SHAK'.
[2025-09-29T01:33:30.655760] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-09-29T01:33:30.685717] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:30.686774] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-09-29T01:33:30.686886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:30.686977] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:30.687061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:30.687225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:30.708727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:30.709590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:30.709762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:30.709851] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:30.752292] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:30.752499] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:30.752550] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:30.752587] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:30.756499] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=46.85%)
[2025-09-29T01:33:30.756889] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-09-29T01:33:30.757066] [INFO ] [sig       ] SHAK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:30.965421] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SHAK.txt
[2025-09-29T01:33:30.965982] [INFO ] [sig       ] [1773/2211] Completed SHAK in 0.3s | 3.73 sym/s | Total: 7.9m | ETA: 2.0m
[2025-09-29T01:33:30.966083] [INFO ] [sig       ] [1774/2211] Forecasting SHCO...
[2025-09-29T01:33:30.966174] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-09-29T01:33:30.966265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-09-29T01:33:30.977997] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SHCO'.
[2025-09-29T01:33:30.978394] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-09-29T01:33:31.007136] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:31.008083] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-09-29T01:33:31.008165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:31.008253] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:31.008338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:31.008468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:31.027699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:31.028441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:31.028601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:31.028719] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:31.064189] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:31.064346] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:31.064392] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:31.064427] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:31.068333] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=67.35%)
[2025-09-29T01:33:31.068674] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-09-29T01:33:31.068884] [INFO ] [sig       ] SHCO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:31.220332] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SHCO.txt
[2025-09-29T01:33:31.220607] [INFO ] [sig       ] [1774/2211] Completed SHCO in 0.3s | 3.73 sym/s | Total: 7.9m | ETA: 2.0m
[2025-09-29T01:33:31.220777] [INFO ] [sig       ] [1775/2211] Forecasting SHEL...
[2025-09-29T01:33:31.220849] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-09-29T01:33:31.220897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-09-29T01:33:31.232956] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SHEL'.
[2025-09-29T01:33:31.233622] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-09-29T01:33:31.260940] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:31.261818] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-09-29T01:33:31.261901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:31.261975] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:31.262046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:31.262156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:31.281295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:31.281982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:31.282100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:31.282173] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:31.320278] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:31.320476] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:31.320544] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:31.320586] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:31.324361] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2025-09-29T01:33:31.324697] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-09-29T01:33:31.324890] [INFO ] [sig       ] SHEL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:31.480822] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SHEL.txt
[2025-09-29T01:33:31.481184] [INFO ] [sig       ] [1775/2211] Completed SHEL in 0.3s | 3.73 sym/s | Total: 7.9m | ETA: 2.0m
[2025-09-29T01:33:31.481275] [INFO ] [sig       ] [1776/2211] Forecasting SHG...
[2025-09-29T01:33:31.481351] [INFO ] [sig       ] Generating forecast for: SHG
[2025-09-29T01:33:31.481430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-09-29T01:33:31.494761] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SHG'.
[2025-09-29T01:33:31.495431] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-09-29T01:33:31.532806] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:31.533800] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-09-29T01:33:31.533891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:31.533970] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:31.534042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:31.534149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:31.554939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:31.556070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:31.556194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:31.556308] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:31.598914] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:31.599128] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:31.599191] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:31.599229] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:31.603821] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: DOWN (p=28.70%)
[2025-09-29T01:33:31.604300] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-09-29T01:33:31.604490] [INFO ] [sig       ] SHG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:31.777389] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SHG.txt
[2025-09-29T01:33:31.777741] [INFO ] [sig       ] [1776/2211] Completed SHG in 0.3s | 3.73 sym/s | Total: 7.9m | ETA: 1.9m
[2025-09-29T01:33:31.777827] [INFO ] [sig       ] [1777/2211] Forecasting SHO...
[2025-09-29T01:33:31.777899] [INFO ] [sig       ] Generating forecast for: SHO
[2025-09-29T01:33:31.777971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-09-29T01:33:31.788847] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SHO'.
[2025-09-29T01:33:31.789267] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-09-29T01:33:31.818332] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:31.819515] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-09-29T01:33:31.819633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:31.819732] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:31.819805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:31.819910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:31.840068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:31.840973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:31.841094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:31.841172] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:31.883726] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:31.884007] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:31.884080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:31.884121] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:31.888270] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: DOWN (p=11.39%)
[2025-09-29T01:33:31.888585] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-09-29T01:33:31.888779] [INFO ] [sig       ] SHO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:32.045156] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SHO.txt
[2025-09-29T01:33:32.045569] [INFO ] [sig       ] [1777/2211] Completed SHO in 0.3s | 3.73 sym/s | Total: 8.0m | ETA: 1.9m
[2025-09-29T01:33:32.045680] [INFO ] [sig       ] [1778/2211] Forecasting SHOC...
[2025-09-29T01:33:32.045754] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-09-29T01:33:32.045827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-09-29T01:33:32.059157] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'SHOC'.
[2025-09-29T01:33:32.059714] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-09-29T01:33:32.090489] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:32.091580] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-09-29T01:33:32.091704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:32.091810] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:32.091894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:32.092017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:32.113212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:32.114249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:32.114392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:32.114480] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:32.161537] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:32.161807] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:32.161911] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:32.161994] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:32.167295] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=65.39%)
[2025-09-29T01:33:32.167830] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-09-29T01:33:32.168092] [INFO ] [sig       ] SHOC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:32.349304] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SHOC.txt
[2025-09-29T01:33:32.349623] [INFO ] [sig       ] [1778/2211] Completed SHOC in 0.3s | 3.72 sym/s | Total: 8.0m | ETA: 1.9m
[2025-09-29T01:33:32.349736] [INFO ] [sig       ] [1779/2211] Forecasting SHW...
[2025-09-29T01:33:32.349810] [INFO ] [sig       ] Generating forecast for: SHW
[2025-09-29T01:33:32.349883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHW' from 'https://tdm.silogroup.org/data/derivative_storage/SHW.csv'.
[2025-09-29T01:33:32.362031] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SHW'.
[2025-09-29T01:33:32.362442] [INFO ] [FORECASTER] Starting predict_future for SHW
[2025-09-29T01:33:32.389440] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:32.390263] [DEBUG] [LOCAL     ] No optimal features file found for SHW: ./output/feature-sets/SHW.txt
[2025-09-29T01:33:32.390344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:32.390418] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:32.390488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:32.390624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:32.408602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:32.409259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:32.409378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:32.409448] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:32.448479] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:32.448619] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:32.448698] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:32.448754] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:32.452302] [DEBUG] [FORECASTER] SHW: Forecast T+1@11:T+2@11: UP (p=87.60%)
[2025-09-29T01:33:32.452601] [INFO ] [FORECASTER] Completed predict_future for SHW
[2025-09-29T01:33:32.452807] [INFO ] [sig       ] SHW: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:32.612855] [INFO ] [LOCAL     ] Saved forecast: SHW	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SHW.txt
[2025-09-29T01:33:32.613177] [INFO ] [sig       ] [1779/2211] Completed SHW in 0.3s | 3.72 sym/s | Total: 8.0m | ETA: 1.9m
[2025-09-29T01:33:32.613261] [INFO ] [sig       ] [1780/2211] Forecasting SID...
[2025-09-29T01:33:32.613334] [INFO ] [sig       ] Generating forecast for: SID
[2025-09-29T01:33:32.613432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-09-29T01:33:32.624514] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SID'.
[2025-09-29T01:33:32.624980] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-09-29T01:33:32.652345] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:32.653234] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-09-29T01:33:32.653317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:32.653392] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:32.653467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:32.653573] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:32.673125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:32.673957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:32.674075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:32.674155] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:32.716066] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:32.716260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:32.716315] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:32.716355] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:32.720252] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=29.72%)
[2025-09-29T01:33:32.720597] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-09-29T01:33:32.720824] [INFO ] [sig       ] SID: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:32.873834] [INFO ] [LOCAL     ] Saved forecast: SID	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SID.txt
[2025-09-29T01:33:32.874131] [INFO ] [sig       ] [1780/2211] Completed SID in 0.3s | 3.72 sym/s | Total: 8.0m | ETA: 1.9m
[2025-09-29T01:33:32.874213] [INFO ] [sig       ] [1781/2211] Forecasting SIG...
[2025-09-29T01:33:32.874286] [INFO ] [sig       ] Generating forecast for: SIG
[2025-09-29T01:33:32.874358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-09-29T01:33:32.886445] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SIG'.
[2025-09-29T01:33:32.886936] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-09-29T01:33:32.915953] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:32.917063] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-09-29T01:33:32.917168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:32.917267] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:32.917350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:32.917497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:32.937408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:32.938116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:32.938235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:32.938325] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:32.976734] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:32.976910] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:32.976968] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:32.977007] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:32.980749] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: UP (p=72.56%)
[2025-09-29T01:33:32.981077] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-09-29T01:33:32.981264] [INFO ] [sig       ] SIG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:33.148727] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SIG.txt
[2025-09-29T01:33:33.149024] [INFO ] [sig       ] [1781/2211] Completed SIG in 0.3s | 3.72 sym/s | Total: 8.0m | ETA: 1.9m
[2025-09-29T01:33:33.149141] [INFO ] [sig       ] [1782/2211] Forecasting SII...
[2025-09-29T01:33:33.149223] [INFO ] [sig       ] Generating forecast for: SII
[2025-09-29T01:33:33.149298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-09-29T01:33:33.160233] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SII'.
[2025-09-29T01:33:33.160589] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-09-29T01:33:33.188552] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:33.189421] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-09-29T01:33:33.189504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:33.189579] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:33.189670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:33.189777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:33.210420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:33.211318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:33.211442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:33.211512] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:33.251835] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:33.252084] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:33.252182] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:33.252245] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:33.256498] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=8.31%)
[2025-09-29T01:33:33.256924] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-09-29T01:33:33.257108] [INFO ] [sig       ] SII: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:33.422421] [INFO ] [LOCAL     ] Saved forecast: SII	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SII.txt
[2025-09-29T01:33:33.422838] [INFO ] [sig       ] [1782/2211] Completed SII in 0.3s | 3.72 sym/s | Total: 8.0m | ETA: 1.9m
[2025-09-29T01:33:33.422926] [INFO ] [sig       ] [1783/2211] Forecasting SILA...
[2025-09-29T01:33:33.423006] [INFO ] [sig       ] Generating forecast for: SILA
[2025-09-29T01:33:33.423083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SILA' from 'https://tdm.silogroup.org/data/derivative_storage/SILA.csv'.
[2025-09-29T01:33:33.435250] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SILA'.
[2025-09-29T01:33:33.435766] [INFO ] [FORECASTER] Starting predict_future for SILA
[2025-09-29T01:33:33.463797] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:33.464700] [DEBUG] [LOCAL     ] No optimal features file found for SILA: ./output/feature-sets/SILA.txt
[2025-09-29T01:33:33.464786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:33.464862] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:33.464932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:33.465038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:33.484019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:33.484857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:33.485009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:33.485085] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:33.522886] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:33.523137] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:33.523197] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:33.523236] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:33.527265] [DEBUG] [FORECASTER] SILA: Forecast T+1@11:T+2@11: DOWN (p=21.91%)
[2025-09-29T01:33:33.527663] [INFO ] [FORECASTER] Completed predict_future for SILA
[2025-09-29T01:33:33.527856] [INFO ] [sig       ] SILA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:33.679120] [INFO ] [LOCAL     ] Saved forecast: SILA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SILA.txt
[2025-09-29T01:33:33.679400] [INFO ] [sig       ] [1783/2211] Completed SILA in 0.3s | 3.72 sym/s | Total: 8.0m | ETA: 1.9m
[2025-09-29T01:33:33.679480] [INFO ] [sig       ] [1784/2211] Forecasting SITC...
[2025-09-29T01:33:33.679552] [INFO ] [sig       ] Generating forecast for: SITC
[2025-09-29T01:33:33.679625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-09-29T01:33:33.690602] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SITC'.
[2025-09-29T01:33:33.690986] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-09-29T01:33:33.723425] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:33.724366] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-09-29T01:33:33.724450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:33.724539] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:33.724623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:33.724766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:33.744703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:33.745341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:33.745458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:33.745544] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:33.786633] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:33.786781] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:33.786851] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:33.786911] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:33.790438] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: UP (p=57.54%)
[2025-09-29T01:33:33.790828] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-09-29T01:33:33.790998] [INFO ] [sig       ] SITC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:33.987677] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SITC.txt
[2025-09-29T01:33:33.988094] [INFO ] [sig       ] [1784/2211] Completed SITC in 0.3s | 3.72 sym/s | Total: 8.0m | ETA: 1.9m
[2025-09-29T01:33:33.988192] [INFO ] [sig       ] [1785/2211] Forecasting SITE...
[2025-09-29T01:33:33.988290] [INFO ] [sig       ] Generating forecast for: SITE
[2025-09-29T01:33:33.988390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-09-29T01:33:34.001015] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SITE'.
[2025-09-29T01:33:34.001538] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-09-29T01:33:34.037938] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:34.039056] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-09-29T01:33:34.039153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:34.039262] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:34.039343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:34.039474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:34.063077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:34.064262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:34.064399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:34.064482] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:34.113404] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:34.113670] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:34.113760] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:34.113814] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:34.118537] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: UP (p=87.48%)
[2025-09-29T01:33:34.119013] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-09-29T01:33:34.119227] [INFO ] [sig       ] SITE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:34.320798] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SITE.txt
[2025-09-29T01:33:34.321214] [INFO ] [sig       ] [1785/2211] Completed SITE in 0.3s | 3.72 sym/s | Total: 8.0m | ETA: 1.9m
[2025-09-29T01:33:34.321312] [INFO ] [sig       ] [1786/2211] Forecasting SJM...
[2025-09-29T01:33:34.321413] [INFO ] [sig       ] Generating forecast for: SJM
[2025-09-29T01:33:34.321497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-09-29T01:33:34.335456] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SJM'.
[2025-09-29T01:33:34.336072] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-09-29T01:33:34.364230] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:34.365164] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-09-29T01:33:34.365248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:34.365324] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:34.365396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:34.365502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:34.384750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:34.385692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:34.385812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:34.385884] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:34.427002] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:34.427207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:34.427266] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:34.427305] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:34.431069] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: UP (p=76.22%)
[2025-09-29T01:33:34.431394] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-09-29T01:33:34.431550] [INFO ] [sig       ] SJM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:34.584723] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SJM.txt
[2025-09-29T01:33:34.585010] [INFO ] [sig       ] [1786/2211] Completed SJM in 0.3s | 3.72 sym/s | Total: 8.0m | ETA: 1.9m
[2025-09-29T01:33:34.585091] [INFO ] [sig       ] [1787/2211] Forecasting SJT...
[2025-09-29T01:33:34.585162] [INFO ] [sig       ] Generating forecast for: SJT
[2025-09-29T01:33:34.585234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJT' from 'https://tdm.silogroup.org/data/derivative_storage/SJT.csv'.
[2025-09-29T01:33:34.596426] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SJT'.
[2025-09-29T01:33:34.596906] [INFO ] [FORECASTER] Starting predict_future for SJT
[2025-09-29T01:33:34.623596] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:34.624482] [DEBUG] [LOCAL     ] No optimal features file found for SJT: ./output/feature-sets/SJT.txt
[2025-09-29T01:33:34.624566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:34.624618] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:34.624715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:34.624867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:34.643589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:34.644271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:34.644386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:34.644469] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:34.682400] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:34.682548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:34.682595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:34.682631] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:34.686207] [DEBUG] [FORECASTER] SJT: Forecast T+1@11:T+2@11: UP (p=73.43%)
[2025-09-29T01:33:34.686515] [INFO ] [FORECASTER] Completed predict_future for SJT
[2025-09-29T01:33:34.686698] [INFO ] [sig       ] SJT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:34.840865] [INFO ] [LOCAL     ] Saved forecast: SJT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SJT.txt
[2025-09-29T01:33:34.841177] [INFO ] [sig       ] [1787/2211] Completed SJT in 0.3s | 3.72 sym/s | Total: 8.0m | ETA: 1.9m
[2025-09-29T01:33:34.841260] [INFO ] [sig       ] [1788/2211] Forecasting SKE...
[2025-09-29T01:33:34.841333] [INFO ] [sig       ] Generating forecast for: SKE
[2025-09-29T01:33:34.841406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-09-29T01:33:34.854593] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SKE'.
[2025-09-29T01:33:34.855179] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-09-29T01:33:34.890238] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:34.891378] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-09-29T01:33:34.891471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:34.891560] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:34.891639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:34.891801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:34.918414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:34.919448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:34.919570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:34.919668] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:34.962600] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:34.962901] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:34.962988] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:34.963049] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:34.967317] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: DOWN (p=41.69%)
[2025-09-29T01:33:34.967724] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-09-29T01:33:34.967901] [INFO ] [sig       ] SKE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:35.127036] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SKE.txt
[2025-09-29T01:33:35.127432] [INFO ] [sig       ] [1788/2211] Completed SKE in 0.3s | 3.72 sym/s | Total: 8.0m | ETA: 1.9m
[2025-09-29T01:33:35.127524] [INFO ] [sig       ] [1789/2211] Forecasting SKIL...
[2025-09-29T01:33:35.127607] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-09-29T01:33:35.127710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-09-29T01:33:35.139572] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SKIL'.
[2025-09-29T01:33:35.140121] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-09-29T01:33:35.167886] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:35.168826] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-09-29T01:33:35.168922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:35.169011] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:35.169084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:35.169195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:35.189079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:35.189934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:35.190054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:35.190128] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:35.232247] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:35.232429] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:35.232480] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:35.232517] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:35.236267] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: UP (p=70.88%)
[2025-09-29T01:33:35.236594] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-09-29T01:33:35.236789] [INFO ] [sig       ] SKIL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:35.386994] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SKIL.txt
[2025-09-29T01:33:35.387278] [INFO ] [sig       ] [1789/2211] Completed SKIL in 0.3s | 3.72 sym/s | Total: 8.0m | ETA: 1.9m
[2025-09-29T01:33:35.387359] [INFO ] [sig       ] [1790/2211] Forecasting SKLZ...
[2025-09-29T01:33:35.387430] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-09-29T01:33:35.387503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-09-29T01:33:35.398878] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SKLZ'.
[2025-09-29T01:33:35.399423] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-09-29T01:33:35.429738] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:35.430722] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-09-29T01:33:35.430807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:35.430881] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:35.430950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:35.431054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:35.451357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:35.452351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:35.452474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:35.452548] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:35.492735] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:35.492953] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:35.493005] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:35.493043] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:35.497279] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=39.58%)
[2025-09-29T01:33:35.497750] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-09-29T01:33:35.497935] [INFO ] [sig       ] SKLZ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:35.652911] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SKLZ.txt
[2025-09-29T01:33:35.653219] [INFO ] [sig       ] [1790/2211] Completed SKLZ in 0.3s | 3.72 sym/s | Total: 8.0m | ETA: 1.9m
[2025-09-29T01:33:35.653301] [INFO ] [sig       ] [1791/2211] Forecasting SKM...
[2025-09-29T01:33:35.653373] [INFO ] [sig       ] Generating forecast for: SKM
[2025-09-29T01:33:35.653445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-09-29T01:33:35.665916] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SKM'.
[2025-09-29T01:33:35.666429] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-09-29T01:33:35.696766] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:35.697817] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-09-29T01:33:35.697900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:35.697977] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:35.698063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:35.698238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:35.725940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:35.727245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:35.727377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:35.727465] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:35.769856] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:35.770142] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:35.770213] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:35.770254] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:35.774876] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: DOWN (p=9.75%)
[2025-09-29T01:33:35.775273] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-09-29T01:33:35.775557] [INFO ] [sig       ] SKM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:35.926053] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SKM.txt
[2025-09-29T01:33:35.926459] [INFO ] [sig       ] [1791/2211] Completed SKM in 0.3s | 3.72 sym/s | Total: 8.0m | ETA: 1.9m
[2025-09-29T01:33:35.926571] [INFO ] [sig       ] [1792/2211] Forecasting SKT...
[2025-09-29T01:33:35.926667] [INFO ] [sig       ] Generating forecast for: SKT
[2025-09-29T01:33:35.926745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKT' from 'https://tdm.silogroup.org/data/derivative_storage/SKT.csv'.
[2025-09-29T01:33:35.939967] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SKT'.
[2025-09-29T01:33:35.940420] [INFO ] [FORECASTER] Starting predict_future for SKT
[2025-09-29T01:33:35.968563] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:35.969481] [DEBUG] [LOCAL     ] No optimal features file found for SKT: ./output/feature-sets/SKT.txt
[2025-09-29T01:33:35.969564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:35.969701] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:35.969800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:35.969917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:35.989427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:35.990151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:35.990268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:35.990419] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:36.033475] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:36.033667] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:36.033781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:36.033845] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:36.037574] [DEBUG] [FORECASTER] SKT: Forecast T+1@11:T+2@11: DOWN (p=47.66%)
[2025-09-29T01:33:36.037919] [INFO ] [FORECASTER] Completed predict_future for SKT
[2025-09-29T01:33:36.038123] [INFO ] [sig       ] SKT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:36.195829] [INFO ] [LOCAL     ] Saved forecast: SKT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SKT.txt
[2025-09-29T01:33:36.196200] [INFO ] [sig       ] [1792/2211] Completed SKT in 0.3s | 3.72 sym/s | Total: 8.0m | ETA: 1.9m
[2025-09-29T01:33:36.196289] [INFO ] [sig       ] [1793/2211] Forecasting SKY...
[2025-09-29T01:33:36.196377] [INFO ] [sig       ] Generating forecast for: SKY
[2025-09-29T01:33:36.196468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-09-29T01:33:36.208031] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SKY'.
[2025-09-29T01:33:36.208446] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-09-29T01:33:36.235794] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:36.236701] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-09-29T01:33:36.236785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:36.236888] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:36.236972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:36.237106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:36.255619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:36.256388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:36.256507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:36.256594] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:36.294435] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:36.294638] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:36.294737] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:36.294784] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:36.298761] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: DOWN (p=25.64%)
[2025-09-29T01:33:36.299068] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-09-29T01:33:36.299220] [INFO ] [sig       ] SKY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:36.450871] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SKY.txt
[2025-09-29T01:33:36.451183] [INFO ] [sig       ] [1793/2211] Completed SKY in 0.3s | 3.72 sym/s | Total: 8.0m | ETA: 1.9m
[2025-09-29T01:33:36.451338] [INFO ] [sig       ] [1794/2211] Forecasting SKYH...
[2025-09-29T01:33:36.451410] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-09-29T01:33:36.451482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-09-29T01:33:36.463403] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SKYH'.
[2025-09-29T01:33:36.463912] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-09-29T01:33:36.492344] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:36.493751] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-09-29T01:33:36.493894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:36.494022] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:36.494106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:36.494286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:36.515583] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:36.516550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:36.516695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:36.516798] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:36.558123] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:36.558323] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:36.558372] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:36.558408] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:36.562258] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: DOWN (p=46.94%)
[2025-09-29T01:33:36.562566] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-09-29T01:33:36.562751] [INFO ] [sig       ] SKYH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:36.722581] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SKYH.txt
[2025-09-29T01:33:36.722934] [INFO ] [sig       ] [1794/2211] Completed SKYH in 0.3s | 3.72 sym/s | Total: 8.0m | ETA: 1.9m
[2025-09-29T01:33:36.723017] [INFO ] [sig       ] [1795/2211] Forecasting SLB...
[2025-09-29T01:33:36.723090] [INFO ] [sig       ] Generating forecast for: SLB
[2025-09-29T01:33:36.723169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-09-29T01:33:36.741996] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SLB'.
[2025-09-29T01:33:36.742540] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-09-29T01:33:36.771153] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:36.772170] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-09-29T01:33:36.772262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:36.772344] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:36.772416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:36.772521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:36.792022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:36.792832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:36.792962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:36.793033] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:36.833826] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:36.833988] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:36.834034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:36.834070] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:36.837703] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: DOWN (p=0.15%)
[2025-09-29T01:33:36.838025] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-09-29T01:33:36.838193] [INFO ] [sig       ] SLB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:36.992626] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SLB.txt
[2025-09-29T01:33:36.992962] [INFO ] [sig       ] [1795/2211] Completed SLB in 0.3s | 3.72 sym/s | Total: 8.0m | ETA: 1.9m
[2025-09-29T01:33:36.993045] [INFO ] [sig       ] [1796/2211] Forecasting SLF...
[2025-09-29T01:33:36.993116] [INFO ] [sig       ] Generating forecast for: SLF
[2025-09-29T01:33:36.993190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-09-29T01:33:37.005118] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SLF'.
[2025-09-29T01:33:37.005688] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-09-29T01:33:37.034632] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:37.035573] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-09-29T01:33:37.035689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:37.035765] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:37.035838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:37.035945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:37.055869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:37.056944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:37.057074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:37.057151] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:37.100499] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:37.100764] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:37.100831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:37.100870] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:37.104836] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: UP (p=91.16%)
[2025-09-29T01:33:37.105162] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-09-29T01:33:37.105371] [INFO ] [sig       ] SLF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:37.259496] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SLF.txt
[2025-09-29T01:33:37.259826] [INFO ] [sig       ] [1796/2211] Completed SLF in 0.3s | 3.72 sym/s | Total: 8.0m | ETA: 1.9m
[2025-09-29T01:33:37.259933] [INFO ] [sig       ] [1797/2211] Forecasting SLG...
[2025-09-29T01:33:37.260020] [INFO ] [sig       ] Generating forecast for: SLG
[2025-09-29T01:33:37.260096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-09-29T01:33:37.271291] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SLG'.
[2025-09-29T01:33:37.271869] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-09-29T01:33:37.301276] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:37.302141] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-09-29T01:33:37.302223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:37.302298] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:37.302368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:37.302470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:37.322521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:37.323324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:37.323440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:37.323511] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:37.364001] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:37.364177] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:37.364224] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:37.364260] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:37.368124] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: UP (p=63.50%)
[2025-09-29T01:33:37.368503] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-09-29T01:33:37.368701] [INFO ] [sig       ] SLG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:37.541843] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SLG.txt
[2025-09-29T01:33:37.542187] [INFO ] [sig       ] [1797/2211] Completed SLG in 0.3s | 3.72 sym/s | Total: 8.0m | ETA: 1.9m
[2025-09-29T01:33:37.542271] [INFO ] [sig       ] [1798/2211] Forecasting SLGN...
[2025-09-29T01:33:37.542341] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-09-29T01:33:37.542389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-09-29T01:33:37.563147] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SLGN'.
[2025-09-29T01:33:37.563812] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-09-29T01:33:37.597440] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:37.598571] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-09-29T01:33:37.598688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:37.598768] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:37.598835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:37.598953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:37.621346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:37.622730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:37.622940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:37.623037] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:37.667091] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:37.667271] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:37.667322] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:37.667359] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:37.671291] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: UP (p=70.05%)
[2025-09-29T01:33:37.671688] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-09-29T01:33:37.671859] [INFO ] [sig       ] SLGN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:37.826480] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SLGN.txt
[2025-09-29T01:33:37.826872] [INFO ] [sig       ] [1798/2211] Completed SLGN in 0.3s | 3.72 sym/s | Total: 8.0m | ETA: 1.8m
[2025-09-29T01:33:37.826954] [INFO ] [sig       ] [1799/2211] Forecasting SLQT...
[2025-09-29T01:33:37.827003] [INFO ] [sig       ] Generating forecast for: SLQT
[2025-09-29T01:33:37.827067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQT' from 'https://tdm.silogroup.org/data/derivative_storage/SLQT.csv'.
[2025-09-29T01:33:37.839067] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SLQT'.
[2025-09-29T01:33:37.839521] [INFO ] [FORECASTER] Starting predict_future for SLQT
[2025-09-29T01:33:37.870950] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:37.871986] [DEBUG] [LOCAL     ] No optimal features file found for SLQT: ./output/feature-sets/SLQT.txt
[2025-09-29T01:33:37.872084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:37.872196] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:37.872289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:37.872461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:37.895194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:37.896339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:37.896480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:37.896573] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:37.946021] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:37.946295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:37.946358] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:37.946431] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:37.951047] [DEBUG] [FORECASTER] SLQT: Forecast T+1@11:T+2@11: DOWN (p=41.24%)
[2025-09-29T01:33:37.951376] [INFO ] [FORECASTER] Completed predict_future for SLQT
[2025-09-29T01:33:37.951532] [INFO ] [sig       ] SLQT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:38.108237] [INFO ] [LOCAL     ] Saved forecast: SLQT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SLQT.txt
[2025-09-29T01:33:38.108545] [INFO ] [sig       ] [1799/2211] Completed SLQT in 0.3s | 3.72 sym/s | Total: 8.1m | ETA: 1.8m
[2025-09-29T01:33:38.108700] [INFO ] [sig       ] [1800/2211] Forecasting SLVM...
[2025-09-29T01:33:38.108772] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-09-29T01:33:38.108842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-09-29T01:33:38.119714] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SLVM'.
[2025-09-29T01:33:38.120097] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-09-29T01:33:38.147027] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:38.147968] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-09-29T01:33:38.148051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:38.148125] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:38.148195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:38.148299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:38.167027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:38.167721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:38.167836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:38.167908] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:38.208882] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:38.209099] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:38.209149] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:38.209184] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:38.213253] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: UP (p=77.28%)
[2025-09-29T01:33:38.213664] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-09-29T01:33:38.213854] [INFO ] [sig       ] SLVM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:38.364562] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SLVM.txt
[2025-09-29T01:33:38.364902] [INFO ] [sig       ] [1800/2211] Completed SLVM in 0.3s | 3.72 sym/s | Total: 8.1m | ETA: 1.8m
[2025-09-29T01:33:38.364984] [INFO ] [sig       ] [1801/2211] Forecasting SM...
[2025-09-29T01:33:38.365061] [INFO ] [sig       ] Generating forecast for: SM
[2025-09-29T01:33:38.365139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-09-29T01:33:38.375738] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SM'.
[2025-09-29T01:33:38.376177] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-09-29T01:33:38.402589] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:38.403422] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-09-29T01:33:38.403503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:38.403576] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:38.403668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:38.403773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:38.421350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:38.422002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:38.422112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:38.422182] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:38.459499] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:38.459692] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:38.459762] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:38.459800] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:38.463456] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: DOWN (p=5.58%)
[2025-09-29T01:33:38.463807] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-09-29T01:33:38.463973] [INFO ] [sig       ] SM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:38.635398] [INFO ] [LOCAL     ] Saved forecast: SM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SM.txt
[2025-09-29T01:33:38.635732] [INFO ] [sig       ] [1801/2211] Completed SM in 0.3s | 3.72 sym/s | Total: 8.1m | ETA: 1.8m
[2025-09-29T01:33:38.635816] [INFO ] [sig       ] [1802/2211] Forecasting SMBK...
[2025-09-29T01:33:38.635887] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-09-29T01:33:38.635959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-09-29T01:33:38.646494] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SMBK'.
[2025-09-29T01:33:38.646977] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-09-29T01:33:38.674826] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:38.675698] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-09-29T01:33:38.675780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:38.675855] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:38.675899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:38.675995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:38.693368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:38.694067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:38.694179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:38.694251] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:38.740710] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:38.741556] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:38.741663] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:38.741746] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:38.747103] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: DOWN (p=15.82%)
[2025-09-29T01:33:38.747474] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-09-29T01:33:38.747694] [INFO ] [sig       ] SMBK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:38.919505] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SMBK.txt
[2025-09-29T01:33:38.919900] [INFO ] [sig       ] [1802/2211] Completed SMBK in 0.3s | 3.72 sym/s | Total: 8.1m | ETA: 1.8m
[2025-09-29T01:33:38.919988] [INFO ] [sig       ] [1803/2211] Forecasting SMC...
[2025-09-29T01:33:38.920063] [INFO ] [sig       ] Generating forecast for: SMC
[2025-09-29T01:33:38.920138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMC' from 'https://tdm.silogroup.org/data/derivative_storage/SMC.csv'.
[2025-09-29T01:33:38.937417] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SMC'.
[2025-09-29T01:33:38.937953] [INFO ] [FORECASTER] Starting predict_future for SMC
[2025-09-29T01:33:38.967226] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:38.968188] [DEBUG] [LOCAL     ] No optimal features file found for SMC: ./output/feature-sets/SMC.txt
[2025-09-29T01:33:38.968275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:38.968356] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:38.968427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:38.968530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:38.986517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:38.987544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:38.987691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:38.987766] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:39.025921] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:39.026181] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:39.026239] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:39.026275] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:39.030095] [DEBUG] [FORECASTER] SMC: Forecast T+1@11:T+2@11: UP (p=91.26%)
[2025-09-29T01:33:39.030436] [INFO ] [FORECASTER] Completed predict_future for SMC
[2025-09-29T01:33:39.030601] [INFO ] [sig       ] SMC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:39.185526] [INFO ] [LOCAL     ] Saved forecast: SMC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SMC.txt
[2025-09-29T01:33:39.185849] [INFO ] [sig       ] [1803/2211] Completed SMC in 0.3s | 3.72 sym/s | Total: 8.1m | ETA: 1.8m
[2025-09-29T01:33:39.185933] [INFO ] [sig       ] [1804/2211] Forecasting SMFG...
[2025-09-29T01:33:39.186006] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-09-29T01:33:39.186081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-09-29T01:33:39.197223] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SMFG'.
[2025-09-29T01:33:39.197568] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-09-29T01:33:39.223541] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:39.224395] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-09-29T01:33:39.224477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:39.224563] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:39.224821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:39.224929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:39.242587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:39.243237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:39.243355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:39.243438] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:39.279872] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:39.280016] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:39.280061] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:39.280096] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:39.283475] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: UP (p=95.39%)
[2025-09-29T01:33:39.283829] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-09-29T01:33:39.284006] [INFO ] [sig       ] SMFG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:39.428311] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SMFG.txt
[2025-09-29T01:33:39.428603] [INFO ] [sig       ] [1804/2211] Completed SMFG in 0.2s | 3.72 sym/s | Total: 8.1m | ETA: 1.8m
[2025-09-29T01:33:39.428708] [INFO ] [sig       ] [1805/2211] Forecasting SMG...
[2025-09-29T01:33:39.428780] [INFO ] [sig       ] Generating forecast for: SMG
[2025-09-29T01:33:39.428853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMG' from 'https://tdm.silogroup.org/data/derivative_storage/SMG.csv'.
[2025-09-29T01:33:39.440123] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SMG'.
[2025-09-29T01:33:39.440597] [INFO ] [FORECASTER] Starting predict_future for SMG
[2025-09-29T01:33:39.467239] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:39.468159] [DEBUG] [LOCAL     ] No optimal features file found for SMG: ./output/feature-sets/SMG.txt
[2025-09-29T01:33:39.468244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:39.468317] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:39.468386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:39.468489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:39.487252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:39.487983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:39.488096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:39.488220] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:39.527329] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:39.527473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:39.527516] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:39.527551] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:39.531019] [DEBUG] [FORECASTER] SMG: Forecast T+1@11:T+2@11: DOWN (p=49.05%)
[2025-09-29T01:33:39.531321] [INFO ] [FORECASTER] Completed predict_future for SMG
[2025-09-29T01:33:39.531474] [INFO ] [sig       ] SMG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:39.677439] [INFO ] [LOCAL     ] Saved forecast: SMG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SMG.txt
[2025-09-29T01:33:39.677738] [INFO ] [sig       ] [1805/2211] Completed SMG in 0.2s | 3.72 sym/s | Total: 8.1m | ETA: 1.8m
[2025-09-29T01:33:39.677823] [INFO ] [sig       ] [1806/2211] Forecasting SMHI...
[2025-09-29T01:33:39.677893] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-09-29T01:33:39.677995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-09-29T01:33:39.687949] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SMHI'.
[2025-09-29T01:33:39.688299] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-09-29T01:33:39.713997] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:39.714854] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-09-29T01:33:39.714935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:39.715023] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:39.715105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:39.715249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:39.733355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:39.734059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:39.734172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:39.734255] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:39.770024] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:39.770168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:39.770213] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:39.770248] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:39.773740] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: UP (p=85.64%)
[2025-09-29T01:33:39.774037] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-09-29T01:33:39.774185] [INFO ] [sig       ] SMHI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:39.920170] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SMHI.txt
[2025-09-29T01:33:39.920464] [INFO ] [sig       ] [1806/2211] Completed SMHI in 0.2s | 3.72 sym/s | Total: 8.1m | ETA: 1.8m
[2025-09-29T01:33:39.920546] [INFO ] [sig       ] [1807/2211] Forecasting SMP...
[2025-09-29T01:33:39.920632] [INFO ] [sig       ] Generating forecast for: SMP
[2025-09-29T01:33:39.920728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMP' from 'https://tdm.silogroup.org/data/derivative_storage/SMP.csv'.
[2025-09-29T01:33:39.932004] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SMP'.
[2025-09-29T01:33:39.932399] [INFO ] [FORECASTER] Starting predict_future for SMP
[2025-09-29T01:33:39.958754] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:39.959676] [DEBUG] [LOCAL     ] No optimal features file found for SMP: ./output/feature-sets/SMP.txt
[2025-09-29T01:33:39.959757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:39.959830] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:39.959899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:39.960002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:39.977557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:39.978190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:39.978305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:39.978377] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:40.017441] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:40.017561] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:40.017606] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:40.017666] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:40.021073] [DEBUG] [FORECASTER] SMP: Forecast T+1@11:T+2@11: UP (p=85.03%)
[2025-09-29T01:33:40.021370] [INFO ] [FORECASTER] Completed predict_future for SMP
[2025-09-29T01:33:40.021522] [INFO ] [sig       ] SMP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:40.172304] [INFO ] [LOCAL     ] Saved forecast: SMP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SMP.txt
[2025-09-29T01:33:40.172586] [INFO ] [sig       ] [1807/2211] Completed SMP in 0.3s | 3.72 sym/s | Total: 8.1m | ETA: 1.8m
[2025-09-29T01:33:40.172694] [INFO ] [sig       ] [1808/2211] Forecasting SMR...
[2025-09-29T01:33:40.172769] [INFO ] [sig       ] Generating forecast for: SMR
[2025-09-29T01:33:40.172844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMR' from 'https://tdm.silogroup.org/data/derivative_storage/SMR.csv'.
[2025-09-29T01:33:40.184842] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SMR'.
[2025-09-29T01:33:40.185193] [INFO ] [FORECASTER] Starting predict_future for SMR
[2025-09-29T01:33:40.212899] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:40.213845] [DEBUG] [LOCAL     ] No optimal features file found for SMR: ./output/feature-sets/SMR.txt
[2025-09-29T01:33:40.213955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:40.214082] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:40.214198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:40.214300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:40.234959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:40.235696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:40.235814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:40.235888] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:40.276855] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:40.276988] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:40.277033] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:40.277067] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:40.280727] [DEBUG] [FORECASTER] SMR: Forecast T+1@11:T+2@11: UP (p=56.59%)
[2025-09-29T01:33:40.281113] [INFO ] [FORECASTER] Completed predict_future for SMR
[2025-09-29T01:33:40.281280] [INFO ] [sig       ] SMR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:40.436337] [INFO ] [LOCAL     ] Saved forecast: SMR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SMR.txt
[2025-09-29T01:33:40.436619] [INFO ] [sig       ] [1808/2211] Completed SMR in 0.3s | 3.72 sym/s | Total: 8.1m | ETA: 1.8m
[2025-09-29T01:33:40.436726] [INFO ] [sig       ] [1809/2211] Forecasting SMRT...
[2025-09-29T01:33:40.436801] [INFO ] [sig       ] Generating forecast for: SMRT
[2025-09-29T01:33:40.436903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMRT' from 'https://tdm.silogroup.org/data/derivative_storage/SMRT.csv'.
[2025-09-29T01:33:40.449273] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SMRT'.
[2025-09-29T01:33:40.449816] [INFO ] [FORECASTER] Starting predict_future for SMRT
[2025-09-29T01:33:40.481149] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:40.482111] [DEBUG] [LOCAL     ] No optimal features file found for SMRT: ./output/feature-sets/SMRT.txt
[2025-09-29T01:33:40.482193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:40.482267] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:40.482374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:40.482480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:40.500029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:40.500700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:40.500817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:40.500891] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:40.538995] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:40.539202] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:40.539252] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:40.539288] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:40.543077] [DEBUG] [FORECASTER] SMRT: Forecast T+1@11:T+2@11: DOWN (p=5.63%)
[2025-09-29T01:33:40.543426] [INFO ] [FORECASTER] Completed predict_future for SMRT
[2025-09-29T01:33:40.543594] [INFO ] [sig       ] SMRT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:40.695090] [INFO ] [LOCAL     ] Saved forecast: SMRT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SMRT.txt
[2025-09-29T01:33:40.695453] [INFO ] [sig       ] [1809/2211] Completed SMRT in 0.3s | 3.72 sym/s | Total: 8.1m | ETA: 1.8m
[2025-09-29T01:33:40.695536] [INFO ] [sig       ] [1810/2211] Forecasting SMWB...
[2025-09-29T01:33:40.695607] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-09-29T01:33:40.695704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-09-29T01:33:40.710513] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SMWB'.
[2025-09-29T01:33:40.711107] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-09-29T01:33:40.739900] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:40.740811] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-09-29T01:33:40.740894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:40.740970] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:40.741041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:40.741146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:40.760491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:40.761469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:40.761588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:40.761685] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:40.801535] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:40.801769] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:40.801837] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:40.801873] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:40.805923] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=11.48%)
[2025-09-29T01:33:40.806421] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-09-29T01:33:40.806663] [INFO ] [sig       ] SMWB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:40.966743] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SMWB.txt
[2025-09-29T01:33:40.967103] [INFO ] [sig       ] [1810/2211] Completed SMWB in 0.3s | 3.72 sym/s | Total: 8.1m | ETA: 1.8m
[2025-09-29T01:33:40.967188] [INFO ] [sig       ] [1811/2211] Forecasting SN...
[2025-09-29T01:33:40.967260] [INFO ] [sig       ] Generating forecast for: SN
[2025-09-29T01:33:40.967334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-09-29T01:33:40.980168] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SN'.
[2025-09-29T01:33:40.980618] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-09-29T01:33:41.008784] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:41.009887] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-09-29T01:33:41.009995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:41.010094] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:41.010169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:41.010275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:41.030592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:41.031435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:41.031570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:41.031665] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:41.073367] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:41.073615] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:41.073740] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:41.073835] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:41.077984] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=92.58%)
[2025-09-29T01:33:41.078327] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-09-29T01:33:41.078508] [INFO ] [sig       ] SN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:41.235142] [INFO ] [LOCAL     ] Saved forecast: SN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SN.txt
[2025-09-29T01:33:41.235499] [INFO ] [sig       ] [1811/2211] Completed SN in 0.3s | 3.72 sym/s | Total: 8.1m | ETA: 1.8m
[2025-09-29T01:33:41.235581] [INFO ] [sig       ] [1812/2211] Forecasting SNA...
[2025-09-29T01:33:41.235700] [INFO ] [sig       ] Generating forecast for: SNA
[2025-09-29T01:33:41.235811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-09-29T01:33:41.249685] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SNA'.
[2025-09-29T01:33:41.250095] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-09-29T01:33:41.277431] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:41.278280] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-09-29T01:33:41.278365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:41.278452] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:41.278540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:41.278694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:41.303430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:41.304372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:41.304512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:41.304603] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:41.345905] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:41.346078] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:41.346130] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:41.346167] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:41.350083] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=41.06%)
[2025-09-29T01:33:41.350510] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-09-29T01:33:41.350733] [INFO ] [sig       ] SNA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:41.501550] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SNA.txt
[2025-09-29T01:33:41.501954] [INFO ] [sig       ] [1812/2211] Completed SNA in 0.3s | 3.72 sym/s | Total: 8.1m | ETA: 1.8m
[2025-09-29T01:33:41.502063] [INFO ] [sig       ] [1813/2211] Forecasting SNAP...
[2025-09-29T01:33:41.502157] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-09-29T01:33:41.502269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-09-29T01:33:41.514067] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SNAP'.
[2025-09-29T01:33:41.514523] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-09-29T01:33:41.542886] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:41.543725] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-09-29T01:33:41.543809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:41.543900] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:41.543988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:41.544092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:41.566482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:41.567509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:41.567638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:41.567748] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:41.606640] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:41.606881] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:41.606947] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:41.606988] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:41.610733] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: DOWN (p=47.91%)
[2025-09-29T01:33:41.611050] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-09-29T01:33:41.611203] [INFO ] [sig       ] SNAP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:41.764111] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SNAP.txt
[2025-09-29T01:33:41.764410] [INFO ] [sig       ] [1813/2211] Completed SNAP in 0.3s | 3.72 sym/s | Total: 8.1m | ETA: 1.8m
[2025-09-29T01:33:41.764494] [INFO ] [sig       ] [1814/2211] Forecasting SNDA...
[2025-09-29T01:33:41.764566] [INFO ] [sig       ] Generating forecast for: SNDA
[2025-09-29T01:33:41.764659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDA' from 'https://tdm.silogroup.org/data/derivative_storage/SNDA.csv'.
[2025-09-29T01:33:41.775469] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SNDA'.
[2025-09-29T01:33:41.775930] [INFO ] [FORECASTER] Starting predict_future for SNDA
[2025-09-29T01:33:41.804952] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:41.805974] [DEBUG] [LOCAL     ] No optimal features file found for SNDA: ./output/feature-sets/SNDA.txt
[2025-09-29T01:33:41.806058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:41.806135] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:41.806215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:41.806336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:41.827155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:41.828268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:41.828440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:41.828526] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:41.865592] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:41.865940] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:41.866007] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:41.866048] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:41.870259] [DEBUG] [FORECASTER] SNDA: Forecast T+1@11:T+2@11: DOWN (p=30.54%)
[2025-09-29T01:33:41.870663] [INFO ] [FORECASTER] Completed predict_future for SNDA
[2025-09-29T01:33:41.870858] [INFO ] [sig       ] SNDA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:42.047631] [INFO ] [LOCAL     ] Saved forecast: SNDA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SNDA.txt
[2025-09-29T01:33:42.047999] [INFO ] [sig       ] [1814/2211] Completed SNDA in 0.3s | 3.72 sym/s | Total: 8.1m | ETA: 1.8m
[2025-09-29T01:33:42.048083] [INFO ] [sig       ] [1815/2211] Forecasting SNDR...
[2025-09-29T01:33:42.048157] [INFO ] [sig       ] Generating forecast for: SNDR
[2025-09-29T01:33:42.048231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDR' from 'https://tdm.silogroup.org/data/derivative_storage/SNDR.csv'.
[2025-09-29T01:33:42.061690] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SNDR'.
[2025-09-29T01:33:42.062108] [INFO ] [FORECASTER] Starting predict_future for SNDR
[2025-09-29T01:33:42.089239] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:42.090130] [DEBUG] [LOCAL     ] No optimal features file found for SNDR: ./output/feature-sets/SNDR.txt
[2025-09-29T01:33:42.090215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:42.090291] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:42.090361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:42.090464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:42.111516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:42.112290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:42.112406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:42.112478] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:42.150975] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:42.151157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:42.151207] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:42.151243] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:42.154877] [DEBUG] [FORECASTER] SNDR: Forecast T+1@11:T+2@11: DOWN (p=9.39%)
[2025-09-29T01:33:42.155183] [INFO ] [FORECASTER] Completed predict_future for SNDR
[2025-09-29T01:33:42.155339] [INFO ] [sig       ] SNDR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:42.306397] [INFO ] [LOCAL     ] Saved forecast: SNDR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SNDR.txt
[2025-09-29T01:33:42.306746] [INFO ] [sig       ] [1815/2211] Completed SNDR in 0.3s | 3.72 sym/s | Total: 8.1m | ETA: 1.8m
[2025-09-29T01:33:42.306859] [INFO ] [sig       ] [1816/2211] Forecasting SNN...
[2025-09-29T01:33:42.306936] [INFO ] [sig       ] Generating forecast for: SNN
[2025-09-29T01:33:42.307025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-09-29T01:33:42.319230] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SNN'.
[2025-09-29T01:33:42.319715] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-09-29T01:33:42.347675] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:42.348522] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-09-29T01:33:42.348607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:42.348705] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:42.348776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:42.348881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:42.367531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:42.368273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:42.368388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:42.368461] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:42.408146] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:42.408324] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:42.408371] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:42.408406] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:42.412086] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=79.50%)
[2025-09-29T01:33:42.412398] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-09-29T01:33:42.412556] [INFO ] [sig       ] SNN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:42.562389] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SNN.txt
[2025-09-29T01:33:42.562739] [INFO ] [sig       ] [1816/2211] Completed SNN in 0.3s | 3.72 sym/s | Total: 8.1m | ETA: 1.8m
[2025-09-29T01:33:42.562831] [INFO ] [sig       ] [1817/2211] Forecasting SNOW...
[2025-09-29T01:33:42.562906] [INFO ] [sig       ] Generating forecast for: SNOW
[2025-09-29T01:33:42.562978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOW' from 'https://tdm.silogroup.org/data/derivative_storage/SNOW.csv'.
[2025-09-29T01:33:42.574251] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SNOW'.
[2025-09-29T01:33:42.574669] [INFO ] [FORECASTER] Starting predict_future for SNOW
[2025-09-29T01:33:42.601855] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:42.602737] [DEBUG] [LOCAL     ] No optimal features file found for SNOW: ./output/feature-sets/SNOW.txt
[2025-09-29T01:33:42.602820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:42.602895] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:42.602964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:42.603069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:42.621670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:42.622329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:42.622445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:42.622518] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:42.658684] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:42.658804] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:42.658847] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:42.658883] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:42.662255] [DEBUG] [FORECASTER] SNOW: Forecast T+1@11:T+2@11: DOWN (p=49.81%)
[2025-09-29T01:33:42.662548] [INFO ] [FORECASTER] Completed predict_future for SNOW
[2025-09-29T01:33:42.662730] [INFO ] [sig       ] SNOW: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:42.813976] [INFO ] [LOCAL     ] Saved forecast: SNOW	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SNOW.txt
[2025-09-29T01:33:42.814280] [INFO ] [sig       ] [1817/2211] Completed SNOW in 0.3s | 3.72 sym/s | Total: 8.1m | ETA: 1.8m
[2025-09-29T01:33:42.814362] [INFO ] [sig       ] [1818/2211] Forecasting SNV...
[2025-09-29T01:33:42.814435] [INFO ] [sig       ] Generating forecast for: SNV
[2025-09-29T01:33:42.814510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNV' from 'https://tdm.silogroup.org/data/derivative_storage/SNV.csv'.
[2025-09-29T01:33:42.826131] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SNV'.
[2025-09-29T01:33:42.826490] [INFO ] [FORECASTER] Starting predict_future for SNV
[2025-09-29T01:33:42.853862] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:42.854848] [DEBUG] [LOCAL     ] No optimal features file found for SNV: ./output/feature-sets/SNV.txt
[2025-09-29T01:33:42.854932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:42.855005] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:42.855076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:42.855185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:42.875072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:42.875787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:42.875898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:42.875969] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:42.913237] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:42.913437] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:42.913503] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:42.913580] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:42.917336] [DEBUG] [FORECASTER] SNV: Forecast T+1@11:T+2@11: DOWN (p=17.50%)
[2025-09-29T01:33:42.917686] [INFO ] [FORECASTER] Completed predict_future for SNV
[2025-09-29T01:33:42.917878] [INFO ] [sig       ] SNV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:43.075614] [INFO ] [LOCAL     ] Saved forecast: SNV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SNV.txt
[2025-09-29T01:33:43.075968] [INFO ] [sig       ] [1818/2211] Completed SNV in 0.3s | 3.72 sym/s | Total: 8.1m | ETA: 1.8m
[2025-09-29T01:33:43.076069] [INFO ] [sig       ] [1819/2211] Forecasting SNX...
[2025-09-29T01:33:43.076145] [INFO ] [sig       ] Generating forecast for: SNX
[2025-09-29T01:33:43.076221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-09-29T01:33:43.088062] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SNX'.
[2025-09-29T01:33:43.088494] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-09-29T01:33:43.116724] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:43.117767] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-09-29T01:33:43.117850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:43.117925] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:43.117996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:43.118125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:43.137870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:43.138592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:43.138727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:43.138799] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:43.176443] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:43.176621] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:43.176867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:43.176935] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:43.180765] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=3.84%)
[2025-09-29T01:33:43.181087] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-09-29T01:33:43.181248] [INFO ] [sig       ] SNX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:43.331773] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SNX.txt
[2025-09-29T01:33:43.332065] [INFO ] [sig       ] [1819/2211] Completed SNX in 0.3s | 3.73 sym/s | Total: 8.1m | ETA: 1.8m
[2025-09-29T01:33:43.332145] [INFO ] [sig       ] [1820/2211] Forecasting SO...
[2025-09-29T01:33:43.332226] [INFO ] [sig       ] Generating forecast for: SO
[2025-09-29T01:33:43.332301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-09-29T01:33:43.345633] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SO'.
[2025-09-29T01:33:43.346082] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-09-29T01:33:43.381860] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:43.383106] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-09-29T01:33:43.383207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:43.383302] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:43.383374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:43.383511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:43.412452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:43.413728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:43.413898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:43.413983] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:43.470155] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:43.470399] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:43.470496] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:43.470582] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:43.476050] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: DOWN (p=20.27%)
[2025-09-29T01:33:43.476483] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-09-29T01:33:43.476751] [INFO ] [sig       ] SO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:43.717691] [INFO ] [LOCAL     ] Saved forecast: SO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SO.txt
[2025-09-29T01:33:43.718129] [INFO ] [sig       ] [1820/2211] Completed SO in 0.4s | 3.72 sym/s | Total: 8.1m | ETA: 1.7m
[2025-09-29T01:33:43.718223] [INFO ] [sig       ] [1821/2211] Forecasting SOBO...
[2025-09-29T01:33:43.718296] [INFO ] [sig       ] Generating forecast for: SOBO
[2025-09-29T01:33:43.718374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOBO' from 'https://tdm.silogroup.org/data/derivative_storage/SOBO.csv'.
[2025-09-29T01:33:43.731321] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SOBO'.
[2025-09-29T01:33:43.731774] [INFO ] [FORECASTER] Starting predict_future for SOBO
[2025-09-29T01:33:43.769098] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:43.770424] [DEBUG] [LOCAL     ] No optimal features file found for SOBO: ./output/feature-sets/SOBO.txt
[2025-09-29T01:33:43.770548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:43.770627] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:43.770774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:43.770921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:43.800367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:43.801304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:43.801421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:43.801493] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:43.843842] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:43.844034] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:43.844082] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:43.844117] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:43.847969] [DEBUG] [FORECASTER] SOBO: Forecast T+1@11:T+2@11: DOWN (p=49.48%)
[2025-09-29T01:33:43.848335] [INFO ] [FORECASTER] Completed predict_future for SOBO
[2025-09-29T01:33:43.848499] [INFO ] [sig       ] SOBO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:44.003287] [INFO ] [LOCAL     ] Saved forecast: SOBO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SOBO.txt
[2025-09-29T01:33:44.003628] [INFO ] [sig       ] [1821/2211] Completed SOBO in 0.3s | 3.72 sym/s | Total: 8.1m | ETA: 1.7m
[2025-09-29T01:33:44.003738] [INFO ] [sig       ] [1822/2211] Forecasting SOC...
[2025-09-29T01:33:44.003810] [INFO ] [sig       ] Generating forecast for: SOC
[2025-09-29T01:33:44.003885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOC' from 'https://tdm.silogroup.org/data/derivative_storage/SOC.csv'.
[2025-09-29T01:33:44.015447] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SOC'.
[2025-09-29T01:33:44.015884] [INFO ] [FORECASTER] Starting predict_future for SOC
[2025-09-29T01:33:44.044209] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:44.045171] [DEBUG] [LOCAL     ] No optimal features file found for SOC: ./output/feature-sets/SOC.txt
[2025-09-29T01:33:44.045254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:44.045330] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:44.045400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:44.045505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:44.064092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:44.064802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:44.064919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:44.064993] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:44.100209] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:44.100352] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:44.100399] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:44.100435] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:44.104164] [DEBUG] [FORECASTER] SOC: Forecast T+1@11:T+2@11: UP (p=68.34%)
[2025-09-29T01:33:44.104467] [INFO ] [FORECASTER] Completed predict_future for SOC
[2025-09-29T01:33:44.104615] [INFO ] [sig       ] SOC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:44.273730] [INFO ] [LOCAL     ] Saved forecast: SOC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SOC.txt
[2025-09-29T01:33:44.274009] [INFO ] [sig       ] [1822/2211] Completed SOC in 0.3s | 3.72 sym/s | Total: 8.2m | ETA: 1.7m
[2025-09-29T01:33:44.274099] [INFO ] [sig       ] [1823/2211] Forecasting SOJC...
[2025-09-29T01:33:44.274171] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-09-29T01:33:44.274254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-09-29T01:33:44.287296] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SOJC'.
[2025-09-29T01:33:44.287746] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-09-29T01:33:44.314438] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:44.315313] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-09-29T01:33:44.315403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:44.315518] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:44.315620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:44.315832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:44.335952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:44.336631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:44.336795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:44.336907] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:44.375149] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:44.375339] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:44.375439] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:44.375486] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:44.379848] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=92.38%)
[2025-09-29T01:33:44.380207] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-09-29T01:33:44.380376] [INFO ] [sig       ] SOJC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:44.537087] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SOJC.txt
[2025-09-29T01:33:44.537703] [INFO ] [sig       ] [1823/2211] Completed SOJC in 0.3s | 3.72 sym/s | Total: 8.2m | ETA: 1.7m
[2025-09-29T01:33:44.537791] [INFO ] [sig       ] [1824/2211] Forecasting SOJD...
[2025-09-29T01:33:44.537894] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-09-29T01:33:44.537972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-09-29T01:33:44.549508] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SOJD'.
[2025-09-29T01:33:44.550073] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-09-29T01:33:44.577571] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:44.578546] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-09-29T01:33:44.578638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:44.578739] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:44.578809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:44.578914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:44.598160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:44.599130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:44.599251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:44.599324] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:44.636904] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:44.637043] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:44.637089] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:44.637126] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:44.640826] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: DOWN (p=45.94%)
[2025-09-29T01:33:44.641144] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-09-29T01:33:44.641297] [INFO ] [sig       ] SOJD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:44.793533] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SOJD.txt
[2025-09-29T01:33:44.793825] [INFO ] [sig       ] [1824/2211] Completed SOJD in 0.3s | 3.72 sym/s | Total: 8.2m | ETA: 1.7m
[2025-09-29T01:33:44.793907] [INFO ] [sig       ] [1825/2211] Forecasting SOJE...
[2025-09-29T01:33:44.793978] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-09-29T01:33:44.794050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-09-29T01:33:44.804422] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SOJE'.
[2025-09-29T01:33:44.804826] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-09-29T01:33:44.832055] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:44.833093] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-09-29T01:33:44.833178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:44.833253] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:44.833323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:44.833426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:44.851803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:44.852614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:44.852754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:44.852846] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:44.887545] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:44.887740] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:44.887804] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:44.887841] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:44.891279] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=34.13%)
[2025-09-29T01:33:44.891589] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-09-29T01:33:44.891771] [INFO ] [sig       ] SOJE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:45.041061] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SOJE.txt
[2025-09-29T01:33:45.041351] [INFO ] [sig       ] [1825/2211] Completed SOJE in 0.2s | 3.72 sym/s | Total: 8.2m | ETA: 1.7m
[2025-09-29T01:33:45.041434] [INFO ] [sig       ] [1826/2211] Forecasting SOL...
[2025-09-29T01:33:45.041522] [INFO ] [sig       ] Generating forecast for: SOL
[2025-09-29T01:33:45.041608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'.
[2025-09-29T01:33:45.053450] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SOL'.
[2025-09-29T01:33:45.053840] [INFO ] [FORECASTER] Starting predict_future for SOL
[2025-09-29T01:33:45.082499] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:45.083445] [DEBUG] [LOCAL     ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt
[2025-09-29T01:33:45.083530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:45.083614] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:45.083741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:45.083856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:45.103067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:45.103777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:45.103893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:45.103968] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:45.144855] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:45.145020] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:45.145069] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:45.145105] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:45.148985] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: UP (p=89.17%)
[2025-09-29T01:33:45.149365] [INFO ] [FORECASTER] Completed predict_future for SOL
[2025-09-29T01:33:45.149520] [INFO ] [sig       ] SOL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:45.303341] [INFO ] [LOCAL     ] Saved forecast: SOL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SOL.txt
[2025-09-29T01:33:45.303710] [INFO ] [sig       ] [1826/2211] Completed SOL in 0.3s | 3.72 sym/s | Total: 8.2m | ETA: 1.7m
[2025-09-29T01:33:45.303796] [INFO ] [sig       ] [1827/2211] Forecasting SOLV...
[2025-09-29T01:33:45.303868] [INFO ] [sig       ] Generating forecast for: SOLV
[2025-09-29T01:33:45.303941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOLV' from 'https://tdm.silogroup.org/data/derivative_storage/SOLV.csv'.
[2025-09-29T01:33:45.314783] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SOLV'.
[2025-09-29T01:33:45.315349] [INFO ] [FORECASTER] Starting predict_future for SOLV
[2025-09-29T01:33:45.345357] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:45.346329] [DEBUG] [LOCAL     ] No optimal features file found for SOLV: ./output/feature-sets/SOLV.txt
[2025-09-29T01:33:45.346420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:45.346515] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:45.346588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:45.346717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:45.366793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:45.367937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:45.368068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:45.368141] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:45.408901] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:45.409113] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:45.409166] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:45.409205] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:45.413148] [DEBUG] [FORECASTER] SOLV: Forecast T+1@11:T+2@11: UP (p=94.75%)
[2025-09-29T01:33:45.413518] [INFO ] [FORECASTER] Completed predict_future for SOLV
[2025-09-29T01:33:45.413722] [INFO ] [sig       ] SOLV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:45.583245] [INFO ] [LOCAL     ] Saved forecast: SOLV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SOLV.txt
[2025-09-29T01:33:45.583593] [INFO ] [sig       ] [1827/2211] Completed SOLV in 0.3s | 3.72 sym/s | Total: 8.2m | ETA: 1.7m
[2025-09-29T01:33:45.583710] [INFO ] [sig       ] [1828/2211] Forecasting SON...
[2025-09-29T01:33:45.583788] [INFO ] [sig       ] Generating forecast for: SON
[2025-09-29T01:33:45.583865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-09-29T01:33:45.596075] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SON'.
[2025-09-29T01:33:45.596731] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-09-29T01:33:45.625343] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:45.626326] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-09-29T01:33:45.626411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:45.626504] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:45.626619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:45.626802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:45.646079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:45.647126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:45.647278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:45.647355] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:45.687729] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:45.687931] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:45.687982] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:45.688019] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:45.692512] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=55.33%)
[2025-09-29T01:33:45.693052] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-09-29T01:33:45.693253] [INFO ] [sig       ] SON: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:45.851964] [INFO ] [LOCAL     ] Saved forecast: SON	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SON.txt
[2025-09-29T01:33:45.852304] [INFO ] [sig       ] [1828/2211] Completed SON in 0.3s | 3.72 sym/s | Total: 8.2m | ETA: 1.7m
[2025-09-29T01:33:45.852389] [INFO ] [sig       ] [1829/2211] Forecasting SONY...
[2025-09-29T01:33:45.852473] [INFO ] [sig       ] Generating forecast for: SONY
[2025-09-29T01:33:45.852561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONY' from 'https://tdm.silogroup.org/data/derivative_storage/SONY.csv'.
[2025-09-29T01:33:45.863244] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SONY'.
[2025-09-29T01:33:45.863804] [INFO ] [FORECASTER] Starting predict_future for SONY
[2025-09-29T01:33:45.892017] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:45.892969] [DEBUG] [LOCAL     ] No optimal features file found for SONY: ./output/feature-sets/SONY.txt
[2025-09-29T01:33:45.893050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:45.893140] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:45.893211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:45.893354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:45.912986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:45.914130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:45.914281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:45.914370] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:45.953870] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:45.954100] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:45.954156] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:45.954193] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:45.958366] [DEBUG] [FORECASTER] SONY: Forecast T+1@11:T+2@11: DOWN (p=49.63%)
[2025-09-29T01:33:45.958878] [INFO ] [FORECASTER] Completed predict_future for SONY
[2025-09-29T01:33:45.959073] [INFO ] [sig       ] SONY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:46.113894] [INFO ] [LOCAL     ] Saved forecast: SONY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SONY.txt
[2025-09-29T01:33:46.114233] [INFO ] [sig       ] [1829/2211] Completed SONY in 0.3s | 3.72 sym/s | Total: 8.2m | ETA: 1.7m
[2025-09-29T01:33:46.114318] [INFO ] [sig       ] [1830/2211] Forecasting SOR...
[2025-09-29T01:33:46.114402] [INFO ] [sig       ] Generating forecast for: SOR
[2025-09-29T01:33:46.114488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOR' from 'https://tdm.silogroup.org/data/derivative_storage/SOR.csv'.
[2025-09-29T01:33:46.124775] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SOR'.
[2025-09-29T01:33:46.125154] [INFO ] [FORECASTER] Starting predict_future for SOR
[2025-09-29T01:33:46.154603] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:46.155528] [DEBUG] [LOCAL     ] No optimal features file found for SOR: ./output/feature-sets/SOR.txt
[2025-09-29T01:33:46.155636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:46.155739] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:46.155809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:46.155910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:46.174439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:46.175388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:46.175511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:46.175584] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:46.212906] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:46.213089] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:46.213139] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:46.213176] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:46.217186] [DEBUG] [FORECASTER] SOR: Forecast T+1@11:T+2@11: DOWN (p=43.39%)
[2025-09-29T01:33:46.217598] [INFO ] [FORECASTER] Completed predict_future for SOR
[2025-09-29T01:33:46.217801] [INFO ] [sig       ] SOR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:46.370143] [INFO ] [LOCAL     ] Saved forecast: SOR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SOR.txt
[2025-09-29T01:33:46.370435] [INFO ] [sig       ] [1830/2211] Completed SOR in 0.3s | 3.72 sym/s | Total: 8.2m | ETA: 1.7m
[2025-09-29T01:33:46.370516] [INFO ] [sig       ] [1831/2211] Forecasting SOS...
[2025-09-29T01:33:46.370587] [INFO ] [sig       ] Generating forecast for: SOS
[2025-09-29T01:33:46.370686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOS' from 'https://tdm.silogroup.org/data/derivative_storage/SOS.csv'.
[2025-09-29T01:33:46.381023] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SOS'.
[2025-09-29T01:33:46.381414] [INFO ] [FORECASTER] Starting predict_future for SOS
[2025-09-29T01:33:46.408035] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:46.408918] [DEBUG] [LOCAL     ] No optimal features file found for SOS: ./output/feature-sets/SOS.txt
[2025-09-29T01:33:46.408999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:46.409072] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:46.409141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:46.409244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:46.427158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:46.427922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:46.428040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:46.428111] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:46.465449] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:46.465631] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:46.465720] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:46.465773] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:46.469390] [DEBUG] [FORECASTER] SOS: Forecast T+1@11:T+2@11: UP (p=74.04%)
[2025-09-29T01:33:46.469723] [INFO ] [FORECASTER] Completed predict_future for SOS
[2025-09-29T01:33:46.469894] [INFO ] [sig       ] SOS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:46.627843] [INFO ] [LOCAL     ] Saved forecast: SOS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SOS.txt
[2025-09-29T01:33:46.628195] [INFO ] [sig       ] [1831/2211] Completed SOS in 0.3s | 3.72 sym/s | Total: 8.2m | ETA: 1.7m
[2025-09-29T01:33:46.628282] [INFO ] [sig       ] [1832/2211] Forecasting SPB...
[2025-09-29T01:33:46.628355] [INFO ] [sig       ] Generating forecast for: SPB
[2025-09-29T01:33:46.628430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-09-29T01:33:46.639717] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPB'.
[2025-09-29T01:33:46.640156] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-09-29T01:33:46.667633] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:46.668506] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-09-29T01:33:46.668592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:46.668694] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:46.668748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:46.668851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:46.687349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:46.688123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:46.688237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:46.688308] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:46.727376] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:46.727564] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:46.727635] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:46.727729] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:46.731425] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: UP (p=70.66%)
[2025-09-29T01:33:46.731781] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-09-29T01:33:46.731946] [INFO ] [sig       ] SPB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:46.880826] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SPB.txt
[2025-09-29T01:33:46.881115] [INFO ] [sig       ] [1832/2211] Completed SPB in 0.3s | 3.72 sym/s | Total: 8.2m | ETA: 1.7m
[2025-09-29T01:33:46.881195] [INFO ] [sig       ] [1833/2211] Forecasting SPCE...
[2025-09-29T01:33:46.881265] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-09-29T01:33:46.881338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-09-29T01:33:46.893099] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPCE'.
[2025-09-29T01:33:46.893586] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-09-29T01:33:46.921569] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:46.922543] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-09-29T01:33:46.922629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:46.922807] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:46.922908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:46.923014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:46.941333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:46.942263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:46.942380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:46.942452] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:46.978286] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:46.978450] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:46.978497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:46.978533] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:46.982138] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=19.26%)
[2025-09-29T01:33:46.982436] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-09-29T01:33:46.982586] [INFO ] [sig       ] SPCE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:47.132045] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SPCE.txt
[2025-09-29T01:33:47.132355] [INFO ] [sig       ] [1833/2211] Completed SPCE in 0.3s | 3.72 sym/s | Total: 8.2m | ETA: 1.7m
[2025-09-29T01:33:47.132435] [INFO ] [sig       ] [1834/2211] Forecasting SPE...
[2025-09-29T01:33:47.132506] [INFO ] [sig       ] Generating forecast for: SPE
[2025-09-29T01:33:47.132577] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-09-29T01:33:47.143446] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPE'.
[2025-09-29T01:33:47.143843] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-09-29T01:33:47.170872] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:47.171837] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-09-29T01:33:47.171924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:47.172006] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:47.172099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:47.172210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:47.191601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:47.192264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:47.192378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:47.192451] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:47.225612] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:47.225831] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:47.225890] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:47.225930] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:47.229812] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: DOWN (p=14.84%)
[2025-09-29T01:33:47.230121] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-09-29T01:33:47.230275] [INFO ] [sig       ] SPE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:47.386273] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SPE.txt
[2025-09-29T01:33:47.386550] [INFO ] [sig       ] [1834/2211] Completed SPE in 0.3s | 3.72 sym/s | Total: 8.2m | ETA: 1.7m
[2025-09-29T01:33:47.386630] [INFO ] [sig       ] [1835/2211] Forecasting SPG...
[2025-09-29T01:33:47.386725] [INFO ] [sig       ] Generating forecast for: SPG
[2025-09-29T01:33:47.386799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-09-29T01:33:47.397476] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPG'.
[2025-09-29T01:33:47.397853] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-09-29T01:33:47.427798] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:47.428842] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-09-29T01:33:47.428927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:47.429002] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:47.429073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:47.429177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:47.447875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:47.448530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:47.448672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:47.448745] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:47.484150] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:47.484360] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:47.484424] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:47.484474] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:47.488265] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2025-09-29T01:33:47.488593] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-09-29T01:33:47.488793] [INFO ] [sig       ] SPG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:47.644379] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SPG.txt
[2025-09-29T01:33:47.644744] [INFO ] [sig       ] [1835/2211] Completed SPG in 0.3s | 3.72 sym/s | Total: 8.2m | ETA: 1.7m
[2025-09-29T01:33:47.644831] [INFO ] [sig       ] [1836/2211] Forecasting SPGI...
[2025-09-29T01:33:47.644905] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-09-29T01:33:47.644980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-09-29T01:33:47.656253] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPGI'.
[2025-09-29T01:33:47.656690] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-09-29T01:33:47.683599] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:47.684470] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-09-29T01:33:47.684558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:47.684669] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:47.684753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:47.684873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:47.704208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:47.705045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:47.705162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:47.705251] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:47.744880] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:47.745067] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:47.745116] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:47.745151] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:47.749080] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: DOWN (p=45.98%)
[2025-09-29T01:33:47.749436] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-09-29T01:33:47.749604] [INFO ] [sig       ] SPGI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:47.901852] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SPGI.txt
[2025-09-29T01:33:47.902144] [INFO ] [sig       ] [1836/2211] Completed SPGI in 0.3s | 3.72 sym/s | Total: 8.2m | ETA: 1.7m
[2025-09-29T01:33:47.902227] [INFO ] [sig       ] [1837/2211] Forecasting SPH...
[2025-09-29T01:33:47.902301] [INFO ] [sig       ] Generating forecast for: SPH
[2025-09-29T01:33:47.902374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-09-29T01:33:47.913055] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPH'.
[2025-09-29T01:33:47.913416] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-09-29T01:33:47.939893] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:47.940830] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-09-29T01:33:47.940915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:47.941010] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:47.941100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:47.941225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:47.960142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:47.960994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:47.961112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:47.961206] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:47.996776] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:47.997211] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:47.997278] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:47.997318] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:48.001613] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: UP (p=54.30%)
[2025-09-29T01:33:48.002071] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-09-29T01:33:48.002261] [INFO ] [sig       ] SPH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:48.155872] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SPH.txt
[2025-09-29T01:33:48.156160] [INFO ] [sig       ] [1837/2211] Completed SPH in 0.3s | 3.73 sym/s | Total: 8.2m | ETA: 1.7m
[2025-09-29T01:33:48.156240] [INFO ] [sig       ] [1838/2211] Forecasting SPHR...
[2025-09-29T01:33:48.156311] [INFO ] [sig       ] Generating forecast for: SPHR
[2025-09-29T01:33:48.156384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPHR' from 'https://tdm.silogroup.org/data/derivative_storage/SPHR.csv'.
[2025-09-29T01:33:48.167469] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPHR'.
[2025-09-29T01:33:48.167887] [INFO ] [FORECASTER] Starting predict_future for SPHR
[2025-09-29T01:33:48.196005] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:48.196948] [DEBUG] [LOCAL     ] No optimal features file found for SPHR: ./output/feature-sets/SPHR.txt
[2025-09-29T01:33:48.197063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:48.197198] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:48.197285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:48.197411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:48.216487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:48.217309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:48.217442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:48.217540] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:48.257119] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:48.257300] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:48.257348] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:48.257383] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:48.261120] [DEBUG] [FORECASTER] SPHR: Forecast T+1@11:T+2@11: UP (p=51.65%)
[2025-09-29T01:33:48.261427] [INFO ] [FORECASTER] Completed predict_future for SPHR
[2025-09-29T01:33:48.261584] [INFO ] [sig       ] SPHR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:48.417856] [INFO ] [LOCAL     ] Saved forecast: SPHR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SPHR.txt
[2025-09-29T01:33:48.418163] [INFO ] [sig       ] [1838/2211] Completed SPHR in 0.3s | 3.73 sym/s | Total: 8.2m | ETA: 1.7m
[2025-09-29T01:33:48.418247] [INFO ] [sig       ] [1839/2211] Forecasting SPIR...
[2025-09-29T01:33:48.418325] [INFO ] [sig       ] Generating forecast for: SPIR
[2025-09-29T01:33:48.418400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPIR' from 'https://tdm.silogroup.org/data/derivative_storage/SPIR.csv'.
[2025-09-29T01:33:48.429024] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPIR'.
[2025-09-29T01:33:48.429401] [INFO ] [FORECASTER] Starting predict_future for SPIR
[2025-09-29T01:33:48.457832] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:48.458738] [DEBUG] [LOCAL     ] No optimal features file found for SPIR: ./output/feature-sets/SPIR.txt
[2025-09-29T01:33:48.458824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:48.458901] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:48.459005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:48.459112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:48.478669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:48.479448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:48.479567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:48.479662] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:48.516180] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:48.516381] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:48.516475] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:48.516535] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:48.521151] [DEBUG] [FORECASTER] SPIR: Forecast T+1@11:T+2@11: DOWN (p=26.82%)
[2025-09-29T01:33:48.521677] [INFO ] [FORECASTER] Completed predict_future for SPIR
[2025-09-29T01:33:48.521909] [INFO ] [sig       ] SPIR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:48.673686] [INFO ] [LOCAL     ] Saved forecast: SPIR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SPIR.txt
[2025-09-29T01:33:48.673996] [INFO ] [sig       ] [1839/2211] Completed SPIR in 0.3s | 3.73 sym/s | Total: 8.2m | ETA: 1.7m
[2025-09-29T01:33:48.674078] [INFO ] [sig       ] [1840/2211] Forecasting SPMC...
[2025-09-29T01:33:48.674153] [INFO ] [sig       ] Generating forecast for: SPMC
[2025-09-29T01:33:48.674228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPMC' from 'https://tdm.silogroup.org/data/derivative_storage/SPMC.csv'.
[2025-09-29T01:33:48.685100] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPMC'.
[2025-09-29T01:33:48.685505] [INFO ] [FORECASTER] Starting predict_future for SPMC
[2025-09-29T01:33:48.713635] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:48.714508] [DEBUG] [LOCAL     ] No optimal features file found for SPMC: ./output/feature-sets/SPMC.txt
[2025-09-29T01:33:48.714602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:48.714706] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:48.714784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:48.714863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:48.733947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:48.734719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:48.734835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:48.734907] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:48.774498] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:48.774735] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:48.774809] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:48.774851] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:48.778959] [DEBUG] [FORECASTER] SPMC: Forecast T+1@11:T+2@11: DOWN (p=44.69%)
[2025-09-29T01:33:48.779344] [INFO ] [FORECASTER] Completed predict_future for SPMC
[2025-09-29T01:33:48.779512] [INFO ] [sig       ] SPMC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:48.932194] [INFO ] [LOCAL     ] Saved forecast: SPMC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SPMC.txt
[2025-09-29T01:33:48.932511] [INFO ] [sig       ] [1840/2211] Completed SPMC in 0.3s | 3.73 sym/s | Total: 8.2m | ETA: 1.7m
[2025-09-29T01:33:48.932591] [INFO ] [sig       ] [1841/2211] Forecasting SPNT...
[2025-09-29T01:33:48.932690] [INFO ] [sig       ] Generating forecast for: SPNT
[2025-09-29T01:33:48.932784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPNT' from 'https://tdm.silogroup.org/data/derivative_storage/SPNT.csv'.
[2025-09-29T01:33:48.948573] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPNT'.
[2025-09-29T01:33:48.949158] [INFO ] [FORECASTER] Starting predict_future for SPNT
[2025-09-29T01:33:48.980743] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:48.981756] [DEBUG] [LOCAL     ] No optimal features file found for SPNT: ./output/feature-sets/SPNT.txt
[2025-09-29T01:33:48.981838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:48.981913] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:48.982001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:48.982148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:49.000589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:49.001382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:49.001495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:49.001570] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:49.042151] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:49.042289] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:49.042334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:49.042369] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:49.045875] [DEBUG] [FORECASTER] SPNT: Forecast T+1@11:T+2@11: UP (p=99.75%)
[2025-09-29T01:33:49.046196] [INFO ] [FORECASTER] Completed predict_future for SPNT
[2025-09-29T01:33:49.046355] [INFO ] [sig       ] SPNT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:49.196736] [INFO ] [LOCAL     ] Saved forecast: SPNT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SPNT.txt
[2025-09-29T01:33:49.197050] [INFO ] [sig       ] [1841/2211] Completed SPNT in 0.3s | 3.73 sym/s | Total: 8.2m | ETA: 1.7m
[2025-09-29T01:33:49.197133] [INFO ] [sig       ] [1842/2211] Forecasting SPOT...
[2025-09-29T01:33:49.197206] [INFO ] [sig       ] Generating forecast for: SPOT
[2025-09-29T01:33:49.197279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOT' from 'https://tdm.silogroup.org/data/derivative_storage/SPOT.csv'.
[2025-09-29T01:33:49.209131] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPOT'.
[2025-09-29T01:33:49.209572] [INFO ] [FORECASTER] Starting predict_future for SPOT
[2025-09-29T01:33:49.238848] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:49.239775] [DEBUG] [LOCAL     ] No optimal features file found for SPOT: ./output/feature-sets/SPOT.txt
[2025-09-29T01:33:49.239860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:49.239937] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:49.240008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:49.240112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:49.258308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:49.259006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:49.259119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:49.259191] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:49.300463] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:49.300725] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:49.300802] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:49.300842] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:49.304816] [DEBUG] [FORECASTER] SPOT: Forecast T+1@11:T+2@11: UP (p=56.90%)
[2025-09-29T01:33:49.305135] [INFO ] [FORECASTER] Completed predict_future for SPOT
[2025-09-29T01:33:49.305296] [INFO ] [sig       ] SPOT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:49.457569] [INFO ] [LOCAL     ] Saved forecast: SPOT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SPOT.txt
[2025-09-29T01:33:49.457916] [INFO ] [sig       ] [1842/2211] Completed SPOT in 0.3s | 3.73 sym/s | Total: 8.2m | ETA: 1.7m
[2025-09-29T01:33:49.457998] [INFO ] [sig       ] [1843/2211] Forecasting SPR...
[2025-09-29T01:33:49.458071] [INFO ] [sig       ] Generating forecast for: SPR
[2025-09-29T01:33:49.458145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPR' from 'https://tdm.silogroup.org/data/derivative_storage/SPR.csv'.
[2025-09-29T01:33:49.470691] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPR'.
[2025-09-29T01:33:49.471193] [INFO ] [FORECASTER] Starting predict_future for SPR
[2025-09-29T01:33:49.501100] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:49.502069] [DEBUG] [LOCAL     ] No optimal features file found for SPR: ./output/feature-sets/SPR.txt
[2025-09-29T01:33:49.502152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:49.502242] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:49.502326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:49.502459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:49.522587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:49.523413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:49.523530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:49.523629] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:49.565205] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:49.565405] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:49.565454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:49.565489] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:49.569621] [DEBUG] [FORECASTER] SPR: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-09-29T01:33:49.570012] [INFO ] [FORECASTER] Completed predict_future for SPR
[2025-09-29T01:33:49.570174] [INFO ] [sig       ] SPR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:49.724054] [INFO ] [LOCAL     ] Saved forecast: SPR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SPR.txt
[2025-09-29T01:33:49.724365] [INFO ] [sig       ] [1843/2211] Completed SPR in 0.3s | 3.73 sym/s | Total: 8.2m | ETA: 1.6m
[2025-09-29T01:33:49.724448] [INFO ] [sig       ] [1844/2211] Forecasting SPRU...
[2025-09-29T01:33:49.724521] [INFO ] [sig       ] Generating forecast for: SPRU
[2025-09-29T01:33:49.724622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRU' from 'https://tdm.silogroup.org/data/derivative_storage/SPRU.csv'.
[2025-09-29T01:33:49.735740] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPRU'.
[2025-09-29T01:33:49.736252] [INFO ] [FORECASTER] Starting predict_future for SPRU
[2025-09-29T01:33:49.764537] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:49.765518] [DEBUG] [LOCAL     ] No optimal features file found for SPRU: ./output/feature-sets/SPRU.txt
[2025-09-29T01:33:49.765603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:49.765701] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:49.765773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:49.765876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:49.785875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:49.786810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:49.786956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:49.787034] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:49.826704] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:49.826954] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:49.827050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:49.827096] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:49.831167] [DEBUG] [FORECASTER] SPRU: Forecast T+1@11:T+2@11: UP (p=59.56%)
[2025-09-29T01:33:49.831564] [INFO ] [FORECASTER] Completed predict_future for SPRU
[2025-09-29T01:33:49.831785] [INFO ] [sig       ] SPRU: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:49.998768] [INFO ] [LOCAL     ] Saved forecast: SPRU	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SPRU.txt
[2025-09-29T01:33:49.999079] [INFO ] [sig       ] [1844/2211] Completed SPRU in 0.3s | 3.73 sym/s | Total: 8.2m | ETA: 1.6m
[2025-09-29T01:33:49.999167] [INFO ] [sig       ] [1845/2211] Forecasting SPXC...
[2025-09-29T01:33:49.999238] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-09-29T01:33:49.999313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-09-29T01:33:50.011565] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPXC'.
[2025-09-29T01:33:50.012042] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-09-29T01:33:50.039274] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:50.040395] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-09-29T01:33:50.040486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:50.040577] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:50.040846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:50.040956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:50.060107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:50.061157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:50.061306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:50.061385] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:50.104004] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:50.104222] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:50.104274] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:50.104316] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:50.108804] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: UP (p=94.96%)
[2025-09-29T01:33:50.109279] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-09-29T01:33:50.109513] [INFO ] [sig       ] SPXC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:50.288738] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SPXC.txt
[2025-09-29T01:33:50.289080] [INFO ] [sig       ] [1845/2211] Completed SPXC in 0.3s | 3.73 sym/s | Total: 8.3m | ETA: 1.6m
[2025-09-29T01:33:50.289166] [INFO ] [sig       ] [1846/2211] Forecasting SPXX...
[2025-09-29T01:33:50.289254] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-09-29T01:33:50.289343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-09-29T01:33:50.301032] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPXX'.
[2025-09-29T01:33:50.301477] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-09-29T01:33:50.332847] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:50.333855] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-09-29T01:33:50.333944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:50.334022] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:50.334093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:50.334198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:50.353242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:50.354118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:50.354237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:50.354314] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:50.393476] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:50.393693] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:50.393854] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:50.393914] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:50.397945] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=56.43%)
[2025-09-29T01:33:50.398273] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-09-29T01:33:50.398435] [INFO ] [sig       ] SPXX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:50.552974] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SPXX.txt
[2025-09-29T01:33:50.553291] [INFO ] [sig       ] [1846/2211] Completed SPXX in 0.3s | 3.73 sym/s | Total: 8.3m | ETA: 1.6m
[2025-09-29T01:33:50.553374] [INFO ] [sig       ] [1847/2211] Forecasting SQM...
[2025-09-29T01:33:50.553451] [INFO ] [sig       ] Generating forecast for: SQM
[2025-09-29T01:33:50.553532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-09-29T01:33:50.565942] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SQM'.
[2025-09-29T01:33:50.566446] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-09-29T01:33:50.601363] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:50.602507] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-09-29T01:33:50.602599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:50.602701] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:50.602796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:50.602941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:50.623041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:50.624084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:50.624218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:50.624292] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:50.667158] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:50.667421] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:50.667492] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:50.667560] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:50.672750] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=67.47%)
[2025-09-29T01:33:50.673246] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-09-29T01:33:50.673472] [INFO ] [sig       ] SQM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:50.859844] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SQM.txt
[2025-09-29T01:33:50.860154] [INFO ] [sig       ] [1847/2211] Completed SQM in 0.3s | 3.72 sym/s | Total: 8.3m | ETA: 1.6m
[2025-09-29T01:33:50.860236] [INFO ] [sig       ] [1848/2211] Forecasting SQNS...
[2025-09-29T01:33:50.860308] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-09-29T01:33:50.860382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-09-29T01:33:50.871889] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SQNS'.
[2025-09-29T01:33:50.872342] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-09-29T01:33:50.901618] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:50.902568] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-09-29T01:33:50.902679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:50.902757] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:50.902851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:50.902958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:50.922828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:50.923580] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:50.923733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:50.923808] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:50.964373] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:50.964584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:50.964663] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:50.964734] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:50.969017] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: UP (p=79.60%)
[2025-09-29T01:33:50.969365] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-09-29T01:33:50.969566] [INFO ] [sig       ] SQNS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:51.126476] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SQNS.txt
[2025-09-29T01:33:51.126779] [INFO ] [sig       ] [1848/2211] Completed SQNS in 0.3s | 3.72 sym/s | Total: 8.3m | ETA: 1.6m
[2025-09-29T01:33:51.126885] [INFO ] [sig       ] [1849/2211] Forecasting SR...
[2025-09-29T01:33:51.126955] [INFO ] [sig       ] Generating forecast for: SR
[2025-09-29T01:33:51.127027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SR' from 'https://tdm.silogroup.org/data/derivative_storage/SR.csv'.
[2025-09-29T01:33:51.137395] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SR'.
[2025-09-29T01:33:51.137800] [INFO ] [FORECASTER] Starting predict_future for SR
[2025-09-29T01:33:51.165301] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:51.166225] [DEBUG] [LOCAL     ] No optimal features file found for SR: ./output/feature-sets/SR.txt
[2025-09-29T01:33:51.166310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:51.166390] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:51.166461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:51.166565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:51.185769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:51.186515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:51.186635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:51.186730] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:51.227000] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:51.227203] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:51.227259] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:51.227339] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:51.231029] [DEBUG] [FORECASTER] SR: Forecast T+1@11:T+2@11: UP (p=84.08%)
[2025-09-29T01:33:51.231338] [INFO ] [FORECASTER] Completed predict_future for SR
[2025-09-29T01:33:51.231496] [INFO ] [sig       ] SR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:51.381671] [INFO ] [LOCAL     ] Saved forecast: SR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SR.txt
[2025-09-29T01:33:51.381971] [INFO ] [sig       ] [1849/2211] Completed SR in 0.3s | 3.73 sym/s | Total: 8.3m | ETA: 1.6m
[2025-09-29T01:33:51.382053] [INFO ] [sig       ] [1850/2211] Forecasting SRE...
[2025-09-29T01:33:51.382124] [INFO ] [sig       ] Generating forecast for: SRE
[2025-09-29T01:33:51.382196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-09-29T01:33:51.393487] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SRE'.
[2025-09-29T01:33:51.393904] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-09-29T01:33:51.419827] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:51.420617] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-09-29T01:33:51.420722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:51.420796] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:51.420865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:51.420967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:51.438932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:51.439584] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:51.439728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:51.439800] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:51.480002] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:51.480194] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:51.480243] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:51.480279] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:51.483974] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: DOWN (p=39.45%)
[2025-09-29T01:33:51.484280] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-09-29T01:33:51.484431] [INFO ] [sig       ] SRE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:51.631313] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SRE.txt
[2025-09-29T01:33:51.631598] [INFO ] [sig       ] [1850/2211] Completed SRE in 0.2s | 3.73 sym/s | Total: 8.3m | ETA: 1.6m
[2025-09-29T01:33:51.631703] [INFO ] [sig       ] [1851/2211] Forecasting SREA...
[2025-09-29T01:33:51.631779] [INFO ] [sig       ] Generating forecast for: SREA
[2025-09-29T01:33:51.631862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-09-29T01:33:51.642762] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SREA'.
[2025-09-29T01:33:51.643194] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-09-29T01:33:51.669978] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:51.670901] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-09-29T01:33:51.670984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:51.671074] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:51.671158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:51.671287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:51.689544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:51.690339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:51.690455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:51.690539] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:51.732737] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:51.732964] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:51.733022] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:51.733060] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:51.737568] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=33.47%)
[2025-09-29T01:33:51.738092] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-09-29T01:33:51.738306] [INFO ] [sig       ] SREA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:51.896066] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SREA.txt
[2025-09-29T01:33:51.896401] [INFO ] [sig       ] [1851/2211] Completed SREA in 0.3s | 3.73 sym/s | Total: 8.3m | ETA: 1.6m
[2025-09-29T01:33:51.896485] [INFO ] [sig       ] [1852/2211] Forecasting SRFM...
[2025-09-29T01:33:51.896559] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-09-29T01:33:51.896632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-09-29T01:33:51.908524] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SRFM'.
[2025-09-29T01:33:51.909094] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-09-29T01:33:51.936950] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:51.937963] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-09-29T01:33:51.938047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:51.938121] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:51.938189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:51.938305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:51.957491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:51.958361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:51.958481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:51.958553] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:51.998837] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:51.999029] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:51.999077] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:51.999112] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:52.002953] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: UP (p=50.55%)
[2025-09-29T01:33:52.003265] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-09-29T01:33:52.003423] [INFO ] [sig       ] SRFM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:52.153418] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SRFM.txt
[2025-09-29T01:33:52.153746] [INFO ] [sig       ] [1852/2211] Completed SRFM in 0.3s | 3.73 sym/s | Total: 8.3m | ETA: 1.6m
[2025-09-29T01:33:52.153833] [INFO ] [sig       ] [1853/2211] Forecasting SRG...
[2025-09-29T01:33:52.153892] [INFO ] [sig       ] Generating forecast for: SRG
[2025-09-29T01:33:52.153960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-09-29T01:33:52.164669] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SRG'.
[2025-09-29T01:33:52.165090] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-09-29T01:33:52.192608] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:52.193885] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-09-29T01:33:52.193990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:52.194079] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:52.194152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:52.194270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:52.213223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:52.214261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:52.214384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:52.214458] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:52.258951] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:52.259190] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:52.259289] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:52.259347] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:52.263048] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: UP (p=89.24%)
[2025-09-29T01:33:52.263434] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-09-29T01:33:52.263604] [INFO ] [sig       ] SRG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:52.414939] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SRG.txt
[2025-09-29T01:33:52.415252] [INFO ] [sig       ] [1853/2211] Completed SRG in 0.3s | 3.73 sym/s | Total: 8.3m | ETA: 1.6m
[2025-09-29T01:33:52.415335] [INFO ] [sig       ] [1854/2211] Forecasting SRI...
[2025-09-29T01:33:52.415408] [INFO ] [sig       ] Generating forecast for: SRI
[2025-09-29T01:33:52.415487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-09-29T01:33:52.426232] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SRI'.
[2025-09-29T01:33:52.426676] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-09-29T01:33:52.453069] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:52.453954] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-09-29T01:33:52.454034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:52.454108] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:52.454178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:52.454280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:52.474441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:52.475375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:52.475495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:52.475575] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:52.514177] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:52.514366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:52.514415] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:52.514452] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:52.518248] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: UP (p=91.45%)
[2025-09-29T01:33:52.518564] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-09-29T01:33:52.518765] [INFO ] [sig       ] SRI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:52.689313] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SRI.txt
[2025-09-29T01:33:52.689716] [INFO ] [sig       ] [1854/2211] Completed SRI in 0.3s | 3.73 sym/s | Total: 8.3m | ETA: 1.6m
[2025-09-29T01:33:52.689820] [INFO ] [sig       ] [1855/2211] Forecasting SRV...
[2025-09-29T01:33:52.689904] [INFO ] [sig       ] Generating forecast for: SRV
[2025-09-29T01:33:52.689991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRV' from 'https://tdm.silogroup.org/data/derivative_storage/SRV.csv'.
[2025-09-29T01:33:52.701985] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SRV'.
[2025-09-29T01:33:52.702407] [INFO ] [FORECASTER] Starting predict_future for SRV
[2025-09-29T01:33:52.730003] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:52.730901] [DEBUG] [LOCAL     ] No optimal features file found for SRV: ./output/feature-sets/SRV.txt
[2025-09-29T01:33:52.730985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:52.731072] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:52.731162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:52.731269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:52.750537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:52.751393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:52.751513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:52.751586] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:52.787586] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:52.787816] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:52.787871] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:52.787908] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:52.791686] [DEBUG] [FORECASTER] SRV: Forecast T+1@11:T+2@11: UP (p=78.89%)
[2025-09-29T01:33:52.792000] [INFO ] [FORECASTER] Completed predict_future for SRV
[2025-09-29T01:33:52.792156] [INFO ] [sig       ] SRV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:52.944447] [INFO ] [LOCAL     ] Saved forecast: SRV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SRV.txt
[2025-09-29T01:33:52.944790] [INFO ] [sig       ] [1855/2211] Completed SRV in 0.3s | 3.73 sym/s | Total: 8.3m | ETA: 1.6m
[2025-09-29T01:33:52.944874] [INFO ] [sig       ] [1856/2211] Forecasting SSB...
[2025-09-29T01:33:52.944953] [INFO ] [sig       ] Generating forecast for: SSB
[2025-09-29T01:33:52.945031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-09-29T01:33:52.956413] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SSB'.
[2025-09-29T01:33:52.956816] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-09-29T01:33:52.983623] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:52.984609] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-09-29T01:33:52.984715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:52.984791] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:52.984862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:52.984967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:53.005940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:53.006970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:53.007091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:53.007171] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:53.048870] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:53.049075] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:53.049127] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:53.049165] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:53.052918] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: UP (p=73.50%)
[2025-09-29T01:33:53.053241] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-09-29T01:33:53.053425] [INFO ] [sig       ] SSB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:53.208811] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SSB.txt
[2025-09-29T01:33:53.209105] [INFO ] [sig       ] [1856/2211] Completed SSB in 0.3s | 3.73 sym/s | Total: 8.3m | ETA: 1.6m
[2025-09-29T01:33:53.209189] [INFO ] [sig       ] [1857/2211] Forecasting SSD...
[2025-09-29T01:33:53.209262] [INFO ] [sig       ] Generating forecast for: SSD
[2025-09-29T01:33:53.209340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-09-29T01:33:53.222350] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SSD'.
[2025-09-29T01:33:53.222855] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-09-29T01:33:53.250425] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:53.251317] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-09-29T01:33:53.251402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:53.251480] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:53.251552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:53.251683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:53.270913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:53.271750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:53.271898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:53.271975] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:53.312877] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:53.313092] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:53.313146] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:53.313184] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:53.317420] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: UP (p=69.21%)
[2025-09-29T01:33:53.317851] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-09-29T01:33:53.318039] [INFO ] [sig       ] SSD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:53.479833] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SSD.txt
[2025-09-29T01:33:53.480119] [INFO ] [sig       ] [1857/2211] Completed SSD in 0.3s | 3.73 sym/s | Total: 8.3m | ETA: 1.6m
[2025-09-29T01:33:53.480230] [INFO ] [sig       ] [1858/2211] Forecasting SSL...
[2025-09-29T01:33:53.480304] [INFO ] [sig       ] Generating forecast for: SSL
[2025-09-29T01:33:53.480381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-09-29T01:33:53.492249] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SSL'.
[2025-09-29T01:33:53.492720] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-09-29T01:33:53.520613] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:53.521507] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-09-29T01:33:53.521591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:53.521696] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:53.521784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:53.521889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:53.541247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:53.542076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:53.542198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:53.542271] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:53.579473] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:53.579684] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:53.579758] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:53.579797] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:53.583517] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: UP (p=83.47%)
[2025-09-29T01:33:53.583878] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-09-29T01:33:53.584041] [INFO ] [sig       ] SSL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:53.742390] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SSL.txt
[2025-09-29T01:33:53.742766] [INFO ] [sig       ] [1858/2211] Completed SSL in 0.3s | 3.73 sym/s | Total: 8.3m | ETA: 1.6m
[2025-09-29T01:33:53.742855] [INFO ] [sig       ] [1859/2211] Forecasting SST...
[2025-09-29T01:33:53.742932] [INFO ] [sig       ] Generating forecast for: SST
[2025-09-29T01:33:53.743011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SST' from 'https://tdm.silogroup.org/data/derivative_storage/SST.csv'.
[2025-09-29T01:33:53.755118] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SST'.
[2025-09-29T01:33:53.755517] [INFO ] [FORECASTER] Starting predict_future for SST
[2025-09-29T01:33:53.784068] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:53.785020] [DEBUG] [LOCAL     ] No optimal features file found for SST: ./output/feature-sets/SST.txt
[2025-09-29T01:33:53.785102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:53.785177] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:53.785248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:53.785360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:53.803593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:53.804406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:53.804519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:53.804588] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:53.842960] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:53.843208] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:53.843273] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:53.843311] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:53.847122] [DEBUG] [FORECASTER] SST: Forecast T+1@11:T+2@11: UP (p=50.61%)
[2025-09-29T01:33:53.847433] [INFO ] [FORECASTER] Completed predict_future for SST
[2025-09-29T01:33:53.847587] [INFO ] [sig       ] SST: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:54.001470] [INFO ] [LOCAL     ] Saved forecast: SST	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SST.txt
[2025-09-29T01:33:54.001909] [INFO ] [sig       ] [1859/2211] Completed SST in 0.3s | 3.73 sym/s | Total: 8.3m | ETA: 1.6m
[2025-09-29T01:33:54.002029] [INFO ] [sig       ] [1860/2211] Forecasting SSTK...
[2025-09-29T01:33:54.002136] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-09-29T01:33:54.002219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-09-29T01:33:54.014681] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SSTK'.
[2025-09-29T01:33:54.015198] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-09-29T01:33:54.042211] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:54.043144] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-09-29T01:33:54.043240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:54.043334] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:54.043425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:54.043557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:54.062141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:54.062972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:54.063106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:54.063199] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:54.104250] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:54.104434] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:54.104487] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:54.104564] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:54.108580] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: DOWN (p=14.38%)
[2025-09-29T01:33:54.108930] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-09-29T01:33:54.109111] [INFO ] [sig       ] SSTK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:54.262347] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SSTK.txt
[2025-09-29T01:33:54.262672] [INFO ] [sig       ] [1860/2211] Completed SSTK in 0.3s | 3.73 sym/s | Total: 8.3m | ETA: 1.6m
[2025-09-29T01:33:54.262756] [INFO ] [sig       ] [1861/2211] Forecasting ST...
[2025-09-29T01:33:54.262827] [INFO ] [sig       ] Generating forecast for: ST
[2025-09-29T01:33:54.262901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ST' from 'https://tdm.silogroup.org/data/derivative_storage/ST.csv'.
[2025-09-29T01:33:54.275197] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ST'.
[2025-09-29T01:33:54.275628] [INFO ] [FORECASTER] Starting predict_future for ST
[2025-09-29T01:33:54.302550] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:54.303484] [DEBUG] [LOCAL     ] No optimal features file found for ST: ./output/feature-sets/ST.txt
[2025-09-29T01:33:54.303564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:54.303638] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:54.303750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:54.303856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:54.323467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:54.324400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:54.324520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:54.324592] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:54.364411] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:54.364682] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:54.364757] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:54.364798] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:54.368860] [DEBUG] [FORECASTER] ST: Forecast T+1@11:T+2@11: UP (p=84.20%)
[2025-09-29T01:33:54.369308] [INFO ] [FORECASTER] Completed predict_future for ST
[2025-09-29T01:33:54.369490] [INFO ] [sig       ] ST: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:54.521478] [INFO ] [LOCAL     ] Saved forecast: ST	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ST.txt
[2025-09-29T01:33:54.521808] [INFO ] [sig       ] [1861/2211] Completed ST in 0.3s | 3.73 sym/s | Total: 8.3m | ETA: 1.6m
[2025-09-29T01:33:54.521894] [INFO ] [sig       ] [1862/2211] Forecasting STAG...
[2025-09-29T01:33:54.521967] [INFO ] [sig       ] Generating forecast for: STAG
[2025-09-29T01:33:54.522042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-09-29T01:33:54.534498] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STAG'.
[2025-09-29T01:33:54.535090] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-09-29T01:33:54.568040] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:54.568964] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-09-29T01:33:54.569049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:54.569138] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:54.569222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:54.569373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:54.591135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:54.592364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:54.592487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:54.592593] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:54.628753] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:54.628905] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:54.628955] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:54.628997] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:54.632362] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: UP (p=52.85%)
[2025-09-29T01:33:54.632679] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-09-29T01:33:54.632847] [INFO ] [sig       ] STAG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:54.788003] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/STAG.txt
[2025-09-29T01:33:54.788285] [INFO ] [sig       ] [1862/2211] Completed STAG in 0.3s | 3.73 sym/s | Total: 8.3m | ETA: 1.6m
[2025-09-29T01:33:54.788388] [INFO ] [sig       ] [1863/2211] Forecasting STC...
[2025-09-29T01:33:54.788471] [INFO ] [sig       ] Generating forecast for: STC
[2025-09-29T01:33:54.788557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-09-29T01:33:54.799979] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STC'.
[2025-09-29T01:33:54.800406] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-09-29T01:33:54.828030] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:54.828942] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-09-29T01:33:54.829031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:54.829107] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:54.829178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:54.829283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:54.848561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:54.849234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:54.849349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:54.849421] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:54.887073] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:54.887270] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:54.887318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:54.887353] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:54.891120] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: UP (p=99.30%)
[2025-09-29T01:33:54.891429] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-09-29T01:33:54.891591] [INFO ] [sig       ] STC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:55.044689] [INFO ] [LOCAL     ] Saved forecast: STC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/STC.txt
[2025-09-29T01:33:55.044987] [INFO ] [sig       ] [1863/2211] Completed STC in 0.3s | 3.73 sym/s | Total: 8.3m | ETA: 1.6m
[2025-09-29T01:33:55.045082] [INFO ] [sig       ] [1864/2211] Forecasting STE...
[2025-09-29T01:33:55.045160] [INFO ] [sig       ] Generating forecast for: STE
[2025-09-29T01:33:55.045235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-09-29T01:33:55.056873] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STE'.
[2025-09-29T01:33:55.057374] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-09-29T01:33:55.086862] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:55.087881] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-09-29T01:33:55.087966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:55.088057] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:55.088141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:55.088272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:55.108236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:55.109079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:55.109194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:55.109278] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:55.151919] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:55.152113] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:55.152164] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:55.152199] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:55.155989] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=37.04%)
[2025-09-29T01:33:55.156306] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-09-29T01:33:55.156464] [INFO ] [sig       ] STE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:55.315843] [INFO ] [LOCAL     ] Saved forecast: STE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/STE.txt
[2025-09-29T01:33:55.316135] [INFO ] [sig       ] [1864/2211] Completed STE in 0.3s | 3.73 sym/s | Total: 8.3m | ETA: 1.6m
[2025-09-29T01:33:55.316220] [INFO ] [sig       ] [1865/2211] Forecasting STEL...
[2025-09-29T01:33:55.316306] [INFO ] [sig       ] Generating forecast for: STEL
[2025-09-29T01:33:55.316393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-09-29T01:33:55.328224] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STEL'.
[2025-09-29T01:33:55.328724] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-09-29T01:33:55.357402] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:55.358343] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-09-29T01:33:55.358427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:55.358521] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:55.358613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:55.358828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:55.377130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:55.377841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:55.378022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:55.378108] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:55.419959] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:55.420134] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:55.420183] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:55.420219] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:55.424036] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=39.33%)
[2025-09-29T01:33:55.424343] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-09-29T01:33:55.424503] [INFO ] [sig       ] STEL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:55.674789] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/STEL.txt
[2025-09-29T01:33:55.675105] [INFO ] [sig       ] [1865/2211] Completed STEL in 0.4s | 3.73 sym/s | Total: 8.3m | ETA: 1.5m
[2025-09-29T01:33:55.675192] [INFO ] [sig       ] [1866/2211] Forecasting STEM...
[2025-09-29T01:33:55.675283] [INFO ] [sig       ] Generating forecast for: STEM
[2025-09-29T01:33:55.675376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-09-29T01:33:55.687027] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STEM'.
[2025-09-29T01:33:55.687512] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-09-29T01:33:55.714824] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:55.715709] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-09-29T01:33:55.715790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:55.715863] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:55.715946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:55.716124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:55.734226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:55.735027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:55.735143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:55.735229] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:55.775435] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:55.775625] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:55.775712] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:55.775766] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:55.779441] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: UP (p=85.46%)
[2025-09-29T01:33:55.779794] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-09-29T01:33:55.779963] [INFO ] [sig       ] STEM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:55.929978] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/STEM.txt
[2025-09-29T01:33:55.930290] [INFO ] [sig       ] [1866/2211] Completed STEM in 0.3s | 3.73 sym/s | Total: 8.3m | ETA: 1.5m
[2025-09-29T01:33:55.930373] [INFO ] [sig       ] [1867/2211] Forecasting STEW...
[2025-09-29T01:33:55.930459] [INFO ] [sig       ] Generating forecast for: STEW
[2025-09-29T01:33:55.930546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEW' from 'https://tdm.silogroup.org/data/derivative_storage/STEW.csv'.
[2025-09-29T01:33:55.942090] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STEW'.
[2025-09-29T01:33:55.942540] [INFO ] [FORECASTER] Starting predict_future for STEW
[2025-09-29T01:33:55.969512] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:55.970483] [DEBUG] [LOCAL     ] No optimal features file found for STEW: ./output/feature-sets/STEW.txt
[2025-09-29T01:33:55.970572] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:55.970681] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:55.970754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:55.970858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:55.989020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:55.990007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:55.990127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:55.990201] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:56.030532] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:56.030769] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:56.030839] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:56.030897] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:56.034598] [DEBUG] [FORECASTER] STEW: Forecast T+1@11:T+2@11: DOWN (p=8.14%)
[2025-09-29T01:33:56.034944] [INFO ] [FORECASTER] Completed predict_future for STEW
[2025-09-29T01:33:56.035119] [INFO ] [sig       ] STEW: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:56.184488] [INFO ] [LOCAL     ] Saved forecast: STEW	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/STEW.txt
[2025-09-29T01:33:56.184821] [INFO ] [sig       ] [1867/2211] Completed STEW in 0.3s | 3.73 sym/s | Total: 8.4m | ETA: 1.5m
[2025-09-29T01:33:56.184910] [INFO ] [sig       ] [1868/2211] Forecasting STK...
[2025-09-29T01:33:56.184986] [INFO ] [sig       ] Generating forecast for: STK
[2025-09-29T01:33:56.185095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-09-29T01:33:56.196309] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STK'.
[2025-09-29T01:33:56.196771] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-09-29T01:33:56.223154] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:56.224024] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-09-29T01:33:56.224106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:56.224185] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:56.224267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:56.224372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:56.242183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:56.242905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:56.243018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:56.243090] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:56.279482] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:56.279676] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:56.279750] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:56.279791] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:56.283435] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=89.05%)
[2025-09-29T01:33:56.283796] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-09-29T01:33:56.283968] [INFO ] [sig       ] STK: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:56.430757] [INFO ] [LOCAL     ] Saved forecast: STK	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/STK.txt
[2025-09-29T01:33:56.431070] [INFO ] [sig       ] [1868/2211] Completed STK in 0.2s | 3.73 sym/s | Total: 8.4m | ETA: 1.5m
[2025-09-29T01:33:56.431154] [INFO ] [sig       ] [1869/2211] Forecasting STLA...
[2025-09-29T01:33:56.431225] [INFO ] [sig       ] Generating forecast for: STLA
[2025-09-29T01:33:56.431300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-09-29T01:33:56.442776] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STLA'.
[2025-09-29T01:33:56.443189] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-09-29T01:33:56.469455] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:56.470284] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-09-29T01:33:56.470366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:56.470440] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:56.470509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:56.470628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:56.488479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:56.489299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:56.489418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:56.489490] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:56.529501] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:56.529714] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:56.529784] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:56.529822] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:56.533585] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: DOWN (p=10.11%)
[2025-09-29T01:33:56.533939] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-09-29T01:33:56.534113] [INFO ] [sig       ] STLA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:56.681729] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/STLA.txt
[2025-09-29T01:33:56.682005] [INFO ] [sig       ] [1869/2211] Completed STLA in 0.3s | 3.73 sym/s | Total: 8.4m | ETA: 1.5m
[2025-09-29T01:33:56.682086] [INFO ] [sig       ] [1870/2211] Forecasting STM...
[2025-09-29T01:33:56.682155] [INFO ] [sig       ] Generating forecast for: STM
[2025-09-29T01:33:56.682228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-09-29T01:33:56.694170] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STM'.
[2025-09-29T01:33:56.694615] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-09-29T01:33:56.721420] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:56.722351] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-09-29T01:33:56.722436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:56.722524] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:56.722607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:56.722755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:56.741801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:56.742492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:56.742608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:56.742719] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:56.781717] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:56.781907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:56.781959] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:56.781996] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:56.785703] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=10.02%)
[2025-09-29T01:33:56.786022] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-09-29T01:33:56.786179] [INFO ] [sig       ] STM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:56.941108] [INFO ] [LOCAL     ] Saved forecast: STM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/STM.txt
[2025-09-29T01:33:56.941432] [INFO ] [sig       ] [1870/2211] Completed STM in 0.3s | 3.73 sym/s | Total: 8.4m | ETA: 1.5m
[2025-09-29T01:33:56.941516] [INFO ] [sig       ] [1871/2211] Forecasting STN...
[2025-09-29T01:33:56.941600] [INFO ] [sig       ] Generating forecast for: STN
[2025-09-29T01:33:56.941715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-09-29T01:33:56.953035] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STN'.
[2025-09-29T01:33:56.953435] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-09-29T01:33:56.980136] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:56.981099] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-09-29T01:33:56.981204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:56.981286] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:56.981359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:56.981461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:56.999880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:57.000638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:57.000841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:57.000916] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:57.037576] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:57.037785] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:57.037848] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:57.037888] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:57.041799] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=24.90%)
[2025-09-29T01:33:57.042113] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-09-29T01:33:57.042276] [INFO ] [sig       ] STN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:57.198297] [INFO ] [LOCAL     ] Saved forecast: STN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/STN.txt
[2025-09-29T01:33:57.198597] [INFO ] [sig       ] [1871/2211] Completed STN in 0.3s | 3.73 sym/s | Total: 8.4m | ETA: 1.5m
[2025-09-29T01:33:57.198711] [INFO ] [sig       ] [1872/2211] Forecasting STNG...
[2025-09-29T01:33:57.198790] [INFO ] [sig       ] Generating forecast for: STNG
[2025-09-29T01:33:57.198875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNG' from 'https://tdm.silogroup.org/data/derivative_storage/STNG.csv'.
[2025-09-29T01:33:57.210530] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STNG'.
[2025-09-29T01:33:57.211204] [INFO ] [FORECASTER] Starting predict_future for STNG
[2025-09-29T01:33:57.239796] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:57.240704] [DEBUG] [LOCAL     ] No optimal features file found for STNG: ./output/feature-sets/STNG.txt
[2025-09-29T01:33:57.240788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:57.240877] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:57.240963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:57.241115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:57.261780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:57.262514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:57.262634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:57.262747] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:57.302441] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:57.302595] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:57.302662] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:57.302731] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:57.306291] [DEBUG] [FORECASTER] STNG: Forecast T+1@11:T+2@11: UP (p=72.51%)
[2025-09-29T01:33:57.306596] [INFO ] [FORECASTER] Completed predict_future for STNG
[2025-09-29T01:33:57.306793] [INFO ] [sig       ] STNG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:57.462680] [INFO ] [LOCAL     ] Saved forecast: STNG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/STNG.txt
[2025-09-29T01:33:57.463000] [INFO ] [sig       ] [1872/2211] Completed STNG in 0.3s | 3.73 sym/s | Total: 8.4m | ETA: 1.5m
[2025-09-29T01:33:57.463082] [INFO ] [sig       ] [1873/2211] Forecasting STRV...
[2025-09-29T01:33:57.463155] [INFO ] [sig       ] Generating forecast for: STRV
[2025-09-29T01:33:57.463285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRV' from 'https://tdm.silogroup.org/data/derivative_storage/STRV.csv'.
[2025-09-29T01:33:57.475167] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STRV'.
[2025-09-29T01:33:57.475733] [INFO ] [FORECASTER] Starting predict_future for STRV
[2025-09-29T01:33:57.503428] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:57.504324] [DEBUG] [LOCAL     ] No optimal features file found for STRV: ./output/feature-sets/STRV.txt
[2025-09-29T01:33:57.504410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:57.504486] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:57.504573] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:57.504777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:57.523685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:57.524626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:57.524770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:57.524842] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:57.562608] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:57.562838] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:57.562894] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:57.562931] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:57.566925] [DEBUG] [FORECASTER] STRV: Forecast T+1@11:T+2@11: UP (p=88.76%)
[2025-09-29T01:33:57.567249] [INFO ] [FORECASTER] Completed predict_future for STRV
[2025-09-29T01:33:57.567409] [INFO ] [sig       ] STRV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:57.724494] [INFO ] [LOCAL     ] Saved forecast: STRV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/STRV.txt
[2025-09-29T01:33:57.724818] [INFO ] [sig       ] [1873/2211] Completed STRV in 0.3s | 3.73 sym/s | Total: 8.4m | ETA: 1.5m
[2025-09-29T01:33:57.724901] [INFO ] [sig       ] [1874/2211] Forecasting STT...
[2025-09-29T01:33:57.724972] [INFO ] [sig       ] Generating forecast for: STT
[2025-09-29T01:33:57.725045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STT' from 'https://tdm.silogroup.org/data/derivative_storage/STT.csv'.
[2025-09-29T01:33:57.736995] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STT'.
[2025-09-29T01:33:57.737546] [INFO ] [FORECASTER] Starting predict_future for STT
[2025-09-29T01:33:57.766705] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:57.767801] [DEBUG] [LOCAL     ] No optimal features file found for STT: ./output/feature-sets/STT.txt
[2025-09-29T01:33:57.767896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:57.767978] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:57.768049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:57.768155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:57.788042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:57.789096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:57.789238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:57.789324] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:57.829900] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:57.830037] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:57.830081] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:57.830130] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:57.833580] [DEBUG] [FORECASTER] STT: Forecast T+1@11:T+2@11: DOWN (p=19.25%)
[2025-09-29T01:33:57.833944] [INFO ] [FORECASTER] Completed predict_future for STT
[2025-09-29T01:33:57.834115] [INFO ] [sig       ] STT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:57.984929] [INFO ] [LOCAL     ] Saved forecast: STT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/STT.txt
[2025-09-29T01:33:57.985219] [INFO ] [sig       ] [1874/2211] Completed STT in 0.3s | 3.73 sym/s | Total: 8.4m | ETA: 1.5m
[2025-09-29T01:33:57.985300] [INFO ] [sig       ] [1875/2211] Forecasting STVN...
[2025-09-29T01:33:57.985371] [INFO ] [sig       ] Generating forecast for: STVN
[2025-09-29T01:33:57.985445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-09-29T01:33:57.996678] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STVN'.
[2025-09-29T01:33:57.997155] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-09-29T01:33:58.024188] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:58.025137] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-09-29T01:33:58.025222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:58.025299] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:58.025440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:58.025552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:58.044765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:58.045594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:58.045745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:58.045836] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:58.083734] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:58.083884] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:58.083934] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:58.084025] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:58.087584] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: UP (p=98.10%)
[2025-09-29T01:33:58.087912] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-09-29T01:33:58.088079] [INFO ] [sig       ] STVN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:58.244100] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/STVN.txt
[2025-09-29T01:33:58.244438] [INFO ] [sig       ] [1875/2211] Completed STVN in 0.3s | 3.73 sym/s | Total: 8.4m | ETA: 1.5m
[2025-09-29T01:33:58.244547] [INFO ] [sig       ] [1876/2211] Forecasting STWD...
[2025-09-29T01:33:58.244635] [INFO ] [sig       ] Generating forecast for: STWD
[2025-09-29T01:33:58.244739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-09-29T01:33:58.255981] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STWD'.
[2025-09-29T01:33:58.256342] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-09-29T01:33:58.285718] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:58.286627] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-09-29T01:33:58.286732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:58.286810] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:58.286907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:58.287040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:58.307499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:58.308197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:58.308327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:58.308408] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:58.344278] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:58.344427] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:58.344474] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:58.344509] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:58.348144] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: DOWN (p=1.36%)
[2025-09-29T01:33:58.348449] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-09-29T01:33:58.348623] [INFO ] [sig       ] STWD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:58.502116] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/STWD.txt
[2025-09-29T01:33:58.502381] [INFO ] [sig       ] [1876/2211] Completed STWD in 0.3s | 3.73 sym/s | Total: 8.4m | ETA: 1.5m
[2025-09-29T01:33:58.502467] [INFO ] [sig       ] [1877/2211] Forecasting STXD...
[2025-09-29T01:33:58.502617] [INFO ] [sig       ] Generating forecast for: STXD
[2025-09-29T01:33:58.502716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXD' from 'https://tdm.silogroup.org/data/derivative_storage/STXD.csv'.
[2025-09-29T01:33:58.512586] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'STXD'.
[2025-09-29T01:33:58.512942] [INFO ] [FORECASTER] Starting predict_future for STXD
[2025-09-29T01:33:58.539408] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:58.540199] [DEBUG] [LOCAL     ] No optimal features file found for STXD: ./output/feature-sets/STXD.txt
[2025-09-29T01:33:58.540279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:58.540352] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:58.540421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:58.540528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:58.559136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:58.559787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:58.559901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:58.559973] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:58.602702] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:58.602915] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:58.602974] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:58.603016] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:58.607098] [DEBUG] [FORECASTER] STXD: Forecast T+1@11:T+2@11: UP (p=56.10%)
[2025-09-29T01:33:58.607466] [INFO ] [FORECASTER] Completed predict_future for STXD
[2025-09-29T01:33:58.607631] [INFO ] [sig       ] STXD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:58.764256] [INFO ] [LOCAL     ] Saved forecast: STXD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/STXD.txt
[2025-09-29T01:33:58.764515] [INFO ] [sig       ] [1877/2211] Completed STXD in 0.3s | 3.73 sym/s | Total: 8.4m | ETA: 1.5m
[2025-09-29T01:33:58.764595] [INFO ] [sig       ] [1878/2211] Forecasting STXE...
[2025-09-29T01:33:58.764689] [INFO ] [sig       ] Generating forecast for: STXE
[2025-09-29T01:33:58.764763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-09-29T01:33:58.774967] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'STXE'.
[2025-09-29T01:33:58.775297] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-09-29T01:33:58.803332] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:58.804198] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-09-29T01:33:58.804290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:58.804364] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:58.804434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:58.804539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:58.825724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:58.826446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:58.826566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:58.826638] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:58.865038] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:58.865172] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:58.865221] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:58.865258] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:58.869067] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=79.39%)
[2025-09-29T01:33:58.869376] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-09-29T01:33:58.869541] [INFO ] [sig       ] STXE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:59.021288] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/STXE.txt
[2025-09-29T01:33:59.021531] [INFO ] [sig       ] [1878/2211] Completed STXE in 0.3s | 3.73 sym/s | Total: 8.4m | ETA: 1.5m
[2025-09-29T01:33:59.021612] [INFO ] [sig       ] [1879/2211] Forecasting STXG...
[2025-09-29T01:33:59.021705] [INFO ] [sig       ] Generating forecast for: STXG
[2025-09-29T01:33:59.021852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-09-29T01:33:59.033343] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'STXG'.
[2025-09-29T01:33:59.033869] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-09-29T01:33:59.076244] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:59.077941] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-09-29T01:33:59.078050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:59.078163] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:59.078289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:59.078458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:59.105895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:59.107062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:59.107203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:59.107307] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:59.161784] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:59.162067] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:59.162137] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:59.162179] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:59.168328] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: UP (p=91.58%)
[2025-09-29T01:33:59.168823] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-09-29T01:33:59.169033] [INFO ] [sig       ] STXG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:33:59.409674] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/STXG.txt
[2025-09-29T01:33:59.410097] [INFO ] [sig       ] [1879/2211] Completed STXG in 0.4s | 3.73 sym/s | Total: 8.4m | ETA: 1.5m
[2025-09-29T01:33:59.410205] [INFO ] [sig       ] [1880/2211] Forecasting STXK...
[2025-09-29T01:33:59.410308] [INFO ] [sig       ] Generating forecast for: STXK
[2025-09-29T01:33:59.410419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXK' from 'https://tdm.silogroup.org/data/derivative_storage/STXK.csv'.
[2025-09-29T01:33:59.423557] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'STXK'.
[2025-09-29T01:33:59.424074] [INFO ] [FORECASTER] Starting predict_future for STXK
[2025-09-29T01:33:59.457214] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:59.458154] [DEBUG] [LOCAL     ] No optimal features file found for STXK: ./output/feature-sets/STXK.txt
[2025-09-29T01:33:59.458238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:59.458320] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:59.458402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:59.458534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:59.486270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:59.487409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:59.487560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:59.487690] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:59.535566] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:59.535817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:59.535891] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:59.535957] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:59.541101] [DEBUG] [FORECASTER] STXK: Forecast T+1@11:T+2@11: DOWN (p=18.39%)
[2025-09-29T01:33:59.541543] [INFO ] [FORECASTER] Completed predict_future for STXK
[2025-09-29T01:33:59.541797] [INFO ] [sig       ] STXK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:33:59.779729] [INFO ] [LOCAL     ] Saved forecast: STXK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/STXK.txt
[2025-09-29T01:33:59.780218] [INFO ] [sig       ] [1880/2211] Completed STXK in 0.4s | 3.72 sym/s | Total: 8.4m | ETA: 1.5m
[2025-09-29T01:33:59.780324] [INFO ] [sig       ] [1881/2211] Forecasting STXT...
[2025-09-29T01:33:59.780417] [INFO ] [sig       ] Generating forecast for: STXT
[2025-09-29T01:33:59.780514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXT' from 'https://tdm.silogroup.org/data/derivative_storage/STXT.csv'.
[2025-09-29T01:33:59.792339] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'STXT'.
[2025-09-29T01:33:59.792959] [INFO ] [FORECASTER] Starting predict_future for STXT
[2025-09-29T01:33:59.828082] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:33:59.829361] [DEBUG] [LOCAL     ] No optimal features file found for STXT: ./output/feature-sets/STXT.txt
[2025-09-29T01:33:59.829478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:33:59.829578] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:33:59.829688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:33:59.829799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:33:59.861377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:33:59.862894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:33:59.863148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:33:59.863248] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:33:59.919293] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:33:59.919557] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:33:59.919639] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:33:59.919812] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:33:59.925554] [DEBUG] [FORECASTER] STXT: Forecast T+1@11:T+2@11: UP (p=67.48%)
[2025-09-29T01:33:59.926062] [INFO ] [FORECASTER] Completed predict_future for STXT
[2025-09-29T01:33:59.926304] [INFO ] [sig       ] STXT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:00.171121] [INFO ] [LOCAL     ] Saved forecast: STXT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/STXT.txt
[2025-09-29T01:34:00.171697] [INFO ] [sig       ] [1881/2211] Completed STXT in 0.4s | 3.72 sym/s | Total: 8.4m | ETA: 1.5m
[2025-09-29T01:34:00.171810] [INFO ] [sig       ] [1882/2211] Forecasting STXV...
[2025-09-29T01:34:00.171920] [INFO ] [sig       ] Generating forecast for: STXV
[2025-09-29T01:34:00.172029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXV' from 'https://tdm.silogroup.org/data/derivative_storage/STXV.csv'.
[2025-09-29T01:34:00.186945] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'STXV'.
[2025-09-29T01:34:00.188362] [INFO ] [FORECASTER] Starting predict_future for STXV
[2025-09-29T01:34:00.227321] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:00.228802] [DEBUG] [LOCAL     ] No optimal features file found for STXV: ./output/feature-sets/STXV.txt
[2025-09-29T01:34:00.228928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:00.229062] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:00.229154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:00.229297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:00.260418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:00.261825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:00.261995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:00.262084] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:00.307374] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:00.307550] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:00.307608] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:00.307684] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:00.313247] [DEBUG] [FORECASTER] STXV: Forecast T+1@11:T+2@11: UP (p=95.70%)
[2025-09-29T01:34:00.313856] [INFO ] [FORECASTER] Completed predict_future for STXV
[2025-09-29T01:34:00.314060] [INFO ] [sig       ] STXV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:00.481894] [INFO ] [LOCAL     ] Saved forecast: STXV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/STXV.txt
[2025-09-29T01:34:00.482274] [INFO ] [sig       ] [1882/2211] Completed STXV in 0.3s | 3.72 sym/s | Total: 8.4m | ETA: 1.5m
[2025-09-29T01:34:00.482372] [INFO ] [sig       ] [1883/2211] Forecasting STZ...
[2025-09-29T01:34:00.482450] [INFO ] [sig       ] Generating forecast for: STZ
[2025-09-29T01:34:00.482527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STZ' from 'https://tdm.silogroup.org/data/derivative_storage/STZ.csv'.
[2025-09-29T01:34:00.495698] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STZ'.
[2025-09-29T01:34:00.496140] [INFO ] [FORECASTER] Starting predict_future for STZ
[2025-09-29T01:34:00.526768] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:00.528051] [DEBUG] [LOCAL     ] No optimal features file found for STZ: ./output/feature-sets/STZ.txt
[2025-09-29T01:34:00.528152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:00.528240] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:00.528328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:00.528486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:00.553474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:00.554456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:00.554580] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:00.554685] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:00.595577] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:00.595832] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:00.595890] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:00.595929] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:00.599981] [DEBUG] [FORECASTER] STZ: Forecast T+1@11:T+2@11: DOWN (p=30.57%)
[2025-09-29T01:34:00.600307] [INFO ] [FORECASTER] Completed predict_future for STZ
[2025-09-29T01:34:00.600466] [INFO ] [sig       ] STZ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:00.767406] [INFO ] [LOCAL     ] Saved forecast: STZ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/STZ.txt
[2025-09-29T01:34:00.767744] [INFO ] [sig       ] [1883/2211] Completed STZ in 0.3s | 3.72 sym/s | Total: 8.4m | ETA: 1.5m
[2025-09-29T01:34:00.767830] [INFO ] [sig       ] [1884/2211] Forecasting SU...
[2025-09-29T01:34:00.767908] [INFO ] [sig       ] Generating forecast for: SU
[2025-09-29T01:34:00.767987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SU' from 'https://tdm.silogroup.org/data/derivative_storage/SU.csv'.
[2025-09-29T01:34:00.779378] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SU'.
[2025-09-29T01:34:00.779899] [INFO ] [FORECASTER] Starting predict_future for SU
[2025-09-29T01:34:00.806788] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:00.807624] [DEBUG] [LOCAL     ] No optimal features file found for SU: ./output/feature-sets/SU.txt
[2025-09-29T01:34:00.807729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:00.807805] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:00.807876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:00.807981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:00.825934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:00.827109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:00.827237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:00.827309] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:00.866973] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:00.867130] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:00.867176] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:00.867261] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:00.870780] [DEBUG] [FORECASTER] SU: Forecast T+1@11:T+2@11: DOWN (p=20.65%)
[2025-09-29T01:34:00.871082] [INFO ] [FORECASTER] Completed predict_future for SU
[2025-09-29T01:34:00.871235] [INFO ] [sig       ] SU: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:01.020566] [INFO ] [LOCAL     ] Saved forecast: SU	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SU.txt
[2025-09-29T01:34:01.020907] [INFO ] [sig       ] [1884/2211] Completed SU in 0.3s | 3.72 sym/s | Total: 8.4m | ETA: 1.5m
[2025-09-29T01:34:01.020994] [INFO ] [sig       ] [1885/2211] Forecasting SUI...
[2025-09-29T01:34:01.021070] [INFO ] [sig       ] Generating forecast for: SUI
[2025-09-29T01:34:01.021145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-09-29T01:34:01.032191] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SUI'.
[2025-09-29T01:34:01.032617] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-09-29T01:34:01.059389] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:01.060358] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-09-29T01:34:01.060445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:01.060521] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:01.060604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:01.060741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:01.079561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:01.080269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:01.080383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:01.080454] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:01.122229] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:01.122436] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:01.122487] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:01.122526] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:01.126465] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: DOWN (p=7.05%)
[2025-09-29T01:34:01.126910] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-09-29T01:34:01.127095] [INFO ] [sig       ] SUI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:01.277305] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SUI.txt
[2025-09-29T01:34:01.277613] [INFO ] [sig       ] [1885/2211] Completed SUI in 0.3s | 3.72 sym/s | Total: 8.4m | ETA: 1.5m
[2025-09-29T01:34:01.277722] [INFO ] [sig       ] [1886/2211] Forecasting SUN...
[2025-09-29T01:34:01.277802] [INFO ] [sig       ] Generating forecast for: SUN
[2025-09-29T01:34:01.277887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-09-29T01:34:01.288522] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SUN'.
[2025-09-29T01:34:01.288890] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-09-29T01:34:01.315341] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:01.316232] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-09-29T01:34:01.316315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:01.316390] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:01.316461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:01.316566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:01.334791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:01.335489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:01.335606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:01.335700] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:01.374340] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:01.374548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:01.374600] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:01.374637] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:01.378503] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: DOWN (p=0.59%)
[2025-09-29T01:34:01.378887] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-09-29T01:34:01.379059] [INFO ] [sig       ] SUN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:01.537614] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SUN.txt
[2025-09-29T01:34:01.537965] [INFO ] [sig       ] [1886/2211] Completed SUN in 0.3s | 3.72 sym/s | Total: 8.4m | ETA: 1.5m
[2025-09-29T01:34:01.538057] [INFO ] [sig       ] [1887/2211] Forecasting SUPV...
[2025-09-29T01:34:01.538131] [INFO ] [sig       ] Generating forecast for: SUPV
[2025-09-29T01:34:01.538206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPV' from 'https://tdm.silogroup.org/data/derivative_storage/SUPV.csv'.
[2025-09-29T01:34:01.549929] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SUPV'.
[2025-09-29T01:34:01.550437] [INFO ] [FORECASTER] Starting predict_future for SUPV
[2025-09-29T01:34:01.578431] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:01.579373] [DEBUG] [LOCAL     ] No optimal features file found for SUPV: ./output/feature-sets/SUPV.txt
[2025-09-29T01:34:01.579458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:01.579549] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:01.579635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:01.579769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:01.600363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:01.601553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:01.601743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:01.601834] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:01.640499] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:01.640753] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:01.640825] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:01.640871] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:01.644726] [DEBUG] [FORECASTER] SUPV: Forecast T+1@11:T+2@11: UP (p=99.14%)
[2025-09-29T01:34:01.645052] [INFO ] [FORECASTER] Completed predict_future for SUPV
[2025-09-29T01:34:01.645217] [INFO ] [sig       ] SUPV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:01.800311] [INFO ] [LOCAL     ] Saved forecast: SUPV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SUPV.txt
[2025-09-29T01:34:01.800717] [INFO ] [sig       ] [1887/2211] Completed SUPV in 0.3s | 3.72 sym/s | Total: 8.4m | ETA: 1.5m
[2025-09-29T01:34:01.800819] [INFO ] [sig       ] [1888/2211] Forecasting SUZ...
[2025-09-29T01:34:01.800899] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-09-29T01:34:01.800976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-09-29T01:34:01.813596] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SUZ'.
[2025-09-29T01:34:01.814288] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-09-29T01:34:01.845316] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:01.846337] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-09-29T01:34:01.846429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:01.846505] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:01.846576] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:01.846713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:01.865460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:01.866358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:01.866479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:01.866554] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:01.907967] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:01.908181] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:01.908235] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:01.908291] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:01.912349] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: DOWN (p=10.57%)
[2025-09-29T01:34:01.912787] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-09-29T01:34:01.912973] [INFO ] [sig       ] SUZ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:02.067887] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SUZ.txt
[2025-09-29T01:34:02.068301] [INFO ] [sig       ] [1888/2211] Completed SUZ in 0.3s | 3.72 sym/s | Total: 8.5m | ETA: 1.4m
[2025-09-29T01:34:02.068387] [INFO ] [sig       ] [1889/2211] Forecasting SVV...
[2025-09-29T01:34:02.068475] [INFO ] [sig       ] Generating forecast for: SVV
[2025-09-29T01:34:02.068564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVV' from 'https://tdm.silogroup.org/data/derivative_storage/SVV.csv'.
[2025-09-29T01:34:02.081112] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SVV'.
[2025-09-29T01:34:02.081727] [INFO ] [FORECASTER] Starting predict_future for SVV
[2025-09-29T01:34:02.110716] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:02.111692] [DEBUG] [LOCAL     ] No optimal features file found for SVV: ./output/feature-sets/SVV.txt
[2025-09-29T01:34:02.111781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:02.111871] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:02.111957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:02.112088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:02.131628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:02.132577] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:02.132778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:02.132855] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:02.174456] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:02.174725] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:02.174796] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:02.174836] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:02.178851] [DEBUG] [FORECASTER] SVV: Forecast T+1@11:T+2@11: UP (p=94.16%)
[2025-09-29T01:34:02.179196] [INFO ] [FORECASTER] Completed predict_future for SVV
[2025-09-29T01:34:02.179401] [INFO ] [sig       ] SVV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:02.359975] [INFO ] [LOCAL     ] Saved forecast: SVV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SVV.txt
[2025-09-29T01:34:02.360280] [INFO ] [sig       ] [1889/2211] Completed SVV in 0.3s | 3.72 sym/s | Total: 8.5m | ETA: 1.4m
[2025-09-29T01:34:02.360363] [INFO ] [sig       ] [1890/2211] Forecasting SW...
[2025-09-29T01:34:02.360434] [INFO ] [sig       ] Generating forecast for: SW
[2025-09-29T01:34:02.360508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SW' from 'https://tdm.silogroup.org/data/derivative_storage/SW.csv'.
[2025-09-29T01:34:02.371408] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SW'.
[2025-09-29T01:34:02.371982] [INFO ] [FORECASTER] Starting predict_future for SW
[2025-09-29T01:34:02.400168] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:02.401133] [DEBUG] [LOCAL     ] No optimal features file found for SW: ./output/feature-sets/SW.txt
[2025-09-29T01:34:02.401221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:02.401298] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:02.401369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:02.401475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:02.420592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:02.421552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:02.421704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:02.421780] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:02.461675] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:02.461881] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:02.461935] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:02.461973] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:02.465975] [DEBUG] [FORECASTER] SW: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2025-09-29T01:34:02.466300] [INFO ] [FORECASTER] Completed predict_future for SW
[2025-09-29T01:34:02.466476] [INFO ] [sig       ] SW: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:02.628110] [INFO ] [LOCAL     ] Saved forecast: SW	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SW.txt
[2025-09-29T01:34:02.628405] [INFO ] [sig       ] [1890/2211] Completed SW in 0.3s | 3.72 sym/s | Total: 8.5m | ETA: 1.4m
[2025-09-29T01:34:02.628494] [INFO ] [sig       ] [1891/2211] Forecasting SWK...
[2025-09-29T01:34:02.628568] [INFO ] [sig       ] Generating forecast for: SWK
[2025-09-29T01:34:02.628668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-09-29T01:34:02.639949] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SWK'.
[2025-09-29T01:34:02.640333] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-09-29T01:34:02.668382] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:02.669417] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-09-29T01:34:02.669504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:02.669580] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:02.669677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:02.669785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:02.689366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:02.690302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:02.690422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:02.690496] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:02.732357] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:02.732559] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:02.732611] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:02.732680] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:02.736400] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=21.05%)
[2025-09-29T01:34:02.736755] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-09-29T01:34:02.736961] [INFO ] [sig       ] SWK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:02.886945] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SWK.txt
[2025-09-29T01:34:02.887218] [INFO ] [sig       ] [1891/2211] Completed SWK in 0.3s | 3.72 sym/s | Total: 8.5m | ETA: 1.4m
[2025-09-29T01:34:02.887298] [INFO ] [sig       ] [1892/2211] Forecasting SWX...
[2025-09-29T01:34:02.887369] [INFO ] [sig       ] Generating forecast for: SWX
[2025-09-29T01:34:02.887444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-09-29T01:34:02.898318] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SWX'.
[2025-09-29T01:34:02.898847] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-09-29T01:34:02.926737] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:02.928925] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-09-29T01:34:02.929059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:02.929137] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:02.929207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:02.929310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:02.949977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:02.950907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:02.951106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:02.951180] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:02.991728] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:02.991942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:02.991997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:02.992034] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:02.996285] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: DOWN (p=39.25%)
[2025-09-29T01:34:02.996756] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-09-29T01:34:02.997012] [INFO ] [sig       ] SWX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:03.161385] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SWX.txt
[2025-09-29T01:34:03.161735] [INFO ] [sig       ] [1892/2211] Completed SWX in 0.3s | 3.72 sym/s | Total: 8.5m | ETA: 1.4m
[2025-09-29T01:34:03.161844] [INFO ] [sig       ] [1893/2211] Forecasting SWZ...
[2025-09-29T01:34:03.161936] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-09-29T01:34:03.162023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-09-29T01:34:03.173259] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SWZ'.
[2025-09-29T01:34:03.173722] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-09-29T01:34:03.201704] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:03.202636] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-09-29T01:34:03.202746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:03.202823] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:03.202915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:03.203084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:03.221496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:03.222270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:03.222390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:03.222477] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:03.260154] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:03.260356] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:03.260407] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:03.260444] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:03.264285] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: DOWN (p=45.50%)
[2025-09-29T01:34:03.264609] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-09-29T01:34:03.264827] [INFO ] [sig       ] SWZ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:03.423337] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SWZ.txt
[2025-09-29T01:34:03.423693] [INFO ] [sig       ] [1893/2211] Completed SWZ in 0.3s | 3.72 sym/s | Total: 8.5m | ETA: 1.4m
[2025-09-29T01:34:03.423814] [INFO ] [sig       ] [1894/2211] Forecasting SXC...
[2025-09-29T01:34:03.423905] [INFO ] [sig       ] Generating forecast for: SXC
[2025-09-29T01:34:03.423981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-09-29T01:34:03.435451] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SXC'.
[2025-09-29T01:34:03.436006] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-09-29T01:34:03.465285] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:03.466279] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-09-29T01:34:03.466375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:03.466466] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:03.466550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:03.466737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:03.485921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:03.487048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:03.487168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:03.487243] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:03.527537] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:03.527787] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:03.527910] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:03.527984] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:03.532960] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=94.90%)
[2025-09-29T01:34:03.533461] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-09-29T01:34:03.533702] [INFO ] [sig       ] SXC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:03.685729] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SXC.txt
[2025-09-29T01:34:03.686029] [INFO ] [sig       ] [1894/2211] Completed SXC in 0.3s | 3.72 sym/s | Total: 8.5m | ETA: 1.4m
[2025-09-29T01:34:03.686144] [INFO ] [sig       ] [1895/2211] Forecasting SXI...
[2025-09-29T01:34:03.686240] [INFO ] [sig       ] Generating forecast for: SXI
[2025-09-29T01:34:03.686328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-09-29T01:34:03.697177] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SXI'.
[2025-09-29T01:34:03.697553] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-09-29T01:34:03.724148] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:03.725105] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-09-29T01:34:03.725192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:03.725283] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:03.725372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:03.725504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:03.743473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:03.744503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:03.744688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:03.744766] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:03.782345] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:03.782525] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:03.782573] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:03.782627] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:03.786391] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: DOWN (p=20.41%)
[2025-09-29T01:34:03.786732] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-09-29T01:34:03.786937] [INFO ] [sig       ] SXI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:03.934120] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SXI.txt
[2025-09-29T01:34:03.934439] [INFO ] [sig       ] [1895/2211] Completed SXI in 0.2s | 3.72 sym/s | Total: 8.5m | ETA: 1.4m
[2025-09-29T01:34:03.934526] [INFO ] [sig       ] [1896/2211] Forecasting SXT...
[2025-09-29T01:34:03.934600] [INFO ] [sig       ] Generating forecast for: SXT
[2025-09-29T01:34:03.934701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXT' from 'https://tdm.silogroup.org/data/derivative_storage/SXT.csv'.
[2025-09-29T01:34:03.947241] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SXT'.
[2025-09-29T01:34:03.947759] [INFO ] [FORECASTER] Starting predict_future for SXT
[2025-09-29T01:34:03.975490] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:03.976368] [DEBUG] [LOCAL     ] No optimal features file found for SXT: ./output/feature-sets/SXT.txt
[2025-09-29T01:34:03.976506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:03.976585] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:03.976725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:03.976861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:03.995787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:03.996515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:03.996630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:03.996723] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:04.035902] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:04.036079] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:04.036129] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:04.036165] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:04.040016] [DEBUG] [FORECASTER] SXT: Forecast T+1@11:T+2@11: DOWN (p=18.71%)
[2025-09-29T01:34:04.040328] [INFO ] [FORECASTER] Completed predict_future for SXT
[2025-09-29T01:34:04.040488] [INFO ] [sig       ] SXT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:04.191611] [INFO ] [LOCAL     ] Saved forecast: SXT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SXT.txt
[2025-09-29T01:34:04.191943] [INFO ] [sig       ] [1896/2211] Completed SXT in 0.3s | 3.72 sym/s | Total: 8.5m | ETA: 1.4m
[2025-09-29T01:34:04.192027] [INFO ] [sig       ] [1897/2211] Forecasting SYF...
[2025-09-29T01:34:04.192117] [INFO ] [sig       ] Generating forecast for: SYF
[2025-09-29T01:34:04.192208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-09-29T01:34:04.203389] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SYF'.
[2025-09-29T01:34:04.203845] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-09-29T01:34:04.231278] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:04.232136] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-09-29T01:34:04.232218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:04.232294] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:04.232365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:04.232470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:04.251147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:04.251850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:04.251965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:04.252037] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:04.291972] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:04.292209] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:04.292302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:04.292350] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:04.296560] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: DOWN (p=13.15%)
[2025-09-29T01:34:04.297015] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-09-29T01:34:04.297197] [INFO ] [sig       ] SYF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:04.453934] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SYF.txt
[2025-09-29T01:34:04.454280] [INFO ] [sig       ] [1897/2211] Completed SYF in 0.3s | 3.72 sym/s | Total: 8.5m | ETA: 1.4m
[2025-09-29T01:34:04.454367] [INFO ] [sig       ] [1898/2211] Forecasting SYK...
[2025-09-29T01:34:04.454440] [INFO ] [sig       ] Generating forecast for: SYK
[2025-09-29T01:34:04.454516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-09-29T01:34:04.465991] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SYK'.
[2025-09-29T01:34:04.466501] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-09-29T01:34:04.494518] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:04.495445] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-09-29T01:34:04.495531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:04.495622] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:04.495732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:04.495841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:04.514159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:04.514843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:04.514955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:04.515039] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:04.555789] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:04.555999] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:04.556051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:04.556088] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:04.560401] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: UP (p=63.56%)
[2025-09-29T01:34:04.560875] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-09-29T01:34:04.561067] [INFO ] [sig       ] SYK: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:04.712576] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/SYK.txt
[2025-09-29T01:34:04.712890] [INFO ] [sig       ] [1898/2211] Completed SYK in 0.3s | 3.72 sym/s | Total: 8.5m | ETA: 1.4m
[2025-09-29T01:34:04.713005] [INFO ] [sig       ] [1899/2211] Forecasting SYY...
[2025-09-29T01:34:04.713082] [INFO ] [sig       ] Generating forecast for: SYY
[2025-09-29T01:34:04.713155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-09-29T01:34:04.725092] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SYY'.
[2025-09-29T01:34:04.725574] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-09-29T01:34:04.755023] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:04.756008] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-09-29T01:34:04.756093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:04.756170] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:04.756248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:04.756399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:04.775130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:04.776051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:04.776171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:04.776252] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:04.816060] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:04.816238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:04.816287] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:04.816326] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:04.820076] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=10.63%)
[2025-09-29T01:34:04.820390] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-09-29T01:34:04.820546] [INFO ] [sig       ] SYY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:04.973124] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/SYY.txt
[2025-09-29T01:34:04.973456] [INFO ] [sig       ] [1899/2211] Completed SYY in 0.3s | 3.72 sym/s | Total: 8.5m | ETA: 1.4m
[2025-09-29T01:34:04.973545] [INFO ] [sig       ] [1900/2211] Forecasting T...
[2025-09-29T01:34:04.973625] [INFO ] [sig       ] Generating forecast for: T
[2025-09-29T01:34:04.973727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'T' from 'https://tdm.silogroup.org/data/derivative_storage/T.csv'.
[2025-09-29T01:34:04.985486] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'T'.
[2025-09-29T01:34:04.986060] [INFO ] [FORECASTER] Starting predict_future for T
[2025-09-29T01:34:05.013913] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:05.014916] [DEBUG] [LOCAL     ] No optimal features file found for T: ./output/feature-sets/T.txt
[2025-09-29T01:34:05.015003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:05.015080] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:05.015178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:05.015285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:05.034347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:05.035426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:05.035618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:05.035749] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:05.077580] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:05.077819] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:05.077877] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:05.077913] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:05.081791] [DEBUG] [FORECASTER] T: Forecast T+1@11:T+2@11: DOWN (p=31.34%)
[2025-09-29T01:34:05.082113] [INFO ] [FORECASTER] Completed predict_future for T
[2025-09-29T01:34:05.082275] [INFO ] [sig       ] T: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:05.233720] [INFO ] [LOCAL     ] Saved forecast: T	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/T.txt
[2025-09-29T01:34:05.234033] [INFO ] [sig       ] [1900/2211] Completed T in 0.3s | 3.72 sym/s | Total: 8.5m | ETA: 1.4m
[2025-09-29T01:34:05.234115] [INFO ] [sig       ] [1901/2211] Forecasting TAC...
[2025-09-29T01:34:05.234200] [INFO ] [sig       ] Generating forecast for: TAC
[2025-09-29T01:34:05.234283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-09-29T01:34:05.245461] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TAC'.
[2025-09-29T01:34:05.245954] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-09-29T01:34:05.274043] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:05.274999] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-09-29T01:34:05.275086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:05.275196] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:05.275268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:05.275375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:05.293749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:05.294559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:05.294747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:05.294822] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:05.334911] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:05.335103] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:05.335152] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:05.335187] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:05.339222] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=95.12%)
[2025-09-29T01:34:05.339556] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-09-29T01:34:05.339765] [INFO ] [sig       ] TAC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:05.502588] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TAC.txt
[2025-09-29T01:34:05.502935] [INFO ] [sig       ] [1901/2211] Completed TAC in 0.3s | 3.72 sym/s | Total: 8.5m | ETA: 1.4m
[2025-09-29T01:34:05.503019] [INFO ] [sig       ] [1902/2211] Forecasting TAK...
[2025-09-29T01:34:05.503091] [INFO ] [sig       ] Generating forecast for: TAK
[2025-09-29T01:34:05.503166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-09-29T01:34:05.515097] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TAK'.
[2025-09-29T01:34:05.515603] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-09-29T01:34:05.545870] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:05.546855] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-09-29T01:34:05.546940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:05.547014] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:05.547085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:05.547190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:05.567629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:05.568532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:05.568676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:05.568752] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:05.605412] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:05.605591] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:05.605662] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:05.605730] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:05.609429] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: DOWN (p=13.44%)
[2025-09-29T01:34:05.609784] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-09-29T01:34:05.609951] [INFO ] [sig       ] TAK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:05.765282] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TAK.txt
[2025-09-29T01:34:05.765692] [INFO ] [sig       ] [1902/2211] Completed TAK in 0.3s | 3.72 sym/s | Total: 8.5m | ETA: 1.4m
[2025-09-29T01:34:05.765765] [INFO ] [sig       ] [1903/2211] Forecasting TAL...
[2025-09-29T01:34:05.765833] [INFO ] [sig       ] Generating forecast for: TAL
[2025-09-29T01:34:05.765909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-09-29T01:34:05.778003] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TAL'.
[2025-09-29T01:34:05.778526] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-09-29T01:34:05.806110] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:05.807092] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-09-29T01:34:05.807176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:05.807252] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:05.807325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:05.807431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:05.826218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:05.827268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:05.827392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:05.827468] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:05.867818] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:05.868053] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:05.868121] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:05.868161] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:05.873389] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: UP (p=71.05%)
[2025-09-29T01:34:05.873789] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-09-29T01:34:05.873969] [INFO ] [sig       ] TAL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:06.033846] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TAL.txt
[2025-09-29T01:34:06.034156] [INFO ] [sig       ] [1903/2211] Completed TAL in 0.3s | 3.72 sym/s | Total: 8.5m | ETA: 1.4m
[2025-09-29T01:34:06.034237] [INFO ] [sig       ] [1904/2211] Forecasting TALO...
[2025-09-29T01:34:06.034310] [INFO ] [sig       ] Generating forecast for: TALO
[2025-09-29T01:34:06.034383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-09-29T01:34:06.045468] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TALO'.
[2025-09-29T01:34:06.045953] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-09-29T01:34:06.075566] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:06.076470] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-09-29T01:34:06.076555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:06.076630] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:06.076725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:06.076852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:06.095810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:06.096490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:06.096629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:06.096726] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:06.135851] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:06.136052] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:06.136110] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:06.136149] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:06.140147] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: DOWN (p=34.78%)
[2025-09-29T01:34:06.140494] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-09-29T01:34:06.140702] [INFO ] [sig       ] TALO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:06.303976] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TALO.txt
[2025-09-29T01:34:06.304258] [INFO ] [sig       ] [1904/2211] Completed TALO in 0.3s | 3.72 sym/s | Total: 8.5m | ETA: 1.4m
[2025-09-29T01:34:06.304338] [INFO ] [sig       ] [1905/2211] Forecasting TAP...
[2025-09-29T01:34:06.304409] [INFO ] [sig       ] Generating forecast for: TAP
[2025-09-29T01:34:06.304482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-09-29T01:34:06.314993] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TAP'.
[2025-09-29T01:34:06.315401] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-09-29T01:34:06.343290] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:06.344157] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-09-29T01:34:06.344239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:06.344315] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:06.344386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:06.344495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:06.365547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:06.366206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:06.366321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:06.366389] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:06.400865] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:06.401003] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:06.401051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:06.401089] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:06.405056] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=48.94%)
[2025-09-29T01:34:06.405376] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-09-29T01:34:06.405600] [INFO ] [sig       ] TAP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:06.567123] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TAP.txt
[2025-09-29T01:34:06.567404] [INFO ] [sig       ] [1905/2211] Completed TAP in 0.3s | 3.72 sym/s | Total: 8.5m | ETA: 1.4m
[2025-09-29T01:34:06.567484] [INFO ] [sig       ] [1906/2211] Forecasting TBB...
[2025-09-29T01:34:06.567555] [INFO ] [sig       ] Generating forecast for: TBB
[2025-09-29T01:34:06.567628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-09-29T01:34:06.580179] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TBB'.
[2025-09-29T01:34:06.580636] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-09-29T01:34:06.609455] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:06.610429] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-09-29T01:34:06.610517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:06.610606] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:06.610731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:06.610908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:06.630508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:06.631438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:06.631600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:06.631702] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:06.672037] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:06.672238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:06.672288] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:06.672326] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:06.676272] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: UP (p=86.02%)
[2025-09-29T01:34:06.676610] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-09-29T01:34:06.676808] [INFO ] [sig       ] TBB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:06.842974] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TBB.txt
[2025-09-29T01:34:06.843327] [INFO ] [sig       ] [1906/2211] Completed TBB in 0.3s | 3.72 sym/s | Total: 8.5m | ETA: 1.4m
[2025-09-29T01:34:06.843412] [INFO ] [sig       ] [1907/2211] Forecasting TBBB...
[2025-09-29T01:34:06.843485] [INFO ] [sig       ] Generating forecast for: TBBB
[2025-09-29T01:34:06.843559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBBB.csv'.
[2025-09-29T01:34:06.854295] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TBBB'.
[2025-09-29T01:34:06.854739] [INFO ] [FORECASTER] Starting predict_future for TBBB
[2025-09-29T01:34:06.882952] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:06.883945] [DEBUG] [LOCAL     ] No optimal features file found for TBBB: ./output/feature-sets/TBBB.txt
[2025-09-29T01:34:06.884035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:06.884121] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:06.884202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:06.884317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:06.904251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:06.905092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:06.905211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:06.905284] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:06.938986] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:06.939124] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:06.939169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:06.939204] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:06.943019] [DEBUG] [FORECASTER] TBBB: Forecast T+1@11:T+2@11: DOWN (p=6.84%)
[2025-09-29T01:34:06.943415] [INFO ] [FORECASTER] Completed predict_future for TBBB
[2025-09-29T01:34:06.943580] [INFO ] [sig       ] TBBB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:07.101421] [INFO ] [LOCAL     ] Saved forecast: TBBB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TBBB.txt
[2025-09-29T01:34:07.101773] [INFO ] [sig       ] [1907/2211] Completed TBBB in 0.3s | 3.72 sym/s | Total: 8.5m | ETA: 1.4m
[2025-09-29T01:34:07.101857] [INFO ] [sig       ] [1908/2211] Forecasting TBI...
[2025-09-29T01:34:07.101950] [INFO ] [sig       ] Generating forecast for: TBI
[2025-09-29T01:34:07.102031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-09-29T01:34:07.112674] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TBI'.
[2025-09-29T01:34:07.113114] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-09-29T01:34:07.141469] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:07.142400] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-09-29T01:34:07.142502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:07.142597] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:07.142711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:07.142843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:07.162466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:07.163307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:07.163425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:07.163513] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:07.201676] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:07.201871] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:07.201922] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:07.201958] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:07.206726] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=73.30%)
[2025-09-29T01:34:07.207258] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-09-29T01:34:07.207437] [INFO ] [sig       ] TBI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:07.362265] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TBI.txt
[2025-09-29T01:34:07.362607] [INFO ] [sig       ] [1908/2211] Completed TBI in 0.3s | 3.72 sym/s | Total: 8.5m | ETA: 1.4m
[2025-09-29T01:34:07.362715] [INFO ] [sig       ] [1909/2211] Forecasting TBN...
[2025-09-29T01:34:07.362803] [INFO ] [sig       ] Generating forecast for: TBN
[2025-09-29T01:34:07.362891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBN' from 'https://tdm.silogroup.org/data/derivative_storage/TBN.csv'.
[2025-09-29T01:34:07.373387] [DEBUG] [REMOTE    ] Successfully parsed 1818 rows of historical data for symbol 'TBN'.
[2025-09-29T01:34:07.373974] [INFO ] [FORECASTER] Starting predict_future for TBN
[2025-09-29T01:34:07.401823] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:07.402793] [DEBUG] [LOCAL     ] No optimal features file found for TBN: ./output/feature-sets/TBN.txt
[2025-09-29T01:34:07.402876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:07.402951] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:07.403022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:07.403127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:07.421961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:07.422660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:07.422777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:07.422850] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:07.459177] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:07.459320] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:07.459395] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:07.459437] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:07.463028] [DEBUG] [FORECASTER] TBN: Forecast T+1@11:T+2@11: UP (p=77.98%)
[2025-09-29T01:34:07.463397] [INFO ] [FORECASTER] Completed predict_future for TBN
[2025-09-29T01:34:07.463552] [INFO ] [sig       ] TBN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:07.617795] [INFO ] [LOCAL     ] Saved forecast: TBN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TBN.txt
[2025-09-29T01:34:07.618087] [INFO ] [sig       ] [1909/2211] Completed TBN in 0.3s | 3.72 sym/s | Total: 8.5m | ETA: 1.4m
[2025-09-29T01:34:07.618171] [INFO ] [sig       ] [1910/2211] Forecasting TD...
[2025-09-29T01:34:07.618248] [INFO ] [sig       ] Generating forecast for: TD
[2025-09-29T01:34:07.618325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-09-29T01:34:07.629669] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TD'.
[2025-09-29T01:34:07.630103] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-09-29T01:34:07.658431] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:07.659308] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-09-29T01:34:07.659392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:07.659466] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:07.659537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:07.659663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:07.678493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:07.679473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:07.679610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:07.679713] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:07.719637] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:07.719875] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:07.719933] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:07.719971] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:07.724189] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-09-29T01:34:07.724526] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-09-29T01:34:07.724726] [INFO ] [sig       ] TD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:07.891504] [INFO ] [LOCAL     ] Saved forecast: TD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TD.txt
[2025-09-29T01:34:07.891841] [INFO ] [sig       ] [1910/2211] Completed TD in 0.3s | 3.72 sym/s | Total: 8.5m | ETA: 1.3m
[2025-09-29T01:34:07.891929] [INFO ] [sig       ] [1911/2211] Forecasting TDC...
[2025-09-29T01:34:07.892008] [INFO ] [sig       ] Generating forecast for: TDC
[2025-09-29T01:34:07.892082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-09-29T01:34:07.906531] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TDC'.
[2025-09-29T01:34:07.907175] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-09-29T01:34:07.943986] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:07.944960] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-09-29T01:34:07.945062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:07.945164] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:07.945256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:07.945397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:07.964377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:07.965193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:07.965349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:07.965442] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:08.012035] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:08.012236] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:08.012287] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:08.012323] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:08.016258] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: DOWN (p=33.00%)
[2025-09-29T01:34:08.016595] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-09-29T01:34:08.016792] [INFO ] [sig       ] TDC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:08.167784] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TDC.txt
[2025-09-29T01:34:08.168087] [INFO ] [sig       ] [1911/2211] Completed TDC in 0.3s | 3.72 sym/s | Total: 8.6m | ETA: 1.3m
[2025-09-29T01:34:08.168168] [INFO ] [sig       ] [1912/2211] Forecasting TDF...
[2025-09-29T01:34:08.168239] [INFO ] [sig       ] Generating forecast for: TDF
[2025-09-29T01:34:08.168314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-09-29T01:34:08.179097] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TDF'.
[2025-09-29T01:34:08.179502] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-09-29T01:34:08.207076] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:08.208005] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-09-29T01:34:08.208089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:08.208164] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:08.208234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:08.208341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:08.227086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:08.227829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:08.227947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:08.228022] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:08.263516] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:08.263779] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:08.263847] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:08.263886] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:08.267810] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=91.15%)
[2025-09-29T01:34:08.268161] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-09-29T01:34:08.268324] [INFO ] [sig       ] TDF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:08.426668] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TDF.txt
[2025-09-29T01:34:08.426985] [INFO ] [sig       ] [1912/2211] Completed TDF in 0.3s | 3.72 sym/s | Total: 8.6m | ETA: 1.3m
[2025-09-29T01:34:08.427072] [INFO ] [sig       ] [1913/2211] Forecasting TDG...
[2025-09-29T01:34:08.427145] [INFO ] [sig       ] Generating forecast for: TDG
[2025-09-29T01:34:08.427220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-09-29T01:34:08.438398] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TDG'.
[2025-09-29T01:34:08.438849] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-09-29T01:34:08.466602] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:08.467524] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-09-29T01:34:08.467628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:08.467724] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:08.467794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:08.467899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:08.487230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:08.488044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:08.488558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:08.488633] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:08.518547] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:08.518740] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:08.518805] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:08.518842] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:08.522629] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=81.84%)
[2025-09-29T01:34:08.522974] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-09-29T01:34:08.523135] [INFO ] [sig       ] TDG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:08.672356] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TDG.txt
[2025-09-29T01:34:08.672658] [INFO ] [sig       ] [1913/2211] Completed TDG in 0.2s | 3.72 sym/s | Total: 8.6m | ETA: 1.3m
[2025-09-29T01:34:08.672742] [INFO ] [sig       ] [1914/2211] Forecasting TDOC...
[2025-09-29T01:34:08.672814] [INFO ] [sig       ] Generating forecast for: TDOC
[2025-09-29T01:34:08.672897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'.
[2025-09-29T01:34:08.683384] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TDOC'.
[2025-09-29T01:34:08.683769] [INFO ] [FORECASTER] Starting predict_future for TDOC
[2025-09-29T01:34:08.712880] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:08.713911] [DEBUG] [LOCAL     ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt
[2025-09-29T01:34:08.714016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:08.714116] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:08.714212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:08.714374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:08.733814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:08.734564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:08.734725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:08.734820] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:08.779042] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:08.779249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:08.779303] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:08.779343] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:08.783768] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: UP (p=65.41%)
[2025-09-29T01:34:08.784110] [INFO ] [FORECASTER] Completed predict_future for TDOC
[2025-09-29T01:34:08.784274] [INFO ] [sig       ] TDOC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:08.945913] [INFO ] [LOCAL     ] Saved forecast: TDOC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TDOC.txt
[2025-09-29T01:34:08.946285] [INFO ] [sig       ] [1914/2211] Completed TDOC in 0.3s | 3.72 sym/s | Total: 8.6m | ETA: 1.3m
[2025-09-29T01:34:08.946392] [INFO ] [sig       ] [1915/2211] Forecasting TDS...
[2025-09-29T01:34:08.946473] [INFO ] [sig       ] Generating forecast for: TDS
[2025-09-29T01:34:08.946560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-09-29T01:34:08.957850] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TDS'.
[2025-09-29T01:34:08.958266] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-09-29T01:34:08.987363] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:08.988348] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-09-29T01:34:08.988438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:08.988513] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:08.988584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:08.988718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:09.009616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:09.010518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:09.010637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:09.010736] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:09.051670] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:09.051795] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:09.051841] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:09.051877] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:09.055345] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: DOWN (p=22.19%)
[2025-09-29T01:34:09.055669] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-09-29T01:34:09.055848] [INFO ] [sig       ] TDS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:09.217218] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TDS.txt
[2025-09-29T01:34:09.217493] [INFO ] [sig       ] [1915/2211] Completed TDS in 0.3s | 3.72 sym/s | Total: 8.6m | ETA: 1.3m
[2025-09-29T01:34:09.217573] [INFO ] [sig       ] [1916/2211] Forecasting TDW...
[2025-09-29T01:34:09.217664] [INFO ] [sig       ] Generating forecast for: TDW
[2025-09-29T01:34:09.217740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDW' from 'https://tdm.silogroup.org/data/derivative_storage/TDW.csv'.
[2025-09-29T01:34:09.228480] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TDW'.
[2025-09-29T01:34:09.228871] [INFO ] [FORECASTER] Starting predict_future for TDW
[2025-09-29T01:34:09.256129] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:09.257072] [DEBUG] [LOCAL     ] No optimal features file found for TDW: ./output/feature-sets/TDW.txt
[2025-09-29T01:34:09.257156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:09.257235] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:09.257319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:09.257448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:09.276774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:09.277414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:09.277532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:09.277622] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:09.317324] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:09.317448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:09.317492] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:09.317526] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:09.321135] [DEBUG] [FORECASTER] TDW: Forecast T+1@11:T+2@11: DOWN (p=24.74%)
[2025-09-29T01:34:09.321443] [INFO ] [FORECASTER] Completed predict_future for TDW
[2025-09-29T01:34:09.321604] [INFO ] [sig       ] TDW: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:09.477392] [INFO ] [LOCAL     ] Saved forecast: TDW	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TDW.txt
[2025-09-29T01:34:09.477697] [INFO ] [sig       ] [1916/2211] Completed TDW in 0.3s | 3.72 sym/s | Total: 8.6m | ETA: 1.3m
[2025-09-29T01:34:09.477805] [INFO ] [sig       ] [1917/2211] Forecasting TDY...
[2025-09-29T01:34:09.477891] [INFO ] [sig       ] Generating forecast for: TDY
[2025-09-29T01:34:09.477989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-09-29T01:34:09.489627] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TDY'.
[2025-09-29T01:34:09.490099] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-09-29T01:34:09.518034] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:09.518939] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-09-29T01:34:09.519023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:09.519100] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:09.519171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:09.519282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:09.537815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:09.538470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:09.538584] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:09.538681] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:09.580927] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:09.581143] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:09.581197] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:09.581235] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:09.585738] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=26.19%)
[2025-09-29T01:34:09.586264] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-09-29T01:34:09.586490] [INFO ] [sig       ] TDY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:09.743677] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TDY.txt
[2025-09-29T01:34:09.744012] [INFO ] [sig       ] [1917/2211] Completed TDY in 0.3s | 3.72 sym/s | Total: 8.6m | ETA: 1.3m
[2025-09-29T01:34:09.744097] [INFO ] [sig       ] [1918/2211] Forecasting TEAF...
[2025-09-29T01:34:09.744171] [INFO ] [sig       ] Generating forecast for: TEAF
[2025-09-29T01:34:09.744246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAF' from 'https://tdm.silogroup.org/data/derivative_storage/TEAF.csv'.
[2025-09-29T01:34:09.755156] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TEAF'.
[2025-09-29T01:34:09.755531] [INFO ] [FORECASTER] Starting predict_future for TEAF
[2025-09-29T01:34:09.784319] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:09.785336] [DEBUG] [LOCAL     ] No optimal features file found for TEAF: ./output/feature-sets/TEAF.txt
[2025-09-29T01:34:09.785423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:09.785499] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:09.785570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:09.785702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:09.805572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:09.806276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:09.806415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:09.806511] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:09.847216] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:09.847413] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:09.847463] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:09.847519] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:09.851771] [DEBUG] [FORECASTER] TEAF: Forecast T+1@11:T+2@11: UP (p=98.60%)
[2025-09-29T01:34:09.852303] [INFO ] [FORECASTER] Completed predict_future for TEAF
[2025-09-29T01:34:09.852546] [INFO ] [sig       ] TEAF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:10.012053] [INFO ] [LOCAL     ] Saved forecast: TEAF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TEAF.txt
[2025-09-29T01:34:10.012342] [INFO ] [sig       ] [1918/2211] Completed TEAF in 0.3s | 3.72 sym/s | Total: 8.6m | ETA: 1.3m
[2025-09-29T01:34:10.012423] [INFO ] [sig       ] [1919/2211] Forecasting TECK...
[2025-09-29T01:34:10.012494] [INFO ] [sig       ] Generating forecast for: TECK
[2025-09-29T01:34:10.012567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-09-29T01:34:10.024308] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TECK'.
[2025-09-29T01:34:10.024808] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-09-29T01:34:10.052836] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:10.053852] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-09-29T01:34:10.053945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:10.054023] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:10.054096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:10.054203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:10.073869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:10.074883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:10.075005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:10.075079] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:10.115853] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:10.116063] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:10.116116] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:10.116154] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:10.120282] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: DOWN (p=1.51%)
[2025-09-29T01:34:10.120608] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-09-29T01:34:10.120806] [INFO ] [sig       ] TECK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:10.276313] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TECK.txt
[2025-09-29T01:34:10.276608] [INFO ] [sig       ] [1919/2211] Completed TECK in 0.3s | 3.72 sym/s | Total: 8.6m | ETA: 1.3m
[2025-09-29T01:34:10.276712] [INFO ] [sig       ] [1920/2211] Forecasting TEF...
[2025-09-29T01:34:10.276787] [INFO ] [sig       ] Generating forecast for: TEF
[2025-09-29T01:34:10.276894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-09-29T01:34:10.286912] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TEF'.
[2025-09-29T01:34:10.287237] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-09-29T01:34:10.313893] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:10.314705] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-09-29T01:34:10.314804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:10.314883] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:10.314954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:10.315058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:10.332878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:10.333474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:10.333588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:10.333681] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:10.370967] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:10.371113] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:10.371158] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:10.371193] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:10.374817] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=96.15%)
[2025-09-29T01:34:10.375115] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-09-29T01:34:10.375263] [INFO ] [sig       ] TEF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:10.531948] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TEF.txt
[2025-09-29T01:34:10.532238] [INFO ] [sig       ] [1920/2211] Completed TEF in 0.3s | 3.72 sym/s | Total: 8.6m | ETA: 1.3m
[2025-09-29T01:34:10.532325] [INFO ] [sig       ] [1921/2211] Forecasting TEI...
[2025-09-29T01:34:10.532410] [INFO ] [sig       ] Generating forecast for: TEI
[2025-09-29T01:34:10.532499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-09-29T01:34:10.543157] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TEI'.
[2025-09-29T01:34:10.543494] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-09-29T01:34:10.570399] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:10.571222] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-09-29T01:34:10.571305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:10.571380] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:10.571451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:10.571561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:10.591749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:10.592395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:10.592512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:10.592583] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:10.631425] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:10.631551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:10.631596] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:10.631632] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:10.635375] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: DOWN (p=34.43%)
[2025-09-29T01:34:10.635792] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-09-29T01:34:10.635966] [INFO ] [sig       ] TEI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:10.801207] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TEI.txt
[2025-09-29T01:34:10.801606] [INFO ] [sig       ] [1921/2211] Completed TEI in 0.3s | 3.72 sym/s | Total: 8.6m | ETA: 1.3m
[2025-09-29T01:34:10.801710] [INFO ] [sig       ] [1922/2211] Forecasting TEL...
[2025-09-29T01:34:10.801784] [INFO ] [sig       ] Generating forecast for: TEL
[2025-09-29T01:34:10.801868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEL' from 'https://tdm.silogroup.org/data/derivative_storage/TEL.csv'.
[2025-09-29T01:34:10.816396] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TEL'.
[2025-09-29T01:34:10.816939] [INFO ] [FORECASTER] Starting predict_future for TEL
[2025-09-29T01:34:10.845803] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:10.846631] [DEBUG] [LOCAL     ] No optimal features file found for TEL: ./output/feature-sets/TEL.txt
[2025-09-29T01:34:10.846736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:10.846811] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:10.846913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:10.847017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:10.866271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:10.867193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:10.867320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:10.867393] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:10.905137] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:10.905305] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:10.905354] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:10.905392] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:10.909272] [DEBUG] [FORECASTER] TEL: Forecast T+1@11:T+2@11: UP (p=92.51%)
[2025-09-29T01:34:10.909660] [INFO ] [FORECASTER] Completed predict_future for TEL
[2025-09-29T01:34:10.909840] [INFO ] [sig       ] TEL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:11.061895] [INFO ] [LOCAL     ] Saved forecast: TEL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TEL.txt
[2025-09-29T01:34:11.062187] [INFO ] [sig       ] [1922/2211] Completed TEL in 0.3s | 3.72 sym/s | Total: 8.6m | ETA: 1.3m
[2025-09-29T01:34:11.062279] [INFO ] [sig       ] [1923/2211] Forecasting TEN...
[2025-09-29T01:34:11.062364] [INFO ] [sig       ] Generating forecast for: TEN
[2025-09-29T01:34:11.062440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEN' from 'https://tdm.silogroup.org/data/derivative_storage/TEN.csv'.
[2025-09-29T01:34:11.074244] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TEN'.
[2025-09-29T01:34:11.074691] [INFO ] [FORECASTER] Starting predict_future for TEN
[2025-09-29T01:34:11.101146] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:11.101972] [DEBUG] [LOCAL     ] No optimal features file found for TEN: ./output/feature-sets/TEN.txt
[2025-09-29T01:34:11.102073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:11.102180] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:11.102282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:11.102432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:11.120554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:11.121518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:11.121677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:11.121783] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:11.164203] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:11.164329] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:11.164376] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:11.164414] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:11.168448] [DEBUG] [FORECASTER] TEN: Forecast T+1@11:T+2@11: DOWN (p=16.56%)
[2025-09-29T01:34:11.168826] [INFO ] [FORECASTER] Completed predict_future for TEN
[2025-09-29T01:34:11.169028] [INFO ] [sig       ] TEN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:11.321290] [INFO ] [LOCAL     ] Saved forecast: TEN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TEN.txt
[2025-09-29T01:34:11.321565] [INFO ] [sig       ] [1923/2211] Completed TEN in 0.3s | 3.72 sym/s | Total: 8.6m | ETA: 1.3m
[2025-09-29T01:34:11.321692] [INFO ] [sig       ] [1924/2211] Forecasting TEO...
[2025-09-29T01:34:11.321780] [INFO ] [sig       ] Generating forecast for: TEO
[2025-09-29T01:34:11.321866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-09-29T01:34:11.332592] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TEO'.
[2025-09-29T01:34:11.333080] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-09-29T01:34:11.360483] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:11.361416] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-09-29T01:34:11.361518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:11.361626] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:11.361752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:11.361906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:11.381631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:11.382343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:11.382487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:11.382578] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:11.429419] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:11.429666] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:11.429754] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:11.429800] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:11.434477] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=96.57%)
[2025-09-29T01:34:11.434889] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-09-29T01:34:11.435077] [INFO ] [sig       ] TEO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:11.584192] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TEO.txt
[2025-09-29T01:34:11.584482] [INFO ] [sig       ] [1924/2211] Completed TEO in 0.3s | 3.72 sym/s | Total: 8.6m | ETA: 1.3m
[2025-09-29T01:34:11.584589] [INFO ] [sig       ] [1925/2211] Forecasting TEVA...
[2025-09-29T01:34:11.584766] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-09-29T01:34:11.584865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-09-29T01:34:11.595755] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TEVA'.
[2025-09-29T01:34:11.596156] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-09-29T01:34:11.622341] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:11.623204] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-09-29T01:34:11.623304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:11.623411] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:11.623513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:11.623692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:11.641810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:11.642501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:11.642631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:11.642782] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:11.684314] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:11.684462] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:11.684518] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:11.684559] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:11.689205] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: DOWN (p=30.03%)
[2025-09-29T01:34:11.689547] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-09-29T01:34:11.689810] [INFO ] [sig       ] TEVA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:11.849917] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TEVA.txt
[2025-09-29T01:34:11.850218] [INFO ] [sig       ] [1925/2211] Completed TEVA in 0.3s | 3.72 sym/s | Total: 8.6m | ETA: 1.3m
[2025-09-29T01:34:11.850341] [INFO ] [sig       ] [1926/2211] Forecasting TEX...
[2025-09-29T01:34:11.850445] [INFO ] [sig       ] Generating forecast for: TEX
[2025-09-29T01:34:11.850551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-09-29T01:34:11.861599] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TEX'.
[2025-09-29T01:34:11.862036] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-09-29T01:34:11.889006] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:11.889923] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-09-29T01:34:11.890024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:11.890128] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:11.890239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:11.890394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:11.909322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:11.910064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:11.910210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:11.910325] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:11.960769] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:11.960992] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:11.961044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:11.961080] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:11.965080] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=37.76%)
[2025-09-29T01:34:11.965403] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-09-29T01:34:11.965571] [INFO ] [sig       ] TEX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:12.111910] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TEX.txt
[2025-09-29T01:34:12.112212] [INFO ] [sig       ] [1926/2211] Completed TEX in 0.3s | 3.72 sym/s | Total: 8.6m | ETA: 1.3m
[2025-09-29T01:34:12.112318] [INFO ] [sig       ] [1927/2211] Forecasting TFC...
[2025-09-29T01:34:12.112403] [INFO ] [sig       ] Generating forecast for: TFC
[2025-09-29T01:34:12.112490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-09-29T01:34:12.124736] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TFC'.
[2025-09-29T01:34:12.125242] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-09-29T01:34:12.154425] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:12.155421] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-09-29T01:34:12.155511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:12.155608] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:12.155716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:12.155823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:12.174423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:12.175197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:12.175329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:12.175401] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:12.220751] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:12.220963] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:12.221016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:12.221055] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:12.224964] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=3.46%)
[2025-09-29T01:34:12.225300] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-09-29T01:34:12.225471] [INFO ] [sig       ] TFC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:12.381581] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TFC.txt
[2025-09-29T01:34:12.382020] [INFO ] [sig       ] [1927/2211] Completed TFC in 0.3s | 3.72 sym/s | Total: 8.6m | ETA: 1.3m
[2025-09-29T01:34:12.382105] [INFO ] [sig       ] [1928/2211] Forecasting TFII...
[2025-09-29T01:34:12.382178] [INFO ] [sig       ] Generating forecast for: TFII
[2025-09-29T01:34:12.382254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-09-29T01:34:12.393928] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TFII'.
[2025-09-29T01:34:12.394362] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-09-29T01:34:12.422958] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:12.423841] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-09-29T01:34:12.423941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:12.424038] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:12.424126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:12.424259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:12.442998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:12.443627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:12.443775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:12.443866] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:12.490158] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:12.490418] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:12.490517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:12.490575] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:12.495232] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=19.89%)
[2025-09-29T01:34:12.495691] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-09-29T01:34:12.495912] [INFO ] [sig       ] TFII: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:12.647627] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TFII.txt
[2025-09-29T01:34:12.647925] [INFO ] [sig       ] [1928/2211] Completed TFII in 0.3s | 3.72 sym/s | Total: 8.6m | ETA: 1.3m
[2025-09-29T01:34:12.648027] [INFO ] [sig       ] [1929/2211] Forecasting TFIN...
[2025-09-29T01:34:12.648120] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-09-29T01:34:12.648217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-09-29T01:34:12.658903] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TFIN'.
[2025-09-29T01:34:12.659279] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-09-29T01:34:12.685896] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:12.686765] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-09-29T01:34:12.686892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:12.686975] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:12.687025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:12.687159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:12.708412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:12.709140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:12.709271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:12.709396] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:12.755818] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:12.755949] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:12.756000] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:12.756039] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:12.760141] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: UP (p=63.01%)
[2025-09-29T01:34:12.760459] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-09-29T01:34:12.760636] [INFO ] [sig       ] TFIN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:12.917541] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TFIN.txt
[2025-09-29T01:34:12.917855] [INFO ] [sig       ] [1929/2211] Completed TFIN in 0.3s | 3.72 sym/s | Total: 8.6m | ETA: 1.3m
[2025-09-29T01:34:12.917955] [INFO ] [sig       ] [1930/2211] Forecasting TFPM...
[2025-09-29T01:34:12.918050] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-09-29T01:34:12.918148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-09-29T01:34:12.929835] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TFPM'.
[2025-09-29T01:34:12.930242] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-09-29T01:34:12.956622] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:12.957576] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-09-29T01:34:12.957703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:12.957776] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:12.957868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:12.958013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:12.976293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:12.977167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:12.977293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:12.977387] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:13.023011] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:13.023146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:13.023193] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:13.023234] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:13.027303] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=79.15%)
[2025-09-29T01:34:13.027680] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-09-29T01:34:13.027870] [INFO ] [sig       ] TFPM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:13.173900] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TFPM.txt
[2025-09-29T01:34:13.174159] [INFO ] [sig       ] [1930/2211] Completed TFPM in 0.3s | 3.72 sym/s | Total: 8.6m | ETA: 1.3m
[2025-09-29T01:34:13.174251] [INFO ] [sig       ] [1931/2211] Forecasting TFX...
[2025-09-29T01:34:13.174332] [INFO ] [sig       ] Generating forecast for: TFX
[2025-09-29T01:34:13.174408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFX' from 'https://tdm.silogroup.org/data/derivative_storage/TFX.csv'.
[2025-09-29T01:34:13.185748] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TFX'.
[2025-09-29T01:34:13.186121] [INFO ] [FORECASTER] Starting predict_future for TFX
[2025-09-29T01:34:13.212278] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:13.213069] [DEBUG] [LOCAL     ] No optimal features file found for TFX: ./output/feature-sets/TFX.txt
[2025-09-29T01:34:13.213150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:13.213224] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:13.213293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:13.213395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:13.231480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:13.232129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:13.232240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:13.232310] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:13.271771] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:13.271931] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:13.271978] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:13.272015] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:13.275762] [DEBUG] [FORECASTER] TFX: Forecast T+1@11:T+2@11: UP (p=80.23%)
[2025-09-29T01:34:13.276092] [INFO ] [FORECASTER] Completed predict_future for TFX
[2025-09-29T01:34:13.276258] [INFO ] [sig       ] TFX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:13.426502] [INFO ] [LOCAL     ] Saved forecast: TFX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TFX.txt
[2025-09-29T01:34:13.426794] [INFO ] [sig       ] [1931/2211] Completed TFX in 0.3s | 3.72 sym/s | Total: 8.6m | ETA: 1.3m
[2025-09-29T01:34:13.426890] [INFO ] [sig       ] [1932/2211] Forecasting TG...
[2025-09-29T01:34:13.426961] [INFO ] [sig       ] Generating forecast for: TG
[2025-09-29T01:34:13.427034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-09-29T01:34:13.438014] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TG'.
[2025-09-29T01:34:13.438451] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-09-29T01:34:13.465832] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:13.466725] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-09-29T01:34:13.466808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:13.466919] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:13.466996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:13.467102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:13.485954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:13.486581] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:13.486736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:13.486813] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:13.524203] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:13.524396] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:13.524447] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:13.524484] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:13.528487] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=28.68%)
[2025-09-29T01:34:13.528859] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-09-29T01:34:13.529036] [INFO ] [sig       ] TG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:13.687893] [INFO ] [LOCAL     ] Saved forecast: TG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TG.txt
[2025-09-29T01:34:13.688217] [INFO ] [sig       ] [1932/2211] Completed TG in 0.3s | 3.72 sym/s | Total: 8.6m | ETA: 1.2m
[2025-09-29T01:34:13.688298] [INFO ] [sig       ] [1933/2211] Forecasting TGLS...
[2025-09-29T01:34:13.688370] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-09-29T01:34:13.688444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-09-29T01:34:13.700027] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TGLS'.
[2025-09-29T01:34:13.700431] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-09-29T01:34:13.726605] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:13.727450] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-09-29T01:34:13.727535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:13.727611] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:13.727710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:13.727834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:13.745608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:13.746264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:13.746382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:13.746461] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:13.784990] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:13.785147] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:13.785194] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:13.785231] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:13.788916] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=4.08%)
[2025-09-29T01:34:13.789231] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-09-29T01:34:13.789434] [INFO ] [sig       ] TGLS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:13.942193] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TGLS.txt
[2025-09-29T01:34:13.942489] [INFO ] [sig       ] [1933/2211] Completed TGLS in 0.3s | 3.72 sym/s | Total: 8.6m | ETA: 1.2m
[2025-09-29T01:34:13.942570] [INFO ] [sig       ] [1934/2211] Forecasting TGNA...
[2025-09-29T01:34:13.942662] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-09-29T01:34:13.942741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-09-29T01:34:13.955486] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TGNA'.
[2025-09-29T01:34:13.955988] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-09-29T01:34:13.984862] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:13.985763] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-09-29T01:34:13.985847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:13.985941] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:13.986017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:13.986125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:14.005943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:14.006735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:14.006881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:14.006983] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:14.047693] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:14.047827] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:14.047873] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:14.047908] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:14.051494] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: UP (p=82.92%)
[2025-09-29T01:34:14.051830] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-09-29T01:34:14.051997] [INFO ] [sig       ] TGNA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:14.210719] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TGNA.txt
[2025-09-29T01:34:14.211011] [INFO ] [sig       ] [1934/2211] Completed TGNA in 0.3s | 3.72 sym/s | Total: 8.7m | ETA: 1.2m
[2025-09-29T01:34:14.211092] [INFO ] [sig       ] [1935/2211] Forecasting TGS...
[2025-09-29T01:34:14.211164] [INFO ] [sig       ] Generating forecast for: TGS
[2025-09-29T01:34:14.211239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-09-29T01:34:14.223264] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TGS'.
[2025-09-29T01:34:14.223764] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-09-29T01:34:14.253116] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:14.254018] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-09-29T01:34:14.254101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:14.254176] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:14.254246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:14.254350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:14.272250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:14.272944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:14.273062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:14.273133] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:14.310792] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:14.310904] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:14.310946] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:14.310982] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:14.314321] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=64.81%)
[2025-09-29T01:34:14.314699] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-09-29T01:34:14.314873] [INFO ] [sig       ] TGS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:14.462261] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TGS.txt
[2025-09-29T01:34:14.462538] [INFO ] [sig       ] [1935/2211] Completed TGS in 0.3s | 3.73 sym/s | Total: 8.7m | ETA: 1.2m
[2025-09-29T01:34:14.462618] [INFO ] [sig       ] [1936/2211] Forecasting TGT...
[2025-09-29T01:34:14.462742] [INFO ] [sig       ] Generating forecast for: TGT
[2025-09-29T01:34:14.462816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGT' from 'https://tdm.silogroup.org/data/derivative_storage/TGT.csv'.
[2025-09-29T01:34:14.474365] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TGT'.
[2025-09-29T01:34:14.474824] [INFO ] [FORECASTER] Starting predict_future for TGT
[2025-09-29T01:34:14.504680] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:14.505736] [DEBUG] [LOCAL     ] No optimal features file found for TGT: ./output/feature-sets/TGT.txt
[2025-09-29T01:34:14.505820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:14.505894] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:14.505965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:14.506068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:14.526988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:14.527628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:14.527785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:14.527882] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:14.567802] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:14.567942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:14.567993] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:14.568077] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:14.571530] [DEBUG] [FORECASTER] TGT: Forecast T+1@11:T+2@11: UP (p=80.12%)
[2025-09-29T01:34:14.571932] [INFO ] [FORECASTER] Completed predict_future for TGT
[2025-09-29T01:34:14.572118] [INFO ] [sig       ] TGT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:14.724281] [INFO ] [LOCAL     ] Saved forecast: TGT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TGT.txt
[2025-09-29T01:34:14.724548] [INFO ] [sig       ] [1936/2211] Completed TGT in 0.3s | 3.73 sym/s | Total: 8.7m | ETA: 1.2m
[2025-09-29T01:34:14.724630] [INFO ] [sig       ] [1937/2211] Forecasting THC...
[2025-09-29T01:34:14.724730] [INFO ] [sig       ] Generating forecast for: THC
[2025-09-29T01:34:14.724804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-09-29T01:34:14.735849] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'THC'.
[2025-09-29T01:34:14.736267] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-09-29T01:34:14.767676] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:14.768931] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-09-29T01:34:14.769028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:14.769119] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:14.769218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:14.769374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:14.794434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:14.795216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:14.795331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:14.795404] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:14.838868] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:14.839020] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:14.839065] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:14.839100] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:14.842847] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2025-09-29T01:34:14.843179] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-09-29T01:34:14.843356] [INFO ] [sig       ] THC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:14.995076] [INFO ] [LOCAL     ] Saved forecast: THC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/THC.txt
[2025-09-29T01:34:14.995340] [INFO ] [sig       ] [1937/2211] Completed THC in 0.3s | 3.73 sym/s | Total: 8.7m | ETA: 1.2m
[2025-09-29T01:34:14.995419] [INFO ] [sig       ] [1938/2211] Forecasting THG...
[2025-09-29T01:34:14.995490] [INFO ] [sig       ] Generating forecast for: THG
[2025-09-29T01:34:14.995564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-09-29T01:34:15.007212] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'THG'.
[2025-09-29T01:34:15.007668] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-09-29T01:34:15.034401] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:15.035294] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-09-29T01:34:15.035375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:15.035447] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:15.035515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:15.035617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:15.053707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:15.054400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:15.054518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:15.054589] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:15.091567] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:15.091746] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:15.091809] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:15.091845] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:15.095303] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=67.40%)
[2025-09-29T01:34:15.095597] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-09-29T01:34:15.095783] [INFO ] [sig       ] THG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:15.250933] [INFO ] [LOCAL     ] Saved forecast: THG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/THG.txt
[2025-09-29T01:34:15.251305] [INFO ] [sig       ] [1938/2211] Completed THG in 0.3s | 3.73 sym/s | Total: 8.7m | ETA: 1.2m
[2025-09-29T01:34:15.251389] [INFO ] [sig       ] [1939/2211] Forecasting THIR...
[2025-09-29T01:34:15.251472] [INFO ] [sig       ] Generating forecast for: THIR
[2025-09-29T01:34:15.251556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THIR' from 'https://tdm.silogroup.org/data/derivative_storage/THIR.csv'.
[2025-09-29T01:34:15.262033] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'THIR'.
[2025-09-29T01:34:15.262442] [INFO ] [FORECASTER] Starting predict_future for THIR
[2025-09-29T01:34:15.289543] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:15.290413] [DEBUG] [LOCAL     ] No optimal features file found for THIR: ./output/feature-sets/THIR.txt
[2025-09-29T01:34:15.290495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:15.290583] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:15.290740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:15.290875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:15.310115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:15.310859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:15.310980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:15.311073] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:15.347950] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:15.348067] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:15.348110] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:15.348145] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:15.351590] [DEBUG] [FORECASTER] THIR: Forecast T+1@11:T+2@11: UP (p=78.58%)
[2025-09-29T01:34:15.351934] [INFO ] [FORECASTER] Completed predict_future for THIR
[2025-09-29T01:34:15.352107] [INFO ] [sig       ] THIR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:15.509088] [INFO ] [LOCAL     ] Saved forecast: THIR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/THIR.txt
[2025-09-29T01:34:15.509422] [INFO ] [sig       ] [1939/2211] Completed THIR in 0.3s | 3.73 sym/s | Total: 8.7m | ETA: 1.2m
[2025-09-29T01:34:15.509506] [INFO ] [sig       ] [1940/2211] Forecasting THLV...
[2025-09-29T01:34:15.509581] [INFO ] [sig       ] Generating forecast for: THLV
[2025-09-29T01:34:15.509690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THLV' from 'https://tdm.silogroup.org/data/derivative_storage/THLV.csv'.
[2025-09-29T01:34:15.518857] [DEBUG] [REMOTE    ] Successfully parsed 1818 rows of historical data for symbol 'THLV'.
[2025-09-29T01:34:15.519171] [INFO ] [FORECASTER] Starting predict_future for THLV
[2025-09-29T01:34:15.546378] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:15.547253] [DEBUG] [LOCAL     ] No optimal features file found for THLV: ./output/feature-sets/THLV.txt
[2025-09-29T01:34:15.547335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:15.547414] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:15.547483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:15.547595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:15.568243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:15.568925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:15.569041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:15.569119] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:15.614954] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:15.615092] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:15.615139] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:15.615178] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:15.619188] [DEBUG] [FORECASTER] THLV: Forecast T+1@11:T+2@11: DOWN (p=6.34%)
[2025-09-29T01:34:15.619515] [INFO ] [FORECASTER] Completed predict_future for THLV
[2025-09-29T01:34:15.619748] [INFO ] [sig       ] THLV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:15.768596] [INFO ] [LOCAL     ] Saved forecast: THLV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/THLV.txt
[2025-09-29T01:34:15.768930] [INFO ] [sig       ] [1940/2211] Completed THLV in 0.3s | 3.73 sym/s | Total: 8.7m | ETA: 1.2m
[2025-09-29T01:34:15.769024] [INFO ] [sig       ] [1941/2211] Forecasting THO...
[2025-09-29T01:34:15.769122] [INFO ] [sig       ] Generating forecast for: THO
[2025-09-29T01:34:15.769228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-09-29T01:34:15.780584] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'THO'.
[2025-09-29T01:34:15.781016] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-09-29T01:34:15.807606] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:15.808510] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-09-29T01:34:15.808595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:15.808737] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:15.808841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:15.808990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:15.827348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:15.828095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:15.828227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:15.828318] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:15.874406] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:15.874554] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:15.874618] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:15.874696] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:15.878697] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=7.12%)
[2025-09-29T01:34:15.879023] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-09-29T01:34:15.879187] [INFO ] [sig       ] THO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:16.028766] [INFO ] [LOCAL     ] Saved forecast: THO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/THO.txt
[2025-09-29T01:34:16.029013] [INFO ] [sig       ] [1941/2211] Completed THO in 0.3s | 3.73 sym/s | Total: 8.7m | ETA: 1.2m
[2025-09-29T01:34:16.029093] [INFO ] [sig       ] [1942/2211] Forecasting THQ...
[2025-09-29T01:34:16.029243] [INFO ] [sig       ] Generating forecast for: THQ
[2025-09-29T01:34:16.029331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-09-29T01:34:16.041329] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'THQ'.
[2025-09-29T01:34:16.041785] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-09-29T01:34:16.069949] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:16.070876] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-09-29T01:34:16.070958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:16.071033] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:16.071137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:16.071284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:16.090325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:16.091022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:16.091141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:16.091213] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:16.127942] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:16.128118] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:16.128167] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:16.128203] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:16.132070] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: UP (p=91.63%)
[2025-09-29T01:34:16.132388] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-09-29T01:34:16.132550] [INFO ] [sig       ] THQ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:16.280808] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/THQ.txt
[2025-09-29T01:34:16.281135] [INFO ] [sig       ] [1942/2211] Completed THQ in 0.3s | 3.73 sym/s | Total: 8.7m | ETA: 1.2m
[2025-09-29T01:34:16.281217] [INFO ] [sig       ] [1943/2211] Forecasting THR...
[2025-09-29T01:34:16.281288] [INFO ] [sig       ] Generating forecast for: THR
[2025-09-29T01:34:16.281341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THR' from 'https://tdm.silogroup.org/data/derivative_storage/THR.csv'.
[2025-09-29T01:34:16.292294] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'THR'.
[2025-09-29T01:34:16.292701] [INFO ] [FORECASTER] Starting predict_future for THR
[2025-09-29T01:34:16.321374] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:16.322254] [DEBUG] [LOCAL     ] No optimal features file found for THR: ./output/feature-sets/THR.txt
[2025-09-29T01:34:16.322337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:16.322456] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:16.322538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:16.322685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:16.342198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:16.343052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:16.343171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:16.343257] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:16.380112] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:16.380270] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:16.380319] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:16.380356] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:16.384105] [DEBUG] [FORECASTER] THR: Forecast T+1@11:T+2@11: DOWN (p=2.71%)
[2025-09-29T01:34:16.384417] [INFO ] [FORECASTER] Completed predict_future for THR
[2025-09-29T01:34:16.384571] [INFO ] [sig       ] THR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:16.539075] [INFO ] [LOCAL     ] Saved forecast: THR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/THR.txt
[2025-09-29T01:34:16.539413] [INFO ] [sig       ] [1943/2211] Completed THR in 0.3s | 3.73 sym/s | Total: 8.7m | ETA: 1.2m
[2025-09-29T01:34:16.539501] [INFO ] [sig       ] [1944/2211] Forecasting THS...
[2025-09-29T01:34:16.539585] [INFO ] [sig       ] Generating forecast for: THS
[2025-09-29T01:34:16.539696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-09-29T01:34:16.552484] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'THS'.
[2025-09-29T01:34:16.552965] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-09-29T01:34:16.581045] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:16.581909] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-09-29T01:34:16.581991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:16.582066] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:16.582136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:16.582242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:16.600928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:16.601541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:16.601679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:16.601755] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:16.644999] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:16.645209] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:16.645261] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:16.645299] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:16.649599] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: UP (p=92.68%)
[2025-09-29T01:34:16.649951] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-09-29T01:34:16.650124] [INFO ] [sig       ] THS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:16.808414] [INFO ] [LOCAL     ] Saved forecast: THS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/THS.txt
[2025-09-29T01:34:16.808744] [INFO ] [sig       ] [1944/2211] Completed THS in 0.3s | 3.73 sym/s | Total: 8.7m | ETA: 1.2m
[2025-09-29T01:34:16.808831] [INFO ] [sig       ] [1945/2211] Forecasting THW...
[2025-09-29T01:34:16.808912] [INFO ] [sig       ] Generating forecast for: THW
[2025-09-29T01:34:16.809000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THW' from 'https://tdm.silogroup.org/data/derivative_storage/THW.csv'.
[2025-09-29T01:34:16.821306] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'THW'.
[2025-09-29T01:34:16.821781] [INFO ] [FORECASTER] Starting predict_future for THW
[2025-09-29T01:34:16.850547] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:16.851505] [DEBUG] [LOCAL     ] No optimal features file found for THW: ./output/feature-sets/THW.txt
[2025-09-29T01:34:16.851593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:16.851706] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:16.851789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:16.851917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:16.870245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:16.871274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:16.871397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:16.871486] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:16.910545] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:16.910766] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:16.910834] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:16.910872] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:16.914817] [DEBUG] [FORECASTER] THW: Forecast T+1@11:T+2@11: DOWN (p=39.07%)
[2025-09-29T01:34:16.915188] [INFO ] [FORECASTER] Completed predict_future for THW
[2025-09-29T01:34:16.915362] [INFO ] [sig       ] THW: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:17.072732] [INFO ] [LOCAL     ] Saved forecast: THW	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/THW.txt
[2025-09-29T01:34:17.073133] [INFO ] [sig       ] [1945/2211] Completed THW in 0.3s | 3.73 sym/s | Total: 8.7m | ETA: 1.2m
[2025-09-29T01:34:17.073220] [INFO ] [sig       ] [1946/2211] Forecasting TIMB...
[2025-09-29T01:34:17.073293] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-09-29T01:34:17.073386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-09-29T01:34:17.084697] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TIMB'.
[2025-09-29T01:34:17.085128] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-09-29T01:34:17.112278] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:17.113148] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-09-29T01:34:17.113228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:17.113279] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:17.113353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:17.113474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:17.131514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:17.132180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:17.132292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:17.132372] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:17.180163] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:17.180410] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:17.180478] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:17.180555] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:17.184793] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: UP (p=56.74%)
[2025-09-29T01:34:17.185115] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-09-29T01:34:17.185284] [INFO ] [sig       ] TIMB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:17.338167] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TIMB.txt
[2025-09-29T01:34:17.338428] [INFO ] [sig       ] [1946/2211] Completed TIMB in 0.3s | 3.73 sym/s | Total: 8.7m | ETA: 1.2m
[2025-09-29T01:34:17.338563] [INFO ] [sig       ] [1947/2211] Forecasting TISI...
[2025-09-29T01:34:17.338667] [INFO ] [sig       ] Generating forecast for: TISI
[2025-09-29T01:34:17.338762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TISI' from 'https://tdm.silogroup.org/data/derivative_storage/TISI.csv'.
[2025-09-29T01:34:17.349108] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TISI'.
[2025-09-29T01:34:17.349551] [INFO ] [FORECASTER] Starting predict_future for TISI
[2025-09-29T01:34:17.376000] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:17.376997] [DEBUG] [LOCAL     ] No optimal features file found for TISI: ./output/feature-sets/TISI.txt
[2025-09-29T01:34:17.377079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:17.377154] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:17.377239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:17.377375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:17.395099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:17.396047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:17.396172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:17.396259] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:17.433269] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:17.433459] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:17.433507] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:17.433542] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:17.437297] [DEBUG] [FORECASTER] TISI: Forecast T+1@11:T+2@11: DOWN (p=5.73%)
[2025-09-29T01:34:17.437616] [INFO ] [FORECASTER] Completed predict_future for TISI
[2025-09-29T01:34:17.437809] [INFO ] [sig       ] TISI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:17.585237] [INFO ] [LOCAL     ] Saved forecast: TISI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TISI.txt
[2025-09-29T01:34:17.585566] [INFO ] [sig       ] [1947/2211] Completed TISI in 0.2s | 3.73 sym/s | Total: 8.7m | ETA: 1.2m
[2025-09-29T01:34:17.585674] [INFO ] [sig       ] [1948/2211] Forecasting TIXT...
[2025-09-29T01:34:17.585759] [INFO ] [sig       ] Generating forecast for: TIXT
[2025-09-29T01:34:17.585846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIXT' from 'https://tdm.silogroup.org/data/derivative_storage/TIXT.csv'.
[2025-09-29T01:34:17.597228] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TIXT'.
[2025-09-29T01:34:17.597690] [INFO ] [FORECASTER] Starting predict_future for TIXT
[2025-09-29T01:34:17.625815] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:17.626752] [DEBUG] [LOCAL     ] No optimal features file found for TIXT: ./output/feature-sets/TIXT.txt
[2025-09-29T01:34:17.626863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:17.626969] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:17.627050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:17.627226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:17.646767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:17.647811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:17.647938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:17.648023] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:17.684289] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:17.684466] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:17.684514] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:17.684549] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:17.688386] [DEBUG] [FORECASTER] TIXT: Forecast T+1@11:T+2@11: UP (p=69.63%)
[2025-09-29T01:34:17.688741] [INFO ] [FORECASTER] Completed predict_future for TIXT
[2025-09-29T01:34:17.688916] [INFO ] [sig       ] TIXT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:17.841204] [INFO ] [LOCAL     ] Saved forecast: TIXT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TIXT.txt
[2025-09-29T01:34:17.841485] [INFO ] [sig       ] [1948/2211] Completed TIXT in 0.3s | 3.73 sym/s | Total: 8.7m | ETA: 1.2m
[2025-09-29T01:34:17.841564] [INFO ] [sig       ] [1949/2211] Forecasting TJX...
[2025-09-29T01:34:17.841634] [INFO ] [sig       ] Generating forecast for: TJX
[2025-09-29T01:34:17.841733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-09-29T01:34:17.852862] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TJX'.
[2025-09-29T01:34:17.853283] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-09-29T01:34:17.881922] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:17.882793] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-09-29T01:34:17.882904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:17.882980] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:17.883049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:17.883152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:17.902806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:17.903840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:17.903965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:17.904037] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:17.940904] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:17.941078] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:17.941126] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:17.941163] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:17.944883] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: UP (p=54.98%)
[2025-09-29T01:34:17.945240] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-09-29T01:34:17.945405] [INFO ] [sig       ] TJX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:18.098503] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TJX.txt
[2025-09-29T01:34:18.098895] [INFO ] [sig       ] [1949/2211] Completed TJX in 0.3s | 3.73 sym/s | Total: 8.7m | ETA: 1.2m
[2025-09-29T01:34:18.098986] [INFO ] [sig       ] [1950/2211] Forecasting TK...
[2025-09-29T01:34:18.099074] [INFO ] [sig       ] Generating forecast for: TK
[2025-09-29T01:34:18.099162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-09-29T01:34:18.109708] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TK'.
[2025-09-29T01:34:18.110140] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-09-29T01:34:18.137099] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:18.138007] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-09-29T01:34:18.138087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:18.138174] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:18.138256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:18.138384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:18.157081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:18.158030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:18.158146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:18.158230] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:18.192998] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:18.193182] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:18.193231] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:18.193267] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:18.197214] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: UP (p=93.80%)
[2025-09-29T01:34:18.197519] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-09-29T01:34:18.197698] [INFO ] [sig       ] TK: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:18.351026] [INFO ] [LOCAL     ] Saved forecast: TK	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TK.txt
[2025-09-29T01:34:18.351344] [INFO ] [sig       ] [1950/2211] Completed TK in 0.3s | 3.73 sym/s | Total: 8.7m | ETA: 1.2m
[2025-09-29T01:34:18.351428] [INFO ] [sig       ] [1951/2211] Forecasting TKC...
[2025-09-29T01:34:18.351509] [INFO ] [sig       ] Generating forecast for: TKC
[2025-09-29T01:34:18.351593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-09-29T01:34:18.361717] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TKC'.
[2025-09-29T01:34:18.362101] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-09-29T01:34:18.389283] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:18.390165] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-09-29T01:34:18.390251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:18.390326] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:18.390396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:18.390500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:18.410086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:18.410837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:18.410955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:18.411030] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:18.447933] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:18.448118] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:18.448167] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:18.448203] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:18.451939] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: DOWN (p=37.23%)
[2025-09-29T01:34:18.452249] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-09-29T01:34:18.452403] [INFO ] [sig       ] TKC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:18.607166] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TKC.txt
[2025-09-29T01:34:18.607772] [INFO ] [sig       ] [1951/2211] Completed TKC in 0.3s | 3.73 sym/s | Total: 8.7m | ETA: 1.2m
[2025-09-29T01:34:18.607859] [INFO ] [sig       ] [1952/2211] Forecasting TKO...
[2025-09-29T01:34:18.607931] [INFO ] [sig       ] Generating forecast for: TKO
[2025-09-29T01:34:18.608006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-09-29T01:34:18.619331] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TKO'.
[2025-09-29T01:34:18.619739] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-09-29T01:34:18.647032] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:18.647938] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-09-29T01:34:18.648030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:18.648112] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:18.648188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:18.648286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:18.668287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:18.669118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:18.669238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:18.669311] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:18.711828] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:18.712002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:18.712050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:18.712086] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:18.715936] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=19.90%)
[2025-09-29T01:34:18.716245] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-09-29T01:34:18.716434] [INFO ] [sig       ] TKO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:18.878406] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TKO.txt
[2025-09-29T01:34:18.878760] [INFO ] [sig       ] [1952/2211] Completed TKO in 0.3s | 3.73 sym/s | Total: 8.7m | ETA: 1.2m
[2025-09-29T01:34:18.878862] [INFO ] [sig       ] [1953/2211] Forecasting TKR...
[2025-09-29T01:34:18.878982] [INFO ] [sig       ] Generating forecast for: TKR
[2025-09-29T01:34:18.879063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKR' from 'https://tdm.silogroup.org/data/derivative_storage/TKR.csv'.
[2025-09-29T01:34:18.890100] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TKR'.
[2025-09-29T01:34:18.890503] [INFO ] [FORECASTER] Starting predict_future for TKR
[2025-09-29T01:34:18.917442] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:18.918308] [DEBUG] [LOCAL     ] No optimal features file found for TKR: ./output/feature-sets/TKR.txt
[2025-09-29T01:34:18.918391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:18.918479] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:18.918562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:18.918702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:18.938012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:18.938710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:18.938866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:18.938941] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:18.977314] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:18.977523] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:18.977574] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:18.977610] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:18.981514] [DEBUG] [FORECASTER] TKR: Forecast T+1@11:T+2@11: DOWN (p=8.21%)
[2025-09-29T01:34:18.981877] [INFO ] [FORECASTER] Completed predict_future for TKR
[2025-09-29T01:34:18.982051] [INFO ] [sig       ] TKR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:19.141085] [INFO ] [LOCAL     ] Saved forecast: TKR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TKR.txt
[2025-09-29T01:34:19.141388] [INFO ] [sig       ] [1953/2211] Completed TKR in 0.3s | 3.73 sym/s | Total: 8.7m | ETA: 1.2m
[2025-09-29T01:34:19.141492] [INFO ] [sig       ] [1954/2211] Forecasting TLK...
[2025-09-29T01:34:19.141578] [INFO ] [sig       ] Generating forecast for: TLK
[2025-09-29T01:34:19.141689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-09-29T01:34:19.152775] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TLK'.
[2025-09-29T01:34:19.153193] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-09-29T01:34:19.180847] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:19.181826] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-09-29T01:34:19.181908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:19.181995] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:19.182080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:19.182208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:19.202481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:19.203344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:19.203463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:19.203551] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:19.243903] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:19.244052] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:19.244098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:19.244134] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:19.247800] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: DOWN (p=8.31%)
[2025-09-29T01:34:19.248097] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-09-29T01:34:19.248255] [INFO ] [sig       ] TLK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:19.402540] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TLK.txt
[2025-09-29T01:34:19.402905] [INFO ] [sig       ] [1954/2211] Completed TLK in 0.3s | 3.73 sym/s | Total: 8.7m | ETA: 1.1m
[2025-09-29T01:34:19.402992] [INFO ] [sig       ] [1955/2211] Forecasting TLYS...
[2025-09-29T01:34:19.403079] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-09-29T01:34:19.403172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-09-29T01:34:19.414090] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TLYS'.
[2025-09-29T01:34:19.414503] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-09-29T01:34:19.440638] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:19.441476] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-09-29T01:34:19.441557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:19.441669] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:19.441744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:19.441847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:19.460051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:19.460775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:19.460892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:19.460966] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:19.500827] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:19.501022] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:19.501071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:19.501108] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:19.504750] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: UP (p=64.72%)
[2025-09-29T01:34:19.505054] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-09-29T01:34:19.505206] [INFO ] [sig       ] TLYS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:19.653459] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TLYS.txt
[2025-09-29T01:34:19.653760] [INFO ] [sig       ] [1955/2211] Completed TLYS in 0.3s | 3.73 sym/s | Total: 8.7m | ETA: 1.1m
[2025-09-29T01:34:19.653844] [INFO ] [sig       ] [1956/2211] Forecasting TM...
[2025-09-29T01:34:19.653915] [INFO ] [sig       ] Generating forecast for: TM
[2025-09-29T01:34:19.654009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-09-29T01:34:19.665257] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TM'.
[2025-09-29T01:34:19.665605] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-09-29T01:34:19.694570] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:19.695419] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-09-29T01:34:19.695502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:19.695576] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:19.695669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:19.695776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:19.714618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:19.715346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:19.715465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:19.715538] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:19.757147] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:19.757384] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:19.757443] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:19.757480] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:19.761167] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: DOWN (p=22.33%)
[2025-09-29T01:34:19.761550] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-09-29T01:34:19.761750] [INFO ] [sig       ] TM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:19.909305] [INFO ] [LOCAL     ] Saved forecast: TM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TM.txt
[2025-09-29T01:34:19.909670] [INFO ] [sig       ] [1956/2211] Completed TM in 0.3s | 3.73 sym/s | Total: 8.7m | ETA: 1.1m
[2025-09-29T01:34:19.909754] [INFO ] [sig       ] [1957/2211] Forecasting TME...
[2025-09-29T01:34:19.909839] [INFO ] [sig       ] Generating forecast for: TME
[2025-09-29T01:34:19.909931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-09-29T01:34:19.921276] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TME'.
[2025-09-29T01:34:19.921720] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-09-29T01:34:19.948431] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:19.949290] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-09-29T01:34:19.949371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:19.949460] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:19.949544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:19.949692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:19.968331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:19.969171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:19.969290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:19.969376] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:20.009390] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:20.009593] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:20.009666] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:20.009742] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:20.013310] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=62.85%)
[2025-09-29T01:34:20.013602] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-09-29T01:34:20.013794] [INFO ] [sig       ] TME: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:20.163089] [INFO ] [LOCAL     ] Saved forecast: TME	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TME.txt
[2025-09-29T01:34:20.163408] [INFO ] [sig       ] [1957/2211] Completed TME in 0.3s | 3.73 sym/s | Total: 8.8m | ETA: 1.1m
[2025-09-29T01:34:20.163516] [INFO ] [sig       ] [1958/2211] Forecasting TMHC...
[2025-09-29T01:34:20.163607] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-09-29T01:34:20.163716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-09-29T01:34:20.175046] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TMHC'.
[2025-09-29T01:34:20.175503] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-09-29T01:34:20.203868] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:20.204892] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-09-29T01:34:20.204984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:20.205076] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:20.205160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:20.205290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:20.224330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:20.225213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:20.225335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:20.225421] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:20.264082] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:20.264312] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:20.264386] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:20.264426] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:20.268588] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: UP (p=79.26%)
[2025-09-29T01:34:20.268938] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-09-29T01:34:20.269106] [INFO ] [sig       ] TMHC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:20.424385] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TMHC.txt
[2025-09-29T01:34:20.424751] [INFO ] [sig       ] [1958/2211] Completed TMHC in 0.3s | 3.73 sym/s | Total: 8.8m | ETA: 1.1m
[2025-09-29T01:34:20.424835] [INFO ] [sig       ] [1959/2211] Forecasting TMO...
[2025-09-29T01:34:20.424921] [INFO ] [sig       ] Generating forecast for: TMO
[2025-09-29T01:34:20.425008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMO' from 'https://tdm.silogroup.org/data/derivative_storage/TMO.csv'.
[2025-09-29T01:34:20.435829] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TMO'.
[2025-09-29T01:34:20.436274] [INFO ] [FORECASTER] Starting predict_future for TMO
[2025-09-29T01:34:20.464422] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:20.465323] [DEBUG] [LOCAL     ] No optimal features file found for TMO: ./output/feature-sets/TMO.txt
[2025-09-29T01:34:20.465407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:20.465483] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:20.465570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:20.465771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:20.485986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:20.487031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:20.487155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:20.487241] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:20.529920] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:20.530130] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:20.530181] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:20.530218] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:20.534898] [DEBUG] [FORECASTER] TMO: Forecast T+1@11:T+2@11: UP (p=83.09%)
[2025-09-29T01:34:20.535315] [INFO ] [FORECASTER] Completed predict_future for TMO
[2025-09-29T01:34:20.535496] [INFO ] [sig       ] TMO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:20.692924] [INFO ] [LOCAL     ] Saved forecast: TMO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TMO.txt
[2025-09-29T01:34:20.693262] [INFO ] [sig       ] [1959/2211] Completed TMO in 0.3s | 3.73 sym/s | Total: 8.8m | ETA: 1.1m
[2025-09-29T01:34:20.693361] [INFO ] [sig       ] [1960/2211] Forecasting TNC...
[2025-09-29T01:34:20.693445] [INFO ] [sig       ] Generating forecast for: TNC
[2025-09-29T01:34:20.693543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-09-29T01:34:20.704933] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TNC'.
[2025-09-29T01:34:20.705353] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-09-29T01:34:20.734438] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:20.735274] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-09-29T01:34:20.735355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:20.735428] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:20.735497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:20.735599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:20.755873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:20.756568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:20.756702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:20.756775] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:20.795666] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:20.795872] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:20.795952] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:20.795993] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:20.799889] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=23.67%)
[2025-09-29T01:34:20.800192] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-09-29T01:34:20.800356] [INFO ] [sig       ] TNC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:20.958509] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TNC.txt
[2025-09-29T01:34:20.958812] [INFO ] [sig       ] [1960/2211] Completed TNC in 0.3s | 3.73 sym/s | Total: 8.8m | ETA: 1.1m
[2025-09-29T01:34:20.958894] [INFO ] [sig       ] [1961/2211] Forecasting TNET...
[2025-09-29T01:34:20.958965] [INFO ] [sig       ] Generating forecast for: TNET
[2025-09-29T01:34:20.959035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNET' from 'https://tdm.silogroup.org/data/derivative_storage/TNET.csv'.
[2025-09-29T01:34:20.969992] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TNET'.
[2025-09-29T01:34:20.970420] [INFO ] [FORECASTER] Starting predict_future for TNET
[2025-09-29T01:34:20.998033] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:20.998974] [DEBUG] [LOCAL     ] No optimal features file found for TNET: ./output/feature-sets/TNET.txt
[2025-09-29T01:34:20.999058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:20.999133] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:20.999204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:20.999310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:21.018530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:21.019375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:21.019501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:21.019574] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:21.054260] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:21.054461] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:21.054513] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:21.054550] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:21.058545] [DEBUG] [FORECASTER] TNET: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-09-29T01:34:21.058892] [INFO ] [FORECASTER] Completed predict_future for TNET
[2025-09-29T01:34:21.059068] [INFO ] [sig       ] TNET: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:21.215930] [INFO ] [LOCAL     ] Saved forecast: TNET	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TNET.txt
[2025-09-29T01:34:21.216257] [INFO ] [sig       ] [1961/2211] Completed TNET in 0.3s | 3.73 sym/s | Total: 8.8m | ETA: 1.1m
[2025-09-29T01:34:21.216346] [INFO ] [sig       ] [1962/2211] Forecasting TNK...
[2025-09-29T01:34:21.216420] [INFO ] [sig       ] Generating forecast for: TNK
[2025-09-29T01:34:21.216500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-09-29T01:34:21.227148] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TNK'.
[2025-09-29T01:34:21.227522] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-09-29T01:34:21.254899] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:21.255834] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-09-29T01:34:21.255917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:21.255992] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:21.256079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:21.256185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:21.275057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:21.275783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:21.275897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:21.275970] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:21.314604] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:21.314827] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:21.314884] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:21.314921] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:21.318806] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: UP (p=59.84%)
[2025-09-29T01:34:21.319158] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-09-29T01:34:21.319322] [INFO ] [sig       ] TNK: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:21.472390] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TNK.txt
[2025-09-29T01:34:21.472745] [INFO ] [sig       ] [1962/2211] Completed TNK in 0.3s | 3.73 sym/s | Total: 8.8m | ETA: 1.1m
[2025-09-29T01:34:21.472884] [INFO ] [sig       ] [1963/2211] Forecasting TNL...
[2025-09-29T01:34:21.472963] [INFO ] [sig       ] Generating forecast for: TNL
[2025-09-29T01:34:21.473014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-09-29T01:34:21.483830] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TNL'.
[2025-09-29T01:34:21.484243] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-09-29T01:34:21.511589] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:21.512527] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-09-29T01:34:21.512612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:21.512709] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:21.512780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:21.512884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:21.531742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:21.532419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:21.532536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:21.532610] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:21.573773] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:21.573942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:21.573999] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:21.574036] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:21.577997] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: DOWN (p=10.23%)
[2025-09-29T01:34:21.578323] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-09-29T01:34:21.578488] [INFO ] [sig       ] TNL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:21.738599] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TNL.txt
[2025-09-29T01:34:21.738929] [INFO ] [sig       ] [1963/2211] Completed TNL in 0.3s | 3.73 sym/s | Total: 8.8m | ETA: 1.1m
[2025-09-29T01:34:21.739013] [INFO ] [sig       ] [1964/2211] Forecasting TOL...
[2025-09-29T01:34:21.739086] [INFO ] [sig       ] Generating forecast for: TOL
[2025-09-29T01:34:21.739163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-09-29T01:34:21.750621] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TOL'.
[2025-09-29T01:34:21.751146] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-09-29T01:34:21.778880] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:21.779811] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-09-29T01:34:21.779893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:21.779968] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:21.780039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:21.780142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:21.798241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:21.799137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:21.799264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:21.799336] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:21.839690] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:21.839900] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:21.839951] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:21.839987] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:21.843726] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: UP (p=90.30%)
[2025-09-29T01:34:21.844100] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-09-29T01:34:21.844271] [INFO ] [sig       ] TOL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:21.999752] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TOL.txt
[2025-09-29T01:34:22.000108] [INFO ] [sig       ] [1964/2211] Completed TOL in 0.3s | 3.73 sym/s | Total: 8.8m | ETA: 1.1m
[2025-09-29T01:34:22.000192] [INFO ] [sig       ] [1965/2211] Forecasting TOST...
[2025-09-29T01:34:22.000265] [INFO ] [sig       ] Generating forecast for: TOST
[2025-09-29T01:34:22.000339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOST' from 'https://tdm.silogroup.org/data/derivative_storage/TOST.csv'.
[2025-09-29T01:34:22.011869] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TOST'.
[2025-09-29T01:34:22.012307] [INFO ] [FORECASTER] Starting predict_future for TOST
[2025-09-29T01:34:22.039001] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:22.040000] [DEBUG] [LOCAL     ] No optimal features file found for TOST: ./output/feature-sets/TOST.txt
[2025-09-29T01:34:22.040093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:22.040169] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:22.040240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:22.040354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:22.059420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:22.060404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:22.060570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:22.060665] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:22.095584] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:22.095818] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:22.095878] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:22.095924] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:22.099778] [DEBUG] [FORECASTER] TOST: Forecast T+1@11:T+2@11: DOWN (p=10.04%)
[2025-09-29T01:34:22.100089] [INFO ] [FORECASTER] Completed predict_future for TOST
[2025-09-29T01:34:22.100244] [INFO ] [sig       ] TOST: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:22.254366] [INFO ] [LOCAL     ] Saved forecast: TOST	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TOST.txt
[2025-09-29T01:34:22.254724] [INFO ] [sig       ] [1965/2211] Completed TOST in 0.3s | 3.73 sym/s | Total: 8.8m | ETA: 1.1m
[2025-09-29T01:34:22.254808] [INFO ] [sig       ] [1966/2211] Forecasting TPB...
[2025-09-29T01:34:22.254880] [INFO ] [sig       ] Generating forecast for: TPB
[2025-09-29T01:34:22.254952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-09-29T01:34:22.266154] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TPB'.
[2025-09-29T01:34:22.266592] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-09-29T01:34:22.295121] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:22.296083] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-09-29T01:34:22.296166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:22.296242] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:22.296333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:22.296475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:22.317080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:22.318110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:22.318245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:22.318331] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:22.358117] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:22.358333] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:22.358407] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:22.358480] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:22.362917] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: UP (p=67.19%)
[2025-09-29T01:34:22.363299] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-09-29T01:34:22.363514] [INFO ] [sig       ] TPB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:22.526489] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TPB.txt
[2025-09-29T01:34:22.527117] [INFO ] [sig       ] [1966/2211] Completed TPB in 0.3s | 3.73 sym/s | Total: 8.8m | ETA: 1.1m
[2025-09-29T01:34:22.527393] [INFO ] [sig       ] [1967/2211] Forecasting TPC...
[2025-09-29T01:34:22.527478] [INFO ] [sig       ] Generating forecast for: TPC
[2025-09-29T01:34:22.527566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-09-29T01:34:22.539009] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TPC'.
[2025-09-29T01:34:22.539437] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-09-29T01:34:22.568102] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:22.569025] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-09-29T01:34:22.569110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:22.569186] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:22.569270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:22.569412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:22.590002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:22.590798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:22.590943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:22.591060] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:22.623453] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:22.623592] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:22.623693] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:22.623764] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:22.627387] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: UP (p=96.41%)
[2025-09-29T01:34:22.627729] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-09-29T01:34:22.627898] [INFO ] [sig       ] TPC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:22.787694] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TPC.txt
[2025-09-29T01:34:22.788017] [INFO ] [sig       ] [1967/2211] Completed TPC in 0.3s | 3.73 sym/s | Total: 8.8m | ETA: 1.1m
[2025-09-29T01:34:22.788102] [INFO ] [sig       ] [1968/2211] Forecasting TPH...
[2025-09-29T01:34:22.788187] [INFO ] [sig       ] Generating forecast for: TPH
[2025-09-29T01:34:22.788263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-09-29T01:34:22.799670] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TPH'.
[2025-09-29T01:34:22.800074] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-09-29T01:34:22.826504] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:22.827362] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-09-29T01:34:22.827446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:22.827520] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:22.827591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:22.827726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:22.845631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:22.846322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:22.846441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:22.846513] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:22.881518] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:22.881703] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:22.881771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:22.881810] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:22.885282] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: DOWN (p=16.76%)
[2025-09-29T01:34:22.885596] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-09-29T01:34:22.885794] [INFO ] [sig       ] TPH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:23.032740] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TPH.txt
[2025-09-29T01:34:23.033103] [INFO ] [sig       ] [1968/2211] Completed TPH in 0.2s | 3.73 sym/s | Total: 8.8m | ETA: 1.1m
[2025-09-29T01:34:23.033191] [INFO ] [sig       ] [1969/2211] Forecasting TPL...
[2025-09-29T01:34:23.033282] [INFO ] [sig       ] Generating forecast for: TPL
[2025-09-29T01:34:23.033369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-09-29T01:34:23.045361] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TPL'.
[2025-09-29T01:34:23.045845] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-09-29T01:34:23.074773] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:23.075733] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-09-29T01:34:23.075833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:23.075927] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:23.076016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:23.076194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:23.097773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:23.098727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:23.098860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:23.098955] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:23.142925] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:23.143143] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:23.143197] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:23.143237] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:23.147737] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: DOWN (p=2.92%)
[2025-09-29T01:34:23.148088] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-09-29T01:34:23.148257] [INFO ] [sig       ] TPL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:23.303438] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TPL.txt
[2025-09-29T01:34:23.303772] [INFO ] [sig       ] [1969/2211] Completed TPL in 0.3s | 3.73 sym/s | Total: 8.8m | ETA: 1.1m
[2025-09-29T01:34:23.303873] [INFO ] [sig       ] [1970/2211] Forecasting TPR...
[2025-09-29T01:34:23.303966] [INFO ] [sig       ] Generating forecast for: TPR
[2025-09-29T01:34:23.304061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPR' from 'https://tdm.silogroup.org/data/derivative_storage/TPR.csv'.
[2025-09-29T01:34:23.315554] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TPR'.
[2025-09-29T01:34:23.316001] [INFO ] [FORECASTER] Starting predict_future for TPR
[2025-09-29T01:34:23.343754] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:23.344668] [DEBUG] [LOCAL     ] No optimal features file found for TPR: ./output/feature-sets/TPR.txt
[2025-09-29T01:34:23.344753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:23.344841] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:23.344927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:23.345059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:23.363197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:23.364011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:23.364131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:23.364220] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:23.405078] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:23.405283] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:23.405334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:23.405370] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:23.409186] [DEBUG] [FORECASTER] TPR: Forecast T+1@11:T+2@11: DOWN (p=34.67%)
[2025-09-29T01:34:23.409494] [INFO ] [FORECASTER] Completed predict_future for TPR
[2025-09-29T01:34:23.409672] [INFO ] [sig       ] TPR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:23.556114] [INFO ] [LOCAL     ] Saved forecast: TPR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TPR.txt
[2025-09-29T01:34:23.556391] [INFO ] [sig       ] [1970/2211] Completed TPR in 0.3s | 3.73 sym/s | Total: 8.8m | ETA: 1.1m
[2025-09-29T01:34:23.556491] [INFO ] [sig       ] [1971/2211] Forecasting TPVG...
[2025-09-29T01:34:23.556576] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-09-29T01:34:23.556685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-09-29T01:34:23.568214] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TPVG'.
[2025-09-29T01:34:23.568721] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-09-29T01:34:23.598091] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:23.599202] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-09-29T01:34:23.599295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:23.599380] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:23.599463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:23.599585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:23.619661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:23.620492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:23.620616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:23.620717] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:23.659732] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:23.659936] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:23.659986] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:23.660023] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:23.663979] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: UP (p=67.27%)
[2025-09-29T01:34:23.664328] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-09-29T01:34:23.664530] [INFO ] [sig       ] TPVG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:23.818747] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TPVG.txt
[2025-09-29T01:34:23.819065] [INFO ] [sig       ] [1971/2211] Completed TPVG in 0.3s | 3.73 sym/s | Total: 8.8m | ETA: 1.1m
[2025-09-29T01:34:23.819148] [INFO ] [sig       ] [1972/2211] Forecasting TPYP...
[2025-09-29T01:34:23.819221] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-09-29T01:34:23.819296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-09-29T01:34:23.829611] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TPYP'.
[2025-09-29T01:34:23.830025] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-09-29T01:34:23.859411] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:23.860359] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-09-29T01:34:23.860447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:23.860555] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:23.860629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:23.860759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:23.880617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:23.881398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:23.881527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:23.881601] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:23.916357] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:23.916529] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:23.916579] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:23.916617] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:23.920759] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-09-29T01:34:23.921081] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-09-29T01:34:23.921236] [INFO ] [sig       ] TPYP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:24.124737] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TPYP.txt
[2025-09-29T01:34:24.125092] [INFO ] [sig       ] [1972/2211] Completed TPYP in 0.3s | 3.73 sym/s | Total: 8.8m | ETA: 1.1m
[2025-09-29T01:34:24.125182] [INFO ] [sig       ] [1973/2211] Forecasting TPZ...
[2025-09-29T01:34:24.125269] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-09-29T01:34:24.125356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-09-29T01:34:24.135228] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'TPZ'.
[2025-09-29T01:34:24.135588] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-09-29T01:34:24.163603] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:24.164506] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-09-29T01:34:24.164591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:24.164691] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:24.164763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:24.164868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:24.184979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:24.185901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:24.186022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:24.186095] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:24.221221] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:24.221422] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:24.221473] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:24.221509] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:24.225168] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: DOWN (p=36.36%)
[2025-09-29T01:34:24.225468] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-09-29T01:34:24.225615] [INFO ] [sig       ] TPZ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:24.384562] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TPZ.txt
[2025-09-29T01:34:24.384930] [INFO ] [sig       ] [1973/2211] Completed TPZ in 0.3s | 3.73 sym/s | Total: 8.8m | ETA: 1.1m
[2025-09-29T01:34:24.385020] [INFO ] [sig       ] [1974/2211] Forecasting TR...
[2025-09-29T01:34:24.385112] [INFO ] [sig       ] Generating forecast for: TR
[2025-09-29T01:34:24.385200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TR' from 'https://tdm.silogroup.org/data/derivative_storage/TR.csv'.
[2025-09-29T01:34:24.396528] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TR'.
[2025-09-29T01:34:24.397036] [INFO ] [FORECASTER] Starting predict_future for TR
[2025-09-29T01:34:24.424747] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:24.425687] [DEBUG] [LOCAL     ] No optimal features file found for TR: ./output/feature-sets/TR.txt
[2025-09-29T01:34:24.425772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:24.425888] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:24.425974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:24.426096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:24.444763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:24.445484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:24.445602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:24.445719] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:24.485177] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:24.485415] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:24.485519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:24.485575] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:24.491330] [DEBUG] [FORECASTER] TR: Forecast T+1@11:T+2@11: DOWN (p=47.73%)
[2025-09-29T01:34:24.491898] [INFO ] [FORECASTER] Completed predict_future for TR
[2025-09-29T01:34:24.492119] [INFO ] [sig       ] TR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:24.657460] [INFO ] [LOCAL     ] Saved forecast: TR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TR.txt
[2025-09-29T01:34:24.657789] [INFO ] [sig       ] [1974/2211] Completed TR in 0.3s | 3.73 sym/s | Total: 8.8m | ETA: 1.1m
[2025-09-29T01:34:24.657872] [INFO ] [sig       ] [1975/2211] Forecasting TRAK...
[2025-09-29T01:34:24.658020] [INFO ] [sig       ] Generating forecast for: TRAK
[2025-09-29T01:34:24.658110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRAK' from 'https://tdm.silogroup.org/data/derivative_storage/TRAK.csv'.
[2025-09-29T01:34:24.669159] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TRAK'.
[2025-09-29T01:34:24.669557] [INFO ] [FORECASTER] Starting predict_future for TRAK
[2025-09-29T01:34:24.697267] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:24.698206] [DEBUG] [LOCAL     ] No optimal features file found for TRAK: ./output/feature-sets/TRAK.txt
[2025-09-29T01:34:24.698302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:24.698383] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:24.698452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:24.698555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:24.718028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:24.718724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:24.718845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:24.718920] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:24.750789] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:24.750959] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:24.751006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:24.751041] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:24.754550] [DEBUG] [FORECASTER] TRAK: Forecast T+1@11:T+2@11: DOWN (p=4.78%)
[2025-09-29T01:34:24.754883] [INFO ] [FORECASTER] Completed predict_future for TRAK
[2025-09-29T01:34:24.755042] [INFO ] [sig       ] TRAK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:24.912692] [INFO ] [LOCAL     ] Saved forecast: TRAK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TRAK.txt
[2025-09-29T01:34:24.912997] [INFO ] [sig       ] [1975/2211] Completed TRAK in 0.3s | 3.73 sym/s | Total: 8.8m | ETA: 1.1m
[2025-09-29T01:34:24.913078] [INFO ] [sig       ] [1976/2211] Forecasting TRC...
[2025-09-29T01:34:24.913150] [INFO ] [sig       ] Generating forecast for: TRC
[2025-09-29T01:34:24.913223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-09-29T01:34:24.923823] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TRC'.
[2025-09-29T01:34:24.924203] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-09-29T01:34:24.951491] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:24.952462] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-09-29T01:34:24.952545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:24.952621] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:24.952717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:24.952838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:24.972318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:24.973110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:24.973228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:24.973301] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:25.007496] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:25.007720] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:25.007790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:25.007830] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:25.011672] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: UP (p=81.62%)
[2025-09-29T01:34:25.011989] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-09-29T01:34:25.012145] [INFO ] [sig       ] TRC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:25.173017] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TRC.txt
[2025-09-29T01:34:25.173310] [INFO ] [sig       ] [1976/2211] Completed TRC in 0.3s | 3.73 sym/s | Total: 8.8m | ETA: 1.1m
[2025-09-29T01:34:25.173397] [INFO ] [sig       ] [1977/2211] Forecasting TREX...
[2025-09-29T01:34:25.173470] [INFO ] [sig       ] Generating forecast for: TREX
[2025-09-29T01:34:25.173546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-09-29T01:34:25.184748] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TREX'.
[2025-09-29T01:34:25.185182] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-09-29T01:34:25.216415] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:25.217349] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-09-29T01:34:25.217432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:25.217508] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:25.217579] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:25.217707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:25.238677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:25.239522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:25.239681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:25.239759] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:25.282347] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:25.282526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:25.282574] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:25.282611] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:25.286519] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=26.32%)
[2025-09-29T01:34:25.286899] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-09-29T01:34:25.287075] [INFO ] [sig       ] TREX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:25.455729] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TREX.txt
[2025-09-29T01:34:25.456089] [INFO ] [sig       ] [1977/2211] Completed TREX in 0.3s | 3.73 sym/s | Total: 8.8m | ETA: 1.0m
[2025-09-29T01:34:25.456177] [INFO ] [sig       ] [1978/2211] Forecasting TRGP...
[2025-09-29T01:34:25.456251] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-09-29T01:34:25.456325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-09-29T01:34:25.467512] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TRGP'.
[2025-09-29T01:34:25.467942] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-09-29T01:34:25.495819] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:25.496760] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-09-29T01:34:25.496869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:25.496978] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:25.497059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:25.497193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:25.516187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:25.517034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:25.517150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:25.517235] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:25.553090] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:25.553288] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:25.553338] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:25.553376] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:25.557148] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=80.64%)
[2025-09-29T01:34:25.557496] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-09-29T01:34:25.557682] [INFO ] [sig       ] TRGP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:25.707013] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TRGP.txt
[2025-09-29T01:34:25.707330] [INFO ] [sig       ] [1978/2211] Completed TRGP in 0.3s | 3.73 sym/s | Total: 8.8m | ETA: 1.0m
[2025-09-29T01:34:25.707414] [INFO ] [sig       ] [1979/2211] Forecasting TRN...
[2025-09-29T01:34:25.707487] [INFO ] [sig       ] Generating forecast for: TRN
[2025-09-29T01:34:25.707562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-09-29T01:34:25.720388] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TRN'.
[2025-09-29T01:34:25.720990] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-09-29T01:34:25.750949] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:25.751885] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-09-29T01:34:25.751973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:25.752077] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:25.752180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:25.752342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:25.772234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:25.773304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:25.773470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:25.773569] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:25.816059] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:25.816268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:25.816322] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:25.816368] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:25.820257] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: UP (p=84.69%)
[2025-09-29T01:34:25.820713] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-09-29T01:34:25.820895] [INFO ] [sig       ] TRN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:25.988023] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TRN.txt
[2025-09-29T01:34:25.988463] [INFO ] [sig       ] [1979/2211] Completed TRN in 0.3s | 3.73 sym/s | Total: 8.8m | ETA: 1.0m
[2025-09-29T01:34:25.988563] [INFO ] [sig       ] [1980/2211] Forecasting TRNO...
[2025-09-29T01:34:25.988676] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-09-29T01:34:25.988783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-09-29T01:34:26.003211] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TRNO'.
[2025-09-29T01:34:26.003914] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-09-29T01:34:26.033723] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:26.034786] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-09-29T01:34:26.034875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:26.034997] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:26.035072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:26.035219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:26.054237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:26.055240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:26.055414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:26.055494] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:26.093005] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:26.093220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:26.093293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:26.093334] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:26.097279] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: UP (p=79.85%)
[2025-09-29T01:34:26.097600] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-09-29T01:34:26.097808] [INFO ] [sig       ] TRNO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:26.246192] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TRNO.txt
[2025-09-29T01:34:26.246517] [INFO ] [sig       ] [1980/2211] Completed TRNO in 0.3s | 3.73 sym/s | Total: 8.9m | ETA: 1.0m
[2025-09-29T01:34:26.246602] [INFO ] [sig       ] [1981/2211] Forecasting TROX...
[2025-09-29T01:34:26.246700] [INFO ] [sig       ] Generating forecast for: TROX
[2025-09-29T01:34:26.246786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-09-29T01:34:26.257545] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TROX'.
[2025-09-29T01:34:26.258086] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-09-29T01:34:26.285064] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:26.285897] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-09-29T01:34:26.285978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:26.286052] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:26.286153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:26.286278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:26.304583] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:26.305278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:26.305397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:26.305485] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:26.340334] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:26.340511] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:26.340561] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:26.340617] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:26.345078] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=75.65%)
[2025-09-29T01:34:26.345419] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-09-29T01:34:26.345580] [INFO ] [sig       ] TROX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:26.504222] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TROX.txt
[2025-09-29T01:34:26.504547] [INFO ] [sig       ] [1981/2211] Completed TROX in 0.3s | 3.73 sym/s | Total: 8.9m | ETA: 1.0m
[2025-09-29T01:34:26.504669] [INFO ] [sig       ] [1982/2211] Forecasting TRP...
[2025-09-29T01:34:26.504774] [INFO ] [sig       ] Generating forecast for: TRP
[2025-09-29T01:34:26.504883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-09-29T01:34:26.515782] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TRP'.
[2025-09-29T01:34:26.516204] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-09-29T01:34:26.543787] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:26.544691] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-09-29T01:34:26.544790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:26.544893] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:26.544993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:26.545140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:26.565088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:26.565921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:26.566061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:26.566151] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:26.601212] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:26.601373] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:26.601423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:26.601462] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:26.605809] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: UP (p=93.57%)
[2025-09-29T01:34:26.606150] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-09-29T01:34:26.606352] [INFO ] [sig       ] TRP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:26.765852] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TRP.txt
[2025-09-29T01:34:26.766205] [INFO ] [sig       ] [1982/2211] Completed TRP in 0.3s | 3.73 sym/s | Total: 8.9m | ETA: 1.0m
[2025-09-29T01:34:26.766290] [INFO ] [sig       ] [1983/2211] Forecasting TRTX...
[2025-09-29T01:34:26.766374] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-09-29T01:34:26.766457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-09-29T01:34:26.776763] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TRTX'.
[2025-09-29T01:34:26.777158] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-09-29T01:34:26.805228] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:26.806170] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-09-29T01:34:26.806256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:26.806336] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:26.806412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:26.806542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:26.826300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:26.827125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:26.827244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:26.827317] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:26.863054] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:26.863209] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:26.863254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:26.863290] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:26.867122] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-09-29T01:34:26.867434] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-09-29T01:34:26.867588] [INFO ] [sig       ] TRTX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:27.024066] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TRTX.txt
[2025-09-29T01:34:27.024419] [INFO ] [sig       ] [1983/2211] Completed TRTX in 0.3s | 3.73 sym/s | Total: 8.9m | ETA: 1.0m
[2025-09-29T01:34:27.024498] [INFO ] [sig       ] [1984/2211] Forecasting TRU...
[2025-09-29T01:34:27.024571] [INFO ] [sig       ] Generating forecast for: TRU
[2025-09-29T01:34:27.024668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRU' from 'https://tdm.silogroup.org/data/derivative_storage/TRU.csv'.
[2025-09-29T01:34:27.036699] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'TRU'.
[2025-09-29T01:34:27.037278] [INFO ] [FORECASTER] Starting predict_future for TRU
[2025-09-29T01:34:27.070270] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:27.071258] [DEBUG] [LOCAL     ] No optimal features file found for TRU: ./output/feature-sets/TRU.txt
[2025-09-29T01:34:27.071352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:27.071448] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:27.071534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:27.071697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:27.095484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:27.096452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:27.096575] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:27.096683] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:27.138691] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:27.138913] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:27.138966] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:27.139006] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:27.143123] [DEBUG] [FORECASTER] TRU: Forecast T+1@11:T+2@11: DOWN (p=9.92%)
[2025-09-29T01:34:27.143505] [INFO ] [FORECASTER] Completed predict_future for TRU
[2025-09-29T01:34:27.143708] [INFO ] [sig       ] TRU: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:27.297803] [INFO ] [LOCAL     ] Saved forecast: TRU	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TRU.txt
[2025-09-29T01:34:27.298104] [INFO ] [sig       ] [1984/2211] Completed TRU in 0.3s | 3.73 sym/s | Total: 8.9m | ETA: 1.0m
[2025-09-29T01:34:27.298186] [INFO ] [sig       ] [1985/2211] Forecasting TRV...
[2025-09-29T01:34:27.298257] [INFO ] [sig       ] Generating forecast for: TRV
[2025-09-29T01:34:27.298331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRV' from 'https://tdm.silogroup.org/data/derivative_storage/TRV.csv'.
[2025-09-29T01:34:27.309800] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TRV'.
[2025-09-29T01:34:27.310303] [INFO ] [FORECASTER] Starting predict_future for TRV
[2025-09-29T01:34:27.336958] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:27.337862] [DEBUG] [LOCAL     ] No optimal features file found for TRV: ./output/feature-sets/TRV.txt
[2025-09-29T01:34:27.337945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:27.338018] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:27.338104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:27.338270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:27.356114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:27.356797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:27.356963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:27.357040] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:27.390187] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:27.390364] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:27.390411] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:27.390446] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:27.394028] [DEBUG] [FORECASTER] TRV: Forecast T+1@11:T+2@11: DOWN (p=23.78%)
[2025-09-29T01:34:27.394323] [INFO ] [FORECASTER] Completed predict_future for TRV
[2025-09-29T01:34:27.394472] [INFO ] [sig       ] TRV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:27.543159] [INFO ] [LOCAL     ] Saved forecast: TRV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TRV.txt
[2025-09-29T01:34:27.543504] [INFO ] [sig       ] [1985/2211] Completed TRV in 0.2s | 3.73 sym/s | Total: 8.9m | ETA: 1.0m
[2025-09-29T01:34:27.543614] [INFO ] [sig       ] [1986/2211] Forecasting TS...
[2025-09-29T01:34:27.543727] [INFO ] [sig       ] Generating forecast for: TS
[2025-09-29T01:34:27.543818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-09-29T01:34:27.555376] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TS'.
[2025-09-29T01:34:27.555931] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-09-29T01:34:27.587372] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:27.588456] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-09-29T01:34:27.588544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:27.588620] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:27.588714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:27.588861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:27.609617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:27.610613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:27.610760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:27.610834] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:27.654628] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:27.654885] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:27.654949] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:27.654999] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:27.659718] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=17.32%)
[2025-09-29T01:34:27.660107] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-09-29T01:34:27.660280] [INFO ] [sig       ] TS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:27.822055] [INFO ] [LOCAL     ] Saved forecast: TS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TS.txt
[2025-09-29T01:34:27.822428] [INFO ] [sig       ] [1986/2211] Completed TS in 0.3s | 3.73 sym/s | Total: 8.9m | ETA: 1.0m
[2025-09-29T01:34:27.822536] [INFO ] [sig       ] [1987/2211] Forecasting TSE...
[2025-09-29T01:34:27.822614] [INFO ] [sig       ] Generating forecast for: TSE
[2025-09-29T01:34:27.822728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSE' from 'https://tdm.silogroup.org/data/derivative_storage/TSE.csv'.
[2025-09-29T01:34:27.837540] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TSE'.
[2025-09-29T01:34:27.838048] [INFO ] [FORECASTER] Starting predict_future for TSE
[2025-09-29T01:34:27.868528] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:27.869448] [DEBUG] [LOCAL     ] No optimal features file found for TSE: ./output/feature-sets/TSE.txt
[2025-09-29T01:34:27.869544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:27.869665] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:27.869754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:27.869897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:27.889958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:27.890735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:27.890876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:27.890953] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:27.929772] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:27.929922] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:27.929970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:27.930006] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:27.933569] [DEBUG] [FORECASTER] TSE: Forecast T+1@11:T+2@11: DOWN (p=46.30%)
[2025-09-29T01:34:27.933893] [INFO ] [FORECASTER] Completed predict_future for TSE
[2025-09-29T01:34:27.934057] [INFO ] [sig       ] TSE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:28.101897] [INFO ] [LOCAL     ] Saved forecast: TSE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TSE.txt
[2025-09-29T01:34:28.102285] [INFO ] [sig       ] [1987/2211] Completed TSE in 0.3s | 3.73 sym/s | Total: 8.9m | ETA: 1.0m
[2025-09-29T01:34:28.102372] [INFO ] [sig       ] [1988/2211] Forecasting TSI...
[2025-09-29T01:34:28.102467] [INFO ] [sig       ] Generating forecast for: TSI
[2025-09-29T01:34:28.102555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-09-29T01:34:28.112834] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TSI'.
[2025-09-29T01:34:28.113338] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-09-29T01:34:28.141038] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:28.142001] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-09-29T01:34:28.142087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:28.142165] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:28.142239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:28.142357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:28.160605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:28.161383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:28.161497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:28.161566] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:28.197945] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:28.198150] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:28.198199] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:28.198252] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:28.202259] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: UP (p=60.31%)
[2025-09-29T01:34:28.202592] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-09-29T01:34:28.202783] [INFO ] [sig       ] TSI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:28.359879] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TSI.txt
[2025-09-29T01:34:28.360262] [INFO ] [sig       ] [1988/2211] Completed TSI in 0.3s | 3.73 sym/s | Total: 8.9m | ETA: 59.8s
[2025-09-29T01:34:28.360382] [INFO ] [sig       ] [1989/2211] Forecasting TSLX...
[2025-09-29T01:34:28.360469] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-09-29T01:34:28.360558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-09-29T01:34:28.372596] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TSLX'.
[2025-09-29T01:34:28.373034] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-09-29T01:34:28.400372] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:28.401334] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-09-29T01:34:28.401470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:28.401584] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:28.401725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:28.401883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:28.420805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:28.421565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:28.421723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:28.421829] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:28.454513] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:28.454709] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:28.454781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:28.454823] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:28.459154] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: DOWN (p=9.50%)
[2025-09-29T01:34:28.459472] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-09-29T01:34:28.459624] [INFO ] [sig       ] TSLX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:28.608820] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TSLX.txt
[2025-09-29T01:34:28.609107] [INFO ] [sig       ] [1989/2211] Completed TSLX in 0.2s | 3.73 sym/s | Total: 8.9m | ETA: 59.6s
[2025-09-29T01:34:28.609187] [INFO ] [sig       ] [1990/2211] Forecasting TSM...
[2025-09-29T01:34:28.609258] [INFO ] [sig       ] Generating forecast for: TSM
[2025-09-29T01:34:28.609332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-09-29T01:34:28.620683] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TSM'.
[2025-09-29T01:34:28.621095] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-09-29T01:34:28.650195] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:28.651233] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-09-29T01:34:28.651316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:28.651402] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:28.651481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:28.651605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:28.669249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:28.669931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:28.670041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:28.670129] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:28.698689] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:28.698824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:28.698875] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:28.698921] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:28.703033] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=72.56%)
[2025-09-29T01:34:28.703360] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-09-29T01:34:28.703512] [INFO ] [sig       ] TSM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:28.853773] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TSM.txt
[2025-09-29T01:34:28.854089] [INFO ] [sig       ] [1990/2211] Completed TSM in 0.2s | 3.73 sym/s | Total: 8.9m | ETA: 59.3s
[2025-09-29T01:34:28.854173] [INFO ] [sig       ] [1991/2211] Forecasting TSN...
[2025-09-29T01:34:28.854258] [INFO ] [sig       ] Generating forecast for: TSN
[2025-09-29T01:34:28.854345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-09-29T01:34:28.864915] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TSN'.
[2025-09-29T01:34:28.865313] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-09-29T01:34:28.891446] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:28.892297] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-09-29T01:34:28.892379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:28.892467] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:28.892554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:28.892703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:28.910882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:28.911523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:28.911637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:28.911775] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:28.950263] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:28.950416] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:28.950461] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:28.950496] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:28.954111] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2025-09-29T01:34:28.954421] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-09-29T01:34:28.954573] [INFO ] [sig       ] TSN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:29.104192] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TSN.txt
[2025-09-29T01:34:29.104553] [INFO ] [sig       ] [1991/2211] Completed TSN in 0.3s | 3.73 sym/s | Total: 8.9m | ETA: 59.0s
[2025-09-29T01:34:29.104665] [INFO ] [sig       ] [1992/2211] Forecasting TSQ...
[2025-09-29T01:34:29.104742] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-09-29T01:34:29.104830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-09-29T01:34:29.115966] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TSQ'.
[2025-09-29T01:34:29.116391] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-09-29T01:34:29.144456] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:29.145557] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-09-29T01:34:29.145662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:29.145752] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:29.145834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:29.145959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:29.166105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:29.167046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:29.167173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:29.167262] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:29.204831] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:29.205024] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:29.205088] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:29.205138] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:29.209113] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: DOWN (p=21.02%)
[2025-09-29T01:34:29.209429] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-09-29T01:34:29.209590] [INFO ] [sig       ] TSQ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:29.369560] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TSQ.txt
[2025-09-29T01:34:29.370140] [INFO ] [sig       ] [1992/2211] Completed TSQ in 0.3s | 3.73 sym/s | Total: 8.9m | ETA: 58.7s
[2025-09-29T01:34:29.370241] [INFO ] [sig       ] [1993/2211] Forecasting TT...
[2025-09-29T01:34:29.370317] [INFO ] [sig       ] Generating forecast for: TT
[2025-09-29T01:34:29.370395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TT' from 'https://tdm.silogroup.org/data/derivative_storage/TT.csv'.
[2025-09-29T01:34:29.383800] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'TT'.
[2025-09-29T01:34:29.384236] [INFO ] [FORECASTER] Starting predict_future for TT
[2025-09-29T01:34:29.411509] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:29.412535] [DEBUG] [LOCAL     ] No optimal features file found for TT: ./output/feature-sets/TT.txt
[2025-09-29T01:34:29.412622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:29.412762] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:29.412836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:29.412959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:29.431932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:29.432685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:29.432834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:29.432912] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:29.475493] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:29.475732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:29.475805] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:29.475844] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:29.479857] [DEBUG] [FORECASTER] TT: Forecast T+1@11:T+2@11: DOWN (p=13.08%)
[2025-09-29T01:34:29.480169] [INFO ] [FORECASTER] Completed predict_future for TT
[2025-09-29T01:34:29.480345] [INFO ] [sig       ] TT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:29.636220] [INFO ] [LOCAL     ] Saved forecast: TT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TT.txt
[2025-09-29T01:34:29.636624] [INFO ] [sig       ] [1993/2211] Completed TT in 0.3s | 3.73 sym/s | Total: 8.9m | ETA: 58.5s
[2025-09-29T01:34:29.636754] [INFO ] [sig       ] [1994/2211] Forecasting TTC...
[2025-09-29T01:34:29.636858] [INFO ] [sig       ] Generating forecast for: TTC
[2025-09-29T01:34:29.636937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-09-29T01:34:29.648323] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TTC'.
[2025-09-29T01:34:29.648816] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-09-29T01:34:29.675102] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:29.676019] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-09-29T01:34:29.676099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:29.676173] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:29.676242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:29.676355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:29.693940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:29.694585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:29.694720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:29.694792] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:29.736060] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:29.736244] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:29.736293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:29.736329] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:29.740025] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: UP (p=71.12%)
[2025-09-29T01:34:29.740324] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-09-29T01:34:29.740484] [INFO ] [sig       ] TTC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:29.890056] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TTC.txt
[2025-09-29T01:34:29.890434] [INFO ] [sig       ] [1994/2211] Completed TTC in 0.3s | 3.73 sym/s | Total: 8.9m | ETA: 58.2s
[2025-09-29T01:34:29.890520] [INFO ] [sig       ] [1995/2211] Forecasting TTE...
[2025-09-29T01:34:29.890594] [INFO ] [sig       ] Generating forecast for: TTE
[2025-09-29T01:34:29.890694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-09-29T01:34:29.901726] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TTE'.
[2025-09-29T01:34:29.902197] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-09-29T01:34:29.930604] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:29.931613] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-09-29T01:34:29.931724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:29.931800] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:29.931884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:29.931990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:29.950704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:29.951370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:29.951485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:29.951557] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:29.989795] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:29.989944] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:29.989990] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:29.990043] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:29.993537] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-09-29T01:34:29.993872] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-09-29T01:34:29.994042] [INFO ] [sig       ] TTE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:30.142842] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TTE.txt
[2025-09-29T01:34:30.143148] [INFO ] [sig       ] [1995/2211] Completed TTE in 0.3s | 3.73 sym/s | Total: 8.9m | ETA: 57.9s
[2025-09-29T01:34:30.143230] [INFO ] [sig       ] [1996/2211] Forecasting TTI...
[2025-09-29T01:34:30.143301] [INFO ] [sig       ] Generating forecast for: TTI
[2025-09-29T01:34:30.143374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-09-29T01:34:30.155021] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TTI'.
[2025-09-29T01:34:30.155462] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-09-29T01:34:30.183577] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:30.184607] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-09-29T01:34:30.184868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:30.184948] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:30.185041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:30.185212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:30.204999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:30.205808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:30.205925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:30.206008] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:30.242091] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:30.242314] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:30.242377] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:30.242417] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:30.246446] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: DOWN (p=11.96%)
[2025-09-29T01:34:30.246882] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-09-29T01:34:30.247059] [INFO ] [sig       ] TTI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:30.410322] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TTI.txt
[2025-09-29T01:34:30.410670] [INFO ] [sig       ] [1996/2211] Completed TTI in 0.3s | 3.73 sym/s | Total: 8.9m | ETA: 57.7s
[2025-09-29T01:34:30.410760] [INFO ] [sig       ] [1997/2211] Forecasting TU...
[2025-09-29T01:34:30.410844] [INFO ] [sig       ] Generating forecast for: TU
[2025-09-29T01:34:30.410944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TU' from 'https://tdm.silogroup.org/data/derivative_storage/TU.csv'.
[2025-09-29T01:34:30.421849] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TU'.
[2025-09-29T01:34:30.422289] [INFO ] [FORECASTER] Starting predict_future for TU
[2025-09-29T01:34:30.450241] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:30.451167] [DEBUG] [LOCAL     ] No optimal features file found for TU: ./output/feature-sets/TU.txt
[2025-09-29T01:34:30.451252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:30.451343] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:30.451429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:30.451561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:30.471246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:30.472184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:30.472353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:30.472429] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:30.502739] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:30.502902] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:30.502963] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:30.503001] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:30.507034] [DEBUG] [FORECASTER] TU: Forecast T+1@11:T+2@11: DOWN (p=15.36%)
[2025-09-29T01:34:30.507344] [INFO ] [FORECASTER] Completed predict_future for TU
[2025-09-29T01:34:30.507522] [INFO ] [sig       ] TU: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:30.666417] [INFO ] [LOCAL     ] Saved forecast: TU	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TU.txt
[2025-09-29T01:34:30.666787] [INFO ] [sig       ] [1997/2211] Completed TU in 0.3s | 3.73 sym/s | Total: 8.9m | ETA: 57.4s
[2025-09-29T01:34:30.666892] [INFO ] [sig       ] [1998/2211] Forecasting TUYA...
[2025-09-29T01:34:30.666977] [INFO ] [sig       ] Generating forecast for: TUYA
[2025-09-29T01:34:30.667064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUYA' from 'https://tdm.silogroup.org/data/derivative_storage/TUYA.csv'.
[2025-09-29T01:34:30.678296] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TUYA'.
[2025-09-29T01:34:30.678775] [INFO ] [FORECASTER] Starting predict_future for TUYA
[2025-09-29T01:34:30.706393] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:30.707379] [DEBUG] [LOCAL     ] No optimal features file found for TUYA: ./output/feature-sets/TUYA.txt
[2025-09-29T01:34:30.707463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:30.707539] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:30.707624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:30.707839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:30.726368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:30.727465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:30.727594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:30.727744] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:30.763470] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:30.763702] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:30.763775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:30.763814] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:30.767745] [DEBUG] [FORECASTER] TUYA: Forecast T+1@11:T+2@11: UP (p=90.16%)
[2025-09-29T01:34:30.768062] [INFO ] [FORECASTER] Completed predict_future for TUYA
[2025-09-29T01:34:30.768222] [INFO ] [sig       ] TUYA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:31.002180] [INFO ] [LOCAL     ] Saved forecast: TUYA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TUYA.txt
[2025-09-29T01:34:31.002512] [INFO ] [sig       ] [1998/2211] Completed TUYA in 0.3s | 3.73 sym/s | Total: 8.9m | ETA: 57.1s
[2025-09-29T01:34:31.002600] [INFO ] [sig       ] [1999/2211] Forecasting TV...
[2025-09-29T01:34:31.002697] [INFO ] [sig       ] Generating forecast for: TV
[2025-09-29T01:34:31.002753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TV' from 'https://tdm.silogroup.org/data/derivative_storage/TV.csv'.
[2025-09-29T01:34:31.013160] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TV'.
[2025-09-29T01:34:31.013591] [INFO ] [FORECASTER] Starting predict_future for TV
[2025-09-29T01:34:31.041165] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:31.042213] [DEBUG] [LOCAL     ] No optimal features file found for TV: ./output/feature-sets/TV.txt
[2025-09-29T01:34:31.042300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:31.042375] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:31.042447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:31.042553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:31.061137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:31.061876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:31.061991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:31.062064] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:31.097160] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:31.097311] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:31.097357] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:31.097393] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:31.100973] [DEBUG] [FORECASTER] TV: Forecast T+1@11:T+2@11: UP (p=53.12%)
[2025-09-29T01:34:31.101272] [INFO ] [FORECASTER] Completed predict_future for TV
[2025-09-29T01:34:31.101417] [INFO ] [sig       ] TV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:31.254506] [INFO ] [LOCAL     ] Saved forecast: TV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TV.txt
[2025-09-29T01:34:31.254833] [INFO ] [sig       ] [1999/2211] Completed TV in 0.3s | 3.73 sym/s | Total: 8.9m | ETA: 56.9s
[2025-09-29T01:34:31.254916] [INFO ] [sig       ] [2000/2211] Forecasting TVC...
[2025-09-29T01:34:31.254990] [INFO ] [sig       ] Generating forecast for: TVC
[2025-09-29T01:34:31.255065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-09-29T01:34:31.264888] [DEBUG] [REMOTE    ] Successfully parsed 1817 rows of historical data for symbol 'TVC'.
[2025-09-29T01:34:31.265248] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-09-29T01:34:31.292214] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:31.293114] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-09-29T01:34:31.293199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:31.293275] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:31.293347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:31.293451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:31.311828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:31.312496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:31.312611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:31.312704] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:31.347909] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:31.348080] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:31.348128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:31.348165] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:31.351986] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: DOWN (p=33.15%)
[2025-09-29T01:34:31.352323] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-09-29T01:34:31.352485] [INFO ] [sig       ] TVC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:31.515892] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TVC.txt
[2025-09-29T01:34:31.516383] [INFO ] [sig       ] [2000/2211] Completed TVC in 0.3s | 3.73 sym/s | Total: 8.9m | ETA: 56.6s
[2025-09-29T01:34:31.516473] [INFO ] [sig       ] [2001/2211] Forecasting TVE...
[2025-09-29T01:34:31.516560] [INFO ] [sig       ] Generating forecast for: TVE
[2025-09-29T01:34:31.516637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-09-29T01:34:31.526713] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TVE'.
[2025-09-29T01:34:31.527210] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-09-29T01:34:31.556422] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:31.557494] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-09-29T01:34:31.557587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:31.557693] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:31.557765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:31.557871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:31.576593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:31.577620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:31.577764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:31.577836] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:31.611592] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:31.611787] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:31.611848] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:31.611886] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:31.615600] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=4.45%)
[2025-09-29T01:34:31.616000] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-09-29T01:34:31.616176] [INFO ] [sig       ] TVE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:31.773791] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TVE.txt
[2025-09-29T01:34:31.774113] [INFO ] [sig       ] [2001/2211] Completed TVE in 0.3s | 3.73 sym/s | Total: 8.9m | ETA: 56.3s
[2025-09-29T01:34:31.774196] [INFO ] [sig       ] [2002/2211] Forecasting TWI...
[2025-09-29T01:34:31.774270] [INFO ] [sig       ] Generating forecast for: TWI
[2025-09-29T01:34:31.774345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-09-29T01:34:31.784175] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TWI'.
[2025-09-29T01:34:31.784553] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-09-29T01:34:31.812892] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:31.813842] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-09-29T01:34:31.813930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:31.814007] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:31.814078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:31.814183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:31.832819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:31.833734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:31.833855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:31.833928] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:31.871852] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:31.872056] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:31.872106] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:31.872142] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:31.875904] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: UP (p=86.23%)
[2025-09-29T01:34:31.876244] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-09-29T01:34:31.876412] [INFO ] [sig       ] TWI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:32.032492] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TWI.txt
[2025-09-29T01:34:32.032833] [INFO ] [sig       ] [2002/2211] Completed TWI in 0.3s | 3.73 sym/s | Total: 9.0m | ETA: 56.1s
[2025-09-29T01:34:32.032919] [INFO ] [sig       ] [2003/2211] Forecasting TWLO...
[2025-09-29T01:34:32.032992] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-09-29T01:34:32.033066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-09-29T01:34:32.044353] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TWLO'.
[2025-09-29T01:34:32.044902] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-09-29T01:34:32.072334] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:32.073319] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-09-29T01:34:32.073411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:32.073490] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:32.073563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:32.073692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:32.092567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:32.093414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:32.093536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:32.093610] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:32.132801] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:32.133006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:32.133057] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:32.133094] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:32.137116] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-09-29T01:34:32.137456] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-09-29T01:34:32.137619] [INFO ] [sig       ] TWLO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:32.300498] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TWLO.txt
[2025-09-29T01:34:32.300833] [INFO ] [sig       ] [2003/2211] Completed TWLO in 0.3s | 3.73 sym/s | Total: 9.0m | ETA: 55.8s
[2025-09-29T01:34:32.300919] [INFO ] [sig       ] [2004/2211] Forecasting TWN...
[2025-09-29T01:34:32.300993] [INFO ] [sig       ] Generating forecast for: TWN
[2025-09-29T01:34:32.301070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWN' from 'https://tdm.silogroup.org/data/derivative_storage/TWN.csv'.
[2025-09-29T01:34:32.310846] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TWN'.
[2025-09-29T01:34:32.311234] [INFO ] [FORECASTER] Starting predict_future for TWN
[2025-09-29T01:34:32.337703] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:32.338605] [DEBUG] [LOCAL     ] No optimal features file found for TWN: ./output/feature-sets/TWN.txt
[2025-09-29T01:34:32.338730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:32.338820] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:32.338906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:32.339036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:32.359216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:32.360180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:32.360299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:32.360384] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:32.397908] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:32.398082] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:32.398137] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:32.398181] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:32.401978] [DEBUG] [FORECASTER] TWN: Forecast T+1@11:T+2@11: UP (p=88.29%)
[2025-09-29T01:34:32.402290] [INFO ] [FORECASTER] Completed predict_future for TWN
[2025-09-29T01:34:32.402440] [INFO ] [sig       ] TWN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:32.568296] [INFO ] [LOCAL     ] Saved forecast: TWN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TWN.txt
[2025-09-29T01:34:32.568712] [INFO ] [sig       ] [2004/2211] Completed TWN in 0.3s | 3.73 sym/s | Total: 9.0m | ETA: 55.5s
[2025-09-29T01:34:32.568819] [INFO ] [sig       ] [2005/2211] Forecasting TWO...
[2025-09-29T01:34:32.568895] [INFO ] [sig       ] Generating forecast for: TWO
[2025-09-29T01:34:32.568964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-09-29T01:34:32.580550] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TWO'.
[2025-09-29T01:34:32.581033] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-09-29T01:34:32.608774] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:32.609732] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-09-29T01:34:32.609815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:32.609903] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:32.609987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:32.610131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:32.630157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:32.631200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:32.631370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:32.631446] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:32.663393] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:32.663573] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:32.663662] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:32.663730] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:32.667587] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=66.74%)
[2025-09-29T01:34:32.667987] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-09-29T01:34:32.668154] [INFO ] [sig       ] TWO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:32.828851] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TWO.txt
[2025-09-29T01:34:32.829174] [INFO ] [sig       ] [2005/2211] Completed TWO in 0.3s | 3.73 sym/s | Total: 9.0m | ETA: 55.3s
[2025-09-29T01:34:32.829259] [INFO ] [sig       ] [2006/2211] Forecasting TX...
[2025-09-29T01:34:32.829332] [INFO ] [sig       ] Generating forecast for: TX
[2025-09-29T01:34:32.829406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-09-29T01:34:32.840672] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TX'.
[2025-09-29T01:34:32.841000] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-09-29T01:34:32.867762] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:32.868623] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-09-29T01:34:32.868727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:32.868814] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:32.868897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:32.869024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:32.888254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:32.889115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:32.889230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:32.889321] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:32.930512] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:32.930749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:32.930821] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:32.930860] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:32.934778] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: DOWN (p=42.26%)
[2025-09-29T01:34:32.935092] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-09-29T01:34:32.935249] [INFO ] [sig       ] TX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:33.092216] [INFO ] [LOCAL     ] Saved forecast: TX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TX.txt
[2025-09-29T01:34:33.092560] [INFO ] [sig       ] [2006/2211] Completed TX in 0.3s | 3.73 sym/s | Total: 9.0m | ETA: 55.0s
[2025-09-29T01:34:33.092676] [INFO ] [sig       ] [2007/2211] Forecasting TXNM...
[2025-09-29T01:34:33.092759] [INFO ] [sig       ] Generating forecast for: TXNM
[2025-09-29T01:34:33.092836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXNM' from 'https://tdm.silogroup.org/data/derivative_storage/TXNM.csv'.
[2025-09-29T01:34:33.104246] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TXNM'.
[2025-09-29T01:34:33.104858] [INFO ] [FORECASTER] Starting predict_future for TXNM
[2025-09-29T01:34:33.133137] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:33.134174] [DEBUG] [LOCAL     ] No optimal features file found for TXNM: ./output/feature-sets/TXNM.txt
[2025-09-29T01:34:33.134258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:33.134333] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:33.134406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:33.134509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:33.152931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:33.153745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:33.153859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:33.153934] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:33.192366] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:33.192570] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:33.192622] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:33.192704] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:33.196602] [DEBUG] [FORECASTER] TXNM: Forecast T+1@11:T+2@11: DOWN (p=35.41%)
[2025-09-29T01:34:33.197033] [INFO ] [FORECASTER] Completed predict_future for TXNM
[2025-09-29T01:34:33.197225] [INFO ] [sig       ] TXNM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:33.348321] [INFO ] [LOCAL     ] Saved forecast: TXNM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TXNM.txt
[2025-09-29T01:34:33.348622] [INFO ] [sig       ] [2007/2211] Completed TXNM in 0.3s | 3.73 sym/s | Total: 9.0m | ETA: 54.7s
[2025-09-29T01:34:33.348725] [INFO ] [sig       ] [2008/2211] Forecasting TXO...
[2025-09-29T01:34:33.348806] [INFO ] [sig       ] Generating forecast for: TXO
[2025-09-29T01:34:33.348881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-09-29T01:34:33.359968] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TXO'.
[2025-09-29T01:34:33.360330] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-09-29T01:34:33.387428] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:33.388335] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-09-29T01:34:33.388419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:33.388512] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:33.388608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:33.388772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:33.408185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:33.408970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:33.409087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:33.409177] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:33.448349] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:33.448549] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:33.448601] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:33.448669] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:33.452512] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=33.18%)
[2025-09-29T01:34:33.452867] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-09-29T01:34:33.453069] [INFO ] [sig       ] TXO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:33.611099] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TXO.txt
[2025-09-29T01:34:33.611425] [INFO ] [sig       ] [2008/2211] Completed TXO in 0.3s | 3.73 sym/s | Total: 9.0m | ETA: 54.4s
[2025-09-29T01:34:33.611519] [INFO ] [sig       ] [2009/2211] Forecasting TXT...
[2025-09-29T01:34:33.611598] [INFO ] [sig       ] Generating forecast for: TXT
[2025-09-29T01:34:33.611704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXT' from 'https://tdm.silogroup.org/data/derivative_storage/TXT.csv'.
[2025-09-29T01:34:33.622942] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TXT'.
[2025-09-29T01:34:33.623329] [INFO ] [FORECASTER] Starting predict_future for TXT
[2025-09-29T01:34:33.651979] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:33.653155] [DEBUG] [LOCAL     ] No optimal features file found for TXT: ./output/feature-sets/TXT.txt
[2025-09-29T01:34:33.653256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:33.653332] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:33.653404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:33.653512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:33.673070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:33.674098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:33.674228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:33.674304] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:33.714145] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:33.714350] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:33.714402] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:33.714440] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:33.718572] [DEBUG] [FORECASTER] TXT: Forecast T+1@11:T+2@11: UP (p=74.25%)
[2025-09-29T01:34:33.718989] [INFO ] [FORECASTER] Completed predict_future for TXT
[2025-09-29T01:34:33.719190] [INFO ] [sig       ] TXT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:33.869830] [INFO ] [LOCAL     ] Saved forecast: TXT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TXT.txt
[2025-09-29T01:34:33.870129] [INFO ] [sig       ] [2009/2211] Completed TXT in 0.3s | 3.73 sym/s | Total: 9.0m | ETA: 54.2s
[2025-09-29T01:34:33.870213] [INFO ] [sig       ] [2010/2211] Forecasting TY...
[2025-09-29T01:34:33.870285] [INFO ] [sig       ] Generating forecast for: TY
[2025-09-29T01:34:33.870360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-09-29T01:34:33.880501] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TY'.
[2025-09-29T01:34:33.880890] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-09-29T01:34:33.907521] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:33.908380] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-09-29T01:34:33.908464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:33.908558] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:33.908661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:33.908794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:33.927524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:33.928215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:33.928328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:33.928413] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:33.963831] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:33.963984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:33.964037] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:33.964073] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:33.967805] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: UP (p=78.28%)
[2025-09-29T01:34:33.968111] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-09-29T01:34:33.968273] [INFO ] [sig       ] TY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:34.115124] [INFO ] [LOCAL     ] Saved forecast: TY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/TY.txt
[2025-09-29T01:34:34.115415] [INFO ] [sig       ] [2010/2211] Completed TY in 0.2s | 3.73 sym/s | Total: 9.0m | ETA: 53.9s
[2025-09-29T01:34:34.115495] [INFO ] [sig       ] [2011/2211] Forecasting TYG...
[2025-09-29T01:34:34.115591] [INFO ] [sig       ] Generating forecast for: TYG
[2025-09-29T01:34:34.115698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-09-29T01:34:34.127788] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TYG'.
[2025-09-29T01:34:34.128302] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-09-29T01:34:34.156440] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:34.157540] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-09-29T01:34:34.157627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:34.157728] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:34.157820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:34.158051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:34.177233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:34.178044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:34.178185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:34.178279] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:34.216765] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:34.217055] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:34.217137] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:34.217182] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:34.221859] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=4.69%)
[2025-09-29T01:34:34.222271] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-09-29T01:34:34.222438] [INFO ] [sig       ] TYG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:34.391367] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TYG.txt
[2025-09-29T01:34:34.391742] [INFO ] [sig       ] [2011/2211] Completed TYG in 0.3s | 3.73 sym/s | Total: 9.0m | ETA: 53.6s
[2025-09-29T01:34:34.391836] [INFO ] [sig       ] [2012/2211] Forecasting TYL...
[2025-09-29T01:34:34.391924] [INFO ] [sig       ] Generating forecast for: TYL
[2025-09-29T01:34:34.392010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-09-29T01:34:34.402506] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TYL'.
[2025-09-29T01:34:34.403018] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-09-29T01:34:34.430911] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:34.431839] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-09-29T01:34:34.431926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:34.432001] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:34.432152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:34.432261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:34.450999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:34.451850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:34.451969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:34.452057] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:34.494083] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:34.494304] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:34.494357] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:34.494420] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:34.498401] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: DOWN (p=31.54%)
[2025-09-29T01:34:34.498779] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-09-29T01:34:34.498963] [INFO ] [sig       ] TYL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:34.653400] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/TYL.txt
[2025-09-29T01:34:34.653731] [INFO ] [sig       ] [2012/2211] Completed TYL in 0.3s | 3.73 sym/s | Total: 9.0m | ETA: 53.4s
[2025-09-29T01:34:34.653869] [INFO ] [sig       ] [2013/2211] Forecasting U...
[2025-09-29T01:34:34.653945] [INFO ] [sig       ] Generating forecast for: U
[2025-09-29T01:34:34.654020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'U' from 'https://tdm.silogroup.org/data/derivative_storage/U.csv'.
[2025-09-29T01:34:34.665071] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'U'.
[2025-09-29T01:34:34.665492] [INFO ] [FORECASTER] Starting predict_future for U
[2025-09-29T01:34:34.692930] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:34.693999] [DEBUG] [LOCAL     ] No optimal features file found for U: ./output/feature-sets/U.txt
[2025-09-29T01:34:34.694102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:34.694191] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:34.694275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:34.694405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:34.713521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:34.714237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:34.714355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:34.714440] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:34.752715] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:34.752913] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:34.752964] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:34.753002] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:34.756729] [DEBUG] [FORECASTER] U: Forecast T+1@11:T+2@11: UP (p=94.96%)
[2025-09-29T01:34:34.757085] [INFO ] [FORECASTER] Completed predict_future for U
[2025-09-29T01:34:34.757260] [INFO ] [sig       ] U: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:34.910981] [INFO ] [LOCAL     ] Saved forecast: U	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/U.txt
[2025-09-29T01:34:34.911358] [INFO ] [sig       ] [2013/2211] Completed U in 0.3s | 3.73 sym/s | Total: 9.0m | ETA: 53.1s
[2025-09-29T01:34:34.911456] [INFO ] [sig       ] [2014/2211] Forecasting UA...
[2025-09-29T01:34:34.911550] [INFO ] [sig       ] Generating forecast for: UA
[2025-09-29T01:34:34.911675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UA' from 'https://tdm.silogroup.org/data/derivative_storage/UA.csv'.
[2025-09-29T01:34:34.922827] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UA'.
[2025-09-29T01:34:34.923279] [INFO ] [FORECASTER] Starting predict_future for UA
[2025-09-29T01:34:34.950609] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:34.951446] [DEBUG] [LOCAL     ] No optimal features file found for UA: ./output/feature-sets/UA.txt
[2025-09-29T01:34:34.951529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:34.951602] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:34.951693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:34.951796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:34.971167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:34.971863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:34.971977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:34.972052] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:35.011339] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:35.011538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:35.011590] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:35.011626] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:35.015451] [DEBUG] [FORECASTER] UA: Forecast T+1@11:T+2@11: UP (p=92.45%)
[2025-09-29T01:34:35.015811] [INFO ] [FORECASTER] Completed predict_future for UA
[2025-09-29T01:34:35.015974] [INFO ] [sig       ] UA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:35.174765] [INFO ] [LOCAL     ] Saved forecast: UA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/UA.txt
[2025-09-29T01:34:35.175058] [INFO ] [sig       ] [2014/2211] Completed UA in 0.3s | 3.73 sym/s | Total: 9.0m | ETA: 52.8s
[2025-09-29T01:34:35.175144] [INFO ] [sig       ] [2015/2211] Forecasting UAA...
[2025-09-29T01:34:35.175227] [INFO ] [sig       ] Generating forecast for: UAA
[2025-09-29T01:34:35.175347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-09-29T01:34:35.186581] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UAA'.
[2025-09-29T01:34:35.187026] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-09-29T01:34:35.215389] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:35.216252] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-09-29T01:34:35.216335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:35.216423] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:35.216504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:35.216664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:35.236170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:35.236925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:35.237045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:35.237129] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:35.276663] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:35.276869] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:35.276933] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:35.276972] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:35.280949] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: UP (p=52.42%)
[2025-09-29T01:34:35.281267] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-09-29T01:34:35.281424] [INFO ] [sig       ] UAA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:35.432969] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/UAA.txt
[2025-09-29T01:34:35.433284] [INFO ] [sig       ] [2015/2211] Completed UAA in 0.3s | 3.73 sym/s | Total: 9.0m | ETA: 52.6s
[2025-09-29T01:34:35.433369] [INFO ] [sig       ] [2016/2211] Forecasting UAN...
[2025-09-29T01:34:35.433453] [INFO ] [sig       ] Generating forecast for: UAN
[2025-09-29T01:34:35.433541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAN' from 'https://tdm.silogroup.org/data/derivative_storage/UAN.csv'.
[2025-09-29T01:34:35.444054] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UAN'.
[2025-09-29T01:34:35.444469] [INFO ] [FORECASTER] Starting predict_future for UAN
[2025-09-29T01:34:35.473074] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:35.474009] [DEBUG] [LOCAL     ] No optimal features file found for UAN: ./output/feature-sets/UAN.txt
[2025-09-29T01:34:35.474095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:35.474171] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:35.474242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:35.474349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:35.493123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:35.493843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:35.493958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:35.494029] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:35.535922] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:35.536071] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:35.536116] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:35.536151] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:35.539696] [DEBUG] [FORECASTER] UAN: Forecast T+1@11:T+2@11: DOWN (p=36.99%)
[2025-09-29T01:34:35.539998] [INFO ] [FORECASTER] Completed predict_future for UAN
[2025-09-29T01:34:35.540171] [INFO ] [sig       ] UAN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:35.698057] [INFO ] [LOCAL     ] Saved forecast: UAN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/UAN.txt
[2025-09-29T01:34:35.698377] [INFO ] [sig       ] [2016/2211] Completed UAN in 0.3s | 3.73 sym/s | Total: 9.0m | ETA: 52.3s
[2025-09-29T01:34:35.698459] [INFO ] [sig       ] [2017/2211] Forecasting UBER...
[2025-09-29T01:34:35.698531] [INFO ] [sig       ] Generating forecast for: UBER
[2025-09-29T01:34:35.698602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBER' from 'https://tdm.silogroup.org/data/derivative_storage/UBER.csv'.
[2025-09-29T01:34:35.710796] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UBER'.
[2025-09-29T01:34:35.711240] [INFO ] [FORECASTER] Starting predict_future for UBER
[2025-09-29T01:34:35.739745] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:35.740619] [DEBUG] [LOCAL     ] No optimal features file found for UBER: ./output/feature-sets/UBER.txt
[2025-09-29T01:34:35.740729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:35.740806] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:35.740877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:35.740983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:35.760284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:35.761209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:35.761329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:35.761403] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:35.799161] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:35.799319] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:35.799367] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:35.799404] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:35.803291] [DEBUG] [FORECASTER] UBER: Forecast T+1@11:T+2@11: DOWN (p=15.17%)
[2025-09-29T01:34:35.803605] [INFO ] [FORECASTER] Completed predict_future for UBER
[2025-09-29T01:34:35.803802] [INFO ] [sig       ] UBER: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:35.961252] [INFO ] [LOCAL     ] Saved forecast: UBER	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/UBER.txt
[2025-09-29T01:34:35.961555] [INFO ] [sig       ] [2017/2211] Completed UBER in 0.3s | 3.73 sym/s | Total: 9.0m | ETA: 52.0s
[2025-09-29T01:34:35.961636] [INFO ] [sig       ] [2018/2211] Forecasting UBS...
[2025-09-29T01:34:35.961728] [INFO ] [sig       ] Generating forecast for: UBS
[2025-09-29T01:34:35.961798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-09-29T01:34:35.972570] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UBS'.
[2025-09-29T01:34:35.972946] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-09-29T01:34:35.998960] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:35.999834] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-09-29T01:34:35.999918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:36.000011] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:36.000101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:36.000243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:36.019118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:36.019844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:36.019958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:36.020074] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:36.061031] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:36.061196] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:36.061247] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:36.061283] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:36.065526] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: DOWN (p=38.97%)
[2025-09-29T01:34:36.065984] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-09-29T01:34:36.066163] [INFO ] [sig       ] UBS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:36.221404] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/UBS.txt
[2025-09-29T01:34:36.221743] [INFO ] [sig       ] [2018/2211] Completed UBS in 0.3s | 3.73 sym/s | Total: 9.0m | ETA: 51.8s
[2025-09-29T01:34:36.221829] [INFO ] [sig       ] [2019/2211] Forecasting UCB...
[2025-09-29T01:34:36.221904] [INFO ] [sig       ] Generating forecast for: UCB
[2025-09-29T01:34:36.221980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UCB' from 'https://tdm.silogroup.org/data/derivative_storage/UCB.csv'.
[2025-09-29T01:34:36.233896] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UCB'.
[2025-09-29T01:34:36.234398] [INFO ] [FORECASTER] Starting predict_future for UCB
[2025-09-29T01:34:36.261492] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:36.262480] [DEBUG] [LOCAL     ] No optimal features file found for UCB: ./output/feature-sets/UCB.txt
[2025-09-29T01:34:36.262567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:36.262681] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:36.262769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:36.262876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:36.281466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:36.282434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:36.282558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:36.282671] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:36.322249] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:36.322453] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:36.322507] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:36.322545] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:36.326487] [DEBUG] [FORECASTER] UCB: Forecast T+1@11:T+2@11: UP (p=50.41%)
[2025-09-29T01:34:36.327026] [INFO ] [FORECASTER] Completed predict_future for UCB
[2025-09-29T01:34:36.327259] [INFO ] [sig       ] UCB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:36.501552] [INFO ] [LOCAL     ] Saved forecast: UCB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/UCB.txt
[2025-09-29T01:34:36.501931] [INFO ] [sig       ] [2019/2211] Completed UCB in 0.3s | 3.73 sym/s | Total: 9.0m | ETA: 51.5s
[2025-09-29T01:34:36.502049] [INFO ] [sig       ] [2020/2211] Forecasting UDR...
[2025-09-29T01:34:36.502132] [INFO ] [sig       ] Generating forecast for: UDR
[2025-09-29T01:34:36.502206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDR' from 'https://tdm.silogroup.org/data/derivative_storage/UDR.csv'.
[2025-09-29T01:34:36.513558] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UDR'.
[2025-09-29T01:34:36.514017] [INFO ] [FORECASTER] Starting predict_future for UDR
[2025-09-29T01:34:36.547003] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:36.548047] [DEBUG] [LOCAL     ] No optimal features file found for UDR: ./output/feature-sets/UDR.txt
[2025-09-29T01:34:36.548131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:36.548222] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:36.548293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:36.548406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:36.567303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:36.568075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:36.568220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:36.568287] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:36.608731] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:36.608929] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:36.609008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:36.609059] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:36.612869] [DEBUG] [FORECASTER] UDR: Forecast T+1@11:T+2@11: UP (p=66.11%)
[2025-09-29T01:34:36.613176] [INFO ] [FORECASTER] Completed predict_future for UDR
[2025-09-29T01:34:36.613332] [INFO ] [sig       ] UDR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:36.762094] [INFO ] [LOCAL     ] Saved forecast: UDR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/UDR.txt
[2025-09-29T01:34:36.762433] [INFO ] [sig       ] [2020/2211] Completed UDR in 0.3s | 3.73 sym/s | Total: 9.0m | ETA: 51.2s
[2025-09-29T01:34:36.762517] [INFO ] [sig       ] [2021/2211] Forecasting UE...
[2025-09-29T01:34:36.762588] [INFO ] [sig       ] Generating forecast for: UE
[2025-09-29T01:34:36.762695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-09-29T01:34:36.776855] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UE'.
[2025-09-29T01:34:36.777445] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-09-29T01:34:36.805630] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:36.806575] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-09-29T01:34:36.806682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:36.806759] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:36.806976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:36.807301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:36.826113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:36.827057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:36.827176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:36.827248] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:36.867119] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:36.867410] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:36.867486] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:36.867528] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:36.871785] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=63.26%)
[2025-09-29T01:34:36.872225] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-09-29T01:34:36.872454] [INFO ] [sig       ] UE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:37.027247] [INFO ] [LOCAL     ] Saved forecast: UE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/UE.txt
[2025-09-29T01:34:37.027566] [INFO ] [sig       ] [2021/2211] Completed UE in 0.3s | 3.73 sym/s | Total: 9.0m | ETA: 51.0s
[2025-09-29T01:34:37.027677] [INFO ] [sig       ] [2022/2211] Forecasting UFI...
[2025-09-29T01:34:37.027755] [INFO ] [sig       ] Generating forecast for: UFI
[2025-09-29T01:34:37.027831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-09-29T01:34:37.039275] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UFI'.
[2025-09-29T01:34:37.039854] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-09-29T01:34:37.068776] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:37.069719] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-09-29T01:34:37.069801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:37.069877] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:37.069950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:37.070074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:37.088354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:37.089308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:37.089428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:37.089502] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:37.130528] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:37.130762] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:37.130832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:37.130871] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:37.134534] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=22.37%)
[2025-09-29T01:34:37.134880] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-09-29T01:34:37.135052] [INFO ] [sig       ] UFI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:37.283320] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/UFI.txt
[2025-09-29T01:34:37.283622] [INFO ] [sig       ] [2022/2211] Completed UFI in 0.3s | 3.73 sym/s | Total: 9.0m | ETA: 50.7s
[2025-09-29T01:34:37.283728] [INFO ] [sig       ] [2023/2211] Forecasting UGI...
[2025-09-29T01:34:37.283800] [INFO ] [sig       ] Generating forecast for: UGI
[2025-09-29T01:34:37.283874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-09-29T01:34:37.295310] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UGI'.
[2025-09-29T01:34:37.295764] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-09-29T01:34:37.322450] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:37.323327] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-09-29T01:34:37.323408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:37.323482] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:37.323554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:37.323680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:37.341414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:37.342065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:37.342178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:37.342249] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:37.381108] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:37.381291] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:37.381338] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:37.381374] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:37.385052] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=46.91%)
[2025-09-29T01:34:37.385359] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-09-29T01:34:37.385537] [INFO ] [sig       ] UGI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:37.537157] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/UGI.txt
[2025-09-29T01:34:37.537501] [INFO ] [sig       ] [2023/2211] Completed UGI in 0.3s | 3.73 sym/s | Total: 9.0m | ETA: 50.4s
[2025-09-29T01:34:37.537585] [INFO ] [sig       ] [2024/2211] Forecasting UGP...
[2025-09-29T01:34:37.537695] [INFO ] [sig       ] Generating forecast for: UGP
[2025-09-29T01:34:37.537778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-09-29T01:34:37.549788] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UGP'.
[2025-09-29T01:34:37.550241] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-09-29T01:34:37.578950] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:37.579931] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-09-29T01:34:37.580017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:37.580093] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:37.580164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:37.580268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:37.598949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:37.599779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:37.599900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:37.599973] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:37.640955] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:37.641163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:37.641214] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:37.641251] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:37.645107] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: DOWN (p=45.75%)
[2025-09-29T01:34:37.645428] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-09-29T01:34:37.645596] [INFO ] [sig       ] UGP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:37.799966] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/UGP.txt
[2025-09-29T01:34:37.800281] [INFO ] [sig       ] [2024/2211] Completed UGP in 0.3s | 3.73 sym/s | Total: 9.0m | ETA: 50.1s
[2025-09-29T01:34:37.800362] [INFO ] [sig       ] [2025/2211] Forecasting UHAL...
[2025-09-29T01:34:37.800437] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-09-29T01:34:37.800522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-09-29T01:34:37.811696] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UHAL'.
[2025-09-29T01:34:37.812186] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-09-29T01:34:37.839343] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:37.840352] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-09-29T01:34:37.840436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:37.840510] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:37.840581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:37.840721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:37.858870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:37.859766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:37.859891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:37.859962] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:37.901319] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:37.901617] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:37.901771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:37.901850] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:37.906330] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: DOWN (p=22.82%)
[2025-09-29T01:34:37.906739] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-09-29T01:34:37.906951] [INFO ] [sig       ] UHAL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:38.062865] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/UHAL.txt
[2025-09-29T01:34:38.063204] [INFO ] [sig       ] [2025/2211] Completed UHAL in 0.3s | 3.73 sym/s | Total: 9.1m | ETA: 49.9s
[2025-09-29T01:34:38.063288] [INFO ] [sig       ] [2026/2211] Forecasting UHS...
[2025-09-29T01:34:38.063376] [INFO ] [sig       ] Generating forecast for: UHS
[2025-09-29T01:34:38.063465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-09-29T01:34:38.075126] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UHS'.
[2025-09-29T01:34:38.075637] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-09-29T01:34:38.105694] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:38.106584] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-09-29T01:34:38.106693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:38.106771] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:38.106861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:38.106967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:38.127197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:38.127966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:38.128082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:38.128154] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:38.168804] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:38.169012] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:38.169061] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:38.169098] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:38.172985] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: UP (p=54.03%)
[2025-09-29T01:34:38.173296] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-09-29T01:34:38.173452] [INFO ] [sig       ] UHS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:38.338462] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/UHS.txt
[2025-09-29T01:34:38.338831] [INFO ] [sig       ] [2026/2211] Completed UHS in 0.3s | 3.73 sym/s | Total: 9.1m | ETA: 49.6s
[2025-09-29T01:34:38.338922] [INFO ] [sig       ] [2027/2211] Forecasting UHT...
[2025-09-29T01:34:38.339002] [INFO ] [sig       ] Generating forecast for: UHT
[2025-09-29T01:34:38.339081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHT' from 'https://tdm.silogroup.org/data/derivative_storage/UHT.csv'.
[2025-09-29T01:34:38.349882] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UHT'.
[2025-09-29T01:34:38.350283] [INFO ] [FORECASTER] Starting predict_future for UHT
[2025-09-29T01:34:38.378407] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:38.379286] [DEBUG] [LOCAL     ] No optimal features file found for UHT: ./output/feature-sets/UHT.txt
[2025-09-29T01:34:38.379369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:38.379492] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:38.379578] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:38.379735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:38.398342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:38.399157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:38.399275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:38.399362] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:38.434907] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:38.435026] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:38.435070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:38.435104] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:38.438455] [DEBUG] [FORECASTER] UHT: Forecast T+1@11:T+2@11: DOWN (p=15.42%)
[2025-09-29T01:34:38.438803] [INFO ] [FORECASTER] Completed predict_future for UHT
[2025-09-29T01:34:38.438974] [INFO ] [sig       ] UHT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:38.596267] [INFO ] [LOCAL     ] Saved forecast: UHT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/UHT.txt
[2025-09-29T01:34:38.596633] [INFO ] [sig       ] [2027/2211] Completed UHT in 0.3s | 3.73 sym/s | Total: 9.1m | ETA: 49.3s
[2025-09-29T01:34:38.596748] [INFO ] [sig       ] [2028/2211] Forecasting UI...
[2025-09-29T01:34:38.596849] [INFO ] [sig       ] Generating forecast for: UI
[2025-09-29T01:34:38.596950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-09-29T01:34:38.608840] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UI'.
[2025-09-29T01:34:38.609338] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-09-29T01:34:38.635840] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:38.636779] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-09-29T01:34:38.636886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:38.636961] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:38.637032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:38.637136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:38.655204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:38.656048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:38.656172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:38.656244] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:38.695176] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:38.695422] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:38.695492] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:38.695567] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:38.700895] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2025-09-29T01:34:38.701278] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-09-29T01:34:38.701473] [INFO ] [sig       ] UI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:38.867599] [INFO ] [LOCAL     ] Saved forecast: UI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/UI.txt
[2025-09-29T01:34:38.868033] [INFO ] [sig       ] [2028/2211] Completed UI in 0.3s | 3.73 sym/s | Total: 9.1m | ETA: 49.1s
[2025-09-29T01:34:38.868137] [INFO ] [sig       ] [2029/2211] Forecasting UIS...
[2025-09-29T01:34:38.868240] [INFO ] [sig       ] Generating forecast for: UIS
[2025-09-29T01:34:38.868345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-09-29T01:34:38.880568] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UIS'.
[2025-09-29T01:34:38.881060] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-09-29T01:34:38.909674] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:38.910581] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-09-29T01:34:38.910718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:38.910821] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:38.910914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:38.911077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:38.931157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:38.932254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:38.932395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:38.932486] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:38.973339] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:38.973547] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:38.973600] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:38.973664] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:38.977877] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=44.09%)
[2025-09-29T01:34:38.978203] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-09-29T01:34:38.978367] [INFO ] [sig       ] UIS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:39.129691] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/UIS.txt
[2025-09-29T01:34:39.130022] [INFO ] [sig       ] [2029/2211] Completed UIS in 0.3s | 3.73 sym/s | Total: 9.1m | ETA: 48.8s
[2025-09-29T01:34:39.130108] [INFO ] [sig       ] [2030/2211] Forecasting UL...
[2025-09-29T01:34:39.130195] [INFO ] [sig       ] Generating forecast for: UL
[2025-09-29T01:34:39.130284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-09-29T01:34:39.142267] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UL'.
[2025-09-29T01:34:39.142731] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-09-29T01:34:39.170295] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:39.171287] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-09-29T01:34:39.171371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:39.171446] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:39.171517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:39.171623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:39.189903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:39.190673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:39.190795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:39.190867] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:39.227397] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:39.227598] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:39.227702] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:39.227776] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:39.231667] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: DOWN (p=14.71%)
[2025-09-29T01:34:39.232054] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-09-29T01:34:39.232222] [INFO ] [sig       ] UL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:39.383541] [INFO ] [LOCAL     ] Saved forecast: UL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/UL.txt
[2025-09-29T01:34:39.383855] [INFO ] [sig       ] [2030/2211] Completed UL in 0.3s | 3.73 sym/s | Total: 9.1m | ETA: 48.5s
[2025-09-29T01:34:39.383936] [INFO ] [sig       ] [2031/2211] Forecasting ULS...
[2025-09-29T01:34:39.384010] [INFO ] [sig       ] Generating forecast for: ULS
[2025-09-29T01:34:39.384085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULS' from 'https://tdm.silogroup.org/data/derivative_storage/ULS.csv'.
[2025-09-29T01:34:39.395361] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ULS'.
[2025-09-29T01:34:39.395973] [INFO ] [FORECASTER] Starting predict_future for ULS
[2025-09-29T01:34:39.423453] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:39.424609] [DEBUG] [LOCAL     ] No optimal features file found for ULS: ./output/feature-sets/ULS.txt
[2025-09-29T01:34:39.424753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:39.424933] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:39.425035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:39.425180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:39.445496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:39.446476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:39.446604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:39.446719] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:39.479115] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:39.479319] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:39.479370] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:39.479408] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:39.483174] [DEBUG] [FORECASTER] ULS: Forecast T+1@11:T+2@11: UP (p=89.34%)
[2025-09-29T01:34:39.483492] [INFO ] [FORECASTER] Completed predict_future for ULS
[2025-09-29T01:34:39.483676] [INFO ] [sig       ] ULS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:39.649198] [INFO ] [LOCAL     ] Saved forecast: ULS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ULS.txt
[2025-09-29T01:34:39.649490] [INFO ] [sig       ] [2031/2211] Completed ULS in 0.3s | 3.73 sym/s | Total: 9.1m | ETA: 48.3s
[2025-09-29T01:34:39.649606] [INFO ] [sig       ] [2032/2211] Forecasting UMC...
[2025-09-29T01:34:39.649725] [INFO ] [sig       ] Generating forecast for: UMC
[2025-09-29T01:34:39.649828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-09-29T01:34:39.661060] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UMC'.
[2025-09-29T01:34:39.661435] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-09-29T01:34:39.689593] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:39.690498] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-09-29T01:34:39.690582] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:39.690680] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:39.690753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:39.690857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:39.709934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:39.710586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:39.710735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:39.710810] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:39.745203] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:39.745366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:39.745418] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:39.745456] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:39.749185] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: UP (p=96.35%)
[2025-09-29T01:34:39.749492] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-09-29T01:34:39.749670] [INFO ] [sig       ] UMC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:39.907884] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/UMC.txt
[2025-09-29T01:34:39.908162] [INFO ] [sig       ] [2032/2211] Completed UMC in 0.3s | 3.73 sym/s | Total: 9.1m | ETA: 48.0s
[2025-09-29T01:34:39.908242] [INFO ] [sig       ] [2033/2211] Forecasting UMH...
[2025-09-29T01:34:39.908314] [INFO ] [sig       ] Generating forecast for: UMH
[2025-09-29T01:34:39.908388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-09-29T01:34:39.918760] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UMH'.
[2025-09-29T01:34:39.919117] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-09-29T01:34:39.946564] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:39.947448] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-09-29T01:34:39.947534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:39.947609] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:39.947706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:39.947825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:39.966383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:39.967127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:39.967243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:39.967315] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:40.001477] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:40.001598] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:40.001660] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:40.001727] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:40.005021] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: UP (p=54.17%)
[2025-09-29T01:34:40.005311] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-09-29T01:34:40.005457] [INFO ] [sig       ] UMH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:40.173542] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/UMH.txt
[2025-09-29T01:34:40.173876] [INFO ] [sig       ] [2033/2211] Completed UMH in 0.3s | 3.73 sym/s | Total: 9.1m | ETA: 47.7s
[2025-09-29T01:34:40.173959] [INFO ] [sig       ] [2034/2211] Forecasting UNF...
[2025-09-29T01:34:40.174043] [INFO ] [sig       ] Generating forecast for: UNF
[2025-09-29T01:34:40.174127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-09-29T01:34:40.186252] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UNF'.
[2025-09-29T01:34:40.186789] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-09-29T01:34:40.214707] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:40.215605] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-09-29T01:34:40.215711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:40.215808] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:40.215881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:40.215986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:40.235513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:40.236346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:40.236469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:40.236543] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:40.273429] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:40.273584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:40.273632] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:40.273720] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:40.277466] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: DOWN (p=6.19%)
[2025-09-29T01:34:40.277851] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-09-29T01:34:40.278025] [INFO ] [sig       ] UNF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:40.442628] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/UNF.txt
[2025-09-29T01:34:40.442998] [INFO ] [sig       ] [2034/2211] Completed UNF in 0.3s | 3.73 sym/s | Total: 9.1m | ETA: 47.5s
[2025-09-29T01:34:40.443094] [INFO ] [sig       ] [2035/2211] Forecasting UNFI...
[2025-09-29T01:34:40.443182] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-09-29T01:34:40.443273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-09-29T01:34:40.454177] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UNFI'.
[2025-09-29T01:34:40.454622] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-09-29T01:34:40.481983] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:40.482996] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-09-29T01:34:40.483082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:40.483180] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:40.483269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:40.483440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:40.502474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:40.503280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:40.503437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:40.503531] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:40.543866] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:40.544047] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:40.544098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:40.544137] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:40.548944] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=78.32%)
[2025-09-29T01:34:40.549276] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-09-29T01:34:40.549433] [INFO ] [sig       ] UNFI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:40.711663] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/UNFI.txt
[2025-09-29T01:34:40.712044] [INFO ] [sig       ] [2035/2211] Completed UNFI in 0.3s | 3.73 sym/s | Total: 9.1m | ETA: 47.2s
[2025-09-29T01:34:40.712137] [INFO ] [sig       ] [2036/2211] Forecasting UNH...
[2025-09-29T01:34:40.712211] [INFO ] [sig       ] Generating forecast for: UNH
[2025-09-29T01:34:40.712293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'.
[2025-09-29T01:34:40.726168] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UNH'.
[2025-09-29T01:34:40.726633] [INFO ] [FORECASTER] Starting predict_future for UNH
[2025-09-29T01:34:40.753853] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:40.754660] [DEBUG] [LOCAL     ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt
[2025-09-29T01:34:40.754742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:40.754828] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:40.754910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:40.755051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:40.773963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:40.774685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:40.774835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:40.774911] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:40.811384] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:40.811539] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:40.811589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:40.811625] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:40.815551] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: DOWN (p=49.41%)
[2025-09-29T01:34:40.815942] [INFO ] [FORECASTER] Completed predict_future for UNH
[2025-09-29T01:34:40.816115] [INFO ] [sig       ] UNH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:40.982457] [INFO ] [LOCAL     ] Saved forecast: UNH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/UNH.txt
[2025-09-29T01:34:40.982776] [INFO ] [sig       ] [2036/2211] Completed UNH in 0.3s | 3.73 sym/s | Total: 9.1m | ETA: 46.9s
[2025-09-29T01:34:40.982861] [INFO ] [sig       ] [2037/2211] Forecasting UNM...
[2025-09-29T01:34:40.982934] [INFO ] [sig       ] Generating forecast for: UNM
[2025-09-29T01:34:40.983010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-09-29T01:34:40.994760] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UNM'.
[2025-09-29T01:34:40.995222] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-09-29T01:34:41.024000] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:41.024978] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-09-29T01:34:41.025061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:41.025155] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:41.025242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:41.025379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:41.045074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:41.046008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:41.046146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:41.046245] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:41.086333] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:41.086513] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:41.086560] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:41.086596] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:41.090278] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=64.19%)
[2025-09-29T01:34:41.090597] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-09-29T01:34:41.090788] [INFO ] [sig       ] UNM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:41.246217] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/UNM.txt
[2025-09-29T01:34:41.246568] [INFO ] [sig       ] [2037/2211] Completed UNM in 0.3s | 3.73 sym/s | Total: 9.1m | ETA: 46.7s
[2025-09-29T01:34:41.246677] [INFO ] [sig       ] [2038/2211] Forecasting UNMA...
[2025-09-29T01:34:41.246763] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-09-29T01:34:41.246875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-09-29T01:34:41.257557] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UNMA'.
[2025-09-29T01:34:41.257974] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-09-29T01:34:41.284126] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:41.284951] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-09-29T01:34:41.285049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:41.285144] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:41.285259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:41.285393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:41.303320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:41.303983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:41.304110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:41.304197] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:41.343612] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:41.343805] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:41.343865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:41.343904] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:41.348399] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: DOWN (p=10.55%)
[2025-09-29T01:34:41.348802] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-09-29T01:34:41.349013] [INFO ] [sig       ] UNMA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:41.513269] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/UNMA.txt
[2025-09-29T01:34:41.513625] [INFO ] [sig       ] [2038/2211] Completed UNMA in 0.3s | 3.73 sym/s | Total: 9.1m | ETA: 46.4s
[2025-09-29T01:34:41.513767] [INFO ] [sig       ] [2039/2211] Forecasting UNP...
[2025-09-29T01:34:41.513870] [INFO ] [sig       ] Generating forecast for: UNP
[2025-09-29T01:34:41.513970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-09-29T01:34:41.525630] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UNP'.
[2025-09-29T01:34:41.526178] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-09-29T01:34:41.554159] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:41.555384] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-09-29T01:34:41.555509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:41.555597] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:41.555713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:41.555853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:41.575911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:41.576915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:41.577057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:41.577155] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:41.621365] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:41.621590] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:41.621670] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:41.621753] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:41.626523] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: UP (p=90.05%)
[2025-09-29T01:34:41.626945] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-09-29T01:34:41.627118] [INFO ] [sig       ] UNP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:41.806993] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/UNP.txt
[2025-09-29T01:34:41.807382] [INFO ] [sig       ] [2039/2211] Completed UNP in 0.3s | 3.73 sym/s | Total: 9.1m | ETA: 46.1s
[2025-09-29T01:34:41.807466] [INFO ] [sig       ] [2040/2211] Forecasting UP...
[2025-09-29T01:34:41.807538] [INFO ] [sig       ] Generating forecast for: UP
[2025-09-29T01:34:41.807613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UP' from 'https://tdm.silogroup.org/data/derivative_storage/UP.csv'.
[2025-09-29T01:34:41.818639] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UP'.
[2025-09-29T01:34:41.819171] [INFO ] [FORECASTER] Starting predict_future for UP
[2025-09-29T01:34:41.847292] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:41.848203] [DEBUG] [LOCAL     ] No optimal features file found for UP: ./output/feature-sets/UP.txt
[2025-09-29T01:34:41.848285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:41.848361] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:41.848434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:41.848552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:41.868664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:41.869343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:41.869473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:41.869549] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:41.905723] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:41.905889] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:41.905981] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:41.906031] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:41.909800] [DEBUG] [FORECASTER] UP: Forecast T+1@11:T+2@11: UP (p=98.13%)
[2025-09-29T01:34:41.910106] [INFO ] [FORECASTER] Completed predict_future for UP
[2025-09-29T01:34:41.910256] [INFO ] [sig       ] UP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:42.074095] [INFO ] [LOCAL     ] Saved forecast: UP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/UP.txt
[2025-09-29T01:34:42.074431] [INFO ] [sig       ] [2040/2211] Completed UP in 0.3s | 3.73 sym/s | Total: 9.1m | ETA: 45.9s
[2025-09-29T01:34:42.074514] [INFO ] [sig       ] [2041/2211] Forecasting UPS...
[2025-09-29T01:34:42.074594] [INFO ] [sig       ] Generating forecast for: UPS
[2025-09-29T01:34:42.074698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-09-29T01:34:42.086702] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UPS'.
[2025-09-29T01:34:42.087229] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-09-29T01:34:42.129820] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:42.130693] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-09-29T01:34:42.130775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:42.130848] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:42.130932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:42.131035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:42.149915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:42.150810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:42.150926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:42.150997] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:42.183625] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:42.183842] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:42.183895] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:42.183932] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:42.188159] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: UP (p=55.91%)
[2025-09-29T01:34:42.188476] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-09-29T01:34:42.188625] [INFO ] [sig       ] UPS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:42.344196] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/UPS.txt
[2025-09-29T01:34:42.344512] [INFO ] [sig       ] [2041/2211] Completed UPS in 0.3s | 3.73 sym/s | Total: 9.1m | ETA: 45.6s
[2025-09-29T01:34:42.344594] [INFO ] [sig       ] [2042/2211] Forecasting URI...
[2025-09-29T01:34:42.344690] [INFO ] [sig       ] Generating forecast for: URI
[2025-09-29T01:34:42.344805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-09-29T01:34:42.355443] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'URI'.
[2025-09-29T01:34:42.355885] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-09-29T01:34:42.383097] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:42.384015] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-09-29T01:34:42.384100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:42.384212] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:42.384286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:42.384388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:42.403269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:42.404115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:42.404233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:42.404305] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:42.435859] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:42.436082] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:42.436154] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:42.436195] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:42.440048] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-09-29T01:34:42.440371] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-09-29T01:34:42.440524] [INFO ] [sig       ] URI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:42.593605] [INFO ] [LOCAL     ] Saved forecast: URI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/URI.txt
[2025-09-29T01:34:42.593935] [INFO ] [sig       ] [2042/2211] Completed URI in 0.2s | 3.73 sym/s | Total: 9.1m | ETA: 45.3s
[2025-09-29T01:34:42.594018] [INFO ] [sig       ] [2043/2211] Forecasting USA...
[2025-09-29T01:34:42.594091] [INFO ] [sig       ] Generating forecast for: USA
[2025-09-29T01:34:42.594164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-09-29T01:34:42.606622] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'USA'.
[2025-09-29T01:34:42.607133] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-09-29T01:34:42.641153] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:42.642354] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-09-29T01:34:42.642452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:42.642557] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:42.642683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:42.642848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:42.673377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:42.674493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:42.674716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:42.674808] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:42.728497] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:42.728755] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:42.728838] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:42.728938] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:42.734402] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: DOWN (p=5.96%)
[2025-09-29T01:34:42.734884] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-09-29T01:34:42.735108] [INFO ] [sig       ] USA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:42.922533] [INFO ] [LOCAL     ] Saved forecast: USA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/USA.txt
[2025-09-29T01:34:42.922834] [INFO ] [sig       ] [2043/2211] Completed USA in 0.3s | 3.73 sym/s | Total: 9.1m | ETA: 45.1s
[2025-09-29T01:34:42.922941] [INFO ] [sig       ] [2044/2211] Forecasting USAC...
[2025-09-29T01:34:42.923026] [INFO ] [sig       ] Generating forecast for: USAC
[2025-09-29T01:34:42.923103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-09-29T01:34:42.934727] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'USAC'.
[2025-09-29T01:34:42.935116] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-09-29T01:34:42.962110] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:42.963009] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-09-29T01:34:42.963093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:42.963167] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:42.963251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:42.963395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:42.982066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:42.982826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:42.982940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:42.983027] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:43.021024] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:43.021150] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:43.021192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:43.021228] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:43.024601] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: DOWN (p=33.57%)
[2025-09-29T01:34:43.024922] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-09-29T01:34:43.025083] [INFO ] [sig       ] USAC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:43.184792] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/USAC.txt
[2025-09-29T01:34:43.185219] [INFO ] [sig       ] [2044/2211] Completed USAC in 0.3s | 3.73 sym/s | Total: 9.1m | ETA: 44.8s
[2025-09-29T01:34:43.185312] [INFO ] [sig       ] [2045/2211] Forecasting USB...
[2025-09-29T01:34:43.185398] [INFO ] [sig       ] Generating forecast for: USB
[2025-09-29T01:34:43.185486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-09-29T01:34:43.197825] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'USB'.
[2025-09-29T01:34:43.198180] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-09-29T01:34:43.227208] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:43.228051] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-09-29T01:34:43.228134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:43.228208] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:43.228278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:43.228391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:43.246461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:43.247155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:43.247324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:43.247401] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:43.291670] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:43.291809] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:43.291865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:43.291903] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:43.295793] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: UP (p=91.28%)
[2025-09-29T01:34:43.296116] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-09-29T01:34:43.296286] [INFO ] [sig       ] USB: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:43.448442] [INFO ] [LOCAL     ] Saved forecast: USB	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/USB.txt
[2025-09-29T01:34:43.448747] [INFO ] [sig       ] [2045/2211] Completed USB in 0.3s | 3.73 sym/s | Total: 9.1m | ETA: 44.5s
[2025-09-29T01:34:43.448837] [INFO ] [sig       ] [2046/2211] Forecasting USFD...
[2025-09-29T01:34:43.448908] [INFO ] [sig       ] Generating forecast for: USFD
[2025-09-29T01:34:43.448983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-09-29T01:34:43.460774] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'USFD'.
[2025-09-29T01:34:43.461330] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-09-29T01:34:43.492349] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:43.493418] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-09-29T01:34:43.493507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:43.493595] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:43.493700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:43.493832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:43.515193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:43.516287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:43.516463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:43.516543] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:43.565772] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:43.566036] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:43.566150] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:43.566219] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:43.572812] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=54.06%)
[2025-09-29T01:34:43.573385] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-09-29T01:34:43.573725] [INFO ] [sig       ] USFD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:43.742296] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/USFD.txt
[2025-09-29T01:34:43.742624] [INFO ] [sig       ] [2046/2211] Completed USFD in 0.3s | 3.73 sym/s | Total: 9.1m | ETA: 44.3s
[2025-09-29T01:34:43.742754] [INFO ] [sig       ] [2047/2211] Forecasting USNA...
[2025-09-29T01:34:43.742840] [INFO ] [sig       ] Generating forecast for: USNA
[2025-09-29T01:34:43.742929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USNA' from 'https://tdm.silogroup.org/data/derivative_storage/USNA.csv'.
[2025-09-29T01:34:43.754355] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'USNA'.
[2025-09-29T01:34:43.754791] [INFO ] [FORECASTER] Starting predict_future for USNA
[2025-09-29T01:34:43.781580] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:43.782374] [DEBUG] [LOCAL     ] No optimal features file found for USNA: ./output/feature-sets/USNA.txt
[2025-09-29T01:34:43.782462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:43.782541] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:43.782612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:43.782741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:43.801465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:43.802144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:43.802258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:43.802331] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:43.842537] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:43.842768] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:43.842835] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:43.842874] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:43.847015] [DEBUG] [FORECASTER] USNA: Forecast T+1@11:T+2@11: DOWN (p=17.56%)
[2025-09-29T01:34:43.847362] [INFO ] [FORECASTER] Completed predict_future for USNA
[2025-09-29T01:34:43.847524] [INFO ] [sig       ] USNA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:44.006394] [INFO ] [LOCAL     ] Saved forecast: USNA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/USNA.txt
[2025-09-29T01:34:44.006691] [INFO ] [sig       ] [2047/2211] Completed USNA in 0.3s | 3.73 sym/s | Total: 9.1m | ETA: 44.0s
[2025-09-29T01:34:44.006776] [INFO ] [sig       ] [2048/2211] Forecasting USPH...
[2025-09-29T01:34:44.006877] [INFO ] [sig       ] Generating forecast for: USPH
[2025-09-29T01:34:44.007002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USPH' from 'https://tdm.silogroup.org/data/derivative_storage/USPH.csv'.
[2025-09-29T01:34:44.017508] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'USPH'.
[2025-09-29T01:34:44.017912] [INFO ] [FORECASTER] Starting predict_future for USPH
[2025-09-29T01:34:44.044546] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:44.045361] [DEBUG] [LOCAL     ] No optimal features file found for USPH: ./output/feature-sets/USPH.txt
[2025-09-29T01:34:44.045445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:44.045520] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:44.045606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:44.045744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:44.063987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:44.064586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:44.064723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:44.064797] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:44.105423] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:44.105539] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:44.105582] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:44.105616] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:44.109147] [DEBUG] [FORECASTER] USPH: Forecast T+1@11:T+2@11: DOWN (p=10.40%)
[2025-09-29T01:34:44.109438] [INFO ] [FORECASTER] Completed predict_future for USPH
[2025-09-29T01:34:44.109588] [INFO ] [sig       ] USPH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:44.271314] [INFO ] [LOCAL     ] Saved forecast: USPH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/USPH.txt
[2025-09-29T01:34:44.271683] [INFO ] [sig       ] [2048/2211] Completed USPH in 0.3s | 3.73 sym/s | Total: 9.2m | ETA: 43.7s
[2025-09-29T01:34:44.271771] [INFO ] [sig       ] [2049/2211] Forecasting UTF...
[2025-09-29T01:34:44.271848] [INFO ] [sig       ] Generating forecast for: UTF
[2025-09-29T01:34:44.271937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-09-29T01:34:44.284058] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UTF'.
[2025-09-29T01:34:44.284427] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-09-29T01:34:44.313008] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:44.314011] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-09-29T01:34:44.314096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:44.314369] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:44.314443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:44.314550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:44.334706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:44.335415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:44.335556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:44.335638] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:44.378754] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:44.378871] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:44.378915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:44.378950] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:44.382533] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=91.66%)
[2025-09-29T01:34:44.382890] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-09-29T01:34:44.383070] [INFO ] [sig       ] UTF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:44.548629] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/UTF.txt
[2025-09-29T01:34:44.548957] [INFO ] [sig       ] [2049/2211] Completed UTF in 0.3s | 3.73 sym/s | Total: 9.2m | ETA: 43.4s
[2025-09-29T01:34:44.549039] [INFO ] [sig       ] [2050/2211] Forecasting UTI...
[2025-09-29T01:34:44.549111] [INFO ] [sig       ] Generating forecast for: UTI
[2025-09-29T01:34:44.549185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-09-29T01:34:44.561624] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UTI'.
[2025-09-29T01:34:44.562155] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-09-29T01:34:44.605240] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:44.606213] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-09-29T01:34:44.606297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:44.606373] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:44.606451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:44.606559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:44.636065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:44.637024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:44.637148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:44.637224] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:44.690341] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:44.690516] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:44.690600] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:44.690701] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:44.696793] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=59.43%)
[2025-09-29T01:34:44.697256] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-09-29T01:34:44.697467] [INFO ] [sig       ] UTI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:44.848205] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/UTI.txt
[2025-09-29T01:34:44.848469] [INFO ] [sig       ] [2050/2211] Completed UTI in 0.3s | 3.73 sym/s | Total: 9.2m | ETA: 43.2s
[2025-09-29T01:34:44.848550] [INFO ] [sig       ] [2051/2211] Forecasting UTL...
[2025-09-29T01:34:44.848623] [INFO ] [sig       ] Generating forecast for: UTL
[2025-09-29T01:34:44.848721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-09-29T01:34:44.859593] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UTL'.
[2025-09-29T01:34:44.859953] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-09-29T01:34:44.893169] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:44.894200] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-09-29T01:34:44.894285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:44.894383] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:44.894457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:44.894563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:44.912773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:44.913856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:44.914002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:44.914082] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:44.954724] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:44.954899] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:44.954945] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:44.954981] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:44.958714] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=5.26%)
[2025-09-29T01:34:44.959073] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-09-29T01:34:44.959245] [INFO ] [sig       ] UTL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:45.108507] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/UTL.txt
[2025-09-29T01:34:45.108878] [INFO ] [sig       ] [2051/2211] Completed UTL in 0.3s | 3.73 sym/s | Total: 9.2m | ETA: 42.9s
[2025-09-29T01:34:45.108990] [INFO ] [sig       ] [2052/2211] Forecasting UTZ...
[2025-09-29T01:34:45.109089] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-09-29T01:34:45.109194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-09-29T01:34:45.122386] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UTZ'.
[2025-09-29T01:34:45.122961] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-09-29T01:34:45.151332] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:45.152281] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-09-29T01:34:45.152367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:45.152443] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:45.152536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:45.152681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:45.171844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:45.172784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:45.172910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:45.172990] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:45.213419] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:45.213635] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:45.213740] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:45.213789] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:45.217825] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=64.07%)
[2025-09-29T01:34:45.218257] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-09-29T01:34:45.218437] [INFO ] [sig       ] UTZ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:45.382601] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/UTZ.txt
[2025-09-29T01:34:45.382963] [INFO ] [sig       ] [2052/2211] Completed UTZ in 0.3s | 3.73 sym/s | Total: 9.2m | ETA: 42.6s
[2025-09-29T01:34:45.383049] [INFO ] [sig       ] [2053/2211] Forecasting UVE...
[2025-09-29T01:34:45.383124] [INFO ] [sig       ] Generating forecast for: UVE
[2025-09-29T01:34:45.383229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-09-29T01:34:45.394932] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UVE'.
[2025-09-29T01:34:45.395410] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-09-29T01:34:45.425774] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:45.426758] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-09-29T01:34:45.426872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:45.426963] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:45.427054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:45.427189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:45.446462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:45.447353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:45.447468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:45.447540] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:45.492301] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:45.492472] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:45.492537] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:45.492577] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:45.496296] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: UP (p=54.79%)
[2025-09-29T01:34:45.496599] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-09-29T01:34:45.496883] [INFO ] [sig       ] UVE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:45.653292] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/UVE.txt
[2025-09-29T01:34:45.653577] [INFO ] [sig       ] [2053/2211] Completed UVE in 0.3s | 3.73 sym/s | Total: 9.2m | ETA: 42.4s
[2025-09-29T01:34:45.653681] [INFO ] [sig       ] [2054/2211] Forecasting UVV...
[2025-09-29T01:34:45.653751] [INFO ] [sig       ] Generating forecast for: UVV
[2025-09-29T01:34:45.653842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVV' from 'https://tdm.silogroup.org/data/derivative_storage/UVV.csv'.
[2025-09-29T01:34:45.664575] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UVV'.
[2025-09-29T01:34:45.664999] [INFO ] [FORECASTER] Starting predict_future for UVV
[2025-09-29T01:34:45.694722] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:45.695721] [DEBUG] [LOCAL     ] No optimal features file found for UVV: ./output/feature-sets/UVV.txt
[2025-09-29T01:34:45.695807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:45.695907] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:45.695981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:45.696086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:45.715769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:45.716885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:45.717010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:45.717083] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:45.756086] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:45.756294] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:45.756344] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:45.756380] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:45.760098] [DEBUG] [FORECASTER] UVV: Forecast T+1@11:T+2@11: DOWN (p=32.31%)
[2025-09-29T01:34:45.760403] [INFO ] [FORECASTER] Completed predict_future for UVV
[2025-09-29T01:34:45.760555] [INFO ] [sig       ] UVV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:45.907535] [INFO ] [LOCAL     ] Saved forecast: UVV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/UVV.txt
[2025-09-29T01:34:45.907867] [INFO ] [sig       ] [2054/2211] Completed UVV in 0.3s | 3.73 sym/s | Total: 9.2m | ETA: 42.1s
[2025-09-29T01:34:45.907950] [INFO ] [sig       ] [2055/2211] Forecasting UWMC...
[2025-09-29T01:34:45.908021] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-09-29T01:34:45.908095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-09-29T01:34:45.920024] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UWMC'.
[2025-09-29T01:34:45.920554] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-09-29T01:34:45.950129] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:45.951169] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-09-29T01:34:45.951255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:45.951331] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:45.951418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:45.951586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:45.971157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:45.972142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:45.972268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:45.972356] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:46.012680] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:46.012883] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:46.012935] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:46.012973] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:46.016953] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: DOWN (p=29.29%)
[2025-09-29T01:34:46.017277] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-09-29T01:34:46.017442] [INFO ] [sig       ] UWMC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:46.182550] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/UWMC.txt
[2025-09-29T01:34:46.182854] [INFO ] [sig       ] [2055/2211] Completed UWMC in 0.3s | 3.73 sym/s | Total: 9.2m | ETA: 41.8s
[2025-09-29T01:34:46.182936] [INFO ] [sig       ] [2056/2211] Forecasting UZD...
[2025-09-29T01:34:46.183083] [INFO ] [sig       ] Generating forecast for: UZD
[2025-09-29T01:34:46.183156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZD' from 'https://tdm.silogroup.org/data/derivative_storage/UZD.csv'.
[2025-09-29T01:34:46.193766] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UZD'.
[2025-09-29T01:34:46.194250] [INFO ] [FORECASTER] Starting predict_future for UZD
[2025-09-29T01:34:46.221255] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:46.222207] [DEBUG] [LOCAL     ] No optimal features file found for UZD: ./output/feature-sets/UZD.txt
[2025-09-29T01:34:46.222288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:46.222377] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:46.222461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:46.222727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:46.241050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:46.241934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:46.242053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:46.242137] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:46.280270] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:46.280409] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:46.280454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:46.280488] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:46.283934] [DEBUG] [FORECASTER] UZD: Forecast T+1@11:T+2@11: UP (p=82.66%)
[2025-09-29T01:34:46.284230] [INFO ] [FORECASTER] Completed predict_future for UZD
[2025-09-29T01:34:46.284381] [INFO ] [sig       ] UZD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:46.440041] [INFO ] [LOCAL     ] Saved forecast: UZD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/UZD.txt
[2025-09-29T01:34:46.440471] [INFO ] [sig       ] [2056/2211] Completed UZD in 0.3s | 3.73 sym/s | Total: 9.2m | ETA: 41.6s
[2025-09-29T01:34:46.440555] [INFO ] [sig       ] [2057/2211] Forecasting UZE...
[2025-09-29T01:34:46.440661] [INFO ] [sig       ] Generating forecast for: UZE
[2025-09-29T01:34:46.440751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-09-29T01:34:46.452361] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UZE'.
[2025-09-29T01:34:46.452790] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-09-29T01:34:46.479997] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:46.480981] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-09-29T01:34:46.481066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:46.481155] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:46.481240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:46.481343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:46.499766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:46.500809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:46.500944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:46.501035] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:46.539354] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:46.539517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:46.539562] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:46.539597] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:46.543045] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: UP (p=93.20%)
[2025-09-29T01:34:46.543359] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-09-29T01:34:46.543510] [INFO ] [sig       ] UZE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:46.698298] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/UZE.txt
[2025-09-29T01:34:46.698620] [INFO ] [sig       ] [2057/2211] Completed UZE in 0.3s | 3.73 sym/s | Total: 9.2m | ETA: 41.3s
[2025-09-29T01:34:46.698758] [INFO ] [sig       ] [2058/2211] Forecasting UZF...
[2025-09-29T01:34:46.698850] [INFO ] [sig       ] Generating forecast for: UZF
[2025-09-29T01:34:46.698943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZF' from 'https://tdm.silogroup.org/data/derivative_storage/UZF.csv'.
[2025-09-29T01:34:46.709947] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UZF'.
[2025-09-29T01:34:46.710453] [INFO ] [FORECASTER] Starting predict_future for UZF
[2025-09-29T01:34:46.739413] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:46.740402] [DEBUG] [LOCAL     ] No optimal features file found for UZF: ./output/feature-sets/UZF.txt
[2025-09-29T01:34:46.740495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:46.740569] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:46.740679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:46.740894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:46.760662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:46.761759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:46.761885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:46.761958] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:46.794997] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:46.795235] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:46.795302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:46.795352] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:46.799559] [DEBUG] [FORECASTER] UZF: Forecast T+1@11:T+2@11: DOWN (p=34.38%)
[2025-09-29T01:34:46.799931] [INFO ] [FORECASTER] Completed predict_future for UZF
[2025-09-29T01:34:46.800102] [INFO ] [sig       ] UZF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:46.959455] [INFO ] [LOCAL     ] Saved forecast: UZF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/UZF.txt
[2025-09-29T01:34:46.959807] [INFO ] [sig       ] [2058/2211] Completed UZF in 0.3s | 3.73 sym/s | Total: 9.2m | ETA: 41.0s
[2025-09-29T01:34:46.959892] [INFO ] [sig       ] [2059/2211] Forecasting V...
[2025-09-29T01:34:46.959964] [INFO ] [sig       ] Generating forecast for: V
[2025-09-29T01:34:46.960038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'V' from 'https://tdm.silogroup.org/data/derivative_storage/V.csv'.
[2025-09-29T01:34:46.971471] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'V'.
[2025-09-29T01:34:46.971968] [INFO ] [FORECASTER] Starting predict_future for V
[2025-09-29T01:34:47.001912] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:47.002878] [DEBUG] [LOCAL     ] No optimal features file found for V: ./output/feature-sets/V.txt
[2025-09-29T01:34:47.002959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:47.003034] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:47.003103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:47.003203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:47.021435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:47.022177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:47.022293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:47.022365] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:47.063965] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:47.064158] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:47.064207] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:47.064243] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:47.068035] [DEBUG] [FORECASTER] V: Forecast T+1@11:T+2@11: UP (p=81.64%)
[2025-09-29T01:34:47.068347] [INFO ] [FORECASTER] Completed predict_future for V
[2025-09-29T01:34:47.068497] [INFO ] [sig       ] V: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:47.221870] [INFO ] [LOCAL     ] Saved forecast: V	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/V.txt
[2025-09-29T01:34:47.222165] [INFO ] [sig       ] [2059/2211] Completed V in 0.3s | 3.73 sym/s | Total: 9.2m | ETA: 40.8s
[2025-09-29T01:34:47.222248] [INFO ] [sig       ] [2060/2211] Forecasting VAC...
[2025-09-29T01:34:47.222319] [INFO ] [sig       ] Generating forecast for: VAC
[2025-09-29T01:34:47.222415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-09-29T01:34:47.232934] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VAC'.
[2025-09-29T01:34:47.233320] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-09-29T01:34:47.259907] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:47.260777] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-09-29T01:34:47.260867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:47.260958] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:47.261045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:47.261163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:47.281316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:47.282197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:47.282311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:47.282395] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:47.322198] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:47.322350] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:47.322397] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:47.322451] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:47.326176] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: DOWN (p=45.31%)
[2025-09-29T01:34:47.326498] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-09-29T01:34:47.326724] [INFO ] [sig       ] VAC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:47.497888] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VAC.txt
[2025-09-29T01:34:47.498323] [INFO ] [sig       ] [2060/2211] Completed VAC in 0.3s | 3.73 sym/s | Total: 9.2m | ETA: 40.5s
[2025-09-29T01:34:47.498414] [INFO ] [sig       ] [2061/2211] Forecasting VAL...
[2025-09-29T01:34:47.498500] [INFO ] [sig       ] Generating forecast for: VAL
[2025-09-29T01:34:47.498588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-09-29T01:34:47.510818] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VAL'.
[2025-09-29T01:34:47.511352] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-09-29T01:34:47.540876] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:47.541848] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-09-29T01:34:47.541970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:47.542094] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:47.542181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:47.542346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:47.562273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:47.563357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:47.563539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:47.563620] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:47.604602] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:47.604832] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:47.604887] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:47.604925] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:47.608716] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: DOWN (p=18.30%)
[2025-09-29T01:34:47.609040] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-09-29T01:34:47.609207] [INFO ] [sig       ] VAL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:47.763933] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VAL.txt
[2025-09-29T01:34:47.764254] [INFO ] [sig       ] [2061/2211] Completed VAL in 0.3s | 3.73 sym/s | Total: 9.2m | ETA: 40.2s
[2025-09-29T01:34:47.764367] [INFO ] [sig       ] [2062/2211] Forecasting VALE...
[2025-09-29T01:34:47.764466] [INFO ] [sig       ] Generating forecast for: VALE
[2025-09-29T01:34:47.764557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-09-29T01:34:47.776336] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VALE'.
[2025-09-29T01:34:47.776806] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-09-29T01:34:47.806316] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:47.807445] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-09-29T01:34:47.807528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:47.807605] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:47.807697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:47.807867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:47.827146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:47.827965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:47.828085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:47.828160] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:47.868556] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:47.868773] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:47.868839] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:47.868879] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:47.872792] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=81.48%)
[2025-09-29T01:34:47.873116] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-09-29T01:34:47.873286] [INFO ] [sig       ] VALE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:48.023297] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VALE.txt
[2025-09-29T01:34:48.023610] [INFO ] [sig       ] [2062/2211] Completed VALE in 0.3s | 3.73 sym/s | Total: 9.2m | ETA: 40.0s
[2025-09-29T01:34:48.023794] [INFO ] [sig       ] [2063/2211] Forecasting VATE...
[2025-09-29T01:34:48.023867] [INFO ] [sig       ] Generating forecast for: VATE
[2025-09-29T01:34:48.023940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VATE' from 'https://tdm.silogroup.org/data/derivative_storage/VATE.csv'.
[2025-09-29T01:34:48.034744] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VATE'.
[2025-09-29T01:34:48.035153] [INFO ] [FORECASTER] Starting predict_future for VATE
[2025-09-29T01:34:48.062235] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:48.063103] [DEBUG] [LOCAL     ] No optimal features file found for VATE: ./output/feature-sets/VATE.txt
[2025-09-29T01:34:48.063188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:48.063277] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:48.063351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:48.063456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:48.081872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:48.082496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:48.082609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:48.082704] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:48.119447] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:48.119611] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:48.119691] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:48.119751] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:48.123297] [DEBUG] [FORECASTER] VATE: Forecast T+1@11:T+2@11: UP (p=82.66%)
[2025-09-29T01:34:48.123601] [INFO ] [FORECASTER] Completed predict_future for VATE
[2025-09-29T01:34:48.123811] [INFO ] [sig       ] VATE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:48.269618] [INFO ] [LOCAL     ] Saved forecast: VATE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VATE.txt
[2025-09-29T01:34:48.269991] [INFO ] [sig       ] [2063/2211] Completed VATE in 0.2s | 3.73 sym/s | Total: 9.2m | ETA: 39.7s
[2025-09-29T01:34:48.270073] [INFO ] [sig       ] [2064/2211] Forecasting VBF...
[2025-09-29T01:34:48.270154] [INFO ] [sig       ] Generating forecast for: VBF
[2025-09-29T01:34:48.270229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-09-29T01:34:48.280843] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VBF'.
[2025-09-29T01:34:48.281282] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-09-29T01:34:48.309331] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:48.310244] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-09-29T01:34:48.310336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:48.310411] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:48.310462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:48.310560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:48.329317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:48.330071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:48.330188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:48.330269] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:48.366263] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:48.366425] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:48.366470] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:48.366505] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:48.370047] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-09-29T01:34:48.370349] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-09-29T01:34:48.370497] [INFO ] [sig       ] VBF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:48.523359] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VBF.txt
[2025-09-29T01:34:48.523753] [INFO ] [sig       ] [2064/2211] Completed VBF in 0.3s | 3.73 sym/s | Total: 9.2m | ETA: 39.4s
[2025-09-29T01:34:48.523840] [INFO ] [sig       ] [2065/2211] Forecasting VCV...
[2025-09-29T01:34:48.523918] [INFO ] [sig       ] Generating forecast for: VCV
[2025-09-29T01:34:48.523981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCV' from 'https://tdm.silogroup.org/data/derivative_storage/VCV.csv'.
[2025-09-29T01:34:48.535236] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VCV'.
[2025-09-29T01:34:48.535760] [INFO ] [FORECASTER] Starting predict_future for VCV
[2025-09-29T01:34:48.562998] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:48.564029] [DEBUG] [LOCAL     ] No optimal features file found for VCV: ./output/feature-sets/VCV.txt
[2025-09-29T01:34:48.564116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:48.564191] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:48.564263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:48.564394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:48.583242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:48.584040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:48.584204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:48.584280] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:48.624284] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:48.624452] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:48.624501] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:48.624537] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:48.628305] [DEBUG] [FORECASTER] VCV: Forecast T+1@11:T+2@11: DOWN (p=8.05%)
[2025-09-29T01:34:48.628623] [INFO ] [FORECASTER] Completed predict_future for VCV
[2025-09-29T01:34:48.628830] [INFO ] [sig       ] VCV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:48.786464] [INFO ] [LOCAL     ] Saved forecast: VCV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VCV.txt
[2025-09-29T01:34:48.786817] [INFO ] [sig       ] [2065/2211] Completed VCV in 0.3s | 3.73 sym/s | Total: 9.2m | ETA: 39.2s
[2025-09-29T01:34:48.786960] [INFO ] [sig       ] [2066/2211] Forecasting VEEV...
[2025-09-29T01:34:48.787048] [INFO ] [sig       ] Generating forecast for: VEEV
[2025-09-29T01:34:48.787137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEV' from 'https://tdm.silogroup.org/data/derivative_storage/VEEV.csv'.
[2025-09-29T01:34:48.798588] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VEEV'.
[2025-09-29T01:34:48.799075] [INFO ] [FORECASTER] Starting predict_future for VEEV
[2025-09-29T01:34:48.827056] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:48.828032] [DEBUG] [LOCAL     ] No optimal features file found for VEEV: ./output/feature-sets/VEEV.txt
[2025-09-29T01:34:48.828117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:48.828207] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:48.828291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:48.828422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:48.849944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:48.850923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:48.851075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:48.851155] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:48.892023] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:48.892236] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:48.892285] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:48.892323] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:48.896253] [DEBUG] [FORECASTER] VEEV: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-09-29T01:34:48.896747] [INFO ] [FORECASTER] Completed predict_future for VEEV
[2025-09-29T01:34:48.896965] [INFO ] [sig       ] VEEV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:49.053902] [INFO ] [LOCAL     ] Saved forecast: VEEV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VEEV.txt
[2025-09-29T01:34:49.054238] [INFO ] [sig       ] [2066/2211] Completed VEEV in 0.3s | 3.73 sym/s | Total: 9.2m | ETA: 38.9s
[2025-09-29T01:34:49.054344] [INFO ] [sig       ] [2067/2211] Forecasting VEL...
[2025-09-29T01:34:49.054438] [INFO ] [sig       ] Generating forecast for: VEL
[2025-09-29T01:34:49.054527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-09-29T01:34:49.065945] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VEL'.
[2025-09-29T01:34:49.066375] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-09-29T01:34:49.092360] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:49.093183] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-09-29T01:34:49.093264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:49.093352] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:49.093434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:49.093561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:49.111697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:49.112355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:49.112475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:49.112568] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:49.148018] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:49.148164] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:49.148209] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:49.148262] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:49.151752] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: UP (p=92.26%)
[2025-09-29T01:34:49.152045] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-09-29T01:34:49.152198] [INFO ] [sig       ] VEL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:49.305181] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VEL.txt
[2025-09-29T01:34:49.305568] [INFO ] [sig       ] [2067/2211] Completed VEL in 0.3s | 3.73 sym/s | Total: 9.2m | ETA: 38.6s
[2025-09-29T01:34:49.305702] [INFO ] [sig       ] [2068/2211] Forecasting VET...
[2025-09-29T01:34:49.305790] [INFO ] [sig       ] Generating forecast for: VET
[2025-09-29T01:34:49.305889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VET' from 'https://tdm.silogroup.org/data/derivative_storage/VET.csv'.
[2025-09-29T01:34:49.317811] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VET'.
[2025-09-29T01:34:49.318210] [INFO ] [FORECASTER] Starting predict_future for VET
[2025-09-29T01:34:49.345540] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:49.346412] [DEBUG] [LOCAL     ] No optimal features file found for VET: ./output/feature-sets/VET.txt
[2025-09-29T01:34:49.346494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:49.346582] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:49.346688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:49.346850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:49.364352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:49.365064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:49.365191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:49.365279] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:49.404489] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:49.404671] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:49.404755] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:49.404816] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:49.408522] [DEBUG] [FORECASTER] VET: Forecast T+1@11:T+2@11: DOWN (p=47.82%)
[2025-09-29T01:34:49.408856] [INFO ] [FORECASTER] Completed predict_future for VET
[2025-09-29T01:34:49.409026] [INFO ] [sig       ] VET: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:49.570784] [INFO ] [LOCAL     ] Saved forecast: VET	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VET.txt
[2025-09-29T01:34:49.571160] [INFO ] [sig       ] [2068/2211] Completed VET in 0.3s | 3.73 sym/s | Total: 9.2m | ETA: 38.3s
[2025-09-29T01:34:49.571255] [INFO ] [sig       ] [2069/2211] Forecasting VFC...
[2025-09-29T01:34:49.571342] [INFO ] [sig       ] Generating forecast for: VFC
[2025-09-29T01:34:49.571440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-09-29T01:34:49.584250] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VFC'.
[2025-09-29T01:34:49.584673] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-09-29T01:34:49.613742] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:49.614619] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-09-29T01:34:49.614724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:49.614800] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:49.614882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:49.614987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:49.634986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:49.635840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:49.635964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:49.636036] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:49.678802] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:49.678990] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:49.679072] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:49.679120] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:49.684948] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: UP (p=61.23%)
[2025-09-29T01:34:49.685390] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-09-29T01:34:49.685569] [INFO ] [sig       ] VFC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:49.842176] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VFC.txt
[2025-09-29T01:34:49.842499] [INFO ] [sig       ] [2069/2211] Completed VFC in 0.3s | 3.73 sym/s | Total: 9.2m | ETA: 38.1s
[2025-09-29T01:34:49.842583] [INFO ] [sig       ] [2070/2211] Forecasting VGI...
[2025-09-29T01:34:49.842681] [INFO ] [sig       ] Generating forecast for: VGI
[2025-09-29T01:34:49.842758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-09-29T01:34:49.854535] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VGI'.
[2025-09-29T01:34:49.855039] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-09-29T01:34:49.882608] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:49.883484] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-09-29T01:34:49.883566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:49.883664] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:49.883741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:49.883846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:49.902617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:49.903462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:49.903586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:49.903697] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:49.941877] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:49.941993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:49.942036] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:49.942070] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:49.945450] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=92.08%)
[2025-09-29T01:34:49.945789] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-09-29T01:34:49.945957] [INFO ] [sig       ] VGI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:50.099074] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VGI.txt
[2025-09-29T01:34:50.099405] [INFO ] [sig       ] [2070/2211] Completed VGI in 0.3s | 3.73 sym/s | Total: 9.3m | ETA: 37.8s
[2025-09-29T01:34:50.099504] [INFO ] [sig       ] [2071/2211] Forecasting VGM...
[2025-09-29T01:34:50.099588] [INFO ] [sig       ] Generating forecast for: VGM
[2025-09-29T01:34:50.099703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-09-29T01:34:50.110066] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VGM'.
[2025-09-29T01:34:50.110389] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-09-29T01:34:50.136892] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:50.137635] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-09-29T01:34:50.137741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:50.137814] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:50.137884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:50.137986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:50.158814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:50.159843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:50.159965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:50.160048] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:50.202416] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:50.202630] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:50.202729] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:50.202781] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:50.207008] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=46.24%)
[2025-09-29T01:34:50.207447] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-09-29T01:34:50.207676] [INFO ] [sig       ] VGM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:50.365793] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VGM.txt
[2025-09-29T01:34:50.366067] [INFO ] [sig       ] [2071/2211] Completed VGM in 0.3s | 3.73 sym/s | Total: 9.3m | ETA: 37.5s
[2025-09-29T01:34:50.366159] [INFO ] [sig       ] [2072/2211] Forecasting VHI...
[2025-09-29T01:34:50.366236] [INFO ] [sig       ] Generating forecast for: VHI
[2025-09-29T01:34:50.366318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VHI' from 'https://tdm.silogroup.org/data/derivative_storage/VHI.csv'.
[2025-09-29T01:34:50.377428] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VHI'.
[2025-09-29T01:34:50.378028] [INFO ] [FORECASTER] Starting predict_future for VHI
[2025-09-29T01:34:50.406005] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:50.406882] [DEBUG] [LOCAL     ] No optimal features file found for VHI: ./output/feature-sets/VHI.txt
[2025-09-29T01:34:50.406991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:50.407086] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:50.407167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:50.407272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:50.426563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:50.427392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:50.427525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:50.427599] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:50.467689] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:50.467835] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:50.467879] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:50.467913] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:50.471457] [DEBUG] [FORECASTER] VHI: Forecast T+1@11:T+2@11: UP (p=94.48%)
[2025-09-29T01:34:50.471845] [INFO ] [FORECASTER] Completed predict_future for VHI
[2025-09-29T01:34:50.472021] [INFO ] [sig       ] VHI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:50.624735] [INFO ] [LOCAL     ] Saved forecast: VHI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VHI.txt
[2025-09-29T01:34:50.625063] [INFO ] [sig       ] [2072/2211] Completed VHI in 0.3s | 3.73 sym/s | Total: 9.3m | ETA: 37.3s
[2025-09-29T01:34:50.625176] [INFO ] [sig       ] [2073/2211] Forecasting VICI...
[2025-09-29T01:34:50.625291] [INFO ] [sig       ] Generating forecast for: VICI
[2025-09-29T01:34:50.625366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-09-29T01:34:50.637163] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VICI'.
[2025-09-29T01:34:50.637572] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-09-29T01:34:50.667372] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:50.668223] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-09-29T01:34:50.668305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:50.668394] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:50.668691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:50.668823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:50.690324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:50.691568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:50.691742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:50.691830] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:50.735393] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:50.735540] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:50.735587] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:50.735623] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:50.740973] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2025-09-29T01:34:50.741344] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-09-29T01:34:50.741582] [INFO ] [sig       ] VICI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:50.940730] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VICI.txt
[2025-09-29T01:34:50.941093] [INFO ] [sig       ] [2073/2211] Completed VICI in 0.3s | 3.73 sym/s | Total: 9.3m | ETA: 37.0s
[2025-09-29T01:34:50.941179] [INFO ] [sig       ] [2074/2211] Forecasting VIK...
[2025-09-29T01:34:50.941268] [INFO ] [sig       ] Generating forecast for: VIK
[2025-09-29T01:34:50.941353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIK' from 'https://tdm.silogroup.org/data/derivative_storage/VIK.csv'.
[2025-09-29T01:34:50.953750] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VIK'.
[2025-09-29T01:34:50.954223] [INFO ] [FORECASTER] Starting predict_future for VIK
[2025-09-29T01:34:50.982032] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:50.982990] [DEBUG] [LOCAL     ] No optimal features file found for VIK: ./output/feature-sets/VIK.txt
[2025-09-29T01:34:50.983104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:50.983224] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:50.983309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:50.983462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:51.003733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:51.004497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:51.004620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:51.004745] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:51.048870] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:51.049048] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:51.049098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:51.049149] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:51.052873] [DEBUG] [FORECASTER] VIK: Forecast T+1@11:T+2@11: UP (p=67.51%)
[2025-09-29T01:34:51.053212] [INFO ] [FORECASTER] Completed predict_future for VIK
[2025-09-29T01:34:51.053410] [INFO ] [sig       ] VIK: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:51.224904] [INFO ] [LOCAL     ] Saved forecast: VIK	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VIK.txt
[2025-09-29T01:34:51.225339] [INFO ] [sig       ] [2074/2211] Completed VIK in 0.3s | 3.73 sym/s | Total: 9.3m | ETA: 36.7s
[2025-09-29T01:34:51.225485] [INFO ] [sig       ] [2075/2211] Forecasting VIPS...
[2025-09-29T01:34:51.225576] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-09-29T01:34:51.225714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-09-29T01:34:51.239019] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VIPS'.
[2025-09-29T01:34:51.239520] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-09-29T01:34:51.270072] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:51.271043] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-09-29T01:34:51.271127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:51.271212] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:51.271285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:51.271398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:51.295624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:51.296444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:51.296573] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:51.296671] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:51.344229] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:51.344400] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:51.344477] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:51.344554] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:51.348504] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=10.88%)
[2025-09-29T01:34:51.348930] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-09-29T01:34:51.349116] [INFO ] [sig       ] VIPS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:51.525068] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VIPS.txt
[2025-09-29T01:34:51.525367] [INFO ] [sig       ] [2075/2211] Completed VIPS in 0.3s | 3.73 sym/s | Total: 9.3m | ETA: 36.5s
[2025-09-29T01:34:51.525455] [INFO ] [sig       ] [2076/2211] Forecasting VIRT...
[2025-09-29T01:34:51.525546] [INFO ] [sig       ] Generating forecast for: VIRT
[2025-09-29T01:34:51.525623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRT' from 'https://tdm.silogroup.org/data/derivative_storage/VIRT.csv'.
[2025-09-29T01:34:51.540306] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VIRT'.
[2025-09-29T01:34:51.541091] [INFO ] [FORECASTER] Starting predict_future for VIRT
[2025-09-29T01:34:51.574583] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:51.575524] [DEBUG] [LOCAL     ] No optimal features file found for VIRT: ./output/feature-sets/VIRT.txt
[2025-09-29T01:34:51.575611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:51.575736] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:51.575829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:51.575973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:51.596788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:51.597723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:51.597883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:51.597963] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:51.639803] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:51.640014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:51.640065] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:51.640101] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:51.644303] [DEBUG] [FORECASTER] VIRT: Forecast T+1@11:T+2@11: UP (p=89.13%)
[2025-09-29T01:34:51.644705] [INFO ] [FORECASTER] Completed predict_future for VIRT
[2025-09-29T01:34:51.644892] [INFO ] [sig       ] VIRT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:51.793839] [INFO ] [LOCAL     ] Saved forecast: VIRT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VIRT.txt
[2025-09-29T01:34:51.794201] [INFO ] [sig       ] [2076/2211] Completed VIRT in 0.3s | 3.73 sym/s | Total: 9.3m | ETA: 36.2s
[2025-09-29T01:34:51.794290] [INFO ] [sig       ] [2077/2211] Forecasting VIST...
[2025-09-29T01:34:51.794424] [INFO ] [sig       ] Generating forecast for: VIST
[2025-09-29T01:34:51.794536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIST' from 'https://tdm.silogroup.org/data/derivative_storage/VIST.csv'.
[2025-09-29T01:34:51.805503] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VIST'.
[2025-09-29T01:34:51.805917] [INFO ] [FORECASTER] Starting predict_future for VIST
[2025-09-29T01:34:51.833481] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:51.834344] [DEBUG] [LOCAL     ] No optimal features file found for VIST: ./output/feature-sets/VIST.txt
[2025-09-29T01:34:51.834427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:51.834520] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:51.834707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:51.834838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:51.853000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:51.853753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:51.853881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:51.853983] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:51.901568] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:51.901752] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:51.901812] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:51.901853] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:51.906001] [DEBUG] [FORECASTER] VIST: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-09-29T01:34:51.906333] [INFO ] [FORECASTER] Completed predict_future for VIST
[2025-09-29T01:34:51.906497] [INFO ] [sig       ] VIST: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:52.121882] [INFO ] [LOCAL     ] Saved forecast: VIST	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VIST.txt
[2025-09-29T01:34:52.122368] [INFO ] [sig       ] [2077/2211] Completed VIST in 0.3s | 3.73 sym/s | Total: 9.3m | ETA: 35.9s
[2025-09-29T01:34:52.122476] [INFO ] [sig       ] [2078/2211] Forecasting VIV...
[2025-09-29T01:34:52.122583] [INFO ] [sig       ] Generating forecast for: VIV
[2025-09-29T01:34:52.122734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIV' from 'https://tdm.silogroup.org/data/derivative_storage/VIV.csv'.
[2025-09-29T01:34:52.141520] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VIV'.
[2025-09-29T01:34:52.142140] [INFO ] [FORECASTER] Starting predict_future for VIV
[2025-09-29T01:34:52.185390] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:52.186613] [DEBUG] [LOCAL     ] No optimal features file found for VIV: ./output/feature-sets/VIV.txt
[2025-09-29T01:34:52.186760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:52.186896] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:52.186996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:52.187137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:52.218346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:52.219916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:52.220092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:52.220187] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:52.281545] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:52.281862] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:52.281941] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:52.281992] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:52.286853] [DEBUG] [FORECASTER] VIV: Forecast T+1@11:T+2@11: DOWN (p=24.05%)
[2025-09-29T01:34:52.287233] [INFO ] [FORECASTER] Completed predict_future for VIV
[2025-09-29T01:34:52.287402] [INFO ] [sig       ] VIV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:52.518092] [INFO ] [LOCAL     ] Saved forecast: VIV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VIV.txt
[2025-09-29T01:34:52.518503] [INFO ] [sig       ] [2078/2211] Completed VIV in 0.4s | 3.73 sym/s | Total: 9.3m | ETA: 35.7s
[2025-09-29T01:34:52.518593] [INFO ] [sig       ] [2079/2211] Forecasting VKQ...
[2025-09-29T01:34:52.518693] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-09-29T01:34:52.518771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-09-29T01:34:52.535214] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VKQ'.
[2025-09-29T01:34:52.535946] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-09-29T01:34:52.577385] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:52.578879] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-09-29T01:34:52.579019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:52.579116] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:52.579231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:52.579345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:52.609607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:52.611011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:52.611158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:52.611230] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:52.669698] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:52.669918] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:52.669970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:52.670008] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:52.674449] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=27.68%)
[2025-09-29T01:34:52.675084] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-09-29T01:34:52.675321] [INFO ] [sig       ] VKQ: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:52.892947] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VKQ.txt
[2025-09-29T01:34:52.893523] [INFO ] [sig       ] [2079/2211] Completed VKQ in 0.4s | 3.73 sym/s | Total: 9.3m | ETA: 35.4s
[2025-09-29T01:34:52.893685] [INFO ] [sig       ] [2080/2211] Forecasting VLN...
[2025-09-29T01:34:52.893770] [INFO ] [sig       ] Generating forecast for: VLN
[2025-09-29T01:34:52.893848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-09-29T01:34:52.914612] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VLN'.
[2025-09-29T01:34:52.915346] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-09-29T01:34:52.954508] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:52.955961] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-09-29T01:34:52.956089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:52.956209] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:52.956296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:52.956460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:52.989333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:52.990919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:52.991162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:52.991266] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:53.038822] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:53.039090] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:53.039189] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:53.039270] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:53.044550] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=84.87%)
[2025-09-29T01:34:53.045142] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-09-29T01:34:53.045383] [INFO ] [sig       ] VLN: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:53.275793] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VLN.txt
[2025-09-29T01:34:53.276178] [INFO ] [sig       ] [2080/2211] Completed VLN in 0.4s | 3.73 sym/s | Total: 9.3m | ETA: 35.2s
[2025-09-29T01:34:53.276280] [INFO ] [sig       ] [2081/2211] Forecasting VLO...
[2025-09-29T01:34:53.276394] [INFO ] [sig       ] Generating forecast for: VLO
[2025-09-29T01:34:53.276513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-09-29T01:34:53.290481] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VLO'.
[2025-09-29T01:34:53.291032] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-09-29T01:34:53.319800] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:53.320734] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-09-29T01:34:53.320818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:53.320912] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:53.321012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:53.321168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:53.340884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:53.341898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:53.342019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:53.342109] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:53.380532] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:53.380758] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:53.380828] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:53.380888] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:53.385014] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: DOWN (p=33.67%)
[2025-09-29T01:34:53.385344] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-09-29T01:34:53.385539] [INFO ] [sig       ] VLO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:53.571503] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VLO.txt
[2025-09-29T01:34:53.571985] [INFO ] [sig       ] [2081/2211] Completed VLO in 0.3s | 3.73 sym/s | Total: 9.3m | ETA: 34.9s
[2025-09-29T01:34:53.572094] [INFO ] [sig       ] [2082/2211] Forecasting VLRS...
[2025-09-29T01:34:53.572212] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-09-29T01:34:53.572314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-09-29T01:34:53.583419] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VLRS'.
[2025-09-29T01:34:53.583943] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-09-29T01:34:53.612737] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:53.613746] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-09-29T01:34:53.613845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:53.613936] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:53.614021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:53.614153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:53.634416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:53.635302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:53.635433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:53.635522] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:53.683060] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:53.683306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:53.683377] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:53.683417] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:53.687358] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: DOWN (p=12.66%)
[2025-09-29T01:34:53.687763] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-09-29T01:34:53.687950] [INFO ] [sig       ] VLRS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:53.840800] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VLRS.txt
[2025-09-29T01:34:53.841125] [INFO ] [sig       ] [2082/2211] Completed VLRS in 0.3s | 3.73 sym/s | Total: 9.3m | ETA: 34.6s
[2025-09-29T01:34:53.841257] [INFO ] [sig       ] [2083/2211] Forecasting VLT...
[2025-09-29T01:34:53.841342] [INFO ] [sig       ] Generating forecast for: VLT
[2025-09-29T01:34:53.841430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLT' from 'https://tdm.silogroup.org/data/derivative_storage/VLT.csv'.
[2025-09-29T01:34:53.852920] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VLT'.
[2025-09-29T01:34:53.853417] [INFO ] [FORECASTER] Starting predict_future for VLT
[2025-09-29T01:34:53.881321] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:53.882266] [DEBUG] [LOCAL     ] No optimal features file found for VLT: ./output/feature-sets/VLT.txt
[2025-09-29T01:34:53.882350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:53.882424] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:53.882494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:53.882599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:53.902260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:53.903184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:53.903311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:53.903383] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:53.935955] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:53.936145] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:53.936197] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:53.936236] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:53.939958] [DEBUG] [FORECASTER] VLT: Forecast T+1@11:T+2@11: UP (p=96.22%)
[2025-09-29T01:34:53.940270] [INFO ] [FORECASTER] Completed predict_future for VLT
[2025-09-29T01:34:53.940422] [INFO ] [sig       ] VLT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:54.102032] [INFO ] [LOCAL     ] Saved forecast: VLT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VLT.txt
[2025-09-29T01:34:54.102402] [INFO ] [sig       ] [2083/2211] Completed VLT in 0.3s | 3.73 sym/s | Total: 9.3m | ETA: 34.4s
[2025-09-29T01:34:54.102485] [INFO ] [sig       ] [2084/2211] Forecasting VLTO...
[2025-09-29T01:34:54.102557] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-09-29T01:34:54.102631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-09-29T01:34:54.116325] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VLTO'.
[2025-09-29T01:34:54.116889] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-09-29T01:34:54.144596] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:54.145579] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-09-29T01:34:54.145692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:54.145770] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:54.145861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:54.146008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:54.165485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:54.166250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:54.166390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:54.166473] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:54.207023] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:54.207222] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:54.207271] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:54.207306] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:54.211227] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=99.64%)
[2025-09-29T01:34:54.211567] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-09-29T01:34:54.211763] [INFO ] [sig       ] VLTO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:54.362244] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VLTO.txt
[2025-09-29T01:34:54.362583] [INFO ] [sig       ] [2084/2211] Completed VLTO in 0.3s | 3.73 sym/s | Total: 9.3m | ETA: 34.1s
[2025-09-29T01:34:54.362693] [INFO ] [sig       ] [2085/2211] Forecasting VMC...
[2025-09-29T01:34:54.362766] [INFO ] [sig       ] Generating forecast for: VMC
[2025-09-29T01:34:54.362839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMC' from 'https://tdm.silogroup.org/data/derivative_storage/VMC.csv'.
[2025-09-29T01:34:54.373407] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VMC'.
[2025-09-29T01:34:54.373800] [INFO ] [FORECASTER] Starting predict_future for VMC
[2025-09-29T01:34:54.400270] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:54.401218] [DEBUG] [LOCAL     ] No optimal features file found for VMC: ./output/feature-sets/VMC.txt
[2025-09-29T01:34:54.401308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:54.401402] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:54.401488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:54.401615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:54.420863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:54.421889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:54.422018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:54.422107] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:54.460714] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:54.460890] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:54.460938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:54.460974] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:54.464666] [DEBUG] [FORECASTER] VMC: Forecast T+1@11:T+2@11: DOWN (p=5.87%)
[2025-09-29T01:34:54.464997] [INFO ] [FORECASTER] Completed predict_future for VMC
[2025-09-29T01:34:54.465173] [INFO ] [sig       ] VMC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:54.626753] [INFO ] [LOCAL     ] Saved forecast: VMC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VMC.txt
[2025-09-29T01:34:54.627101] [INFO ] [sig       ] [2085/2211] Completed VMC in 0.3s | 3.73 sym/s | Total: 9.3m | ETA: 33.8s
[2025-09-29T01:34:54.627187] [INFO ] [sig       ] [2086/2211] Forecasting VMI...
[2025-09-29T01:34:54.627260] [INFO ] [sig       ] Generating forecast for: VMI
[2025-09-29T01:34:54.627336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-09-29T01:34:54.639569] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VMI'.
[2025-09-29T01:34:54.640041] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-09-29T01:34:54.667136] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:54.668014] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-09-29T01:34:54.668095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:54.668183] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:54.668265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:54.668395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:54.686569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:54.687276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:54.687390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:54.687476] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:54.729168] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:54.729323] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:54.729370] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:54.729407] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:54.733143] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=15.62%)
[2025-09-29T01:34:54.733467] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-09-29T01:34:54.733619] [INFO ] [sig       ] VMI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:54.885268] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VMI.txt
[2025-09-29T01:34:54.885559] [INFO ] [sig       ] [2086/2211] Completed VMI in 0.3s | 3.73 sym/s | Total: 9.3m | ETA: 33.5s
[2025-09-29T01:34:54.885698] [INFO ] [sig       ] [2087/2211] Forecasting VMO...
[2025-09-29T01:34:54.885784] [INFO ] [sig       ] Generating forecast for: VMO
[2025-09-29T01:34:54.885858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-09-29T01:34:54.895726] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VMO'.
[2025-09-29T01:34:54.896094] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-09-29T01:34:54.922081] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:54.922957] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-09-29T01:34:54.923038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:54.923111] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:54.923180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:54.923283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:54.942222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:54.943255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:54.943376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:54.943449] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:54.982776] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:54.982955] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:54.983002] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:54.983038] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:54.986729] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: UP (p=94.19%)
[2025-09-29T01:34:54.987080] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-09-29T01:34:54.987241] [INFO ] [sig       ] VMO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:55.145185] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VMO.txt
[2025-09-29T01:34:55.145514] [INFO ] [sig       ] [2087/2211] Completed VMO in 0.3s | 3.73 sym/s | Total: 9.3m | ETA: 33.3s
[2025-09-29T01:34:55.145598] [INFO ] [sig       ] [2088/2211] Forecasting VNCE...
[2025-09-29T01:34:55.145694] [INFO ] [sig       ] Generating forecast for: VNCE
[2025-09-29T01:34:55.145770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNCE' from 'https://tdm.silogroup.org/data/derivative_storage/VNCE.csv'.
[2025-09-29T01:34:55.157136] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VNCE'.
[2025-09-29T01:34:55.157604] [INFO ] [FORECASTER] Starting predict_future for VNCE
[2025-09-29T01:34:55.185177] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:55.186027] [DEBUG] [LOCAL     ] No optimal features file found for VNCE: ./output/feature-sets/VNCE.txt
[2025-09-29T01:34:55.186110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:55.186185] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:55.186254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:55.186361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:55.205261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:55.205960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:55.206091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:55.206168] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:55.248172] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:55.248396] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:55.248475] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:55.248586] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:55.252824] [DEBUG] [FORECASTER] VNCE: Forecast T+1@11:T+2@11: UP (p=97.44%)
[2025-09-29T01:34:55.253171] [INFO ] [FORECASTER] Completed predict_future for VNCE
[2025-09-29T01:34:55.253391] [INFO ] [sig       ] VNCE: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:55.406503] [INFO ] [LOCAL     ] Saved forecast: VNCE	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VNCE.txt
[2025-09-29T01:34:55.406986] [INFO ] [sig       ] [2088/2211] Completed VNCE in 0.3s | 3.73 sym/s | Total: 9.3m | ETA: 33.0s
[2025-09-29T01:34:55.407073] [INFO ] [sig       ] [2089/2211] Forecasting VNO...
[2025-09-29T01:34:55.407143] [INFO ] [sig       ] Generating forecast for: VNO
[2025-09-29T01:34:55.407212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-09-29T01:34:55.418515] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VNO'.
[2025-09-29T01:34:55.418874] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-09-29T01:34:55.445583] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:55.446443] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-09-29T01:34:55.446525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:55.446600] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:55.446695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:55.446801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:55.464613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:55.465331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:55.465446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:55.465517] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:55.505046] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:55.505184] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:55.505229] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:55.505264] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:55.509069] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=75.10%)
[2025-09-29T01:34:55.509426] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-09-29T01:34:55.509591] [INFO ] [sig       ] VNO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:55.662535] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VNO.txt
[2025-09-29T01:34:55.662896] [INFO ] [sig       ] [2089/2211] Completed VNO in 0.3s | 3.73 sym/s | Total: 9.3m | ETA: 32.7s
[2025-09-29T01:34:55.662981] [INFO ] [sig       ] [2090/2211] Forecasting VNT...
[2025-09-29T01:34:55.663090] [INFO ] [sig       ] Generating forecast for: VNT
[2025-09-29T01:34:55.663171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNT' from 'https://tdm.silogroup.org/data/derivative_storage/VNT.csv'.
[2025-09-29T01:34:55.674707] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VNT'.
[2025-09-29T01:34:55.675140] [INFO ] [FORECASTER] Starting predict_future for VNT
[2025-09-29T01:34:55.704810] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:55.705639] [DEBUG] [LOCAL     ] No optimal features file found for VNT: ./output/feature-sets/VNT.txt
[2025-09-29T01:34:55.705769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:55.705864] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:55.705957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:55.706107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:55.725177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:55.725902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:55.726032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:55.726140] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:55.771079] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:55.771218] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:55.771268] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:55.771321] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:55.775556] [DEBUG] [FORECASTER] VNT: Forecast T+1@11:T+2@11: UP (p=58.18%)
[2025-09-29T01:34:55.775992] [INFO ] [FORECASTER] Completed predict_future for VNT
[2025-09-29T01:34:55.776174] [INFO ] [sig       ] VNT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:55.933109] [INFO ] [LOCAL     ] Saved forecast: VNT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VNT.txt
[2025-09-29T01:34:55.933421] [INFO ] [sig       ] [2090/2211] Completed VNT in 0.3s | 3.73 sym/s | Total: 9.3m | ETA: 32.5s
[2025-09-29T01:34:55.933504] [INFO ] [sig       ] [2091/2211] Forecasting VOC...
[2025-09-29T01:34:55.933593] [INFO ] [sig       ] Generating forecast for: VOC
[2025-09-29T01:34:55.933703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-09-29T01:34:55.943597] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VOC'.
[2025-09-29T01:34:55.943966] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-09-29T01:34:55.971404] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:55.972401] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-09-29T01:34:55.972498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:55.972597] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:55.972703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:55.972833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:55.992637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:55.993466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:55.993580] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:55.993691] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:56.028426] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:56.028585] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:56.028635] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:56.028751] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:56.032413] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=93.61%)
[2025-09-29T01:34:56.032781] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-09-29T01:34:56.032965] [INFO ] [sig       ] VOC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:56.183208] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VOC.txt
[2025-09-29T01:34:56.183451] [INFO ] [sig       ] [2091/2211] Completed VOC in 0.2s | 3.73 sym/s | Total: 9.4m | ETA: 32.2s
[2025-09-29T01:34:56.183548] [INFO ] [sig       ] [2092/2211] Forecasting VOYA...
[2025-09-29T01:34:56.183635] [INFO ] [sig       ] Generating forecast for: VOYA
[2025-09-29T01:34:56.183734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOYA' from 'https://tdm.silogroup.org/data/derivative_storage/VOYA.csv'.
[2025-09-29T01:34:56.193934] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VOYA'.
[2025-09-29T01:34:56.194272] [INFO ] [FORECASTER] Starting predict_future for VOYA
[2025-09-29T01:34:56.220181] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:56.221011] [DEBUG] [LOCAL     ] No optimal features file found for VOYA: ./output/feature-sets/VOYA.txt
[2025-09-29T01:34:56.221093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:56.221167] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:56.221237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:56.221342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:56.239988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:56.240621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:56.240755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:56.240828] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:56.280425] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:56.280538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:56.280581] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:56.280618] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:56.284068] [DEBUG] [FORECASTER] VOYA: Forecast T+1@11:T+2@11: UP (p=78.50%)
[2025-09-29T01:34:56.284365] [INFO ] [FORECASTER] Completed predict_future for VOYA
[2025-09-29T01:34:56.284515] [INFO ] [sig       ] VOYA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:56.440416] [INFO ] [LOCAL     ] Saved forecast: VOYA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VOYA.txt
[2025-09-29T01:34:56.440865] [INFO ] [sig       ] [2092/2211] Completed VOYA in 0.3s | 3.73 sym/s | Total: 9.4m | ETA: 31.9s
[2025-09-29T01:34:56.440951] [INFO ] [sig       ] [2093/2211] Forecasting VPG...
[2025-09-29T01:34:56.441034] [INFO ] [sig       ] Generating forecast for: VPG
[2025-09-29T01:34:56.441110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-09-29T01:34:56.453852] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VPG'.
[2025-09-29T01:34:56.454424] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-09-29T01:34:56.482942] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:56.483895] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-09-29T01:34:56.483986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:56.484066] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:56.484140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:56.484247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:56.504513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:56.505243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:56.505375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:56.505450] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:56.545770] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:56.545881] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:56.545925] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:56.545960] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:56.549297] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=74.10%)
[2025-09-29T01:34:56.549580] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-09-29T01:34:56.549764] [INFO ] [sig       ] VPG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:56.710909] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VPG.txt
[2025-09-29T01:34:56.711265] [INFO ] [sig       ] [2093/2211] Completed VPG in 0.3s | 3.73 sym/s | Total: 9.4m | ETA: 31.7s
[2025-09-29T01:34:56.711407] [INFO ] [sig       ] [2094/2211] Forecasting VPV...
[2025-09-29T01:34:56.711503] [INFO ] [sig       ] Generating forecast for: VPV
[2025-09-29T01:34:56.711592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPV' from 'https://tdm.silogroup.org/data/derivative_storage/VPV.csv'.
[2025-09-29T01:34:56.724718] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VPV'.
[2025-09-29T01:34:56.725326] [INFO ] [FORECASTER] Starting predict_future for VPV
[2025-09-29T01:34:56.761759] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:56.762696] [DEBUG] [LOCAL     ] No optimal features file found for VPV: ./output/feature-sets/VPV.txt
[2025-09-29T01:34:56.762779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:56.762855] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:56.762926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:56.763043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:56.784032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:56.784715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:56.784826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:56.784899] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:56.821486] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:56.821614] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:56.821707] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:56.821767] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:56.825120] [DEBUG] [FORECASTER] VPV: Forecast T+1@11:T+2@11: DOWN (p=18.55%)
[2025-09-29T01:34:56.825447] [INFO ] [FORECASTER] Completed predict_future for VPV
[2025-09-29T01:34:56.825607] [INFO ] [sig       ] VPV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:56.977311] [INFO ] [LOCAL     ] Saved forecast: VPV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VPV.txt
[2025-09-29T01:34:56.977611] [INFO ] [sig       ] [2094/2211] Completed VPV in 0.3s | 3.73 sym/s | Total: 9.4m | ETA: 31.4s
[2025-09-29T01:34:56.977730] [INFO ] [sig       ] [2095/2211] Forecasting VRE...
[2025-09-29T01:34:56.977815] [INFO ] [sig       ] Generating forecast for: VRE
[2025-09-29T01:34:56.977902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-09-29T01:34:56.989143] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VRE'.
[2025-09-29T01:34:56.989580] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-09-29T01:34:57.017745] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:57.018583] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-09-29T01:34:57.018691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:57.018781] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:57.018865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:57.018995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:57.037065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:57.037723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:57.037836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:57.037920] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:57.075801] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:57.075928] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:57.075973] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:57.076009] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:57.084031] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: DOWN (p=5.34%)
[2025-09-29T01:34:57.084487] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-09-29T01:34:57.084681] [INFO ] [sig       ] VRE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:57.234268] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VRE.txt
[2025-09-29T01:34:57.234586] [INFO ] [sig       ] [2095/2211] Completed VRE in 0.3s | 3.73 sym/s | Total: 9.4m | ETA: 31.1s
[2025-09-29T01:34:57.234693] [INFO ] [sig       ] [2096/2211] Forecasting VRT...
[2025-09-29T01:34:57.234781] [INFO ] [sig       ] Generating forecast for: VRT
[2025-09-29T01:34:57.234903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRT' from 'https://tdm.silogroup.org/data/derivative_storage/VRT.csv'.
[2025-09-29T01:34:57.247548] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VRT'.
[2025-09-29T01:34:57.247919] [INFO ] [FORECASTER] Starting predict_future for VRT
[2025-09-29T01:34:57.278134] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:57.279074] [DEBUG] [LOCAL     ] No optimal features file found for VRT: ./output/feature-sets/VRT.txt
[2025-09-29T01:34:57.279156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:57.279229] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:57.279298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:57.279413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:57.298370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:57.299131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:57.299265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:57.299339] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:57.339580] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:57.339722] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:57.339783] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:57.339820] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:57.343270] [DEBUG] [FORECASTER] VRT: Forecast T+1@11:T+2@11: DOWN (p=7.60%)
[2025-09-29T01:34:57.343569] [INFO ] [FORECASTER] Completed predict_future for VRT
[2025-09-29T01:34:57.343756] [INFO ] [sig       ] VRT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:57.494690] [INFO ] [LOCAL     ] Saved forecast: VRT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VRT.txt
[2025-09-29T01:34:57.495031] [INFO ] [sig       ] [2096/2211] Completed VRT in 0.3s | 3.73 sym/s | Total: 9.4m | ETA: 30.9s
[2025-09-29T01:34:57.495118] [INFO ] [sig       ] [2097/2211] Forecasting VRTS...
[2025-09-29T01:34:57.495210] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-09-29T01:34:57.495297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-09-29T01:34:57.506040] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VRTS'.
[2025-09-29T01:34:57.506541] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-09-29T01:34:57.534450] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:57.535380] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-09-29T01:34:57.535463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:57.535550] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:57.535634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:57.535781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:57.553695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:57.554340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:57.554451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:57.554537] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:57.591582] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:57.591715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:57.591776] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:57.591812] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:57.594990] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: DOWN (p=17.04%)
[2025-09-29T01:34:57.595272] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-09-29T01:34:57.595414] [INFO ] [sig       ] VRTS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:57.745844] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VRTS.txt
[2025-09-29T01:34:57.746116] [INFO ] [sig       ] [2097/2211] Completed VRTS in 0.3s | 3.73 sym/s | Total: 9.4m | ETA: 30.6s
[2025-09-29T01:34:57.746204] [INFO ] [sig       ] [2098/2211] Forecasting VSCO...
[2025-09-29T01:34:57.746278] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-09-29T01:34:57.746353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-09-29T01:34:57.758519] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VSCO'.
[2025-09-29T01:34:57.758953] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-09-29T01:34:57.787134] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:57.788158] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-09-29T01:34:57.788248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:57.788379] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:57.788482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:57.788585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:57.808171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:57.809065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:57.809192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:57.809267] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:57.845496] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:57.845698] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:57.845767] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:57.845806] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:57.849519] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=74.28%)
[2025-09-29T01:34:57.849863] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-09-29T01:34:57.850032] [INFO ] [sig       ] VSCO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:58.004171] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VSCO.txt
[2025-09-29T01:34:58.004578] [INFO ] [sig       ] [2098/2211] Completed VSCO in 0.3s | 3.73 sym/s | Total: 9.4m | ETA: 30.3s
[2025-09-29T01:34:58.004716] [INFO ] [sig       ] [2099/2211] Forecasting VSH...
[2025-09-29T01:34:58.004792] [INFO ] [sig       ] Generating forecast for: VSH
[2025-09-29T01:34:58.004880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-09-29T01:34:58.018921] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VSH'.
[2025-09-29T01:34:58.019336] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-09-29T01:34:58.047667] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:58.048517] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-09-29T01:34:58.048600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:58.048734] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:58.048829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:58.048965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:58.068298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:58.069057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:58.069166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:58.069250] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:58.108315] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:58.108445] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:58.108530] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:58.108577] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:58.112038] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: UP (p=99.45%)
[2025-09-29T01:34:58.112373] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-09-29T01:34:58.112530] [INFO ] [sig       ] VSH: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:58.271839] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VSH.txt
[2025-09-29T01:34:58.272126] [INFO ] [sig       ] [2099/2211] Completed VSH in 0.3s | 3.73 sym/s | Total: 9.4m | ETA: 30.1s
[2025-09-29T01:34:58.272210] [INFO ] [sig       ] [2100/2211] Forecasting VST...
[2025-09-29T01:34:58.272282] [INFO ] [sig       ] Generating forecast for: VST
[2025-09-29T01:34:58.272357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VST' from 'https://tdm.silogroup.org/data/derivative_storage/VST.csv'.
[2025-09-29T01:34:58.284383] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VST'.
[2025-09-29T01:34:58.284876] [INFO ] [FORECASTER] Starting predict_future for VST
[2025-09-29T01:34:58.312218] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:58.313167] [DEBUG] [LOCAL     ] No optimal features file found for VST: ./output/feature-sets/VST.txt
[2025-09-29T01:34:58.313249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:58.313379] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:58.313455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:58.313581] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:58.332022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:58.332760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:58.332875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:58.332965] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:58.366984] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:58.367125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:58.367170] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:58.367204] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:58.370757] [DEBUG] [FORECASTER] VST: Forecast T+1@11:T+2@11: DOWN (p=19.88%)
[2025-09-29T01:34:58.371062] [INFO ] [FORECASTER] Completed predict_future for VST
[2025-09-29T01:34:58.371226] [INFO ] [sig       ] VST: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:58.519861] [INFO ] [LOCAL     ] Saved forecast: VST	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VST.txt
[2025-09-29T01:34:58.520196] [INFO ] [sig       ] [2100/2211] Completed VST in 0.2s | 3.73 sym/s | Total: 9.4m | ETA: 29.8s
[2025-09-29T01:34:58.520281] [INFO ] [sig       ] [2101/2211] Forecasting VSTS...
[2025-09-29T01:34:58.520372] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-09-29T01:34:58.520458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-09-29T01:34:58.531355] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VSTS'.
[2025-09-29T01:34:58.531784] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-09-29T01:34:58.560009] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:58.561027] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-09-29T01:34:58.561116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:58.561192] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:58.561263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:58.561375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:58.581023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:58.582043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:58.582210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:58.582283] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:58.621768] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:58.621896] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:58.621940] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:58.621975] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:58.625405] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-09-29T01:34:58.625744] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-09-29T01:34:58.625945] [INFO ] [sig       ] VSTS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:58.774819] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VSTS.txt
[2025-09-29T01:34:58.775100] [INFO ] [sig       ] [2101/2211] Completed VSTS in 0.3s | 3.73 sym/s | Total: 9.4m | ETA: 29.5s
[2025-09-29T01:34:58.775186] [INFO ] [sig       ] [2102/2211] Forecasting VTEX...
[2025-09-29T01:34:58.775259] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-09-29T01:34:58.775333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-09-29T01:34:58.785980] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VTEX'.
[2025-09-29T01:34:58.786321] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-09-29T01:34:58.813509] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:58.814332] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-09-29T01:34:58.814418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:58.814494] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:58.814564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:58.814693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:58.834383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:58.835125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:58.835238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:58.835311] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:58.876175] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:58.876325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:58.876369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:58.876404] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:58.880052] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=70.73%)
[2025-09-29T01:34:58.880517] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-09-29T01:34:58.880779] [INFO ] [sig       ] VTEX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:59.035797] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VTEX.txt
[2025-09-29T01:34:59.036077] [INFO ] [sig       ] [2102/2211] Completed VTEX in 0.3s | 3.73 sym/s | Total: 9.4m | ETA: 29.2s
[2025-09-29T01:34:59.036158] [INFO ] [sig       ] [2103/2211] Forecasting VTLE...
[2025-09-29T01:34:59.036235] [INFO ] [sig       ] Generating forecast for: VTLE
[2025-09-29T01:34:59.036309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'.
[2025-09-29T01:34:59.047914] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VTLE'.
[2025-09-29T01:34:59.048449] [INFO ] [FORECASTER] Starting predict_future for VTLE
[2025-09-29T01:34:59.077299] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:59.078243] [DEBUG] [LOCAL     ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt
[2025-09-29T01:34:59.078327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:59.078404] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:59.078490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:59.078630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:59.097661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:59.098412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:59.098525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:59.098606] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:59.136399] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:59.136581] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:59.136687] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:59.136753] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:59.140438] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: DOWN (p=15.55%)
[2025-09-29T01:34:59.140791] [INFO ] [FORECASTER] Completed predict_future for VTLE
[2025-09-29T01:34:59.140992] [INFO ] [sig       ] VTLE: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:59.301115] [INFO ] [LOCAL     ] Saved forecast: VTLE	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VTLE.txt
[2025-09-29T01:34:59.301479] [INFO ] [sig       ] [2103/2211] Completed VTLE in 0.3s | 3.73 sym/s | Total: 9.4m | ETA: 29.0s
[2025-09-29T01:34:59.301563] [INFO ] [sig       ] [2104/2211] Forecasting VTMX...
[2025-09-29T01:34:59.301674] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-09-29T01:34:59.301766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-09-29T01:34:59.312940] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VTMX'.
[2025-09-29T01:34:59.313358] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-09-29T01:34:59.340987] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:59.341919] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-09-29T01:34:59.342003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:59.342095] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:59.342183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:59.342323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:59.361276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:59.362055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:59.362173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:59.362261] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:59.402791] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:59.402989] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:59.403039] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:59.403074] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:59.407017] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: UP (p=69.06%)
[2025-09-29T01:34:59.407443] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-09-29T01:34:59.407627] [INFO ] [sig       ] VTMX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:34:59.562287] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VTMX.txt
[2025-09-29T01:34:59.562630] [INFO ] [sig       ] [2104/2211] Completed VTMX in 0.3s | 3.73 sym/s | Total: 9.4m | ETA: 28.7s
[2025-09-29T01:34:59.562736] [INFO ] [sig       ] [2105/2211] Forecasting VTN...
[2025-09-29T01:34:59.562823] [INFO ] [sig       ] Generating forecast for: VTN
[2025-09-29T01:34:59.562910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-09-29T01:34:59.573727] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VTN'.
[2025-09-29T01:34:59.574122] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-09-29T01:34:59.603127] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:59.604063] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-09-29T01:34:59.604148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:59.604234] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:59.604317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:59.604443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:59.624146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:59.625024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:59.625143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:59.625230] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:59.664444] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:59.664605] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:59.664677] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:59.664735] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:59.668431] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: DOWN (p=7.91%)
[2025-09-29T01:34:59.668790] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-09-29T01:34:59.668954] [INFO ] [sig       ] VTN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:34:59.823438] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VTN.txt
[2025-09-29T01:34:59.823795] [INFO ] [sig       ] [2105/2211] Completed VTN in 0.3s | 3.73 sym/s | Total: 9.4m | ETA: 28.4s
[2025-09-29T01:34:59.823877] [INFO ] [sig       ] [2106/2211] Forecasting VTOL...
[2025-09-29T01:34:59.823952] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-09-29T01:34:59.824025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-09-29T01:34:59.834613] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VTOL'.
[2025-09-29T01:34:59.835113] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-09-29T01:34:59.863410] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:34:59.864387] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-09-29T01:34:59.864481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:34:59.864557] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:34:59.864628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:34:59.864751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:34:59.883376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:34:59.884380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:34:59.884508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:34:59.884609] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:34:59.924981] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:34:59.925225] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:34:59.925294] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:34:59.925335] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:34:59.929626] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: UP (p=51.86%)
[2025-09-29T01:34:59.930022] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-09-29T01:34:59.930191] [INFO ] [sig       ] VTOL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:00.094046] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VTOL.txt
[2025-09-29T01:35:00.094612] [INFO ] [sig       ] [2106/2211] Completed VTOL in 0.3s | 3.73 sym/s | Total: 9.4m | ETA: 28.2s
[2025-09-29T01:35:00.094718] [INFO ] [sig       ] [2107/2211] Forecasting VTR...
[2025-09-29T01:35:00.094791] [INFO ] [sig       ] Generating forecast for: VTR
[2025-09-29T01:35:00.094865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTR' from 'https://tdm.silogroup.org/data/derivative_storage/VTR.csv'.
[2025-09-29T01:35:00.111951] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VTR'.
[2025-09-29T01:35:00.112457] [INFO ] [FORECASTER] Starting predict_future for VTR
[2025-09-29T01:35:00.141193] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:00.142085] [DEBUG] [LOCAL     ] No optimal features file found for VTR: ./output/feature-sets/VTR.txt
[2025-09-29T01:35:00.142169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:00.142246] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:00.142317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:00.142425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:00.160809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:00.161493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:00.161604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:00.161704] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:00.201902] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:00.202013] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:00.202055] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:00.202090] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:00.205402] [DEBUG] [FORECASTER] VTR: Forecast T+1@11:T+2@11: DOWN (p=30.14%)
[2025-09-29T01:35:00.205715] [INFO ] [FORECASTER] Completed predict_future for VTR
[2025-09-29T01:35:00.205884] [INFO ] [sig       ] VTR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:00.357064] [INFO ] [LOCAL     ] Saved forecast: VTR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VTR.txt
[2025-09-29T01:35:00.357350] [INFO ] [sig       ] [2107/2211] Completed VTR in 0.3s | 3.73 sym/s | Total: 9.4m | ETA: 27.9s
[2025-09-29T01:35:00.357440] [INFO ] [sig       ] [2108/2211] Forecasting VTS...
[2025-09-29T01:35:00.357518] [INFO ] [sig       ] Generating forecast for: VTS
[2025-09-29T01:35:00.357592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-09-29T01:35:00.369742] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VTS'.
[2025-09-29T01:35:00.370258] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-09-29T01:35:00.398431] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:00.399375] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-09-29T01:35:00.399460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:00.399537] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:00.399611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:00.399746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:00.420037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:00.421037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:00.421161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:00.421236] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:00.459153] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:00.459404] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:00.459522] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:00.459596] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:00.463931] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=87.25%)
[2025-09-29T01:35:00.464342] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-09-29T01:35:00.464517] [INFO ] [sig       ] VTS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:00.625359] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VTS.txt
[2025-09-29T01:35:00.625707] [INFO ] [sig       ] [2108/2211] Completed VTS in 0.3s | 3.73 sym/s | Total: 9.4m | ETA: 27.6s
[2025-09-29T01:35:00.625790] [INFO ] [sig       ] [2109/2211] Forecasting VVR...
[2025-09-29T01:35:00.625862] [INFO ] [sig       ] Generating forecast for: VVR
[2025-09-29T01:35:00.625935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVR' from 'https://tdm.silogroup.org/data/derivative_storage/VVR.csv'.
[2025-09-29T01:35:00.637417] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VVR'.
[2025-09-29T01:35:00.637952] [INFO ] [FORECASTER] Starting predict_future for VVR
[2025-09-29T01:35:00.667139] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:00.668300] [DEBUG] [LOCAL     ] No optimal features file found for VVR: ./output/feature-sets/VVR.txt
[2025-09-29T01:35:00.668393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:00.668470] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:00.668540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:00.668794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:00.688046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:00.689037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:00.689170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:00.689248] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:00.733663] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:00.733824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:00.733872] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:00.733907] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:00.737635] [DEBUG] [FORECASTER] VVR: Forecast T+1@11:T+2@11: DOWN (p=9.40%)
[2025-09-29T01:35:00.738009] [INFO ] [FORECASTER] Completed predict_future for VVR
[2025-09-29T01:35:00.738185] [INFO ] [sig       ] VVR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:00.891973] [INFO ] [LOCAL     ] Saved forecast: VVR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VVR.txt
[2025-09-29T01:35:00.892241] [INFO ] [sig       ] [2109/2211] Completed VVR in 0.3s | 3.73 sym/s | Total: 9.4m | ETA: 27.4s
[2025-09-29T01:35:00.892337] [INFO ] [sig       ] [2110/2211] Forecasting VVV...
[2025-09-29T01:35:00.892424] [INFO ] [sig       ] Generating forecast for: VVV
[2025-09-29T01:35:00.892524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVV' from 'https://tdm.silogroup.org/data/derivative_storage/VVV.csv'.
[2025-09-29T01:35:00.903926] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VVV'.
[2025-09-29T01:35:00.904417] [INFO ] [FORECASTER] Starting predict_future for VVV
[2025-09-29T01:35:00.932862] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:00.933823] [DEBUG] [LOCAL     ] No optimal features file found for VVV: ./output/feature-sets/VVV.txt
[2025-09-29T01:35:00.933909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:00.933985] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:00.934083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:00.934191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:00.953416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:00.954139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:00.954258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:00.954329] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:00.995878] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:00.996086] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:00.996136] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:00.996177] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:01.000286] [DEBUG] [FORECASTER] VVV: Forecast T+1@11:T+2@11: DOWN (p=27.01%)
[2025-09-29T01:35:01.000680] [INFO ] [FORECASTER] Completed predict_future for VVV
[2025-09-29T01:35:01.000861] [INFO ] [sig       ] VVV: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:01.159830] [INFO ] [LOCAL     ] Saved forecast: VVV	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/VVV.txt
[2025-09-29T01:35:01.160170] [INFO ] [sig       ] [2110/2211] Completed VVV in 0.3s | 3.73 sym/s | Total: 9.4m | ETA: 27.1s
[2025-09-29T01:35:01.160259] [INFO ] [sig       ] [2111/2211] Forecasting VVX...
[2025-09-29T01:35:01.160338] [INFO ] [sig       ] Generating forecast for: VVX
[2025-09-29T01:35:01.160425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-09-29T01:35:01.171155] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VVX'.
[2025-09-29T01:35:01.171617] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-09-29T01:35:01.199801] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:01.200695] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-09-29T01:35:01.200808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:01.200884] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:01.200957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:01.201060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:01.220368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:01.221338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:01.221461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:01.221534] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:01.258157] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:01.258389] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:01.258441] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:01.258479] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:01.262794] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: UP (p=84.36%)
[2025-09-29T01:35:01.263240] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-09-29T01:35:01.263429] [INFO ] [sig       ] VVX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:01.414932] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VVX.txt
[2025-09-29T01:35:01.415230] [INFO ] [sig       ] [2111/2211] Completed VVX in 0.3s | 3.73 sym/s | Total: 9.4m | ETA: 26.8s
[2025-09-29T01:35:01.415336] [INFO ] [sig       ] [2112/2211] Forecasting VYX...
[2025-09-29T01:35:01.415420] [INFO ] [sig       ] Generating forecast for: VYX
[2025-09-29T01:35:01.415493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-09-29T01:35:01.426959] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VYX'.
[2025-09-29T01:35:01.427425] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-09-29T01:35:01.456514] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:01.457508] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-09-29T01:35:01.457604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:01.457720] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:01.457829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:01.457982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:01.478247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:01.479347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:01.479488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:01.479565] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:01.516467] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:01.516707] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:01.516781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:01.517140] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:01.520998] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=85.81%)
[2025-09-29T01:35:01.521323] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-09-29T01:35:01.521484] [INFO ] [sig       ] VYX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:01.677696] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VYX.txt
[2025-09-29T01:35:01.678041] [INFO ] [sig       ] [2112/2211] Completed VYX in 0.3s | 3.73 sym/s | Total: 9.4m | ETA: 26.6s
[2025-09-29T01:35:01.678136] [INFO ] [sig       ] [2113/2211] Forecasting VZ...
[2025-09-29T01:35:01.678225] [INFO ] [sig       ] Generating forecast for: VZ
[2025-09-29T01:35:01.678314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-09-29T01:35:01.689268] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VZ'.
[2025-09-29T01:35:01.689804] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-09-29T01:35:01.723523] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:01.724493] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-09-29T01:35:01.724578] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:01.724680] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:01.724755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:01.724954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:01.746209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:01.747366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:01.747520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:01.747625] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:01.791143] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:01.791354] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:01.791404] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:01.791440] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:01.795734] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=56.31%)
[2025-09-29T01:35:01.796108] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-09-29T01:35:01.796278] [INFO ] [sig       ] VZ: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:01.972583] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/VZ.txt
[2025-09-29T01:35:01.972997] [INFO ] [sig       ] [2113/2211] Completed VZ in 0.3s | 3.73 sym/s | Total: 9.4m | ETA: 26.3s
[2025-09-29T01:35:01.973084] [INFO ] [sig       ] [2114/2211] Forecasting W...
[2025-09-29T01:35:01.973171] [INFO ] [sig       ] Generating forecast for: W
[2025-09-29T01:35:01.973262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'W' from 'https://tdm.silogroup.org/data/derivative_storage/W.csv'.
[2025-09-29T01:35:01.988439] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'W'.
[2025-09-29T01:35:01.988965] [INFO ] [FORECASTER] Starting predict_future for W
[2025-09-29T01:35:02.017711] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:02.018733] [DEBUG] [LOCAL     ] No optimal features file found for W: ./output/feature-sets/W.txt
[2025-09-29T01:35:02.018832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:02.018911] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:02.019013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:02.019127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:02.038837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:02.039604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:02.039745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:02.039824] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:02.083597] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:02.083801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:02.083857] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:02.083894] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:02.087854] [DEBUG] [FORECASTER] W: Forecast T+1@11:T+2@11: DOWN (p=13.04%)
[2025-09-29T01:35:02.088219] [INFO ] [FORECASTER] Completed predict_future for W
[2025-09-29T01:35:02.088383] [INFO ] [sig       ] W: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:02.252477] [INFO ] [LOCAL     ] Saved forecast: W	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/W.txt
[2025-09-29T01:35:02.252833] [INFO ] [sig       ] [2114/2211] Completed W in 0.3s | 3.73 sym/s | Total: 9.5m | ETA: 26.0s
[2025-09-29T01:35:02.252923] [INFO ] [sig       ] [2115/2211] Forecasting WAB...
[2025-09-29T01:35:02.252997] [INFO ] [sig       ] Generating forecast for: WAB
[2025-09-29T01:35:02.253087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-09-29T01:35:02.267494] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WAB'.
[2025-09-29T01:35:02.268015] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-09-29T01:35:02.295694] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:02.296802] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-09-29T01:35:02.296917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:02.296990] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:02.297060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:02.297164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:02.316573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:02.317588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:02.317738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:02.317846] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:02.355165] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:02.355371] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:02.355423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:02.355461] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:02.359319] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=0.41%)
[2025-09-29T01:35:02.359764] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-09-29T01:35:02.360003] [INFO ] [sig       ] WAB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:02.523293] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WAB.txt
[2025-09-29T01:35:02.523615] [INFO ] [sig       ] [2115/2211] Completed WAB in 0.3s | 3.73 sym/s | Total: 9.5m | ETA: 25.8s
[2025-09-29T01:35:02.523755] [INFO ] [sig       ] [2116/2211] Forecasting WAL...
[2025-09-29T01:35:02.523843] [INFO ] [sig       ] Generating forecast for: WAL
[2025-09-29T01:35:02.523944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-09-29T01:35:02.534846] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WAL'.
[2025-09-29T01:35:02.535246] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-09-29T01:35:02.562976] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:02.563983] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-09-29T01:35:02.564067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:02.564168] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:02.564244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:02.564376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:02.583161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:02.583924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:02.584038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:02.584122] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:02.626565] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:02.626821] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:02.626927] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:02.626969] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:02.630772] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: UP (p=72.36%)
[2025-09-29T01:35:02.631130] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-09-29T01:35:02.631300] [INFO ] [sig       ] WAL: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:02.798963] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WAL.txt
[2025-09-29T01:35:02.799311] [INFO ] [sig       ] [2116/2211] Completed WAL in 0.3s | 3.73 sym/s | Total: 9.5m | ETA: 25.5s
[2025-09-29T01:35:02.799423] [INFO ] [sig       ] [2117/2211] Forecasting WAT...
[2025-09-29T01:35:02.799520] [INFO ] [sig       ] Generating forecast for: WAT
[2025-09-29T01:35:02.799703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAT' from 'https://tdm.silogroup.org/data/derivative_storage/WAT.csv'.
[2025-09-29T01:35:02.811202] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WAT'.
[2025-09-29T01:35:02.811792] [INFO ] [FORECASTER] Starting predict_future for WAT
[2025-09-29T01:35:02.841953] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:02.843119] [DEBUG] [LOCAL     ] No optimal features file found for WAT: ./output/feature-sets/WAT.txt
[2025-09-29T01:35:02.843235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:02.843340] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:02.843444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:02.843596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:02.862967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:02.864005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:02.864148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:02.864258] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:02.907735] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:02.907968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:02.908038] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:02.908080] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:02.912733] [DEBUG] [FORECASTER] WAT: Forecast T+1@11:T+2@11: DOWN (p=22.21%)
[2025-09-29T01:35:02.913141] [INFO ] [FORECASTER] Completed predict_future for WAT
[2025-09-29T01:35:02.913319] [INFO ] [sig       ] WAT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:03.069199] [INFO ] [LOCAL     ] Saved forecast: WAT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WAT.txt
[2025-09-29T01:35:03.069564] [INFO ] [sig       ] [2117/2211] Completed WAT in 0.3s | 3.73 sym/s | Total: 9.5m | ETA: 25.2s
[2025-09-29T01:35:03.069680] [INFO ] [sig       ] [2118/2211] Forecasting WBS...
[2025-09-29T01:35:03.069774] [INFO ] [sig       ] Generating forecast for: WBS
[2025-09-29T01:35:03.069865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-09-29T01:35:03.080845] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WBS'.
[2025-09-29T01:35:03.081251] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-09-29T01:35:03.108506] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:03.109439] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-09-29T01:35:03.109530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:03.109622] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:03.109738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:03.109859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:03.129294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:03.130002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:03.130125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:03.130246] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:03.170204] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:03.170365] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:03.170413] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:03.170451] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:03.174290] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=61.43%)
[2025-09-29T01:35:03.174630] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-09-29T01:35:03.174837] [INFO ] [sig       ] WBS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:03.330157] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WBS.txt
[2025-09-29T01:35:03.330523] [INFO ] [sig       ] [2118/2211] Completed WBS in 0.3s | 3.73 sym/s | Total: 9.5m | ETA: 25.0s
[2025-09-29T01:35:03.330609] [INFO ] [sig       ] [2119/2211] Forecasting WBX...
[2025-09-29T01:35:03.330725] [INFO ] [sig       ] Generating forecast for: WBX
[2025-09-29T01:35:03.330805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-09-29T01:35:03.341208] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WBX'.
[2025-09-29T01:35:03.341627] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-09-29T01:35:03.368271] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:03.369197] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-09-29T01:35:03.369294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:03.369399] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:03.369499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:03.369668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:03.387485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:03.388161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:03.388300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:03.388395] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:03.420968] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:03.421096] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:03.421141] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:03.421178] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:03.424665] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: DOWN (p=17.15%)
[2025-09-29T01:35:03.425019] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-09-29T01:35:03.425181] [INFO ] [sig       ] WBX: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:03.575230] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WBX.txt
[2025-09-29T01:35:03.575533] [INFO ] [sig       ] [2119/2211] Completed WBX in 0.2s | 3.73 sym/s | Total: 9.5m | ETA: 24.7s
[2025-09-29T01:35:03.575631] [INFO ] [sig       ] [2120/2211] Forecasting WCC...
[2025-09-29T01:35:03.575735] [INFO ] [sig       ] Generating forecast for: WCC
[2025-09-29T01:35:03.575822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-09-29T01:35:03.586200] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WCC'.
[2025-09-29T01:35:03.586595] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-09-29T01:35:03.613166] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:03.614094] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-09-29T01:35:03.614196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:03.614282] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:03.614362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:03.614488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:03.632547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:03.633362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:03.633485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:03.633571] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:03.665895] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:03.666072] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:03.666119] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:03.666154] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:03.669848] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: UP (p=87.18%)
[2025-09-29T01:35:03.670157] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-09-29T01:35:03.670346] [INFO ] [sig       ] WCC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:03.824475] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WCC.txt
[2025-09-29T01:35:03.824806] [INFO ] [sig       ] [2120/2211] Completed WCC in 0.2s | 3.73 sym/s | Total: 9.5m | ETA: 24.4s
[2025-09-29T01:35:03.824937] [INFO ] [sig       ] [2121/2211] Forecasting WCN...
[2025-09-29T01:35:03.825055] [INFO ] [sig       ] Generating forecast for: WCN
[2025-09-29T01:35:03.825149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCN' from 'https://tdm.silogroup.org/data/derivative_storage/WCN.csv'.
[2025-09-29T01:35:03.835661] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WCN'.
[2025-09-29T01:35:03.836019] [INFO ] [FORECASTER] Starting predict_future for WCN
[2025-09-29T01:35:03.863385] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:03.864286] [DEBUG] [LOCAL     ] No optimal features file found for WCN: ./output/feature-sets/WCN.txt
[2025-09-29T01:35:03.864372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:03.864449] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:03.864517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:03.864621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:03.883582] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:03.884224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:03.884336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:03.884407] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:03.918745] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:03.918925] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:03.918979] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:03.919017] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:03.922607] [DEBUG] [FORECASTER] WCN: Forecast T+1@11:T+2@11: DOWN (p=44.27%)
[2025-09-29T01:35:03.922988] [INFO ] [FORECASTER] Completed predict_future for WCN
[2025-09-29T01:35:03.923155] [INFO ] [sig       ] WCN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:04.083960] [INFO ] [LOCAL     ] Saved forecast: WCN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WCN.txt
[2025-09-29T01:35:04.084283] [INFO ] [sig       ] [2121/2211] Completed WCN in 0.3s | 3.73 sym/s | Total: 9.5m | ETA: 24.1s
[2025-09-29T01:35:04.084369] [INFO ] [sig       ] [2122/2211] Forecasting WD...
[2025-09-29T01:35:04.084454] [INFO ] [sig       ] Generating forecast for: WD
[2025-09-29T01:35:04.084551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-09-29T01:35:04.095443] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WD'.
[2025-09-29T01:35:04.095840] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-09-29T01:35:04.122807] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:04.123738] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-09-29T01:35:04.123852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:04.123966] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:04.124072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:04.124235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:04.143110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:04.143953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:04.144078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:04.144147] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:04.182022] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:04.182188] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:04.182236] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:04.182274] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:04.186027] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=12.97%)
[2025-09-29T01:35:04.186336] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-09-29T01:35:04.186490] [INFO ] [sig       ] WD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:04.345700] [INFO ] [LOCAL     ] Saved forecast: WD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WD.txt
[2025-09-29T01:35:04.346047] [INFO ] [sig       ] [2122/2211] Completed WD in 0.3s | 3.73 sym/s | Total: 9.5m | ETA: 23.9s
[2025-09-29T01:35:04.346132] [INFO ] [sig       ] [2123/2211] Forecasting WDH...
[2025-09-29T01:35:04.346203] [INFO ] [sig       ] Generating forecast for: WDH
[2025-09-29T01:35:04.346275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-09-29T01:35:04.358040] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WDH'.
[2025-09-29T01:35:04.358509] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-09-29T01:35:04.386481] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:04.387431] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-09-29T01:35:04.387512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:04.387586] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:04.387686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:04.387793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:04.406633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:04.407428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:04.407544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:04.407617] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:04.438245] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:04.438424] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:04.438472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:04.438509] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:04.442488] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: DOWN (p=11.39%)
[2025-09-29T01:35:04.442932] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-09-29T01:35:04.443127] [INFO ] [sig       ] WDH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:04.621224] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WDH.txt
[2025-09-29T01:35:04.621544] [INFO ] [sig       ] [2123/2211] Completed WDH in 0.3s | 3.73 sym/s | Total: 9.5m | ETA: 23.6s
[2025-09-29T01:35:04.621627] [INFO ] [sig       ] [2124/2211] Forecasting WDI...
[2025-09-29T01:35:04.621722] [INFO ] [sig       ] Generating forecast for: WDI
[2025-09-29T01:35:04.621798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-09-29T01:35:04.632171] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WDI'.
[2025-09-29T01:35:04.632552] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-09-29T01:35:04.661742] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:04.663067] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-09-29T01:35:04.663172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:04.663282] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:04.663384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:04.663557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:04.684603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:04.685341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:04.685460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:04.685544] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:04.716165] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:04.716344] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:04.716394] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:04.716431] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:04.720266] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: DOWN (p=5.06%)
[2025-09-29T01:35:04.720570] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-09-29T01:35:04.720750] [INFO ] [sig       ] WDI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:04.886857] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WDI.txt
[2025-09-29T01:35:04.887242] [INFO ] [sig       ] [2124/2211] Completed WDI in 0.3s | 3.73 sym/s | Total: 9.5m | ETA: 23.3s
[2025-09-29T01:35:04.887329] [INFO ] [sig       ] [2125/2211] Forecasting WDS...
[2025-09-29T01:35:04.887413] [INFO ] [sig       ] Generating forecast for: WDS
[2025-09-29T01:35:04.887570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-09-29T01:35:04.898593] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WDS'.
[2025-09-29T01:35:04.899092] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-09-29T01:35:04.930747] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:04.931742] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-09-29T01:35:04.931835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:04.931910] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:04.931982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:04.932087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:04.952148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:04.953038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:04.953160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:04.953250] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:04.992722] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:04.992945] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:04.993041] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:04.993108] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:04.999043] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=85.62%)
[2025-09-29T01:35:04.999501] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-09-29T01:35:04.999745] [INFO ] [sig       ] WDS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:05.161824] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WDS.txt
[2025-09-29T01:35:05.162148] [INFO ] [sig       ] [2125/2211] Completed WDS in 0.3s | 3.73 sym/s | Total: 9.5m | ETA: 23.1s
[2025-09-29T01:35:05.162230] [INFO ] [sig       ] [2126/2211] Forecasting WEA...
[2025-09-29T01:35:05.162303] [INFO ] [sig       ] Generating forecast for: WEA
[2025-09-29T01:35:05.162378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-09-29T01:35:05.172080] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WEA'.
[2025-09-29T01:35:05.172548] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-09-29T01:35:05.200022] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:05.201007] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-09-29T01:35:05.201109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:05.201206] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:05.201303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:05.201469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:05.221071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:05.221806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:05.221922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:05.221990] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:05.251224] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:05.251391] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:05.251438] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:05.251473] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:05.255248] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=86.51%)
[2025-09-29T01:35:05.255580] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-09-29T01:35:05.255791] [INFO ] [sig       ] WEA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:05.409795] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WEA.txt
[2025-09-29T01:35:05.410089] [INFO ] [sig       ] [2126/2211] Completed WEA in 0.2s | 3.73 sym/s | Total: 9.5m | ETA: 22.8s
[2025-09-29T01:35:05.410171] [INFO ] [sig       ] [2127/2211] Forecasting WEAV...
[2025-09-29T01:35:05.410241] [INFO ] [sig       ] Generating forecast for: WEAV
[2025-09-29T01:35:05.410315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEAV' from 'https://tdm.silogroup.org/data/derivative_storage/WEAV.csv'.
[2025-09-29T01:35:05.420339] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WEAV'.
[2025-09-29T01:35:05.420852] [INFO ] [FORECASTER] Starting predict_future for WEAV
[2025-09-29T01:35:05.453894] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:05.455012] [DEBUG] [LOCAL     ] No optimal features file found for WEAV: ./output/feature-sets/WEAV.txt
[2025-09-29T01:35:05.455121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:05.455227] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:05.455309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:05.455412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:05.476105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:05.476929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:05.477046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:05.477118] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:05.516139] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:05.516356] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:05.516420] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:05.516459] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:05.520165] [DEBUG] [FORECASTER] WEAV: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2025-09-29T01:35:05.520481] [INFO ] [FORECASTER] Completed predict_future for WEAV
[2025-09-29T01:35:05.520634] [INFO ] [sig       ] WEAV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:05.682481] [INFO ] [LOCAL     ] Saved forecast: WEAV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WEAV.txt
[2025-09-29T01:35:05.682832] [INFO ] [sig       ] [2127/2211] Completed WEAV in 0.3s | 3.73 sym/s | Total: 9.5m | ETA: 22.5s
[2025-09-29T01:35:05.682916] [INFO ] [sig       ] [2128/2211] Forecasting WEC...
[2025-09-29T01:35:05.682989] [INFO ] [sig       ] Generating forecast for: WEC
[2025-09-29T01:35:05.683066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-09-29T01:35:05.695297] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WEC'.
[2025-09-29T01:35:05.695749] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-09-29T01:35:05.725784] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:05.726800] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-09-29T01:35:05.726910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:05.726992] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:05.727063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:05.727166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:05.745920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:05.746811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:05.746956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:05.747027] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:05.791005] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:05.791207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:05.791261] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:05.791298] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:05.795162] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: UP (p=93.18%)
[2025-09-29T01:35:05.795475] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-09-29T01:35:05.795635] [INFO ] [sig       ] WEC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:05.962889] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WEC.txt
[2025-09-29T01:35:05.963239] [INFO ] [sig       ] [2128/2211] Completed WEC in 0.3s | 3.73 sym/s | Total: 9.5m | ETA: 22.3s
[2025-09-29T01:35:05.963327] [INFO ] [sig       ] [2129/2211] Forecasting WELL...
[2025-09-29T01:35:05.963400] [INFO ] [sig       ] Generating forecast for: WELL
[2025-09-29T01:35:05.963476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WELL' from 'https://tdm.silogroup.org/data/derivative_storage/WELL.csv'.
[2025-09-29T01:35:05.976044] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WELL'.
[2025-09-29T01:35:05.976557] [INFO ] [FORECASTER] Starting predict_future for WELL
[2025-09-29T01:35:06.004856] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:06.005923] [DEBUG] [LOCAL     ] No optimal features file found for WELL: ./output/feature-sets/WELL.txt
[2025-09-29T01:35:06.006048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:06.006128] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:06.006200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:06.006309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:06.026053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:06.027036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:06.027163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:06.027238] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:06.068342] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:06.068546] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:06.068595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:06.068630] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:06.072304] [DEBUG] [FORECASTER] WELL: Forecast T+1@11:T+2@11: DOWN (p=33.69%)
[2025-09-29T01:35:06.072774] [INFO ] [FORECASTER] Completed predict_future for WELL
[2025-09-29T01:35:06.072949] [INFO ] [sig       ] WELL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:06.231824] [INFO ] [LOCAL     ] Saved forecast: WELL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WELL.txt
[2025-09-29T01:35:06.232180] [INFO ] [sig       ] [2129/2211] Completed WELL in 0.3s | 3.73 sym/s | Total: 9.5m | ETA: 22.0s
[2025-09-29T01:35:06.232273] [INFO ] [sig       ] [2130/2211] Forecasting WES...
[2025-09-29T01:35:06.232349] [INFO ] [sig       ] Generating forecast for: WES
[2025-09-29T01:35:06.232431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-09-29T01:35:06.244737] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WES'.
[2025-09-29T01:35:06.245226] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-09-29T01:35:06.275821] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:06.276907] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-09-29T01:35:06.276997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:06.277072] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:06.277142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:06.277246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:06.297817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:06.298695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:06.298819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:06.298893] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:06.333768] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:06.333973] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:06.334025] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:06.334061] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:06.337891] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: UP (p=59.76%)
[2025-09-29T01:35:06.338211] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-09-29T01:35:06.338404] [INFO ] [sig       ] WES: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:06.496545] [INFO ] [LOCAL     ] Saved forecast: WES	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WES.txt
[2025-09-29T01:35:06.496908] [INFO ] [sig       ] [2130/2211] Completed WES in 0.3s | 3.73 sym/s | Total: 9.5m | ETA: 21.7s
[2025-09-29T01:35:06.496996] [INFO ] [sig       ] [2131/2211] Forecasting WEX...
[2025-09-29T01:35:06.497070] [INFO ] [sig       ] Generating forecast for: WEX
[2025-09-29T01:35:06.497146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-09-29T01:35:06.508298] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WEX'.
[2025-09-29T01:35:06.508779] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-09-29T01:35:06.536949] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:06.538084] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-09-29T01:35:06.538169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:06.538254] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:06.538339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:06.538457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:06.557939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:06.558845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:06.558994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:06.559085] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:06.597296] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:06.597451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:06.597497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:06.597532] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:06.601184] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: UP (p=70.82%)
[2025-09-29T01:35:06.601489] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-09-29T01:35:06.601638] [INFO ] [sig       ] WEX: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:06.879682] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WEX.txt
[2025-09-29T01:35:06.879999] [INFO ] [sig       ] [2131/2211] Completed WEX in 0.4s | 3.73 sym/s | Total: 9.5m | ETA: 21.5s
[2025-09-29T01:35:06.880107] [INFO ] [sig       ] [2132/2211] Forecasting WF...
[2025-09-29T01:35:06.880204] [INFO ] [sig       ] Generating forecast for: WF
[2025-09-29T01:35:06.880282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-09-29T01:35:06.891812] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WF'.
[2025-09-29T01:35:06.892347] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-09-29T01:35:06.928582] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:06.929720] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-09-29T01:35:06.929807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:06.929893] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:06.929978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:06.930086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:06.957622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:06.958481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:06.958600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:06.958703] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:06.999177] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:06.999366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:06.999435] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:06.999476] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:07.003436] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=11.30%)
[2025-09-29T01:35:07.003805] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-09-29T01:35:07.003976] [INFO ] [sig       ] WF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:07.179597] [INFO ] [LOCAL     ] Saved forecast: WF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WF.txt
[2025-09-29T01:35:07.179959] [INFO ] [sig       ] [2132/2211] Completed WF in 0.3s | 3.73 sym/s | Total: 9.5m | ETA: 21.2s
[2025-09-29T01:35:07.180044] [INFO ] [sig       ] [2133/2211] Forecasting WFC...
[2025-09-29T01:35:07.180117] [INFO ] [sig       ] Generating forecast for: WFC
[2025-09-29T01:35:07.180191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-09-29T01:35:07.195139] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WFC'.
[2025-09-29T01:35:07.195821] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-09-29T01:35:07.242939] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:07.243977] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-09-29T01:35:07.244063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:07.244139] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:07.244211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:07.244318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:07.263800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:07.264705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:07.264825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:07.264896] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:07.301219] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:07.301439] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:07.301494] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:07.301534] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:07.305669] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: UP (p=92.27%)
[2025-09-29T01:35:07.306124] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-09-29T01:35:07.306293] [INFO ] [sig       ] WFC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:07.463810] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WFC.txt
[2025-09-29T01:35:07.464116] [INFO ] [sig       ] [2133/2211] Completed WFC in 0.3s | 3.73 sym/s | Total: 9.5m | ETA: 20.9s
[2025-09-29T01:35:07.464198] [INFO ] [sig       ] [2134/2211] Forecasting WFG...
[2025-09-29T01:35:07.464270] [INFO ] [sig       ] Generating forecast for: WFG
[2025-09-29T01:35:07.464345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-09-29T01:35:07.475165] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WFG'.
[2025-09-29T01:35:07.475699] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-09-29T01:35:07.503863] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:07.504860] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-09-29T01:35:07.504944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:07.505105] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:07.505180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:07.505309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:07.525157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:07.526065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:07.526190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:07.526279] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:07.554702] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:07.554903] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:07.554954] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:07.554991] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:07.558928] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=59.01%)
[2025-09-29T01:35:07.559275] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-09-29T01:35:07.559432] [INFO ] [sig       ] WFG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:07.719221] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WFG.txt
[2025-09-29T01:35:07.719605] [INFO ] [sig       ] [2134/2211] Completed WFG in 0.3s | 3.73 sym/s | Total: 9.5m | ETA: 20.7s
[2025-09-29T01:35:07.719712] [INFO ] [sig       ] [2135/2211] Forecasting WGO...
[2025-09-29T01:35:07.719798] [INFO ] [sig       ] Generating forecast for: WGO
[2025-09-29T01:35:07.719885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-09-29T01:35:07.731880] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WGO'.
[2025-09-29T01:35:07.732360] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-09-29T01:35:07.760198] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:07.761234] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-09-29T01:35:07.761326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:07.761428] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:07.761518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:07.761685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:07.781201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:07.782231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:07.782358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:07.782454] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:07.814307] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:07.814501] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:07.814555] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:07.814593] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:07.818603] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: UP (p=91.07%)
[2025-09-29T01:35:07.819000] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-09-29T01:35:07.819162] [INFO ] [sig       ] WGO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:07.984085] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WGO.txt
[2025-09-29T01:35:07.984458] [INFO ] [sig       ] [2135/2211] Completed WGO in 0.3s | 3.73 sym/s | Total: 9.5m | ETA: 20.4s
[2025-09-29T01:35:07.984554] [INFO ] [sig       ] [2136/2211] Forecasting WH...
[2025-09-29T01:35:07.984680] [INFO ] [sig       ] Generating forecast for: WH
[2025-09-29T01:35:07.984786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-09-29T01:35:07.995851] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WH'.
[2025-09-29T01:35:07.996323] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-09-29T01:35:08.024232] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:08.025205] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-09-29T01:35:08.025290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:08.025385] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:08.025477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:08.025617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:08.045302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:08.046196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:08.046326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:08.046419] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:08.077381] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:08.077574] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:08.077625] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:08.077707] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:08.081871] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: DOWN (p=10.02%)
[2025-09-29T01:35:08.082204] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-09-29T01:35:08.082358] [INFO ] [sig       ] WH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:08.244821] [INFO ] [LOCAL     ] Saved forecast: WH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WH.txt
[2025-09-29T01:35:08.245137] [INFO ] [sig       ] [2136/2211] Completed WH in 0.3s | 3.73 sym/s | Total: 9.6m | ETA: 20.1s
[2025-09-29T01:35:08.245222] [INFO ] [sig       ] [2137/2211] Forecasting WHD...
[2025-09-29T01:35:08.245305] [INFO ] [sig       ] Generating forecast for: WHD
[2025-09-29T01:35:08.245381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-09-29T01:35:08.257401] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WHD'.
[2025-09-29T01:35:08.257958] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-09-29T01:35:08.286394] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:08.287452] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-09-29T01:35:08.287549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:08.287681] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:08.287782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:08.287934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:08.308670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:08.309828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:08.309996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:08.310112] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:08.354577] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:08.354892] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:08.354967] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:08.355010] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:08.359500] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: DOWN (p=8.15%)
[2025-09-29T01:35:08.359964] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-09-29T01:35:08.360160] [INFO ] [sig       ] WHD: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:08.521436] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WHD.txt
[2025-09-29T01:35:08.521844] [INFO ] [sig       ] [2137/2211] Completed WHD in 0.3s | 3.73 sym/s | Total: 9.6m | ETA: 19.9s
[2025-09-29T01:35:08.521929] [INFO ] [sig       ] [2138/2211] Forecasting WHG...
[2025-09-29T01:35:08.522000] [INFO ] [sig       ] Generating forecast for: WHG
[2025-09-29T01:35:08.522074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-09-29T01:35:08.532998] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'WHG'.
[2025-09-29T01:35:08.533501] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-09-29T01:35:08.562399] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:08.563417] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-09-29T01:35:08.563506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:08.563582] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:08.563677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:08.563786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:08.582827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:08.583725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:08.583849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:08.583924] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:08.614430] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:08.614620] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:08.614707] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:08.614762] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:08.618490] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=18.38%)
[2025-09-29T01:35:08.618865] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-09-29T01:35:08.619028] [INFO ] [sig       ] WHG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:08.773425] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WHG.txt
[2025-09-29T01:35:08.773760] [INFO ] [sig       ] [2138/2211] Completed WHG in 0.3s | 3.73 sym/s | Total: 9.6m | ETA: 19.6s
[2025-09-29T01:35:08.773843] [INFO ] [sig       ] [2139/2211] Forecasting WHR...
[2025-09-29T01:35:08.773926] [INFO ] [sig       ] Generating forecast for: WHR
[2025-09-29T01:35:08.774012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHR' from 'https://tdm.silogroup.org/data/derivative_storage/WHR.csv'.
[2025-09-29T01:35:08.785424] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WHR'.
[2025-09-29T01:35:08.785818] [INFO ] [FORECASTER] Starting predict_future for WHR
[2025-09-29T01:35:08.812187] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:08.813057] [DEBUG] [LOCAL     ] No optimal features file found for WHR: ./output/feature-sets/WHR.txt
[2025-09-29T01:35:08.813140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:08.813214] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:08.813283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:08.813383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:08.834071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:08.834808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:08.834922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:08.834993] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:08.868588] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:08.868837] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:08.868903] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:08.868944] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:08.872627] [DEBUG] [FORECASTER] WHR: Forecast T+1@11:T+2@11: DOWN (p=16.73%)
[2025-09-29T01:35:08.873088] [INFO ] [FORECASTER] Completed predict_future for WHR
[2025-09-29T01:35:08.873243] [INFO ] [sig       ] WHR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:09.033344] [INFO ] [LOCAL     ] Saved forecast: WHR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WHR.txt
[2025-09-29T01:35:09.033727] [INFO ] [sig       ] [2139/2211] Completed WHR in 0.3s | 3.73 sym/s | Total: 9.6m | ETA: 19.3s
[2025-09-29T01:35:09.033819] [INFO ] [sig       ] [2140/2211] Forecasting WIA...
[2025-09-29T01:35:09.033893] [INFO ] [sig       ] Generating forecast for: WIA
[2025-09-29T01:35:09.033946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-09-29T01:35:09.043696] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WIA'.
[2025-09-29T01:35:09.044116] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-09-29T01:35:09.071076] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:09.072084] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-09-29T01:35:09.072174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:09.072255] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:09.072347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:09.072476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:09.092126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:09.093056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:09.093176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:09.093249] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:09.126195] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:09.126380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:09.126432] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:09.126469] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:09.130451] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: DOWN (p=10.01%)
[2025-09-29T01:35:09.130824] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-09-29T01:35:09.130991] [INFO ] [sig       ] WIA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:09.284174] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WIA.txt
[2025-09-29T01:35:09.284482] [INFO ] [sig       ] [2140/2211] Completed WIA in 0.3s | 3.73 sym/s | Total: 9.6m | ETA: 19.1s
[2025-09-29T01:35:09.284572] [INFO ] [sig       ] [2141/2211] Forecasting WINN...
[2025-09-29T01:35:09.284667] [INFO ] [sig       ] Generating forecast for: WINN
[2025-09-29T01:35:09.284747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-09-29T01:35:09.295317] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'WINN'.
[2025-09-29T01:35:09.295829] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-09-29T01:35:09.324469] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:09.325676] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-09-29T01:35:09.325781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:09.325895] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:09.326054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:09.326199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:09.345856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:09.346565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:09.346700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:09.346803] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:09.375331] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:09.375532] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:09.375584] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:09.375623] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:09.379534] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=2.33%)
[2025-09-29T01:35:09.379881] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-09-29T01:35:09.380045] [INFO ] [sig       ] WINN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:09.534154] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WINN.txt
[2025-09-29T01:35:09.534467] [INFO ] [sig       ] [2141/2211] Completed WINN in 0.2s | 3.73 sym/s | Total: 9.6m | ETA: 18.8s
[2025-09-29T01:35:09.534554] [INFO ] [sig       ] [2142/2211] Forecasting WIT...
[2025-09-29T01:35:09.534639] [INFO ] [sig       ] Generating forecast for: WIT
[2025-09-29T01:35:09.534741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIT' from 'https://tdm.silogroup.org/data/derivative_storage/WIT.csv'.
[2025-09-29T01:35:09.545690] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WIT'.
[2025-09-29T01:35:09.546084] [INFO ] [FORECASTER] Starting predict_future for WIT
[2025-09-29T01:35:09.574195] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:09.575163] [DEBUG] [LOCAL     ] No optimal features file found for WIT: ./output/feature-sets/WIT.txt
[2025-09-29T01:35:09.575248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:09.575326] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:09.575415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:09.575559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:09.594302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:09.595034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:09.595165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:09.595241] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:09.624805] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:09.624971] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:09.625021] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:09.625058] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:09.628815] [DEBUG] [FORECASTER] WIT: Forecast T+1@11:T+2@11: DOWN (p=6.37%)
[2025-09-29T01:35:09.629122] [INFO ] [FORECASTER] Completed predict_future for WIT
[2025-09-29T01:35:09.629268] [INFO ] [sig       ] WIT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:09.790807] [INFO ] [LOCAL     ] Saved forecast: WIT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WIT.txt
[2025-09-29T01:35:09.791096] [INFO ] [sig       ] [2142/2211] Completed WIT in 0.3s | 3.73 sym/s | Total: 9.6m | ETA: 18.5s
[2025-09-29T01:35:09.791182] [INFO ] [sig       ] [2143/2211] Forecasting WIW...
[2025-09-29T01:35:09.791265] [INFO ] [sig       ] Generating forecast for: WIW
[2025-09-29T01:35:09.791349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIW' from 'https://tdm.silogroup.org/data/derivative_storage/WIW.csv'.
[2025-09-29T01:35:09.801112] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WIW'.
[2025-09-29T01:35:09.801553] [INFO ] [FORECASTER] Starting predict_future for WIW
[2025-09-29T01:35:09.828419] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:09.829289] [DEBUG] [LOCAL     ] No optimal features file found for WIW: ./output/feature-sets/WIW.txt
[2025-09-29T01:35:09.829371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:09.829447] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:09.829519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:09.829625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:09.848854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:09.849487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:09.849600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:09.849694] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:09.878530] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:09.878710] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:09.878777] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:09.878816] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:09.882485] [DEBUG] [FORECASTER] WIW: Forecast T+1@11:T+2@11: DOWN (p=25.86%)
[2025-09-29T01:35:09.882852] [INFO ] [FORECASTER] Completed predict_future for WIW
[2025-09-29T01:35:09.883013] [INFO ] [sig       ] WIW: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:10.038401] [INFO ] [LOCAL     ] Saved forecast: WIW	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WIW.txt
[2025-09-29T01:35:10.038714] [INFO ] [sig       ] [2143/2211] Completed WIW in 0.2s | 3.73 sym/s | Total: 9.6m | ETA: 18.2s
[2025-09-29T01:35:10.038799] [INFO ] [sig       ] [2144/2211] Forecasting WK...
[2025-09-29T01:35:10.038886] [INFO ] [sig       ] Generating forecast for: WK
[2025-09-29T01:35:10.038975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-09-29T01:35:10.049312] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WK'.
[2025-09-29T01:35:10.049700] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-09-29T01:35:10.077392] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:10.078452] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-09-29T01:35:10.078538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:10.078612] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:10.078703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:10.078806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:10.100056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:10.100738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:10.100853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:10.100924] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:10.139162] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:10.139368] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:10.139418] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:10.139454] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:10.143321] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=2.33%)
[2025-09-29T01:35:10.143635] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-09-29T01:35:10.143835] [INFO ] [sig       ] WK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:10.296427] [INFO ] [LOCAL     ] Saved forecast: WK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WK.txt
[2025-09-29T01:35:10.296783] [INFO ] [sig       ] [2144/2211] Completed WK in 0.3s | 3.73 sym/s | Total: 9.6m | ETA: 18.0s
[2025-09-29T01:35:10.296914] [INFO ] [sig       ] [2145/2211] Forecasting WKC...
[2025-09-29T01:35:10.296999] [INFO ] [sig       ] Generating forecast for: WKC
[2025-09-29T01:35:10.297086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-09-29T01:35:10.307746] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WKC'.
[2025-09-29T01:35:10.308204] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-09-29T01:35:10.334818] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:10.335744] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-09-29T01:35:10.335828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:10.335902] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:10.335972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:10.336075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:10.353933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:10.354567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:10.354700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:10.354772] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:10.392122] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:10.392313] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:10.392362] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:10.392398] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:10.396332] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=86.37%)
[2025-09-29T01:35:10.396678] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-09-29T01:35:10.396879] [INFO ] [sig       ] WKC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:10.550739] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WKC.txt
[2025-09-29T01:35:10.551049] [INFO ] [sig       ] [2145/2211] Completed WKC in 0.3s | 3.73 sym/s | Total: 9.6m | ETA: 17.7s
[2025-09-29T01:35:10.551132] [INFO ] [sig       ] [2146/2211] Forecasting WLK...
[2025-09-29T01:35:10.551204] [INFO ] [sig       ] Generating forecast for: WLK
[2025-09-29T01:35:10.551278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-09-29T01:35:10.561855] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WLK'.
[2025-09-29T01:35:10.562193] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-09-29T01:35:10.588542] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:10.589453] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-09-29T01:35:10.589536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:10.589610] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:10.589777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:10.589887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:10.607871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:10.608709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:10.608825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:10.608908] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:10.647200] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:10.647386] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:10.647453] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:10.647491] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:10.651223] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: DOWN (p=11.41%)
[2025-09-29T01:35:10.651532] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-09-29T01:35:10.651718] [INFO ] [sig       ] WLK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:10.805067] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WLK.txt
[2025-09-29T01:35:10.805421] [INFO ] [sig       ] [2146/2211] Completed WLK in 0.3s | 3.73 sym/s | Total: 9.6m | ETA: 17.4s
[2025-09-29T01:35:10.805507] [INFO ] [sig       ] [2147/2211] Forecasting WLKP...
[2025-09-29T01:35:10.805579] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-09-29T01:35:10.805739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-09-29T01:35:10.816457] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WLKP'.
[2025-09-29T01:35:10.817086] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-09-29T01:35:10.849130] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:10.850353] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-09-29T01:35:10.850524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:10.850620] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:10.850755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:10.850931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:10.871535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:10.872582] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:10.872768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:10.872871] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:10.913473] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:10.913718] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:10.913795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:10.913838] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:10.918752] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: UP (p=74.53%)
[2025-09-29T01:35:10.919250] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-09-29T01:35:10.919445] [INFO ] [sig       ] WLKP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:11.081961] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WLKP.txt
[2025-09-29T01:35:11.082264] [INFO ] [sig       ] [2147/2211] Completed WLKP in 0.3s | 3.73 sym/s | Total: 9.6m | ETA: 17.2s
[2025-09-29T01:35:11.082346] [INFO ] [sig       ] [2148/2211] Forecasting WLY...
[2025-09-29T01:35:11.082419] [INFO ] [sig       ] Generating forecast for: WLY
[2025-09-29T01:35:11.082492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLY' from 'https://tdm.silogroup.org/data/derivative_storage/WLY.csv'.
[2025-09-29T01:35:11.094010] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WLY'.
[2025-09-29T01:35:11.094527] [INFO ] [FORECASTER] Starting predict_future for WLY
[2025-09-29T01:35:11.123405] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:11.124290] [DEBUG] [LOCAL     ] No optimal features file found for WLY: ./output/feature-sets/WLY.txt
[2025-09-29T01:35:11.124374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:11.124451] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:11.124572] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:11.124711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:11.144787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:11.145688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:11.145808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:11.145881] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:11.186531] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:11.186811] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:11.186920] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:11.186972] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:11.191357] [DEBUG] [FORECASTER] WLY: Forecast T+1@11:T+2@11: DOWN (p=4.66%)
[2025-09-29T01:35:11.191844] [INFO ] [FORECASTER] Completed predict_future for WLY
[2025-09-29T01:35:11.192043] [INFO ] [sig       ] WLY: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:11.352165] [INFO ] [LOCAL     ] Saved forecast: WLY	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WLY.txt
[2025-09-29T01:35:11.352492] [INFO ] [sig       ] [2148/2211] Completed WLY in 0.3s | 3.73 sym/s | Total: 9.6m | ETA: 16.9s
[2025-09-29T01:35:11.352585] [INFO ] [sig       ] [2149/2211] Forecasting WM...
[2025-09-29T01:35:11.352697] [INFO ] [sig       ] Generating forecast for: WM
[2025-09-29T01:35:11.352783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WM' from 'https://tdm.silogroup.org/data/derivative_storage/WM.csv'.
[2025-09-29T01:35:11.364167] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WM'.
[2025-09-29T01:35:11.364674] [INFO ] [FORECASTER] Starting predict_future for WM
[2025-09-29T01:35:11.394158] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:11.395216] [DEBUG] [LOCAL     ] No optimal features file found for WM: ./output/feature-sets/WM.txt
[2025-09-29T01:35:11.395303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:11.395401] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:11.395472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:11.395622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:11.417267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:11.418493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:11.418612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:11.418716] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:11.462899] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:11.463158] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:11.463247] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:11.463308] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:11.467456] [DEBUG] [FORECASTER] WM: Forecast T+1@11:T+2@11: UP (p=94.37%)
[2025-09-29T01:35:11.467836] [INFO ] [FORECASTER] Completed predict_future for WM
[2025-09-29T01:35:11.468014] [INFO ] [sig       ] WM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:11.630714] [INFO ] [LOCAL     ] Saved forecast: WM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WM.txt
[2025-09-29T01:35:11.631036] [INFO ] [sig       ] [2149/2211] Completed WM in 0.3s | 3.73 sym/s | Total: 9.6m | ETA: 16.6s
[2025-09-29T01:35:11.631131] [INFO ] [sig       ] [2150/2211] Forecasting WMB...
[2025-09-29T01:35:11.631207] [INFO ] [sig       ] Generating forecast for: WMB
[2025-09-29T01:35:11.631282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMB' from 'https://tdm.silogroup.org/data/derivative_storage/WMB.csv'.
[2025-09-29T01:35:11.642303] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WMB'.
[2025-09-29T01:35:11.642740] [INFO ] [FORECASTER] Starting predict_future for WMB
[2025-09-29T01:35:11.671208] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:11.672156] [DEBUG] [LOCAL     ] No optimal features file found for WMB: ./output/feature-sets/WMB.txt
[2025-09-29T01:35:11.672262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:11.672351] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:11.672424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:11.672531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:11.692456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:11.693335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:11.693457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:11.693530] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:11.733802] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:11.734012] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:11.734063] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:11.734101] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:11.738158] [DEBUG] [FORECASTER] WMB: Forecast T+1@11:T+2@11: DOWN (p=13.77%)
[2025-09-29T01:35:11.738494] [INFO ] [FORECASTER] Completed predict_future for WMB
[2025-09-29T01:35:11.738695] [INFO ] [sig       ] WMB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:11.905957] [INFO ] [LOCAL     ] Saved forecast: WMB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WMB.txt
[2025-09-29T01:35:11.906277] [INFO ] [sig       ] [2150/2211] Completed WMB in 0.3s | 3.73 sym/s | Total: 9.6m | ETA: 16.4s
[2025-09-29T01:35:11.906362] [INFO ] [sig       ] [2151/2211] Forecasting WMK...
[2025-09-29T01:35:11.906436] [INFO ] [sig       ] Generating forecast for: WMK
[2025-09-29T01:35:11.906511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-09-29T01:35:11.917433] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WMK'.
[2025-09-29T01:35:11.918032] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-09-29T01:35:11.947165] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:11.948269] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-09-29T01:35:11.948367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:11.948534] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:11.948612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:11.948846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:11.969808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:11.970854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:11.970977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:11.971067] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:12.016486] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:12.016744] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:12.016846] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:12.016914] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:12.021520] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: DOWN (p=3.01%)
[2025-09-29T01:35:12.021920] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-09-29T01:35:12.022104] [INFO ] [sig       ] WMK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:12.176750] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WMK.txt
[2025-09-29T01:35:12.177104] [INFO ] [sig       ] [2151/2211] Completed WMK in 0.3s | 3.73 sym/s | Total: 9.6m | ETA: 16.1s
[2025-09-29T01:35:12.177265] [INFO ] [sig       ] [2152/2211] Forecasting WMS...
[2025-09-29T01:35:12.177340] [INFO ] [sig       ] Generating forecast for: WMS
[2025-09-29T01:35:12.177393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-09-29T01:35:12.190396] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'WMS'.
[2025-09-29T01:35:12.190897] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-09-29T01:35:12.219370] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:12.220330] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-09-29T01:35:12.220415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:12.220506] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:12.220594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:12.220749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:12.239416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:12.240126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:12.240241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:12.240333] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:12.276523] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:12.276732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:12.276799] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:12.276867] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:12.280888] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: DOWN (p=32.77%)
[2025-09-29T01:35:12.281306] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-09-29T01:35:12.281480] [INFO ] [sig       ] WMS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:12.440240] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WMS.txt
[2025-09-29T01:35:12.440552] [INFO ] [sig       ] [2152/2211] Completed WMS in 0.3s | 3.73 sym/s | Total: 9.6m | ETA: 15.8s
[2025-09-29T01:35:12.440682] [INFO ] [sig       ] [2153/2211] Forecasting WMT...
[2025-09-29T01:35:12.440792] [INFO ] [sig       ] Generating forecast for: WMT
[2025-09-29T01:35:12.440867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMT' from 'https://tdm.silogroup.org/data/derivative_storage/WMT.csv'.
[2025-09-29T01:35:12.452068] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WMT'.
[2025-09-29T01:35:12.452529] [INFO ] [FORECASTER] Starting predict_future for WMT
[2025-09-29T01:35:12.480849] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:12.481839] [DEBUG] [LOCAL     ] No optimal features file found for WMT: ./output/feature-sets/WMT.txt
[2025-09-29T01:35:12.481923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:12.481999] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:12.482072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:12.482180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:12.500975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:12.501742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:12.501857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:12.501931] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:12.546219] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:12.546436] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:12.546552] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:12.546612] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:12.551087] [DEBUG] [FORECASTER] WMT: Forecast T+1@11:T+2@11: UP (p=96.50%)
[2025-09-29T01:35:12.551515] [INFO ] [FORECASTER] Completed predict_future for WMT
[2025-09-29T01:35:12.551743] [INFO ] [sig       ] WMT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:12.716202] [INFO ] [LOCAL     ] Saved forecast: WMT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WMT.txt
[2025-09-29T01:35:12.716590] [INFO ] [sig       ] [2153/2211] Completed WMT in 0.3s | 3.73 sym/s | Total: 9.6m | ETA: 15.6s
[2025-09-29T01:35:12.716705] [INFO ] [sig       ] [2154/2211] Forecasting WNC...
[2025-09-29T01:35:12.716789] [INFO ] [sig       ] Generating forecast for: WNC
[2025-09-29T01:35:12.716890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-09-29T01:35:12.728491] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WNC'.
[2025-09-29T01:35:12.728917] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-09-29T01:35:12.758299] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:12.759286] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-09-29T01:35:12.759373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:12.759450] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:12.759522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:12.759627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:12.780192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:12.781040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:12.781156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:12.781229] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:12.827397] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:12.827613] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:12.827707] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:12.827767] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:12.832127] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=70.05%)
[2025-09-29T01:35:12.832621] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-09-29T01:35:12.832856] [INFO ] [sig       ] WNC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:12.990864] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WNC.txt
[2025-09-29T01:35:12.991174] [INFO ] [sig       ] [2154/2211] Completed WNC in 0.3s | 3.73 sym/s | Total: 9.6m | ETA: 15.3s
[2025-09-29T01:35:12.991256] [INFO ] [sig       ] [2155/2211] Forecasting WNS...
[2025-09-29T01:35:12.991327] [INFO ] [sig       ] Generating forecast for: WNS
[2025-09-29T01:35:12.991405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNS' from 'https://tdm.silogroup.org/data/derivative_storage/WNS.csv'.
[2025-09-29T01:35:13.005242] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WNS'.
[2025-09-29T01:35:13.005844] [INFO ] [FORECASTER] Starting predict_future for WNS
[2025-09-29T01:35:13.033990] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:13.034953] [DEBUG] [LOCAL     ] No optimal features file found for WNS: ./output/feature-sets/WNS.txt
[2025-09-29T01:35:13.035043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:13.035124] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:13.035203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:13.035370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:13.055627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:13.056486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:13.056616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:13.056721] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:13.095505] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:13.095727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:13.095795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:13.095835] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:13.099673] [DEBUG] [FORECASTER] WNS: Forecast T+1@11:T+2@11: DOWN (p=2.80%)
[2025-09-29T01:35:13.100054] [INFO ] [FORECASTER] Completed predict_future for WNS
[2025-09-29T01:35:13.100223] [INFO ] [sig       ] WNS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:13.265950] [INFO ] [LOCAL     ] Saved forecast: WNS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WNS.txt
[2025-09-29T01:35:13.266258] [INFO ] [sig       ] [2155/2211] Completed WNS in 0.3s | 3.73 sym/s | Total: 9.6m | ETA: 15.0s
[2025-09-29T01:35:13.266363] [INFO ] [sig       ] [2156/2211] Forecasting WOLF...
[2025-09-29T01:35:13.266432] [INFO ] [sig       ] Generating forecast for: WOLF
[2025-09-29T01:35:13.266505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOLF' from 'https://tdm.silogroup.org/data/derivative_storage/WOLF.csv'.
[2025-09-29T01:35:13.277746] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WOLF'.
[2025-09-29T01:35:13.278125] [INFO ] [FORECASTER] Starting predict_future for WOLF
[2025-09-29T01:35:13.307507] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:13.308370] [DEBUG] [LOCAL     ] No optimal features file found for WOLF: ./output/feature-sets/WOLF.txt
[2025-09-29T01:35:13.308450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:13.308523] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:13.308593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:13.308769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:13.328380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:13.329203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:13.329328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:13.329406] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:13.370560] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:13.370769] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:13.370831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:13.370868] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:13.374757] [DEBUG] [FORECASTER] WOLF: Forecast T+1@11:T+2@11: UP (p=58.26%)
[2025-09-29T01:35:13.375068] [INFO ] [FORECASTER] Completed predict_future for WOLF
[2025-09-29T01:35:13.375224] [INFO ] [sig       ] WOLF: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:13.527955] [INFO ] [LOCAL     ] Saved forecast: WOLF	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WOLF.txt
[2025-09-29T01:35:13.528261] [INFO ] [sig       ] [2156/2211] Completed WOLF in 0.3s | 3.73 sym/s | Total: 9.6m | ETA: 14.8s
[2025-09-29T01:35:13.528341] [INFO ] [sig       ] [2157/2211] Forecasting WOR...
[2025-09-29T01:35:13.528413] [INFO ] [sig       ] Generating forecast for: WOR
[2025-09-29T01:35:13.528485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOR' from 'https://tdm.silogroup.org/data/derivative_storage/WOR.csv'.
[2025-09-29T01:35:13.538052] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WOR'.
[2025-09-29T01:35:13.538469] [INFO ] [FORECASTER] Starting predict_future for WOR
[2025-09-29T01:35:13.564989] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:13.565940] [DEBUG] [LOCAL     ] No optimal features file found for WOR: ./output/feature-sets/WOR.txt
[2025-09-29T01:35:13.566027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:13.566102] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:13.566174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:13.566279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:13.585357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:13.586211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:13.586334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:13.586409] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:13.624993] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:13.625187] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:13.625239] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:13.625277] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:13.629184] [DEBUG] [FORECASTER] WOR: Forecast T+1@11:T+2@11: UP (p=98.93%)
[2025-09-29T01:35:13.629548] [INFO ] [FORECASTER] Completed predict_future for WOR
[2025-09-29T01:35:13.629740] [INFO ] [sig       ] WOR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:13.784801] [INFO ] [LOCAL     ] Saved forecast: WOR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WOR.txt
[2025-09-29T01:35:13.785125] [INFO ] [sig       ] [2157/2211] Completed WOR in 0.3s | 3.73 sym/s | Total: 9.6m | ETA: 14.5s
[2025-09-29T01:35:13.785250] [INFO ] [sig       ] [2158/2211] Forecasting WOW...
[2025-09-29T01:35:13.785327] [INFO ] [sig       ] Generating forecast for: WOW
[2025-09-29T01:35:13.785406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOW' from 'https://tdm.silogroup.org/data/derivative_storage/WOW.csv'.
[2025-09-29T01:35:13.798224] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WOW'.
[2025-09-29T01:35:13.798799] [INFO ] [FORECASTER] Starting predict_future for WOW
[2025-09-29T01:35:13.828775] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:13.829752] [DEBUG] [LOCAL     ] No optimal features file found for WOW: ./output/feature-sets/WOW.txt
[2025-09-29T01:35:13.829836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:13.829931] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:13.830021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:13.830183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:13.849286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:13.850134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:13.850247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:13.850340] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:13.884063] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:13.884235] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:13.884287] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:13.884323] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:13.888133] [DEBUG] [FORECASTER] WOW: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-09-29T01:35:13.888433] [INFO ] [FORECASTER] Completed predict_future for WOW
[2025-09-29T01:35:13.888580] [INFO ] [sig       ] WOW: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:14.041636] [INFO ] [LOCAL     ] Saved forecast: WOW	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WOW.txt
[2025-09-29T01:35:14.042005] [INFO ] [sig       ] [2158/2211] Completed WOW in 0.3s | 3.73 sym/s | Total: 9.7m | ETA: 14.2s
[2025-09-29T01:35:14.042147] [INFO ] [sig       ] [2159/2211] Forecasting WPC...
[2025-09-29T01:35:14.042254] [INFO ] [sig       ] Generating forecast for: WPC
[2025-09-29T01:35:14.042367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-09-29T01:35:14.053518] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WPC'.
[2025-09-29T01:35:14.054014] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-09-29T01:35:14.081668] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:14.082591] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-09-29T01:35:14.082702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:14.082792] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:14.082877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:14.082994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:14.102226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:14.103033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:14.103191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:14.103269] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:14.136971] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:14.137180] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:14.137269] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:14.137323] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:14.141052] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=81.60%)
[2025-09-29T01:35:14.141365] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-09-29T01:35:14.141535] [INFO ] [sig       ] WPC: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:14.295989] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WPC.txt
[2025-09-29T01:35:14.296376] [INFO ] [sig       ] [2159/2211] Completed WPC in 0.3s | 3.73 sym/s | Total: 9.7m | ETA: 14.0s
[2025-09-29T01:35:14.296462] [INFO ] [sig       ] [2160/2211] Forecasting WPM...
[2025-09-29T01:35:14.296547] [INFO ] [sig       ] Generating forecast for: WPM
[2025-09-29T01:35:14.296636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPM' from 'https://tdm.silogroup.org/data/derivative_storage/WPM.csv'.
[2025-09-29T01:35:14.307855] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WPM'.
[2025-09-29T01:35:14.308258] [INFO ] [FORECASTER] Starting predict_future for WPM
[2025-09-29T01:35:14.335858] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:14.336857] [DEBUG] [LOCAL     ] No optimal features file found for WPM: ./output/feature-sets/WPM.txt
[2025-09-29T01:35:14.336942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:14.337029] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:14.337111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:14.337237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:14.355385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:14.356150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:14.356264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:14.356354] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:14.385143] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:14.385311] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:14.385359] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:14.385414] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:14.389254] [DEBUG] [FORECASTER] WPM: Forecast T+1@11:T+2@11: DOWN (p=32.01%)
[2025-09-29T01:35:14.389566] [INFO ] [FORECASTER] Completed predict_future for WPM
[2025-09-29T01:35:14.389746] [INFO ] [sig       ] WPM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:14.546102] [INFO ] [LOCAL     ] Saved forecast: WPM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WPM.txt
[2025-09-29T01:35:14.546411] [INFO ] [sig       ] [2160/2211] Completed WPM in 0.2s | 3.73 sym/s | Total: 9.7m | ETA: 13.7s
[2025-09-29T01:35:14.546514] [INFO ] [sig       ] [2161/2211] Forecasting WPP...
[2025-09-29T01:35:14.546599] [INFO ] [sig       ] Generating forecast for: WPP
[2025-09-29T01:35:14.546721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-09-29T01:35:14.557797] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WPP'.
[2025-09-29T01:35:14.558206] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-09-29T01:35:14.586285] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:14.587328] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-09-29T01:35:14.587414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:14.587489] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:14.587559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:14.587726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:14.607039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:14.607824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:14.607947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:14.608020] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:14.638795] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:14.638975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:14.639024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:14.639070] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:14.643078] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=84.53%)
[2025-09-29T01:35:14.643395] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-09-29T01:35:14.643569] [INFO ] [sig       ] WPP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:14.821823] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WPP.txt
[2025-09-29T01:35:14.822117] [INFO ] [sig       ] [2161/2211] Completed WPP in 0.3s | 3.73 sym/s | Total: 9.7m | ETA: 13.4s
[2025-09-29T01:35:14.822196] [INFO ] [sig       ] [2162/2211] Forecasting WRB...
[2025-09-29T01:35:14.822267] [INFO ] [sig       ] Generating forecast for: WRB
[2025-09-29T01:35:14.822342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-09-29T01:35:14.832721] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WRB'.
[2025-09-29T01:35:14.833134] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-09-29T01:35:14.860078] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:14.861038] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-09-29T01:35:14.861122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:14.861196] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:14.861266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:14.861389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:14.880193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:14.881026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:14.881149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:14.881222] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:14.912817] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:14.913004] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:14.913054] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:14.913090] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:14.917116] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=40.24%)
[2025-09-29T01:35:14.917422] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-09-29T01:35:14.917564] [INFO ] [sig       ] WRB: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:15.072149] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WRB.txt
[2025-09-29T01:35:15.072448] [INFO ] [sig       ] [2162/2211] Completed WRB in 0.3s | 3.73 sym/s | Total: 9.7m | ETA: 13.1s
[2025-09-29T01:35:15.072538] [INFO ] [sig       ] [2163/2211] Forecasting WRBY...
[2025-09-29T01:35:15.072622] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-09-29T01:35:15.072729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-09-29T01:35:15.083181] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WRBY'.
[2025-09-29T01:35:15.083578] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-09-29T01:35:15.111033] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:15.111970] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-09-29T01:35:15.112053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:15.112128] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:15.112198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:15.112303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:15.131111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:15.131893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:15.132007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:15.132091] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:15.162476] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:15.162699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:15.162770] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:15.162809] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:15.166562] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: UP (p=89.18%)
[2025-09-29T01:35:15.166959] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-09-29T01:35:15.167123] [INFO ] [sig       ] WRBY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:15.320216] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WRBY.txt
[2025-09-29T01:35:15.320562] [INFO ] [sig       ] [2163/2211] Completed WRBY in 0.2s | 3.73 sym/s | Total: 9.7m | ETA: 12.9s
[2025-09-29T01:35:15.320810] [INFO ] [sig       ] [2164/2211] Forecasting WS...
[2025-09-29T01:35:15.320889] [INFO ] [sig       ] Generating forecast for: WS
[2025-09-29T01:35:15.320979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WS' from 'https://tdm.silogroup.org/data/derivative_storage/WS.csv'.
[2025-09-29T01:35:15.331289] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WS'.
[2025-09-29T01:35:15.331714] [INFO ] [FORECASTER] Starting predict_future for WS
[2025-09-29T01:35:15.359008] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:15.360112] [DEBUG] [LOCAL     ] No optimal features file found for WS: ./output/feature-sets/WS.txt
[2025-09-29T01:35:15.360199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:15.360285] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:15.360379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:15.360515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:15.379255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:15.380182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:15.380313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:15.380397] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:15.413927] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:15.414119] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:15.414168] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:15.414204] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:15.418571] [DEBUG] [FORECASTER] WS: Forecast T+1@11:T+2@11: UP (p=77.34%)
[2025-09-29T01:35:15.418941] [INFO ] [FORECASTER] Completed predict_future for WS
[2025-09-29T01:35:15.419123] [INFO ] [sig       ] WS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:15.573927] [INFO ] [LOCAL     ] Saved forecast: WS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WS.txt
[2025-09-29T01:35:15.574331] [INFO ] [sig       ] [2164/2211] Completed WS in 0.3s | 3.73 sym/s | Total: 9.7m | ETA: 12.6s
[2025-09-29T01:35:15.574433] [INFO ] [sig       ] [2165/2211] Forecasting WSM...
[2025-09-29T01:35:15.574532] [INFO ] [sig       ] Generating forecast for: WSM
[2025-09-29T01:35:15.574630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-09-29T01:35:15.587692] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WSM'.
[2025-09-29T01:35:15.588220] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-09-29T01:35:15.626225] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:15.627584] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-09-29T01:35:15.627688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:15.627762] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:15.627832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:15.627935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:15.645952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:15.646610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:15.646742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:15.646813] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:15.681836] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:15.682046] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:15.682103] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:15.682142] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:15.686087] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: DOWN (p=1.79%)
[2025-09-29T01:35:15.686393] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-09-29T01:35:15.686537] [INFO ] [sig       ] WSM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:15.848240] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WSM.txt
[2025-09-29T01:35:15.848537] [INFO ] [sig       ] [2165/2211] Completed WSM in 0.3s | 3.73 sym/s | Total: 9.7m | ETA: 12.3s
[2025-09-29T01:35:15.848661] [INFO ] [sig       ] [2166/2211] Forecasting WSO...
[2025-09-29T01:35:15.848747] [INFO ] [sig       ] Generating forecast for: WSO
[2025-09-29T01:35:15.848817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-09-29T01:35:15.860262] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WSO'.
[2025-09-29T01:35:15.860684] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-09-29T01:35:15.887869] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:15.888717] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-09-29T01:35:15.888799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:15.888872] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:15.888937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:15.889043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:15.907517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:15.908298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:15.908409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:15.908479] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:15.944265] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:15.944441] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:15.944491] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:15.944528] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:15.948228] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: UP (p=87.82%)
[2025-09-29T01:35:15.948554] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-09-29T01:35:15.948744] [INFO ] [sig       ] WSO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:16.103410] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WSO.txt
[2025-09-29T01:35:16.103752] [INFO ] [sig       ] [2166/2211] Completed WSO in 0.3s | 3.73 sym/s | Total: 9.7m | ETA: 12.1s
[2025-09-29T01:35:16.103842] [INFO ] [sig       ] [2167/2211] Forecasting WSR...
[2025-09-29T01:35:16.103916] [INFO ] [sig       ] Generating forecast for: WSR
[2025-09-29T01:35:16.103989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSR' from 'https://tdm.silogroup.org/data/derivative_storage/WSR.csv'.
[2025-09-29T01:35:16.115230] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WSR'.
[2025-09-29T01:35:16.115717] [INFO ] [FORECASTER] Starting predict_future for WSR
[2025-09-29T01:35:16.144219] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:16.145202] [DEBUG] [LOCAL     ] No optimal features file found for WSR: ./output/feature-sets/WSR.txt
[2025-09-29T01:35:16.145289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:16.145383] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:16.145456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:16.145573] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:16.164071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:16.164920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:16.165040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:16.165114] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:16.201627] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:16.201855] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:16.201908] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:16.201964] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:16.205819] [DEBUG] [FORECASTER] WSR: Forecast T+1@11:T+2@11: UP (p=57.24%)
[2025-09-29T01:35:16.206225] [INFO ] [FORECASTER] Completed predict_future for WSR
[2025-09-29T01:35:16.206437] [INFO ] [sig       ] WSR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:16.363837] [INFO ] [LOCAL     ] Saved forecast: WSR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WSR.txt
[2025-09-29T01:35:16.364146] [INFO ] [sig       ] [2167/2211] Completed WSR in 0.3s | 3.73 sym/s | Total: 9.7m | ETA: 11.8s
[2025-09-29T01:35:16.364226] [INFO ] [sig       ] [2168/2211] Forecasting WST...
[2025-09-29T01:35:16.364298] [INFO ] [sig       ] Generating forecast for: WST
[2025-09-29T01:35:16.364370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WST' from 'https://tdm.silogroup.org/data/derivative_storage/WST.csv'.
[2025-09-29T01:35:16.375280] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WST'.
[2025-09-29T01:35:16.375723] [INFO ] [FORECASTER] Starting predict_future for WST
[2025-09-29T01:35:16.402374] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:16.403277] [DEBUG] [LOCAL     ] No optimal features file found for WST: ./output/feature-sets/WST.txt
[2025-09-29T01:35:16.403361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:16.403436] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:16.403519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:16.403683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:16.422121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:16.423076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:16.423236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:16.423314] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:16.460286] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:16.460454] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:16.460501] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:16.460537] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:16.464371] [DEBUG] [FORECASTER] WST: Forecast T+1@11:T+2@11: UP (p=86.22%)
[2025-09-29T01:35:16.464813] [INFO ] [FORECASTER] Completed predict_future for WST
[2025-09-29T01:35:16.464986] [INFO ] [sig       ] WST: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:16.622547] [INFO ] [LOCAL     ] Saved forecast: WST	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WST.txt
[2025-09-29T01:35:16.622907] [INFO ] [sig       ] [2168/2211] Completed WST in 0.3s | 3.73 sym/s | Total: 9.7m | ETA: 11.5s
[2025-09-29T01:35:16.622992] [INFO ] [sig       ] [2169/2211] Forecasting WT...
[2025-09-29T01:35:16.623066] [INFO ] [sig       ] Generating forecast for: WT
[2025-09-29T01:35:16.623141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WT' from 'https://tdm.silogroup.org/data/derivative_storage/WT.csv'.
[2025-09-29T01:35:16.635367] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WT'.
[2025-09-29T01:35:16.635873] [INFO ] [FORECASTER] Starting predict_future for WT
[2025-09-29T01:35:16.663871] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:16.664789] [DEBUG] [LOCAL     ] No optimal features file found for WT: ./output/feature-sets/WT.txt
[2025-09-29T01:35:16.664929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:16.665006] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:16.665078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:16.665213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:16.684568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:16.685398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:16.685516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:16.685591] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:16.717872] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:16.718074] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:16.718127] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:16.718166] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:16.722567] [DEBUG] [FORECASTER] WT: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-09-29T01:35:16.722950] [INFO ] [FORECASTER] Completed predict_future for WT
[2025-09-29T01:35:16.723125] [INFO ] [sig       ] WT: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:16.878140] [INFO ] [LOCAL     ] Saved forecast: WT	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WT.txt
[2025-09-29T01:35:16.878504] [INFO ] [sig       ] [2169/2211] Completed WT in 0.3s | 3.73 sym/s | Total: 9.7m | ETA: 11.3s
[2025-09-29T01:35:16.878606] [INFO ] [sig       ] [2170/2211] Forecasting WTI...
[2025-09-29T01:35:16.878754] [INFO ] [sig       ] Generating forecast for: WTI
[2025-09-29T01:35:16.878849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-09-29T01:35:16.890008] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WTI'.
[2025-09-29T01:35:16.890384] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-09-29T01:35:16.917795] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:16.918624] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-09-29T01:35:16.918749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:16.918832] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:16.918910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:16.919033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:16.937967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:16.938759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:16.938879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:16.938963] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:16.974740] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:16.974997] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:16.975067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:16.975124] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:16.979190] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: UP (p=66.08%)
[2025-09-29T01:35:16.979550] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-09-29T01:35:16.979742] [INFO ] [sig       ] WTI: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:17.132534] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WTI.txt
[2025-09-29T01:35:17.132885] [INFO ] [sig       ] [2170/2211] Completed WTI in 0.3s | 3.73 sym/s | Total: 9.7m | ETA: 11.0s
[2025-09-29T01:35:17.132988] [INFO ] [sig       ] [2171/2211] Forecasting WTRG...
[2025-09-29T01:35:17.133082] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-09-29T01:35:17.133168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-09-29T01:35:17.144398] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WTRG'.
[2025-09-29T01:35:17.144815] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-09-29T01:35:17.172982] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:17.173954] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-09-29T01:35:17.174072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:17.174148] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:17.174217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:17.174331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:17.193475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:17.194288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:17.194414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:17.194489] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:17.225331] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:17.225555] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:17.225611] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:17.225707] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:17.230106] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: DOWN (p=29.46%)
[2025-09-29T01:35:17.230493] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-09-29T01:35:17.230701] [INFO ] [sig       ] WTRG: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:17.392920] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WTRG.txt
[2025-09-29T01:35:17.393271] [INFO ] [sig       ] [2171/2211] Completed WTRG in 0.3s | 3.73 sym/s | Total: 9.7m | ETA: 10.7s
[2025-09-29T01:35:17.393353] [INFO ] [sig       ] [2172/2211] Forecasting WTS...
[2025-09-29T01:35:17.393427] [INFO ] [sig       ] Generating forecast for: WTS
[2025-09-29T01:35:17.393502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-09-29T01:35:17.405702] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WTS'.
[2025-09-29T01:35:17.406230] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-09-29T01:35:17.436741] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:17.437631] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-09-29T01:35:17.437738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:17.437810] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:17.437880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:17.437985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:17.456729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:17.457482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:17.457632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:17.457730] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:17.495388] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:17.495566] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:17.495615] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:17.495683] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:17.499336] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: UP (p=57.28%)
[2025-09-29T01:35:17.499663] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-09-29T01:35:17.499831] [INFO ] [sig       ] WTS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:17.650876] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WTS.txt
[2025-09-29T01:35:17.651160] [INFO ] [sig       ] [2172/2211] Completed WTS in 0.3s | 3.73 sym/s | Total: 9.7m | ETA: 10.5s
[2025-09-29T01:35:17.651250] [INFO ] [sig       ] [2173/2211] Forecasting WTTR...
[2025-09-29T01:35:17.651322] [INFO ] [sig       ] Generating forecast for: WTTR
[2025-09-29T01:35:17.651395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTTR' from 'https://tdm.silogroup.org/data/derivative_storage/WTTR.csv'.
[2025-09-29T01:35:17.661746] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WTTR'.
[2025-09-29T01:35:17.662174] [INFO ] [FORECASTER] Starting predict_future for WTTR
[2025-09-29T01:35:17.689363] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:17.690214] [DEBUG] [LOCAL     ] No optimal features file found for WTTR: ./output/feature-sets/WTTR.txt
[2025-09-29T01:35:17.690298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:17.690372] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:17.690444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:17.690550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:17.708762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:17.709432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:17.709543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:17.709619] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:17.745920] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:17.746108] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:17.746159] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:17.746195] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:17.749938] [DEBUG] [FORECASTER] WTTR: Forecast T+1@11:T+2@11: DOWN (p=43.05%)
[2025-09-29T01:35:17.750252] [INFO ] [FORECASTER] Completed predict_future for WTTR
[2025-09-29T01:35:17.750406] [INFO ] [sig       ] WTTR: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:17.900256] [INFO ] [LOCAL     ] Saved forecast: WTTR	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WTTR.txt
[2025-09-29T01:35:17.900551] [INFO ] [sig       ] [2173/2211] Completed WTTR in 0.2s | 3.73 sym/s | Total: 9.7m | ETA: 10.2s
[2025-09-29T01:35:17.900638] [INFO ] [sig       ] [2174/2211] Forecasting WU...
[2025-09-29T01:35:17.900746] [INFO ] [sig       ] Generating forecast for: WU
[2025-09-29T01:35:17.900822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WU' from 'https://tdm.silogroup.org/data/derivative_storage/WU.csv'.
[2025-09-29T01:35:17.911176] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WU'.
[2025-09-29T01:35:17.911546] [INFO ] [FORECASTER] Starting predict_future for WU
[2025-09-29T01:35:17.939314] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:17.940473] [DEBUG] [LOCAL     ] No optimal features file found for WU: ./output/feature-sets/WU.txt
[2025-09-29T01:35:17.940574] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:17.940678] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:17.940752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:17.940857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:17.960007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:17.960997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:17.961119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:17.961189] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:17.996715] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:17.996951] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:17.997012] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:17.997068] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:18.000810] [DEBUG] [FORECASTER] WU: Forecast T+1@11:T+2@11: UP (p=89.96%)
[2025-09-29T01:35:18.001121] [INFO ] [FORECASTER] Completed predict_future for WU
[2025-09-29T01:35:18.001275] [INFO ] [sig       ] WU: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:18.151436] [INFO ] [LOCAL     ] Saved forecast: WU	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WU.txt
[2025-09-29T01:35:18.151747] [INFO ] [sig       ] [2174/2211] Completed WU in 0.3s | 3.73 sym/s | Total: 9.7m | ETA: 9.9s
[2025-09-29T01:35:18.151830] [INFO ] [sig       ] [2175/2211] Forecasting WWW...
[2025-09-29T01:35:18.151900] [INFO ] [sig       ] Generating forecast for: WWW
[2025-09-29T01:35:18.151983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWW' from 'https://tdm.silogroup.org/data/derivative_storage/WWW.csv'.
[2025-09-29T01:35:18.162972] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WWW'.
[2025-09-29T01:35:18.163359] [INFO ] [FORECASTER] Starting predict_future for WWW
[2025-09-29T01:35:18.190769] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:18.191632] [DEBUG] [LOCAL     ] No optimal features file found for WWW: ./output/feature-sets/WWW.txt
[2025-09-29T01:35:18.191740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:18.191816] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:18.191943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:18.192053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:18.210550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:18.211274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:18.211398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:18.211487] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:18.250979] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:18.251163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:18.251212] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:18.251247] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:18.255239] [DEBUG] [FORECASTER] WWW: Forecast T+1@11:T+2@11: DOWN (p=20.53%)
[2025-09-29T01:35:18.255567] [INFO ] [FORECASTER] Completed predict_future for WWW
[2025-09-29T01:35:18.255778] [INFO ] [sig       ] WWW: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:18.407346] [INFO ] [LOCAL     ] Saved forecast: WWW	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/WWW.txt
[2025-09-29T01:35:18.407726] [INFO ] [sig       ] [2175/2211] Completed WWW in 0.3s | 3.73 sym/s | Total: 9.7m | ETA: 9.7s
[2025-09-29T01:35:18.407813] [INFO ] [sig       ] [2176/2211] Forecasting WY...
[2025-09-29T01:35:18.407901] [INFO ] [sig       ] Generating forecast for: WY
[2025-09-29T01:35:18.407990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-09-29T01:35:18.418785] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WY'.
[2025-09-29T01:35:18.419304] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-09-29T01:35:18.446166] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:18.447135] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-09-29T01:35:18.447220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:18.447294] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:18.447478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:18.447610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:18.466549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:18.467737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:18.467865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:18.467952] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:18.508508] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:18.508764] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:18.508836] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:18.508874] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:18.513098] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: UP (p=51.30%)
[2025-09-29T01:35:18.513525] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-09-29T01:35:18.513749] [INFO ] [sig       ] WY: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:18.670230] [INFO ] [LOCAL     ] Saved forecast: WY	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/WY.txt
[2025-09-29T01:35:18.670531] [INFO ] [sig       ] [2176/2211] Completed WY in 0.3s | 3.73 sym/s | Total: 9.7m | ETA: 9.4s
[2025-09-29T01:35:18.670615] [INFO ] [sig       ] [2177/2211] Forecasting XFLT...
[2025-09-29T01:35:18.670713] [INFO ] [sig       ] Generating forecast for: XFLT
[2025-09-29T01:35:18.670798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XFLT' from 'https://tdm.silogroup.org/data/derivative_storage/XFLT.csv'.
[2025-09-29T01:35:18.681197] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'XFLT'.
[2025-09-29T01:35:18.681609] [INFO ] [FORECASTER] Starting predict_future for XFLT
[2025-09-29T01:35:18.708238] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:18.709172] [DEBUG] [LOCAL     ] No optimal features file found for XFLT: ./output/feature-sets/XFLT.txt
[2025-09-29T01:35:18.709298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:18.709408] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:18.709498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:18.709604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:18.727342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:18.728030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:18.728144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:18.728216] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:18.763737] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:18.763936] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:18.763987] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:18.764023] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:18.768768] [DEBUG] [FORECASTER] XFLT: Forecast T+1@11:T+2@11: UP (p=78.54%)
[2025-09-29T01:35:18.769278] [INFO ] [FORECASTER] Completed predict_future for XFLT
[2025-09-29T01:35:18.769482] [INFO ] [sig       ] XFLT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:18.915238] [INFO ] [LOCAL     ] Saved forecast: XFLT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/XFLT.txt
[2025-09-29T01:35:18.915570] [INFO ] [sig       ] [2177/2211] Completed XFLT in 0.2s | 3.73 sym/s | Total: 9.7m | ETA: 9.1s
[2025-09-29T01:35:18.915682] [INFO ] [sig       ] [2178/2211] Forecasting XHR...
[2025-09-29T01:35:18.915771] [INFO ] [sig       ] Generating forecast for: XHR
[2025-09-29T01:35:18.915857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XHR' from 'https://tdm.silogroup.org/data/derivative_storage/XHR.csv'.
[2025-09-29T01:35:18.927510] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'XHR'.
[2025-09-29T01:35:18.927932] [INFO ] [FORECASTER] Starting predict_future for XHR
[2025-09-29T01:35:18.954404] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:18.955358] [DEBUG] [LOCAL     ] No optimal features file found for XHR: ./output/feature-sets/XHR.txt
[2025-09-29T01:35:18.955441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:18.955515] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:18.955586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:18.955721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:18.974427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:18.975380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:18.975512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:18.975603] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:19.017807] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:19.018010] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:19.018062] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:19.018099] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:19.022238] [DEBUG] [FORECASTER] XHR: Forecast T+1@11:T+2@11: UP (p=90.80%)
[2025-09-29T01:35:19.022565] [INFO ] [FORECASTER] Completed predict_future for XHR
[2025-09-29T01:35:19.022765] [INFO ] [sig       ] XHR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:19.176068] [INFO ] [LOCAL     ] Saved forecast: XHR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/XHR.txt
[2025-09-29T01:35:19.176361] [INFO ] [sig       ] [2178/2211] Completed XHR in 0.3s | 3.73 sym/s | Total: 9.7m | ETA: 8.9s
[2025-09-29T01:35:19.176465] [INFO ] [sig       ] [2179/2211] Forecasting XOM...
[2025-09-29T01:35:19.176538] [INFO ] [sig       ] Generating forecast for: XOM
[2025-09-29T01:35:19.176680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-09-29T01:35:19.190584] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'XOM'.
[2025-09-29T01:35:19.191196] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-09-29T01:35:19.221922] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:19.222918] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-09-29T01:35:19.223001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:19.223091] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:19.223175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:19.223305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:19.242150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:19.243171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:19.243300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:19.243390] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:19.283778] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:19.283989] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:19.284040] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:19.284077] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:19.288183] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=7.62%)
[2025-09-29T01:35:19.288570] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-09-29T01:35:19.288795] [INFO ] [sig       ] XOM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:19.441727] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/XOM.txt
[2025-09-29T01:35:19.442144] [INFO ] [sig       ] [2179/2211] Completed XOM in 0.3s | 3.73 sym/s | Total: 9.7m | ETA: 8.6s
[2025-09-29T01:35:19.442229] [INFO ] [sig       ] [2180/2211] Forecasting XPER...
[2025-09-29T01:35:19.442311] [INFO ] [sig       ] Generating forecast for: XPER
[2025-09-29T01:35:19.442487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPER' from 'https://tdm.silogroup.org/data/derivative_storage/XPER.csv'.
[2025-09-29T01:35:19.453981] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'XPER'.
[2025-09-29T01:35:19.454536] [INFO ] [FORECASTER] Starting predict_future for XPER
[2025-09-29T01:35:19.482829] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:19.483817] [DEBUG] [LOCAL     ] No optimal features file found for XPER: ./output/feature-sets/XPER.txt
[2025-09-29T01:35:19.483906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:19.483984] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:19.484055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:19.484160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:19.503851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:19.504845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:19.505030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:19.505111] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:19.554483] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:19.554847] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:19.554921] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:19.554961] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:19.559555] [DEBUG] [FORECASTER] XPER: Forecast T+1@11:T+2@11: DOWN (p=1.27%)
[2025-09-29T01:35:19.559995] [INFO ] [FORECASTER] Completed predict_future for XPER
[2025-09-29T01:35:19.560198] [INFO ] [sig       ] XPER: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:19.716449] [INFO ] [LOCAL     ] Saved forecast: XPER	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/XPER.txt
[2025-09-29T01:35:19.716859] [INFO ] [sig       ] [2180/2211] Completed XPER in 0.3s | 3.73 sym/s | Total: 9.7m | ETA: 8.3s
[2025-09-29T01:35:19.716951] [INFO ] [sig       ] [2181/2211] Forecasting XPEV...
[2025-09-29T01:35:19.717031] [INFO ] [sig       ] Generating forecast for: XPEV
[2025-09-29T01:35:19.717116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEV' from 'https://tdm.silogroup.org/data/derivative_storage/XPEV.csv'.
[2025-09-29T01:35:19.730440] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'XPEV'.
[2025-09-29T01:35:19.731037] [INFO ] [FORECASTER] Starting predict_future for XPEV
[2025-09-29T01:35:19.759187] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:19.760016] [DEBUG] [LOCAL     ] No optimal features file found for XPEV: ./output/feature-sets/XPEV.txt
[2025-09-29T01:35:19.760115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:19.760193] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:19.760268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:19.760376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:19.779521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:19.780233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:19.780358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:19.780432] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:19.824694] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:19.824866] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:19.824913] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:19.824949] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:19.830417] [DEBUG] [FORECASTER] XPEV: Forecast T+1@11:T+2@11: UP (p=78.52%)
[2025-09-29T01:35:19.830922] [INFO ] [FORECASTER] Completed predict_future for XPEV
[2025-09-29T01:35:19.831147] [INFO ] [sig       ] XPEV: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:19.978316] [INFO ] [LOCAL     ] Saved forecast: XPEV	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/XPEV.txt
[2025-09-29T01:35:19.978715] [INFO ] [sig       ] [2181/2211] Completed XPEV in 0.3s | 3.73 sym/s | Total: 9.7m | ETA: 8.0s
[2025-09-29T01:35:19.978801] [INFO ] [sig       ] [2182/2211] Forecasting XPO...
[2025-09-29T01:35:19.978873] [INFO ] [sig       ] Generating forecast for: XPO
[2025-09-29T01:35:19.978948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-09-29T01:35:19.990177] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'XPO'.
[2025-09-29T01:35:19.990693] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-09-29T01:35:20.018332] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:20.019455] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-09-29T01:35:20.019542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:20.019621] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:20.019788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:20.019899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:20.039096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:20.039819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:20.039936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:20.040022] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:20.081973] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:20.082187] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:20.082237] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:20.082272] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:20.086094] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=25.95%)
[2025-09-29T01:35:20.086411] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-09-29T01:35:20.086569] [INFO ] [sig       ] XPO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:20.235183] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/XPO.txt
[2025-09-29T01:35:20.235554] [INFO ] [sig       ] [2182/2211] Completed XPO in 0.3s | 3.73 sym/s | Total: 9.8m | ETA: 7.8s
[2025-09-29T01:35:20.235639] [INFO ] [sig       ] [2183/2211] Forecasting XPOF...
[2025-09-29T01:35:20.235739] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-09-29T01:35:20.235815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-09-29T01:35:20.246523] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'XPOF'.
[2025-09-29T01:35:20.247069] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-09-29T01:35:20.275545] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:20.276498] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-09-29T01:35:20.276587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:20.276693] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:20.276767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:20.279938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:20.298275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:20.299403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:20.299568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:20.299686] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:20.346337] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:20.346588] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:20.346714] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:20.346811] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:20.351170] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=6.29%)
[2025-09-29T01:35:20.351519] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-09-29T01:35:20.351722] [INFO ] [sig       ] XPOF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:20.503024] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/XPOF.txt
[2025-09-29T01:35:20.503367] [INFO ] [sig       ] [2183/2211] Completed XPOF in 0.3s | 3.73 sym/s | Total: 9.8m | ETA: 7.5s
[2025-09-29T01:35:20.503458] [INFO ] [sig       ] [2184/2211] Forecasting XPRO...
[2025-09-29T01:35:20.503529] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-09-29T01:35:20.503603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-09-29T01:35:20.516468] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'XPRO'.
[2025-09-29T01:35:20.517073] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-09-29T01:35:20.543452] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:20.544345] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-09-29T01:35:20.544431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:20.544510] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:20.544595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:20.544765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:20.563393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:20.564105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:20.564227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:20.564308] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:20.606419] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:20.606554] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:20.606599] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:20.606634] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:20.610230] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=9.99%)
[2025-09-29T01:35:20.610541] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-09-29T01:35:20.610726] [INFO ] [sig       ] XPRO: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:20.763589] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/XPRO.txt
[2025-09-29T01:35:20.764070] [INFO ] [sig       ] [2184/2211] Completed XPRO in 0.3s | 3.73 sym/s | Total: 9.8m | ETA: 7.2s
[2025-09-29T01:35:20.764158] [INFO ] [sig       ] [2185/2211] Forecasting XYF...
[2025-09-29T01:35:20.764245] [INFO ] [sig       ] Generating forecast for: XYF
[2025-09-29T01:35:20.764336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-09-29T01:35:20.776875] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'XYF'.
[2025-09-29T01:35:20.777437] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-09-29T01:35:20.809926] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:20.811035] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-09-29T01:35:20.811122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:20.811201] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:20.811277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:20.811391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:20.829875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:20.830895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:20.831029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:20.831104] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:20.876912] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:20.877176] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:20.877229] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:20.877265] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:20.881344] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=49.22%)
[2025-09-29T01:35:20.881694] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-09-29T01:35:20.881921] [INFO ] [sig       ] XYF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:21.030471] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/XYF.txt
[2025-09-29T01:35:21.030984] [INFO ] [sig       ] [2185/2211] Completed XYF in 0.3s | 3.73 sym/s | Total: 9.8m | ETA: 7.0s
[2025-09-29T01:35:21.031076] [INFO ] [sig       ] [2186/2211] Forecasting XYL...
[2025-09-29T01:35:21.031152] [INFO ] [sig       ] Generating forecast for: XYL
[2025-09-29T01:35:21.031233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-09-29T01:35:21.044879] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'XYL'.
[2025-09-29T01:35:21.045378] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-09-29T01:35:21.073385] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:21.074203] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-09-29T01:35:21.074287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:21.074365] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:21.074437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:21.074542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:21.093103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:21.093808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:21.093931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:21.094006] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:21.144289] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:21.144518] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:21.144595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:21.144685] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:21.149482] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: DOWN (p=1.50%)
[2025-09-29T01:35:21.149884] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-09-29T01:35:21.150078] [INFO ] [sig       ] XYL: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:21.330007] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/XYL.txt
[2025-09-29T01:35:21.330356] [INFO ] [sig       ] [2186/2211] Completed XYL in 0.3s | 3.73 sym/s | Total: 9.8m | ETA: 6.7s
[2025-09-29T01:35:21.330441] [INFO ] [sig       ] [2187/2211] Forecasting YALA...
[2025-09-29T01:35:21.330527] [INFO ] [sig       ] Generating forecast for: YALA
[2025-09-29T01:35:21.330604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-09-29T01:35:21.343254] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'YALA'.
[2025-09-29T01:35:21.343802] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-09-29T01:35:21.370808] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:21.371616] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-09-29T01:35:21.371727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:21.371804] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:21.371876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:21.371981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:21.398671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:21.400232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:21.400407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:21.400500] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:21.466608] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:21.466950] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:21.467020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:21.467059] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:21.471358] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: UP (p=95.92%)
[2025-09-29T01:35:21.471731] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-09-29T01:35:21.471918] [INFO ] [sig       ] YALA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:21.617849] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/YALA.txt
[2025-09-29T01:35:21.618415] [INFO ] [sig       ] [2187/2211] Completed YALA in 0.3s | 3.73 sym/s | Total: 9.8m | ETA: 6.4s
[2025-09-29T01:35:21.618509] [INFO ] [sig       ] [2188/2211] Forecasting YELP...
[2025-09-29T01:35:21.618584] [INFO ] [sig       ] Generating forecast for: YELP
[2025-09-29T01:35:21.618689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-09-29T01:35:21.631823] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'YELP'.
[2025-09-29T01:35:21.632361] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-09-29T01:35:21.663509] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:21.664487] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-09-29T01:35:21.664576] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:21.664683] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:21.664757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:21.664895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:21.683312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:21.684316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:21.684450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:21.684525] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:21.730170] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:21.730370] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:21.730422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:21.730458] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:21.734527] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: DOWN (p=12.16%)
[2025-09-29T01:35:21.734927] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-09-29T01:35:21.735123] [INFO ] [sig       ] YELP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:21.892976] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/YELP.txt
[2025-09-29T01:35:21.893315] [INFO ] [sig       ] [2188/2211] Completed YELP in 0.3s | 3.73 sym/s | Total: 9.8m | ETA: 6.2s
[2025-09-29T01:35:21.893400] [INFO ] [sig       ] [2189/2211] Forecasting YETI...
[2025-09-29T01:35:21.893470] [INFO ] [sig       ] Generating forecast for: YETI
[2025-09-29T01:35:21.893558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-09-29T01:35:21.905163] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'YETI'.
[2025-09-29T01:35:21.905596] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-09-29T01:35:21.932515] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:21.933480] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-09-29T01:35:21.933572] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:21.933698] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:21.933795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:21.933972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:21.952251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:21.953366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:21.953507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:21.953606] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:21.991020] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:21.991200] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:21.991247] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:21.991283] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:21.994971] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: DOWN (p=49.34%)
[2025-09-29T01:35:21.995292] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-09-29T01:35:21.995445] [INFO ] [sig       ] YETI: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:22.147425] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/YETI.txt
[2025-09-29T01:35:22.147797] [INFO ] [sig       ] [2189/2211] Completed YETI in 0.3s | 3.73 sym/s | Total: 9.8m | ETA: 5.9s
[2025-09-29T01:35:22.147882] [INFO ] [sig       ] [2190/2211] Forecasting YEXT...
[2025-09-29T01:35:22.147954] [INFO ] [sig       ] Generating forecast for: YEXT
[2025-09-29T01:35:22.148027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YEXT' from 'https://tdm.silogroup.org/data/derivative_storage/YEXT.csv'.
[2025-09-29T01:35:22.158147] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'YEXT'.
[2025-09-29T01:35:22.158515] [INFO ] [FORECASTER] Starting predict_future for YEXT
[2025-09-29T01:35:22.185931] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:22.186871] [DEBUG] [LOCAL     ] No optimal features file found for YEXT: ./output/feature-sets/YEXT.txt
[2025-09-29T01:35:22.186957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:22.187033] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:22.187104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:22.187215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:22.206024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:22.206892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:22.207012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:22.207084] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:22.248859] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:22.249085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:22.249138] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:22.249173] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:22.253271] [DEBUG] [FORECASTER] YEXT: Forecast T+1@11:T+2@11: UP (p=93.56%)
[2025-09-29T01:35:22.253587] [INFO ] [FORECASTER] Completed predict_future for YEXT
[2025-09-29T01:35:22.253782] [INFO ] [sig       ] YEXT: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:22.402196] [INFO ] [LOCAL     ] Saved forecast: YEXT	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/YEXT.txt
[2025-09-29T01:35:22.402519] [INFO ] [sig       ] [2190/2211] Completed YEXT in 0.3s | 3.73 sym/s | Total: 9.8m | ETA: 5.6s
[2025-09-29T01:35:22.402601] [INFO ] [sig       ] [2191/2211] Forecasting YMM...
[2025-09-29T01:35:22.402697] [INFO ] [sig       ] Generating forecast for: YMM
[2025-09-29T01:35:22.402772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-09-29T01:35:22.414352] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'YMM'.
[2025-09-29T01:35:22.414807] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-09-29T01:35:22.441217] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:22.442098] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-09-29T01:35:22.442179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:22.442253] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:22.442323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:22.442431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:22.460753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:22.461424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:22.461536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:22.461607] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:22.498885] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:22.499088] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:22.499139] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:22.499175] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:22.503312] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: DOWN (p=31.06%)
[2025-09-29T01:35:22.503695] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-09-29T01:35:22.503877] [INFO ] [sig       ] YMM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:22.673328] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/YMM.txt
[2025-09-29T01:35:22.673692] [INFO ] [sig       ] [2191/2211] Completed YMM in 0.3s | 3.73 sym/s | Total: 9.8m | ETA: 5.4s
[2025-09-29T01:35:22.673775] [INFO ] [sig       ] [2192/2211] Forecasting YOU...
[2025-09-29T01:35:22.673847] [INFO ] [sig       ] Generating forecast for: YOU
[2025-09-29T01:35:22.673927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YOU' from 'https://tdm.silogroup.org/data/derivative_storage/YOU.csv'.
[2025-09-29T01:35:22.685393] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'YOU'.
[2025-09-29T01:35:22.685838] [INFO ] [FORECASTER] Starting predict_future for YOU
[2025-09-29T01:35:22.714816] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:22.715943] [DEBUG] [LOCAL     ] No optimal features file found for YOU: ./output/feature-sets/YOU.txt
[2025-09-29T01:35:22.716044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:22.716133] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:22.716217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:22.716346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:22.735521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:22.736227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:22.736346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:22.736437] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:22.775211] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:22.775415] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:22.775466] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:22.775503] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:22.779513] [DEBUG] [FORECASTER] YOU: Forecast T+1@11:T+2@11: DOWN (p=2.87%)
[2025-09-29T01:35:22.779900] [INFO ] [FORECASTER] Completed predict_future for YOU
[2025-09-29T01:35:22.780071] [INFO ] [sig       ] YOU: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:22.935577] [INFO ] [LOCAL     ] Saved forecast: YOU	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/YOU.txt
[2025-09-29T01:35:22.935872] [INFO ] [sig       ] [2192/2211] Completed YOU in 0.3s | 3.73 sym/s | Total: 9.8m | ETA: 5.1s
[2025-09-29T01:35:22.935971] [INFO ] [sig       ] [2193/2211] Forecasting YPF...
[2025-09-29T01:35:22.936043] [INFO ] [sig       ] Generating forecast for: YPF
[2025-09-29T01:35:22.936131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-09-29T01:35:22.946296] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'YPF'.
[2025-09-29T01:35:22.946634] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-09-29T01:35:22.972689] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:22.973515] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-09-29T01:35:22.973603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:22.973702] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:22.973773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:22.973885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:22.993033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:22.993703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:22.993818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:22.993899] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:23.031203] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:23.031357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:23.031408] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:23.031445] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:23.035050] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: DOWN (p=8.63%)
[2025-09-29T01:35:23.035358] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-09-29T01:35:23.035517] [INFO ] [sig       ] YPF: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:23.186858] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/YPF.txt
[2025-09-29T01:35:23.187221] [INFO ] [sig       ] [2193/2211] Completed YPF in 0.3s | 3.73 sym/s | Total: 9.8m | ETA: 4.8s
[2025-09-29T01:35:23.187309] [INFO ] [sig       ] [2194/2211] Forecasting YRD...
[2025-09-29T01:35:23.187389] [INFO ] [sig       ] Generating forecast for: YRD
[2025-09-29T01:35:23.187464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-09-29T01:35:23.199234] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'YRD'.
[2025-09-29T01:35:23.199716] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-09-29T01:35:23.228470] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:23.229832] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-09-29T01:35:23.229921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:23.230012] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:23.230114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:23.230224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:23.250497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:23.251237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:23.251353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:23.251426] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:23.280959] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:23.281162] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:23.281220] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:23.281259] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:23.285184] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=64.40%)
[2025-09-29T01:35:23.285498] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-09-29T01:35:23.285670] [INFO ] [sig       ] YRD: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:23.445153] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/YRD.txt
[2025-09-29T01:35:23.445497] [INFO ] [sig       ] [2194/2211] Completed YRD in 0.3s | 3.73 sym/s | Total: 9.8m | ETA: 4.6s
[2025-09-29T01:35:23.445584] [INFO ] [sig       ] [2195/2211] Forecasting YSG...
[2025-09-29T01:35:23.445694] [INFO ] [sig       ] Generating forecast for: YSG
[2025-09-29T01:35:23.445770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-09-29T01:35:23.456164] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'YSG'.
[2025-09-29T01:35:23.456624] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-09-29T01:35:23.485636] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:23.486562] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-09-29T01:35:23.486681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:23.486761] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:23.486859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:23.486971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:23.506476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:23.507189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:23.507306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:23.507357] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:23.536342] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:23.536471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:23.536516] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:23.536554] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:23.541119] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: UP (p=97.62%)
[2025-09-29T01:35:23.541429] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-09-29T01:35:23.541610] [INFO ] [sig       ] YSG: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:23.699102] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/YSG.txt
[2025-09-29T01:35:23.699371] [INFO ] [sig       ] [2195/2211] Completed YSG in 0.3s | 3.73 sym/s | Total: 9.8m | ETA: 4.3s
[2025-09-29T01:35:23.699449] [INFO ] [sig       ] [2196/2211] Forecasting YUM...
[2025-09-29T01:35:23.699523] [INFO ] [sig       ] Generating forecast for: YUM
[2025-09-29T01:35:23.699594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-09-29T01:35:23.710634] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'YUM'.
[2025-09-29T01:35:23.711029] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-09-29T01:35:23.739608] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:23.740519] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-09-29T01:35:23.740603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:23.740708] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:23.740781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:23.740897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:23.761823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:23.762588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:23.762730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:23.762807] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:23.795596] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:23.795763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:23.795826] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:23.795869] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:23.799509] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=20.56%)
[2025-09-29T01:35:23.799917] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-09-29T01:35:23.800078] [INFO ] [sig       ] YUM: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:23.953035] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/YUM.txt
[2025-09-29T01:35:23.953377] [INFO ] [sig       ] [2196/2211] Completed YUM in 0.3s | 3.73 sym/s | Total: 9.8m | ETA: 4.0s
[2025-09-29T01:35:23.953463] [INFO ] [sig       ] [2197/2211] Forecasting YUMC...
[2025-09-29T01:35:23.953538] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-09-29T01:35:23.953614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-09-29T01:35:23.964533] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'YUMC'.
[2025-09-29T01:35:23.965000] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-09-29T01:35:23.993630] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:23.994701] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-09-29T01:35:23.994788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:23.994877] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:23.994978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:23.995131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:24.013737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:24.014540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:24.014683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:24.014763] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:24.043378] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:24.043554] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:24.043612] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:24.043702] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:24.047261] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: DOWN (p=46.54%)
[2025-09-29T01:35:24.047557] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-09-29T01:35:24.047734] [INFO ] [sig       ] YUMC: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:24.202497] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/YUMC.txt
[2025-09-29T01:35:24.202851] [INFO ] [sig       ] [2197/2211] Completed YUMC in 0.2s | 3.73 sym/s | Total: 9.8m | ETA: 3.8s
[2025-09-29T01:35:24.202982] [INFO ] [sig       ] [2198/2211] Forecasting ZBH...
[2025-09-29T01:35:24.203061] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-09-29T01:35:24.203177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-09-29T01:35:24.214227] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZBH'.
[2025-09-29T01:35:24.214615] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-09-29T01:35:24.242185] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:24.243035] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-09-29T01:35:24.243116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:24.243190] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:24.243264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:24.243368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:24.262017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:24.262740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:24.262853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:24.262921] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:24.291910] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:24.292056] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:24.292293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:24.292331] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:24.296015] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: DOWN (p=3.80%)
[2025-09-29T01:35:24.296316] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-09-29T01:35:24.296465] [INFO ] [sig       ] ZBH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:24.454301] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ZBH.txt
[2025-09-29T01:35:24.454593] [INFO ] [sig       ] [2198/2211] Completed ZBH in 0.3s | 3.73 sym/s | Total: 9.8m | ETA: 3.5s
[2025-09-29T01:35:24.454698] [INFO ] [sig       ] [2199/2211] Forecasting ZEPP...
[2025-09-29T01:35:24.454771] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-09-29T01:35:24.454842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-09-29T01:35:24.464607] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZEPP'.
[2025-09-29T01:35:24.465025] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-09-29T01:35:24.494136] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:24.495029] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-09-29T01:35:24.495112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:24.495188] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:24.495260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:24.495365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:24.515107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:24.516055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:24.516203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:24.516295] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:24.556723] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:24.556968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:24.557029] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:24.557067] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:24.560943] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: UP (p=81.21%)
[2025-09-29T01:35:24.561273] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-09-29T01:35:24.561434] [INFO ] [sig       ] ZEPP: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:24.713797] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ZEPP.txt
[2025-09-29T01:35:24.714127] [INFO ] [sig       ] [2199/2211] Completed ZEPP in 0.3s | 3.73 sym/s | Total: 9.8m | ETA: 3.2s
[2025-09-29T01:35:24.714225] [INFO ] [sig       ] [2200/2211] Forecasting ZETA...
[2025-09-29T01:35:24.714338] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-09-29T01:35:24.714441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-09-29T01:35:24.726267] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZETA'.
[2025-09-29T01:35:24.726750] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-09-29T01:35:24.753062] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:24.753967] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-09-29T01:35:24.754047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:24.754128] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:24.754205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:24.754321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:24.773181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:24.774226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:24.774353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:24.774426] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:24.813076] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:24.813262] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:24.813320] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:24.813367] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:24.817630] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=55.20%)
[2025-09-29T01:35:24.818024] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-09-29T01:35:24.818200] [INFO ] [sig       ] ZETA: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:24.982790] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ZETA.txt
[2025-09-29T01:35:24.983169] [INFO ] [sig       ] [2200/2211] Completed ZETA in 0.3s | 3.73 sym/s | Total: 9.8m | ETA: 2.9s
[2025-09-29T01:35:24.983258] [INFO ] [sig       ] [2201/2211] Forecasting ZGN...
[2025-09-29T01:35:24.983344] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-09-29T01:35:24.983420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-09-29T01:35:24.994474] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZGN'.
[2025-09-29T01:35:24.994922] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-09-29T01:35:25.023695] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:25.024570] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-09-29T01:35:25.024678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:25.024757] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:25.024830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:25.024934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:25.043397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:25.044339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:25.044463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:25.044534] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:25.085965] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:25.086167] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:25.086218] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:25.086255] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:25.090258] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=3.83%)
[2025-09-29T01:35:25.090603] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-09-29T01:35:25.090808] [INFO ] [sig       ] ZGN: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:25.257892] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ZGN.txt
[2025-09-29T01:35:25.258208] [INFO ] [sig       ] [2201/2211] Completed ZGN in 0.3s | 3.73 sym/s | Total: 9.8m | ETA: 2.7s
[2025-09-29T01:35:25.258291] [INFO ] [sig       ] [2202/2211] Forecasting ZH...
[2025-09-29T01:35:25.258363] [INFO ] [sig       ] Generating forecast for: ZH
[2025-09-29T01:35:25.258416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-09-29T01:35:25.269467] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZH'.
[2025-09-29T01:35:25.269951] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-09-29T01:35:25.297251] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:25.298144] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-09-29T01:35:25.298241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:25.298342] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:25.298442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:25.298597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:25.319119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:25.319904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:25.320033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:25.320147] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:25.367605] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:25.367878] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:25.367947] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:25.367989] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:25.372568] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=38.21%)
[2025-09-29T01:35:25.372969] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-09-29T01:35:25.373142] [INFO ] [sig       ] ZH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:25.541142] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ZH.txt
[2025-09-29T01:35:25.541625] [INFO ] [sig       ] [2202/2211] Completed ZH in 0.3s | 3.73 sym/s | Total: 9.8m | ETA: 2.4s
[2025-09-29T01:35:25.541739] [INFO ] [sig       ] [2203/2211] Forecasting ZIM...
[2025-09-29T01:35:25.541831] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-09-29T01:35:25.542093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-09-29T01:35:25.556730] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZIM'.
[2025-09-29T01:35:25.557235] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-09-29T01:35:25.586066] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:25.587043] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-09-29T01:35:25.587142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:25.587240] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:25.587315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:25.587421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:25.606639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:25.607683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:25.607840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:25.607934] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:25.649416] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:25.649636] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:25.649738] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:25.649782] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:25.653931] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: UP (p=67.36%)
[2025-09-29T01:35:25.654293] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-09-29T01:35:25.654484] [INFO ] [sig       ] ZIM: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:25.810274] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ZIM.txt
[2025-09-29T01:35:25.810629] [INFO ] [sig       ] [2203/2211] Completed ZIM in 0.3s | 3.73 sym/s | Total: 9.8m | ETA: 2.1s
[2025-09-29T01:35:25.810733] [INFO ] [sig       ] [2204/2211] Forecasting ZIP...
[2025-09-29T01:35:25.810806] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-09-29T01:35:25.810880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-09-29T01:35:25.821435] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZIP'.
[2025-09-29T01:35:25.821889] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-09-29T01:35:25.849248] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:25.850243] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-09-29T01:35:25.850329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:25.850383] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:25.850449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:25.850559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:25.869874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:25.870609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:25.870767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:25.870841] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:25.910097] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:25.910307] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:25.910359] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:25.910397] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:25.914338] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=7.11%)
[2025-09-29T01:35:25.914678] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-09-29T01:35:25.914862] [INFO ] [sig       ] ZIP: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:26.071110] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ZIP.txt
[2025-09-29T01:35:26.071399] [INFO ] [sig       ] [2204/2211] Completed ZIP in 0.3s | 3.73 sym/s | Total: 9.9m | ETA: 1.9s
[2025-09-29T01:35:26.071480] [INFO ] [sig       ] [2205/2211] Forecasting ZK...
[2025-09-29T01:35:26.071551] [INFO ] [sig       ] Generating forecast for: ZK
[2025-09-29T01:35:26.071625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZK' from 'https://tdm.silogroup.org/data/derivative_storage/ZK.csv'.
[2025-09-29T01:35:26.083427] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZK'.
[2025-09-29T01:35:26.083922] [INFO ] [FORECASTER] Starting predict_future for ZK
[2025-09-29T01:35:26.111879] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:26.112763] [DEBUG] [LOCAL     ] No optimal features file found for ZK: ./output/feature-sets/ZK.txt
[2025-09-29T01:35:26.112845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:26.112920] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:26.112990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:26.113121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:26.132905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:26.133570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:26.133709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:26.133786] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:26.178306] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:26.178423] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:26.178466] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:26.178500] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:26.183418] [DEBUG] [FORECASTER] ZK: Forecast T+1@11:T+2@11: DOWN (p=46.02%)
[2025-09-29T01:35:26.183760] [INFO ] [FORECASTER] Completed predict_future for ZK
[2025-09-29T01:35:26.183934] [INFO ] [sig       ] ZK: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:26.336978] [INFO ] [LOCAL     ] Saved forecast: ZK	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ZK.txt
[2025-09-29T01:35:26.337320] [INFO ] [sig       ] [2205/2211] Completed ZK in 0.3s | 3.73 sym/s | Total: 9.9m | ETA: 1.6s
[2025-09-29T01:35:26.337405] [INFO ] [sig       ] [2206/2211] Forecasting ZKH...
[2025-09-29T01:35:26.337534] [INFO ] [sig       ] Generating forecast for: ZKH
[2025-09-29T01:35:26.337613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZKH' from 'https://tdm.silogroup.org/data/derivative_storage/ZKH.csv'.
[2025-09-29T01:35:26.348371] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZKH'.
[2025-09-29T01:35:26.348819] [INFO ] [FORECASTER] Starting predict_future for ZKH
[2025-09-29T01:35:26.375935] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:26.377054] [DEBUG] [LOCAL     ] No optimal features file found for ZKH: ./output/feature-sets/ZKH.txt
[2025-09-29T01:35:26.377157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:26.377234] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:26.377304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:26.377410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:26.395114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:26.395814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:26.395929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:26.396000] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:26.435738] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:26.435966] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:26.436020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:26.436056] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:26.439919] [DEBUG] [FORECASTER] ZKH: Forecast T+1@11:T+2@11: DOWN (p=1.35%)
[2025-09-29T01:35:26.440239] [INFO ] [FORECASTER] Completed predict_future for ZKH
[2025-09-29T01:35:26.440398] [INFO ] [sig       ] ZKH: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:26.588681] [INFO ] [LOCAL     ] Saved forecast: ZKH	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ZKH.txt
[2025-09-29T01:35:26.589002] [INFO ] [sig       ] [2206/2211] Completed ZKH in 0.3s | 3.73 sym/s | Total: 9.9m | ETA: 1.3s
[2025-09-29T01:35:26.589082] [INFO ] [sig       ] [2207/2211] Forecasting ZTO...
[2025-09-29T01:35:26.589154] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-09-29T01:35:26.589229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-09-29T01:35:26.605519] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZTO'.
[2025-09-29T01:35:26.606032] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-09-29T01:35:26.633199] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:26.634077] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-09-29T01:35:26.634160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:26.634234] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:26.634304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:26.634408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:26.653728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:26.654415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:26.654530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:26.654602] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:26.697634] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:26.697881] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:26.697935] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:26.697972] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:26.701803] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: UP (p=68.86%)
[2025-09-29T01:35:26.702119] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-09-29T01:35:26.702274] [INFO ] [sig       ] ZTO: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:26.857021] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ZTO.txt
[2025-09-29T01:35:26.857379] [INFO ] [sig       ] [2207/2211] Completed ZTO in 0.3s | 3.73 sym/s | Total: 9.9m | ETA: 1.1s
[2025-09-29T01:35:26.857462] [INFO ] [sig       ] [2208/2211] Forecasting ZTR...
[2025-09-29T01:35:26.857539] [INFO ] [sig       ] Generating forecast for: ZTR
[2025-09-29T01:35:26.857624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTR' from 'https://tdm.silogroup.org/data/derivative_storage/ZTR.csv'.
[2025-09-29T01:35:26.869398] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZTR'.
[2025-09-29T01:35:26.869972] [INFO ] [FORECASTER] Starting predict_future for ZTR
[2025-09-29T01:35:26.898098] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:26.898994] [DEBUG] [LOCAL     ] No optimal features file found for ZTR: ./output/feature-sets/ZTR.txt
[2025-09-29T01:35:26.899076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:26.899150] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:26.899221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:26.899326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:26.921390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:26.922639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:26.922845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:26.922941] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:26.967725] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:26.967947] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:26.967999] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:26.968035] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:26.972275] [DEBUG] [FORECASTER] ZTR: Forecast T+1@11:T+2@11: UP (p=96.43%)
[2025-09-29T01:35:26.972768] [INFO ] [FORECASTER] Completed predict_future for ZTR
[2025-09-29T01:35:26.972960] [INFO ] [sig       ] ZTR: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:27.149500] [INFO ] [LOCAL     ] Saved forecast: ZTR	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ZTR.txt
[2025-09-29T01:35:27.149867] [INFO ] [sig       ] [2208/2211] Completed ZTR in 0.3s | 3.73 sym/s | Total: 9.9m | ETA: 0.8s
[2025-09-29T01:35:27.149951] [INFO ] [sig       ] [2209/2211] Forecasting ZTS...
[2025-09-29T01:35:27.150024] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-09-29T01:35:27.150096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-09-29T01:35:27.161938] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZTS'.
[2025-09-29T01:35:27.162477] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-09-29T01:35:27.191170] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:27.192107] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-09-29T01:35:27.192197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:27.192277] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:27.192349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:27.192454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:27.211700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:27.212515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:27.212632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:27.212730] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:27.254474] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:27.254725] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:27.254798] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:27.254839] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:27.260303] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: DOWN (p=6.13%)
[2025-09-29T01:35:27.260867] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-09-29T01:35:27.261081] [INFO ] [sig       ] ZTS: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:27.424811] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ZTS.txt
[2025-09-29T01:35:27.425284] [INFO ] [sig       ] [2209/2211] Completed ZTS in 0.3s | 3.73 sym/s | Total: 9.9m | ETA: 0.5s
[2025-09-29T01:35:27.425387] [INFO ] [sig       ] [2210/2211] Forecasting ZVIA...
[2025-09-29T01:35:27.425465] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-09-29T01:35:27.425551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-09-29T01:35:27.440136] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZVIA'.
[2025-09-29T01:35:27.440586] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-09-29T01:35:27.469847] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:27.470854] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-09-29T01:35:27.470936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:27.471020] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:27.471095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:27.471211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:27.489471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:27.490358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:27.490552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:27.490627] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:27.532510] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:27.532754] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:27.532834] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:27.532875] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:27.537391] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: DOWN (p=43.96%)
[2025-09-29T01:35:27.537869] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-09-29T01:35:27.538070] [INFO ] [sig       ] ZVIA: Forecast for 2025-09-26: DOWN (sign=0.00)
[2025-09-29T01:35:27.689701] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-09-29	0 -> ./output/forecasts/individual/2025-09-29/ZVIA.txt
[2025-09-29T01:35:27.690020] [INFO ] [sig       ] [2210/2211] Completed ZVIA in 0.3s | 3.73 sym/s | Total: 9.9m | ETA: 0.3s
[2025-09-29T01:35:27.690102] [INFO ] [sig       ] [2211/2211] Forecasting ZWS...
[2025-09-29T01:35:27.690173] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-09-29T01:35:27.690246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-09-29T01:35:27.706898] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZWS'.
[2025-09-29T01:35:27.707482] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-09-29T01:35:27.740168] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-09-29T01:35:27.741246] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-09-29T01:35:27.741342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T01:35:27.741432] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T01:35:27.741519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T01:35:27.741684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T01:35:27.763884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T01:35:27.764679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T01:35:27.764799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T01:35:27.764914] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T01:35:27.805316] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T01:35:27.805517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T01:35:27.805567] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T01:35:27.805604] [INFO ] [FORECASTER] Training complete
[2025-09-29T01:35:27.809850] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-09-29T01:35:27.810193] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-09-29T01:35:27.810359] [INFO ] [sig       ] ZWS: Forecast for 2025-09-26: UP (sign=1.00)
[2025-09-29T01:35:27.965831] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-09-29	1 -> ./output/forecasts/individual/2025-09-29/ZWS.txt
[2025-09-29T01:35:27.966145] [INFO ] [sig       ] [2211/2211] Completed ZWS in 0.3s | 3.73 sym/s | Total: 9.9m | ETA: 0.0s
[2025-09-29T01:35:27.966249] [INFO ] [sig       ] ==================================================
[2025-09-29T01:35:27.966345] [INFO ] [sig       ] Forecasts complete: 2211/2211 symbols succeeded
[2025-09-29T01:35:27.966440] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-09-29T01:35:27.966535] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-09-29T01:35:27.966749] [INFO ] [sig       ] Found 1 forecast dates to process
[2025-09-29T01:35:27.966989] [INFO ] [sig       ] [1/1] Processing report for 2025-09-29...
[2025-09-29T01:35:28.089831] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.090383] [DEBUG] [LOCAL     ] Loaded configuration for TNET: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.090819] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.091216] [DEBUG] [LOCAL     ] Loaded configuration for CON: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.091692] [DEBUG] [LOCAL     ] Loaded configuration for LXFR: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.092083] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 3 features, 50.0% accuracy
[2025-09-29T01:35:28.092465] [DEBUG] [LOCAL     ] Loaded configuration for PNW: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.092878] [DEBUG] [LOCAL     ] Loaded configuration for ABEV: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.093271] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 4 features, 60.0% accuracy
[2025-09-29T01:35:28.093677] [DEBUG] [LOCAL     ] Loaded configuration for MP: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.093852] [DEBUG] [LOCAL     ] Loaded configuration for WK: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.094226] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.094587] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.095036] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.095437] [DEBUG] [LOCAL     ] Loaded configuration for MGRB: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.095808] [DEBUG] [LOCAL     ] Loaded configuration for CEE: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.096196] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.096584] [DEBUG] [LOCAL     ] Loaded configuration for RGT: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.097024] [DEBUG] [LOCAL     ] Loaded configuration for LBRT: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.097433] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.097823] [DEBUG] [LOCAL     ] Loaded configuration for IOT: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.098175] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.098540] [DEBUG] [LOCAL     ] Loaded configuration for MIR: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.098945] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.099370] [DEBUG] [LOCAL     ] Loaded configuration for GDIV: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.099796] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.100180] [DEBUG] [LOCAL     ] Loaded configuration for QVCD: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.100576] [DEBUG] [LOCAL     ] Loaded configuration for TV: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.100975] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.101406] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.101850] [DEBUG] [LOCAL     ] Loaded configuration for J: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.102248] [DEBUG] [LOCAL     ] Loaded configuration for RPM: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.102686] [DEBUG] [LOCAL     ] Loaded configuration for DLR: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.103052] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.103227] [DEBUG] [LOCAL     ] Loaded configuration for WOW: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.104036] [DEBUG] [LOCAL     ] Loaded configuration for GHLD: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.104442] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.104862] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.105297] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.105695] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.106053] [DEBUG] [LOCAL     ] Loaded configuration for RY: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.106410] [DEBUG] [LOCAL     ] Loaded configuration for MVT: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.106819] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.107245] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.107686] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.107864] [DEBUG] [LOCAL     ] Loaded configuration for VIST: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.108235] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.108582] [DEBUG] [LOCAL     ] Loaded configuration for PSA: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.108770] [DEBUG] [LOCAL     ] Loaded configuration for UVV: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.109125] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 50.0% accuracy
[2025-09-29T01:35:28.109486] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.109870] [DEBUG] [LOCAL     ] Loaded configuration for PFLT: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.110232] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.110593] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.110985] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 4 features, 100.0% accuracy
[2025-09-29T01:35:28.111368] [DEBUG] [LOCAL     ] Loaded configuration for GL: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.111749] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.112130] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.112522] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.112894] [DEBUG] [LOCAL     ] Loaded configuration for KMPR: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.113247] [DEBUG] [LOCAL     ] Loaded configuration for POST: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.113610] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.114039] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.114386] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.114785] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-09-29T01:35:28.115165] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.115539] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.115975] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.116355] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.116747] [DEBUG] [LOCAL     ] Loaded configuration for SHW: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.117188] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.117587] [DEBUG] [LOCAL     ] Loaded configuration for NSA: 5 features, 70.0% accuracy
[2025-09-29T01:35:28.117981] [DEBUG] [LOCAL     ] Loaded configuration for AVTR: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.118333] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.118705] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.119101] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.119486] [DEBUG] [LOCAL     ] Loaded configuration for ACV: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.119834] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.120020] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.120396] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.120762] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.121113] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.121466] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.121854] [DEBUG] [LOCAL     ] Loaded configuration for MFSG: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.122262] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.122639] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.123020] [DEBUG] [LOCAL     ] Loaded configuration for NXRT: 1 features, 100.0% accuracy
[2025-09-29T01:35:28.123423] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 6 features, 80.0% accuracy
[2025-09-29T01:35:28.123786] [DEBUG] [LOCAL     ] Loaded configuration for HGER: 3 features, 50.0% accuracy
[2025-09-29T01:35:28.124192] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.124536] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.124739] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.125105] [DEBUG] [LOCAL     ] Loaded configuration for RDDT: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.125456] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.125799] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.126171] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.126527] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.126963] [DEBUG] [LOCAL     ] Loaded configuration for UZF: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.127309] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.127492] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.127894] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.128319] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.128692] [DEBUG] [LOCAL     ] Loaded configuration for WTTR: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.129135] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-09-29T01:35:28.129515] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.129932] [DEBUG] [LOCAL     ] Loaded configuration for SILA: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.130282] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.130635] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 0 features, 90.0% accuracy
[2025-09-29T01:35:28.131075] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.131429] [DEBUG] [LOCAL     ] Loaded configuration for HYT: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.131855] [DEBUG] [LOCAL     ] Loaded configuration for BIT: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.132033] [DEBUG] [LOCAL     ] Loaded configuration for YEXT: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.132210] [DEBUG] [LOCAL     ] Loaded configuration for VHI: 4 features, 60.0% accuracy
[2025-09-29T01:35:28.132570] [DEBUG] [LOCAL     ] Loaded configuration for FTV: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.132761] [DEBUG] [LOCAL     ] Loaded configuration for ZTR: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.133146] [DEBUG] [LOCAL     ] Loaded configuration for VATE: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.133494] [DEBUG] [LOCAL     ] Loaded configuration for AHT: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.133917] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 5 features, 70.0% accuracy
[2025-09-29T01:35:28.134096] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.134501] [DEBUG] [LOCAL     ] Loaded configuration for IP: 3 features, 50.0% accuracy
[2025-09-29T01:35:28.134955] [DEBUG] [LOCAL     ] Loaded configuration for BGT: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.135350] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.135733] [DEBUG] [LOCAL     ] Loaded configuration for CB: 1 features, 100.0% accuracy
[2025-09-29T01:35:28.136099] [DEBUG] [LOCAL     ] Loaded configuration for PDT: 0 features, 40.0% accuracy
[2025-09-29T01:35:28.136491] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.136934] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.137110] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.137482] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.137868] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.138235] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.138583] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 60.0% accuracy
[2025-09-29T01:35:28.138960] [DEBUG] [LOCAL     ] Loaded configuration for NXDT: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.139345] [DEBUG] [LOCAL     ] Loaded configuration for LION: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.139731] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 0 features, 50.0% accuracy
[2025-09-29T01:35:28.140106] [DEBUG] [LOCAL     ] Loaded configuration for TISI: 1 features, 40.0% accuracy
[2025-09-29T01:35:28.140544] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.140937] [DEBUG] [LOCAL     ] Loaded configuration for JHS: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.141325] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.141794] [DEBUG] [LOCAL     ] Loaded configuration for XPEV: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.142186] [DEBUG] [LOCAL     ] Loaded configuration for BLW: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.142585] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.143026] [DEBUG] [LOCAL     ] Loaded configuration for CION: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.143441] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.143820] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.144203] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.144624] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.145082] [DEBUG] [LOCAL     ] Loaded configuration for UDR: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.145508] [DEBUG] [LOCAL     ] Loaded configuration for PBR: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.145964] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.146437] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.146892] [DEBUG] [LOCAL     ] Loaded configuration for SOR: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.147306] [DEBUG] [LOCAL     ] Loaded configuration for KOS: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.147766] [DEBUG] [LOCAL     ] Loaded configuration for ARR: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.148189] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.148402] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.148856] [DEBUG] [LOCAL     ] Loaded configuration for NMZ: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.149327] [DEBUG] [LOCAL     ] Loaded configuration for ETX: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.149797] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.150246] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 0 features, 90.0% accuracy
[2025-09-29T01:35:28.150726] [DEBUG] [LOCAL     ] Loaded configuration for OCFT: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.151141] [DEBUG] [LOCAL     ] Loaded configuration for PLNT: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.151595] [DEBUG] [LOCAL     ] Loaded configuration for NUW: 0 features, 50.0% accuracy
[2025-09-29T01:35:28.152114] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.152561] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.153024] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.153410] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.153818] [DEBUG] [LOCAL     ] Loaded configuration for BG: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.154239] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.154686] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.155113] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.155548] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.155952] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.156420] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.156813] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 0 features, 90.0% accuracy
[2025-09-29T01:35:28.157315] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.157722] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.158111] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.158287] [DEBUG] [LOCAL     ] Loaded configuration for VTLE: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.158687] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.159076] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.159458] [DEBUG] [LOCAL     ] Loaded configuration for DAC: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.159844] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 100.0% accuracy
[2025-09-29T01:35:28.160276] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.160695] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.161078] [DEBUG] [LOCAL     ] Loaded configuration for RMT: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.161518] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.161931] [DEBUG] [LOCAL     ] Loaded configuration for BARK: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.162320] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.162692] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.163096] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.163518] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.163951] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.164369] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 7 features, 80.0% accuracy
[2025-09-29T01:35:28.164539] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.164942] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.165419] [DEBUG] [LOCAL     ] Loaded configuration for SNV: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.165859] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.166211] [DEBUG] [LOCAL     ] Loaded configuration for FVRR: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.166590] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.167008] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 6 features, 90.0% accuracy
[2025-09-29T01:35:28.167365] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.167770] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 2 features, 100.0% accuracy
[2025-09-29T01:35:28.168182] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.168733] [DEBUG] [LOCAL     ] Loaded configuration for RNST: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.169163] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.169534] [DEBUG] [LOCAL     ] Loaded configuration for BE: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.169988] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.170415] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.170852] [DEBUG] [LOCAL     ] Loaded configuration for NOC: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.171233] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.171614] [DEBUG] [LOCAL     ] Loaded configuration for TX: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.172017] [DEBUG] [LOCAL     ] Loaded configuration for KN: 4 features, 100.0% accuracy
[2025-09-29T01:35:28.172384] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.172727] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.173087] [DEBUG] [LOCAL     ] Loaded configuration for NAT: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.173434] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.173785] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 1 features, 40.0% accuracy
[2025-09-29T01:35:28.174190] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.174555] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.174978] [DEBUG] [LOCAL     ] Loaded configuration for NVT: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.175331] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.175701] [DEBUG] [LOCAL     ] Loaded configuration for TS: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.176083] [DEBUG] [LOCAL     ] Loaded configuration for ENR: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.176478] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.176631] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.177048] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.177445] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.177820] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 0 features, 40.0% accuracy
[2025-09-29T01:35:28.178185] [DEBUG] [LOCAL     ] Loaded configuration for AMR: 6 features, 90.0% accuracy
[2025-09-29T01:35:28.178529] [DEBUG] [LOCAL     ] Loaded configuration for PHR: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.178931] [DEBUG] [LOCAL     ] Loaded configuration for ALE: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.179286] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.179587] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.179999] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.180355] [DEBUG] [LOCAL     ] Loaded configuration for MT: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.180479] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.180798] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.181130] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.181478] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.181783] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.182161] [DEBUG] [LOCAL     ] Loaded configuration for EFT: 3 features, 50.0% accuracy
[2025-09-29T01:35:28.182522] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.182726] [DEBUG] [LOCAL     ] Loaded configuration for WIT: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.183866] [DEBUG] [LOCAL     ] Loaded configuration for SEG: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.184209] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.184554] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.184915] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.185317] [DEBUG] [LOCAL     ] Loaded configuration for HLT: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.185748] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.186144] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.186469] [DEBUG] [LOCAL     ] Loaded configuration for SOC: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.186819] [DEBUG] [LOCAL     ] Loaded configuration for F: 6 features, 80.0% accuracy
[2025-09-29T01:35:28.187227] [DEBUG] [LOCAL     ] Loaded configuration for IVR: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.187603] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 2 features, 100.0% accuracy
[2025-09-29T01:35:28.187988] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.188370] [DEBUG] [LOCAL     ] Loaded configuration for THG: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.188750] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 6 features, 70.0% accuracy
[2025-09-29T01:35:28.189080] [DEBUG] [LOCAL     ] Loaded configuration for PH: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.189455] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.189872] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.190256] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.190601] [DEBUG] [LOCAL     ] Loaded configuration for GHG: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.190989] [DEBUG] [LOCAL     ] Loaded configuration for SCS: 4 features, 60.0% accuracy
[2025-09-29T01:35:28.191307] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.191631] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.192015] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.192351] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.192694] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.193016] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.193137] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.193500] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.193884] [DEBUG] [LOCAL     ] Loaded configuration for STEW: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.194227] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.194568] [DEBUG] [LOCAL     ] Loaded configuration for AES: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.194933] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.195301] [DEBUG] [LOCAL     ] Loaded configuration for HVT: 4 features, 60.0% accuracy
[2025-09-29T01:35:28.195694] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.196038] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.196393] [DEBUG] [LOCAL     ] Loaded configuration for AIZ: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.196736] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.196930] [DEBUG] [LOCAL     ] Loaded configuration for WPM: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.197084] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.197480] [DEBUG] [LOCAL     ] Loaded configuration for CR: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.197797] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.197949] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.198308] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.198636] [DEBUG] [LOCAL     ] Loaded configuration for KR: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.198837] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.199171] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.199546] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.199895] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.200287] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.200610] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 5 features, 70.0% accuracy
[2025-09-29T01:35:28.201016] [DEBUG] [LOCAL     ] Loaded configuration for BORR: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.201344] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.201683] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.201990] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.202310] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.202695] [DEBUG] [LOCAL     ] Loaded configuration for NEU: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.202853] [DEBUG] [LOCAL     ] Loaded configuration for WST: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.203224] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.203377] [DEBUG] [LOCAL     ] Loaded configuration for XPER: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.203782] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.204168] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.204473] [DEBUG] [LOCAL     ] Loaded configuration for AB: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.204844] [DEBUG] [LOCAL     ] Loaded configuration for MNR: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.205176] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.205562] [DEBUG] [LOCAL     ] Loaded configuration for MAGN: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.205918] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.206261] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.206586] [DEBUG] [LOCAL     ] Loaded configuration for NTR: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.206967] [DEBUG] [LOCAL     ] Loaded configuration for FND: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.207297] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 50.0% accuracy
[2025-09-29T01:35:28.207667] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.207828] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.208175] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.208473] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.208844] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.209197] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.209515] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 100.0% accuracy
[2025-09-29T01:35:28.209871] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.210176] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.210521] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.210891] [DEBUG] [LOCAL     ] Loaded configuration for BTCM: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.211237] [DEBUG] [LOCAL     ] Loaded configuration for SAND: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.211581] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 0 features, 50.0% accuracy
[2025-09-29T01:35:28.212017] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.212384] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.212755] [DEBUG] [LOCAL     ] Loaded configuration for GAP: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.213112] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.213506] [DEBUG] [LOCAL     ] Loaded configuration for TFX: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.213858] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.214221] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.214363] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 0 features, 50.0% accuracy
[2025-09-29T01:35:28.214730] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-09-29T01:35:28.215113] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 4 features, 60.0% accuracy
[2025-09-29T01:35:28.215473] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.215846] [DEBUG] [LOCAL     ] Loaded configuration for ECO: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.216171] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 6 features, 90.0% accuracy
[2025-09-29T01:35:28.216519] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.216930] [DEBUG] [LOCAL     ] Loaded configuration for PPT: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.217328] [DEBUG] [LOCAL     ] Loaded configuration for SJT: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.217705] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.218027] [DEBUG] [LOCAL     ] Loaded configuration for AN: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.218365] [DEBUG] [LOCAL     ] Loaded configuration for FT: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.218744] [DEBUG] [LOCAL     ] Loaded configuration for THR: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.219143] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.219552] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.219945] [DEBUG] [LOCAL     ] Loaded configuration for AXR: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.220080] [DEBUG] [LOCAL     ] Loaded configuration for WHR: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.220438] [DEBUG] [LOCAL     ] Loaded configuration for BRBR: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.220770] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.221109] [DEBUG] [LOCAL     ] Loaded configuration for ATS: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.221270] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.221672] [DEBUG] [LOCAL     ] Loaded configuration for LRN: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.221824] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.222159] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.222491] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.222885] [DEBUG] [LOCAL     ] Loaded configuration for AM: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.223241] [DEBUG] [LOCAL     ] Loaded configuration for JGH: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.223672] [DEBUG] [LOCAL     ] Loaded configuration for SCCO: 1 features, 100.0% accuracy
[2025-09-29T01:35:28.224059] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.224412] [DEBUG] [LOCAL     ] Loaded configuration for MQT: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.224552] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.224961] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.225103] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.225433] [DEBUG] [LOCAL     ] Loaded configuration for COR: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.225864] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.226267] [DEBUG] [LOCAL     ] Loaded configuration for AFGE: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.226427] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.226795] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.227214] [DEBUG] [LOCAL     ] Loaded configuration for IBTA: 5 features, 70.0% accuracy
[2025-09-29T01:35:28.227608] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.227979] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.228371] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.228785] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.229139] [DEBUG] [LOCAL     ] Loaded configuration for IGR: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.229520] [DEBUG] [LOCAL     ] Loaded configuration for DT: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.229889] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.230271] [DEBUG] [LOCAL     ] Loaded configuration for APOS: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.230620] [DEBUG] [LOCAL     ] Loaded configuration for BB: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.231035] [DEBUG] [LOCAL     ] Loaded configuration for CXT: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.231416] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.231833] [DEBUG] [LOCAL     ] Loaded configuration for SPOT: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.232257] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.232684] [DEBUG] [LOCAL     ] Loaded configuration for EBR: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.233070] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.233450] [DEBUG] [LOCAL     ] Loaded configuration for EVT: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.233813] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.234231] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.234687] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.235065] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.235470] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.235890] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.236293] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.236695] [DEBUG] [LOCAL     ] Loaded configuration for SMC: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.237174] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.237517] [DEBUG] [LOCAL     ] Loaded configuration for FOUR: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.237892] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.238304] [DEBUG] [LOCAL     ] Loaded configuration for BKV: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.238739] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.239145] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.239563] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.239972] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.240108] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 4 features, 100.0% accuracy
[2025-09-29T01:35:28.240494] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.240916] [DEBUG] [LOCAL     ] Loaded configuration for MPLX: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.241269] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.241688] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.242091] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.242435] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-09-29T01:35:28.242764] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.242917] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.243321] [DEBUG] [LOCAL     ] Loaded configuration for EICC: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.243464] [DEBUG] [LOCAL     ] Loaded configuration for WCN: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.243851] [DEBUG] [LOCAL     ] Loaded configuration for TSE: 4 features, 40.0% accuracy
[2025-09-29T01:35:28.244199] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.244600] [DEBUG] [LOCAL     ] Loaded configuration for AIV: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.244980] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 100.0% accuracy
[2025-09-29T01:35:28.245360] [DEBUG] [LOCAL     ] Loaded configuration for CHT: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.245724] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.246070] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 6 features, 90.0% accuracy
[2025-09-29T01:35:28.246431] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.246782] [DEBUG] [LOCAL     ] Loaded configuration for PARR: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.247218] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.247615] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.248073] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.248439] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.248814] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.249195] [DEBUG] [LOCAL     ] Loaded configuration for ENOV: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.249571] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.249956] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.250304] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.250672] [DEBUG] [LOCAL     ] Loaded configuration for MFSV: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.251018] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.251375] [DEBUG] [LOCAL     ] Loaded configuration for SONY: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.251774] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.252190] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 5 features, 60.0% accuracy
[2025-09-29T01:35:28.252605] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.253024] [DEBUG] [LOCAL     ] Loaded configuration for STRV: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.253205] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.253556] [DEBUG] [LOCAL     ] Loaded configuration for BV: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.253935] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.254304] [DEBUG] [LOCAL     ] Loaded configuration for PHD: 3 features, 100.0% accuracy
[2025-09-29T01:35:28.254697] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.255035] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.255378] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.255520] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 0 features, 100.0% accuracy
[2025-09-29T01:35:28.255686] [DEBUG] [LOCAL     ] Loaded configuration for USA: 3 features, 50.0% accuracy
[2025-09-29T01:35:28.256048] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.256406] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.256786] [DEBUG] [LOCAL     ] Loaded configuration for BBDC: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.257190] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.257539] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.257941] [DEBUG] [LOCAL     ] Loaded configuration for MIN: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.258271] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.258682] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.259026] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.259400] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.259769] [DEBUG] [LOCAL     ] Loaded configuration for GOTU: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.259924] [DEBUG] [LOCAL     ] Loaded configuration for CMBT: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.260302] [DEBUG] [LOCAL     ] Loaded configuration for MGRE: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.260690] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.261087] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.261457] [DEBUG] [LOCAL     ] Loaded configuration for GDOT: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.261815] [DEBUG] [LOCAL     ] Loaded configuration for BME: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.262181] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.262555] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.262921] [DEBUG] [LOCAL     ] Loaded configuration for OII: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.263243] [DEBUG] [LOCAL     ] Loaded configuration for BTU: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.263595] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.263968] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 6 features, 80.0% accuracy
[2025-09-29T01:35:28.264371] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 100.0% accuracy
[2025-09-29T01:35:28.264763] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.265150] [DEBUG] [LOCAL     ] Loaded configuration for BEPC: 2 features, 100.0% accuracy
[2025-09-29T01:35:28.265511] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.265913] [DEBUG] [LOCAL     ] Loaded configuration for SE: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.266233] [DEBUG] [LOCAL     ] Loaded configuration for GWW: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.266539] [DEBUG] [LOCAL     ] Loaded configuration for BGR: 6 features, 60.0% accuracy
[2025-09-29T01:35:28.266920] [DEBUG] [LOCAL     ] Loaded configuration for LTM: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.267284] [DEBUG] [LOCAL     ] Loaded configuration for PD: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.267618] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.268070] [DEBUG] [LOCAL     ] Loaded configuration for OKLO: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.268462] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.268773] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.268926] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 4 features, 50.0% accuracy
[2025-09-29T01:35:28.269265] [DEBUG] [LOCAL     ] Loaded configuration for ADT: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.269573] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.269969] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.270279] [DEBUG] [LOCAL     ] Loaded configuration for COP: 5 features, 100.0% accuracy
[2025-09-29T01:35:28.270604] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.270767] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.271133] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.271468] [DEBUG] [LOCAL     ] Loaded configuration for LANV: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.271865] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.272038] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.272413] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.272752] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.273111] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.273459] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.273827] [DEBUG] [LOCAL     ] Loaded configuration for SF: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.274152] [DEBUG] [LOCAL     ] Loaded configuration for SARO: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.274493] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.274874] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 6 features, 80.0% accuracy
[2025-09-29T01:35:28.275218] [DEBUG] [LOCAL     ] Loaded configuration for PM: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.275408] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.275777] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.276122] [DEBUG] [LOCAL     ] Loaded configuration for GYLD: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.276523] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.276923] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.277315] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 1 features, 100.0% accuracy
[2025-09-29T01:35:28.278346] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.278752] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.279127] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.279516] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.279901] [DEBUG] [LOCAL     ] Loaded configuration for DAR: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.280262] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.280629] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.281066] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.281465] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.281861] [DEBUG] [LOCAL     ] Loaded configuration for MDU: 1 features, 100.0% accuracy
[2025-09-29T01:35:28.282237] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.282676] [DEBUG] [LOCAL     ] Loaded configuration for NINE: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.283069] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.283406] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.283712] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.284121] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.284471] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.284883] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.285230] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.285612] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 5 features, 70.0% accuracy
[2025-09-29T01:35:28.285982] [DEBUG] [LOCAL     ] Loaded configuration for CTRI: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.286359] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.286756] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.287184] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.287518] [DEBUG] [LOCAL     ] Loaded configuration for HAFN: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.287891] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.288233] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.288597] [DEBUG] [LOCAL     ] Loaded configuration for KORE: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.288972] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.289303] [DEBUG] [LOCAL     ] Loaded configuration for BR: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.289689] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.290042] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.290370] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.290695] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 4 features, 60.0% accuracy
[2025-09-29T01:35:28.291058] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.291380] [DEBUG] [LOCAL     ] Loaded configuration for STXV: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.291752] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.292090] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.292483] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.292868] [DEBUG] [LOCAL     ] Loaded configuration for TXT: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.293205] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.293538] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.293942] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.294312] [DEBUG] [LOCAL     ] Loaded configuration for RVT: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.294701] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.295082] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.295451] [DEBUG] [LOCAL     ] Loaded configuration for FLUT: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.295817] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 2 features, 100.0% accuracy
[2025-09-29T01:35:28.296203] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 4 features, 50.0% accuracy
[2025-09-29T01:35:28.296588] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.297004] [DEBUG] [LOCAL     ] Loaded configuration for THC: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.297354] [DEBUG] [LOCAL     ] Loaded configuration for CXH: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.297697] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.298038] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 3 features, 40.0% accuracy
[2025-09-29T01:35:28.298404] [DEBUG] [LOCAL     ] Loaded configuration for CRBD: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.298761] [DEBUG] [LOCAL     ] Loaded configuration for MRC: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.299140] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.299462] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.299830] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.300151] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.300515] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.300911] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.301264] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.301626] [DEBUG] [LOCAL     ] Loaded configuration for CVLG: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.302030] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.302356] [DEBUG] [LOCAL     ] Loaded configuration for MDV: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.302496] [DEBUG] [LOCAL     ] Loaded configuration for WD: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.302909] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.303215] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.303599] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 100.0% accuracy
[2025-09-29T01:35:28.303768] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.303914] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.304265] [DEBUG] [LOCAL     ] Loaded configuration for MCB: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.304606] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.305016] [DEBUG] [LOCAL     ] Loaded configuration for PFE: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.305401] [DEBUG] [LOCAL     ] Loaded configuration for GDL: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.305736] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.306098] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.306452] [DEBUG] [LOCAL     ] Loaded configuration for FLG: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.306784] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.307130] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.307452] [DEBUG] [LOCAL     ] Loaded configuration for ATUS: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.307814] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 3 features, 50.0% accuracy
[2025-09-29T01:35:28.308128] [DEBUG] [LOCAL     ] Loaded configuration for NX: 6 features, 70.0% accuracy
[2025-09-29T01:35:28.308439] [DEBUG] [LOCAL     ] Loaded configuration for AHR: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.308803] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.309143] [DEBUG] [LOCAL     ] Loaded configuration for ASR: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.309493] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.309825] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.310185] [DEBUG] [LOCAL     ] Loaded configuration for SEI: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.310518] [DEBUG] [LOCAL     ] Loaded configuration for CXW: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.310870] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 0 features, 90.0% accuracy
[2025-09-29T01:35:28.311258] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.311601] [DEBUG] [LOCAL     ] Loaded configuration for STXT: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.311950] [DEBUG] [LOCAL     ] Loaded configuration for MFAN: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.312314] [DEBUG] [LOCAL     ] Loaded configuration for OWLT: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.312669] [DEBUG] [LOCAL     ] Loaded configuration for CARR: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.313062] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.313446] [DEBUG] [LOCAL     ] Loaded configuration for AME: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.313818] [DEBUG] [LOCAL     ] Loaded configuration for LADR: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.314194] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.314498] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.314818] [DEBUG] [LOCAL     ] Loaded configuration for TMO: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.315141] [DEBUG] [LOCAL     ] Loaded configuration for DD: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.315484] [DEBUG] [LOCAL     ] Loaded configuration for TR: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.315834] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.316172] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.316545] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.316951] [DEBUG] [LOCAL     ] Loaded configuration for STM: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.317265] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.317622] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.318026] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.318353] [DEBUG] [LOCAL     ] Loaded configuration for HAYW: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.318683] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 3 features, 50.0% accuracy
[2025-09-29T01:35:28.319010] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.319359] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.319768] [DEBUG] [LOCAL     ] Loaded configuration for ET: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.320090] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.320436] [DEBUG] [LOCAL     ] Loaded configuration for ASAN: 3 features, 100.0% accuracy
[2025-09-29T01:35:28.320734] [DEBUG] [LOCAL     ] Loaded configuration for DNOW: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.320867] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.321229] [DEBUG] [LOCAL     ] Loaded configuration for CLPR: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.321605] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.321967] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.322290] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.322615] [DEBUG] [LOCAL     ] Loaded configuration for MDT: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.322971] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.323276] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.323633] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.323983] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.324341] [DEBUG] [LOCAL     ] Loaded configuration for BKT: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.324694] [DEBUG] [LOCAL     ] Loaded configuration for THLV: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.325075] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.325450] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.325791] [DEBUG] [LOCAL     ] Loaded configuration for CM: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.326161] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.326508] [DEBUG] [LOCAL     ] Loaded configuration for RJF: 0 features, 90.0% accuracy
[2025-09-29T01:35:28.326934] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 100.0% accuracy
[2025-09-29T01:35:28.327310] [DEBUG] [LOCAL     ] Loaded configuration for EE: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.327676] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.328008] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.328361] [DEBUG] [LOCAL     ] Loaded configuration for FF: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.328733] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.328881] [DEBUG] [LOCAL     ] Loaded configuration for ZKH: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.329236] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.329384] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.329714] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.330054] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.330438] [DEBUG] [LOCAL     ] Loaded configuration for LH: 6 features, 70.0% accuracy
[2025-09-29T01:35:28.330743] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-09-29T01:35:28.331052] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.331377] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.331710] [DEBUG] [LOCAL     ] Loaded configuration for BBW: 7 features, 80.0% accuracy
[2025-09-29T01:35:28.332017] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.332351] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.332728] [DEBUG] [LOCAL     ] Loaded configuration for LXU: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.333086] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.333408] [DEBUG] [LOCAL     ] Loaded configuration for H: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.333764] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.334097] [DEBUG] [LOCAL     ] Loaded configuration for CLDT: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.334414] [DEBUG] [LOCAL     ] Loaded configuration for BTT: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.334763] [DEBUG] [LOCAL     ] Loaded configuration for ALUR: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.335178] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.335315] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.335690] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.336027] [DEBUG] [LOCAL     ] Loaded configuration for SOS: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.336377] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.336719] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.337115] [DEBUG] [LOCAL     ] Loaded configuration for M: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.337443] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.337822] [DEBUG] [LOCAL     ] Loaded configuration for CL: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.338197] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.338549] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.338935] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.339260] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.339584] [DEBUG] [LOCAL     ] Loaded configuration for DEC: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.339974] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.340328] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.340695] [DEBUG] [LOCAL     ] Loaded configuration for SNDA: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.341060] [DEBUG] [LOCAL     ] Loaded configuration for FRT: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.341439] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.341780] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.342148] [DEBUG] [LOCAL     ] Loaded configuration for CURB: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.342458] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.342596] [DEBUG] [LOCAL     ] Loaded configuration for WLY: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.343000] [DEBUG] [LOCAL     ] Loaded configuration for BWMX: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.343328] [DEBUG] [LOCAL     ] Loaded configuration for KGC: 2 features, 40.0% accuracy
[2025-09-29T01:35:28.343680] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.343973] [DEBUG] [LOCAL     ] Loaded configuration for ADNT: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.344268] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 6 features, 90.0% accuracy
[2025-09-29T01:35:28.344612] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.344958] [DEBUG] [LOCAL     ] Loaded configuration for FET: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.345298] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.345622] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.346028] [DEBUG] [LOCAL     ] Loaded configuration for AER: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.346165] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.346476] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 60.0% accuracy
[2025-09-29T01:35:28.346631] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.347066] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.347426] [DEBUG] [LOCAL     ] Loaded configuration for BBU: 4 features, 100.0% accuracy
[2025-09-29T01:35:28.347613] [DEBUG] [LOCAL     ] Loaded configuration for WNS: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.347952] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.348327] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.348668] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.348985] [DEBUG] [LOCAL     ] Loaded configuration for CE: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.349294] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.349615] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.349995] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.350370] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.350747] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.351112] [DEBUG] [LOCAL     ] Loaded configuration for PRO: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.351465] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.351797] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.352190] [DEBUG] [LOCAL     ] Loaded configuration for OR: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.352516] [DEBUG] [LOCAL     ] Loaded configuration for BX: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.352945] [DEBUG] [LOCAL     ] Loaded configuration for NMS: 4 features, 100.0% accuracy
[2025-09-29T01:35:28.353078] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.353458] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.353808] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.354143] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.354512] [DEBUG] [LOCAL     ] Loaded configuration for SPR: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.354825] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.355158] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.355466] [DEBUG] [LOCAL     ] Loaded configuration for MLNK: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.355776] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.356090] [DEBUG] [LOCAL     ] Loaded configuration for TBBB: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.356415] [DEBUG] [LOCAL     ] Loaded configuration for TWN: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.356784] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.357123] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.357516] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.357916] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 5 features, 100.0% accuracy
[2025-09-29T01:35:28.358287] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 6 features, 90.0% accuracy
[2025-09-29T01:35:28.358628] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 100.0% accuracy
[2025-09-29T01:35:28.358987] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.359306] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.359628] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.359799] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.360141] [DEBUG] [LOCAL     ] Loaded configuration for AMBC: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.360557] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-09-29T01:35:28.360909] [DEBUG] [LOCAL     ] Loaded configuration for INSW: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.361259] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.361616] [DEBUG] [LOCAL     ] Loaded configuration for EPR: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.362002] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.362383] [DEBUG] [LOCAL     ] Loaded configuration for CTOS: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.362517] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.362857] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.363762] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.364134] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.364525] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 6 features, 80.0% accuracy
[2025-09-29T01:35:28.364690] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.365068] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.365201] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.365557] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.365906] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 0 features, 90.0% accuracy
[2025-09-29T01:35:28.366283] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.366593] [DEBUG] [LOCAL     ] Loaded configuration for SMR: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.366950] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.367315] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.367691] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.368025] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.368383] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.368739] [DEBUG] [LOCAL     ] Loaded configuration for KWR: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.369049] [DEBUG] [LOCAL     ] Loaded configuration for MGRD: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.369359] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.369737] [DEBUG] [LOCAL     ] Loaded configuration for BC: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.370050] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.370377] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.370736] [DEBUG] [LOCAL     ] Loaded configuration for CNH: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.371044] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.371413] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.371753] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.372083] [DEBUG] [LOCAL     ] Loaded configuration for STN: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.372415] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.372759] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 6 features, 80.0% accuracy
[2025-09-29T01:35:28.373065] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.373219] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.373586] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.373963] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.374151] [DEBUG] [LOCAL     ] Loaded configuration for UBER: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.374502] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.374691] [DEBUG] [LOCAL     ] Loaded configuration for VLT: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.375039] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-09-29T01:35:28.375437] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.375790] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.376147] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.376495] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.376894] [DEBUG] [LOCAL     ] Loaded configuration for PRT: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.377240] [DEBUG] [LOCAL     ] Loaded configuration for AVNT: 0 features, 90.0% accuracy
[2025-09-29T01:35:28.377584] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.377983] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.378311] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.378669] [DEBUG] [LOCAL     ] Loaded configuration for ACR: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.379016] [DEBUG] [LOCAL     ] Loaded configuration for TKR: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.379159] [DEBUG] [LOCAL     ] Loaded configuration for VOYA: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.379466] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.379811] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.380207] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.380519] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.380877] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.381199] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.381534] [DEBUG] [LOCAL     ] Loaded configuration for TME: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.381903] [DEBUG] [LOCAL     ] Loaded configuration for TXNM: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.382302] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.382672] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.382807] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.383197] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.383573] [DEBUG] [LOCAL     ] Loaded configuration for CEPU: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.383936] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.384284] [DEBUG] [LOCAL     ] Loaded configuration for BHR: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.384598] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-09-29T01:35:28.384947] [DEBUG] [LOCAL     ] Loaded configuration for CURV: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.385266] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.385667] [DEBUG] [LOCAL     ] Loaded configuration for RDN: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.386038] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.386376] [DEBUG] [LOCAL     ] Loaded configuration for QSR: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.386781] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.386960] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.387106] [DEBUG] [LOCAL     ] Loaded configuration for ULS: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.387477] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.387813] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.388159] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.388294] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.388688] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 0 features, 90.0% accuracy
[2025-09-29T01:35:28.389006] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.389351] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.389756] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.390077] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 0 features, 50.0% accuracy
[2025-09-29T01:35:28.390213] [DEBUG] [LOCAL     ] Loaded configuration for SST: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.390556] [DEBUG] [LOCAL     ] Loaded configuration for SPHR: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.390965] [DEBUG] [LOCAL     ] Loaded configuration for STC: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.391325] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.391720] [DEBUG] [LOCAL     ] Loaded configuration for NVST: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.391874] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 4 features, 60.0% accuracy
[2025-09-29T01:35:28.392265] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.392579] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.392983] [DEBUG] [LOCAL     ] Loaded configuration for SD: 3 features, 50.0% accuracy
[2025-09-29T01:35:28.393308] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.393707] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.393841] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.394175] [DEBUG] [LOCAL     ] Loaded configuration for MFAO: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.394514] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.394829] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.395142] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 4 features, 100.0% accuracy
[2025-09-29T01:35:28.395492] [DEBUG] [LOCAL     ] Loaded configuration for TG: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.395804] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.396116] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.396501] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.396635] [DEBUG] [LOCAL     ] Loaded configuration for VET: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.397030] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.397375] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.397694] [DEBUG] [LOCAL     ] Loaded configuration for FCT: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.398012] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.398346] [DEBUG] [LOCAL     ] Loaded configuration for HIW: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.398738] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.399077] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.399470] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.399793] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.400130] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.400553] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.400959] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.401284] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.401669] [DEBUG] [LOCAL     ] Loaded configuration for NU: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.402023] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 0 features, 90.0% accuracy
[2025-09-29T01:35:28.402358] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.402707] [DEBUG] [LOCAL     ] Loaded configuration for AIN: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.403063] [DEBUG] [LOCAL     ] Loaded configuration for ESS: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.403443] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.403603] [DEBUG] [LOCAL     ] Loaded configuration for WMB: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.403992] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.404134] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.404511] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.404859] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 0 features, 90.0% accuracy
[2025-09-29T01:35:28.405166] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.405524] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.405884] [DEBUG] [LOCAL     ] Loaded configuration for NAN: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.406195] [DEBUG] [LOCAL     ] Loaded configuration for DAY: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.406576] [DEBUG] [LOCAL     ] Loaded configuration for BP: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.406996] [DEBUG] [LOCAL     ] Loaded configuration for ECVT: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.407327] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.407697] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.408030] [DEBUG] [LOCAL     ] Loaded configuration for TPR: 5 features, 70.0% accuracy
[2025-09-29T01:35:28.408180] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.408549] [DEBUG] [LOCAL     ] Loaded configuration for SG: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.408956] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-09-29T01:35:28.409291] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.409617] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.409952] [DEBUG] [LOCAL     ] Loaded configuration for MITT: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.410090] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.410220] [DEBUG] [LOCAL     ] Loaded configuration for VNCE: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.410537] [DEBUG] [LOCAL     ] Loaded configuration for VVV: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.410922] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.411320] [DEBUG] [LOCAL     ] Loaded configuration for GPOR: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.411678] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.412055] [DEBUG] [LOCAL     ] Loaded configuration for NRGV: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.412383] [DEBUG] [LOCAL     ] Loaded configuration for BKKT: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.412715] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.413077] [DEBUG] [LOCAL     ] Loaded configuration for CSL: 2 features, 40.0% accuracy
[2025-09-29T01:35:28.413465] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.413804] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.414134] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.414458] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.414808] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 50.0% accuracy
[2025-09-29T01:35:28.415170] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.415528] [DEBUG] [LOCAL     ] Loaded configuration for RBOT: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.416579] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.416978] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.417374] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.417716] [DEBUG] [LOCAL     ] Loaded configuration for TBN: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.418036] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.418352] [DEBUG] [LOCAL     ] Loaded configuration for SMG: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.418512] [DEBUG] [LOCAL     ] Loaded configuration for USNA: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.418922] [DEBUG] [LOCAL     ] Loaded configuration for GM: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.419232] [DEBUG] [LOCAL     ] Loaded configuration for K: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.419539] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.419930] [DEBUG] [LOCAL     ] Loaded configuration for THS: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.420287] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.420681] [DEBUG] [LOCAL     ] Loaded configuration for RGR: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.421010] [DEBUG] [LOCAL     ] Loaded configuration for ITT: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.421422] [DEBUG] [LOCAL     ] Loaded configuration for GCV: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.421810] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.422201] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 4 features, 50.0% accuracy
[2025-09-29T01:35:28.422321] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.422681] [DEBUG] [LOCAL     ] Loaded configuration for SDHC: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.423012] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.423376] [DEBUG] [LOCAL     ] Loaded configuration for EQT: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.423711] [DEBUG] [LOCAL     ] Loaded configuration for CF: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.424056] [DEBUG] [LOCAL     ] Loaded configuration for INFA: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.424200] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.424563] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.425069] [DEBUG] [LOCAL     ] Loaded configuration for KLC: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.425398] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.425765] [DEBUG] [LOCAL     ] Loaded configuration for AX: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.426142] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.426452] [DEBUG] [LOCAL     ] Loaded configuration for AOMR: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.426788] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.430943] [DEBUG] [LOCAL     ] Loaded configuration for EQNR: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.431309] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.431682] [DEBUG] [LOCAL     ] Loaded configuration for ALV: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.432095] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.432436] [DEBUG] [LOCAL     ] Loaded configuration for CII: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.432753] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 1 features, 100.0% accuracy
[2025-09-29T01:35:28.433150] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.433492] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.433798] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.434154] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.434481] [DEBUG] [LOCAL     ] Loaded configuration for GS: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.434793] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.435096] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.435476] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.435837] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.436187] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.436590] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.437037] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 0 features, 50.0% accuracy
[2025-09-29T01:35:28.437396] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.437775] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.438151] [DEBUG] [LOCAL     ] Loaded configuration for OSCR: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.438515] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.438928] [DEBUG] [LOCAL     ] Loaded configuration for EPRT: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.439312] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.439693] [DEBUG] [LOCAL     ] Loaded configuration for NVR: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.440076] [DEBUG] [LOCAL     ] Loaded configuration for LYV: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.440216] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.440541] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.440948] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.441271] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.441610] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.441758] [DEBUG] [LOCAL     ] Loaded configuration for CANG: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.442123] [DEBUG] [LOCAL     ] Loaded configuration for BEPJ: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.442478] [DEBUG] [LOCAL     ] Loaded configuration for PRU: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.442613] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.442996] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.443351] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.443734] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.444088] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.444404] [DEBUG] [LOCAL     ] Loaded configuration for SLQT: 5 features, 60.0% accuracy
[2025-09-29T01:35:28.444743] [DEBUG] [LOCAL     ] Loaded configuration for IQV: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.445110] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.445474] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.445869] [DEBUG] [LOCAL     ] Loaded configuration for LITB: 4 features, 100.0% accuracy
[2025-09-29T01:35:28.446184] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.446517] [DEBUG] [LOCAL     ] Loaded configuration for SID: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.446886] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.447232] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.447637] [DEBUG] [LOCAL     ] Loaded configuration for BW: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.447997] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.448357] [DEBUG] [LOCAL     ] Loaded configuration for CPAY: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.448694] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.449031] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.449408] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.449734] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.449870] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.450235] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.450547] [DEBUG] [LOCAL     ] Loaded configuration for MYD: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.450950] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.451283] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.451612] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 6 features, 60.0% accuracy
[2025-09-29T01:35:28.452020] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.452359] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.452758] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.453133] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.453491] [DEBUG] [LOCAL     ] Loaded configuration for DTW: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.453823] [DEBUG] [LOCAL     ] Loaded configuration for AA: 5 features, 100.0% accuracy
[2025-09-29T01:35:28.454195] [DEBUG] [LOCAL     ] Loaded configuration for DSMC: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.454571] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.454932] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.455248] [DEBUG] [LOCAL     ] Loaded configuration for JEQ: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.455674] [DEBUG] [LOCAL     ] Loaded configuration for CSV: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.456077] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 100.0% accuracy
[2025-09-29T01:35:28.456463] [DEBUG] [LOCAL     ] Loaded configuration for THIR: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.456854] [DEBUG] [LOCAL     ] Loaded configuration for PRMB: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.457184] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.457543] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.457976] [DEBUG] [LOCAL     ] Loaded configuration for NXN: 3 features, 50.0% accuracy
[2025-09-29T01:35:28.458378] [DEBUG] [LOCAL     ] Loaded configuration for STE: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.458726] [DEBUG] [LOCAL     ] Loaded configuration for CCU: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.459061] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 1 features, 100.0% accuracy
[2025-09-29T01:35:28.460180] [DEBUG] [LOCAL     ] Loaded configuration for GPMT: 3 features, 100.0% accuracy
[2025-09-29T01:35:28.460514] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.460826] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.461234] [DEBUG] [LOCAL     ] Loaded configuration for MDST: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.461367] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 4 features, 60.0% accuracy
[2025-09-29T01:35:28.461710] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.462099] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.462526] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.462920] [DEBUG] [LOCAL     ] Loaded configuration for DSU: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.463258] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.463578] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.463960] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.464125] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.464467] [DEBUG] [LOCAL     ] Loaded configuration for CBNA: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.464625] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.464787] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.465115] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.465479] [DEBUG] [LOCAL     ] Loaded configuration for ODV: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.465839] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 100.0% accuracy
[2025-09-29T01:35:28.466151] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.466481] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.466805] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.467199] [DEBUG] [LOCAL     ] Loaded configuration for ENFY: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.467526] [DEBUG] [LOCAL     ] Loaded configuration for SBR: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.467691] [DEBUG] [LOCAL     ] Loaded configuration for WU: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.468056] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.468198] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.468533] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.468958] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.469298] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 70.0% accuracy
[2025-09-29T01:35:28.469637] [DEBUG] [LOCAL     ] Loaded configuration for CBU: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.470042] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.470429] [DEBUG] [LOCAL     ] Loaded configuration for SBSW: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.470776] [DEBUG] [LOCAL     ] Loaded configuration for SPRU: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.471114] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.471451] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.471602] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.472010] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.472377] [DEBUG] [LOCAL     ] Loaded configuration for ETW: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.472739] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.473091] [DEBUG] [LOCAL     ] Loaded configuration for KFRC: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.473449] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.473812] [DEBUG] [LOCAL     ] Loaded configuration for BWSN: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.474166] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.474576] [DEBUG] [LOCAL     ] Loaded configuration for GEO: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.474937] [DEBUG] [LOCAL     ] Loaded configuration for SABA: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.475270] [DEBUG] [LOCAL     ] Loaded configuration for MOV: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.475623] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.475956] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.476284] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.476694] [DEBUG] [LOCAL     ] Loaded configuration for PJT: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.477051] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.477206] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.477583] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.477965] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.478293] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.478685] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.478825] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.479140] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.479468] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.479612] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 1 features, 100.0% accuracy
[2025-09-29T01:35:28.479975] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.480271] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.480612] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 100.0% accuracy
[2025-09-29T01:35:28.480974] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.481298] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.481686] [DEBUG] [LOCAL     ] Loaded configuration for MET: 0 features, 50.0% accuracy
[2025-09-29T01:35:28.482006] [DEBUG] [LOCAL     ] Loaded configuration for GDV: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.482317] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.482626] [DEBUG] [LOCAL     ] Loaded configuration for ATR: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.482969] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.483329] [DEBUG] [LOCAL     ] Loaded configuration for EL: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.483698] [DEBUG] [LOCAL     ] Loaded configuration for MANU: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.484061] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.484407] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.484801] [DEBUG] [LOCAL     ] Loaded configuration for DHT: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.485126] [DEBUG] [LOCAL     ] Loaded configuration for FR: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.485493] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.485637] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.486008] [DEBUG] [LOCAL     ] Loaded configuration for ROG: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.486141] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.486519] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.486924] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.487310] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.487731] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 2 features, 100.0% accuracy
[2025-09-29T01:35:28.488109] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.488468] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 4 features, 100.0% accuracy
[2025-09-29T01:35:28.488785] [DEBUG] [LOCAL     ] Loaded configuration for BWLP: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.489131] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.489286] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.489665] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.490037] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.490349] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.490709] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.491037] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.491350] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.491735] [DEBUG] [LOCAL     ] Loaded configuration for CGV: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.491869] [DEBUG] [LOCAL     ] Loaded configuration for TM: 0 features, 50.0% accuracy
[2025-09-29T01:35:28.492199] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.492339] [DEBUG] [LOCAL     ] Loaded configuration for TOST: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.492714] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.493040] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.493395] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.493736] [DEBUG] [LOCAL     ] Loaded configuration for BWXT: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.494086] [DEBUG] [LOCAL     ] Loaded configuration for GRDN: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.494240] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.494571] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.494926] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.495274] [DEBUG] [LOCAL     ] Loaded configuration for NEUE: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.495601] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.495989] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.496336] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.496719] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.497079] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.497414] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.497740] [DEBUG] [LOCAL     ] Loaded configuration for STK: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.498052] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.498365] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.498698] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.498839] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 100.0% accuracy
[2025-09-29T01:35:28.499147] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.499286] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.499424] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 4 features, 60.0% accuracy
[2025-09-29T01:35:28.499799] [DEBUG] [LOCAL     ] Loaded configuration for MMT: 4 features, 50.0% accuracy
[2025-09-29T01:35:28.500140] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.500470] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.500781] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.501152] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.501289] [DEBUG] [LOCAL     ] Loaded configuration for WSR: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.501699] [DEBUG] [LOCAL     ] Loaded configuration for TDOC: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.502007] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.502339] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.502694] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.503008] [DEBUG] [LOCAL     ] Loaded configuration for EDU: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.503386] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.503701] [DEBUG] [LOCAL     ] Loaded configuration for AMTD: 7 features, 90.0% accuracy
[2025-09-29T01:35:28.504066] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.504451] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.504781] [DEBUG] [LOCAL     ] Loaded configuration for MTW: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.505161] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.505487] [DEBUG] [LOCAL     ] Loaded configuration for INGR: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.505863] [DEBUG] [LOCAL     ] Loaded configuration for FINV: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.506173] [DEBUG] [LOCAL     ] Loaded configuration for ENO: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.506562] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.506913] [DEBUG] [LOCAL     ] Loaded configuration for C: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.507227] [DEBUG] [LOCAL     ] Loaded configuration for ROK: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.507366] [DEBUG] [LOCAL     ] Loaded configuration for WOR: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.507700] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.508032] [DEBUG] [LOCAL     ] Loaded configuration for HQH: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.508390] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.508723] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.508855] [DEBUG] [LOCAL     ] Loaded configuration for WWW: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.509184] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.509528] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.509909] [DEBUG] [LOCAL     ] Loaded configuration for SB: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.510244] [DEBUG] [LOCAL     ] Loaded configuration for PRKS: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.510384] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.510771] [DEBUG] [LOCAL     ] Loaded configuration for LB: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.510948] [DEBUG] [LOCAL     ] Loaded configuration for VPV: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.511339] [DEBUG] [LOCAL     ] Loaded configuration for PMT: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.511691] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.512072] [DEBUG] [LOCAL     ] Loaded configuration for DOC: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.512475] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-09-29T01:35:28.512842] [DEBUG] [LOCAL     ] Loaded configuration for MAIN: 4 features, 100.0% accuracy
[2025-09-29T01:35:28.513206] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.513539] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.513885] [DEBUG] [LOCAL     ] Loaded configuration for PKST: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.514234] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.514695] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.515052] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.515401] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.515730] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.516091] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.516420] [DEBUG] [LOCAL     ] Loaded configuration for ANET: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.516739] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.517087] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.517425] [DEBUG] [LOCAL     ] Loaded configuration for QXO: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.517791] [DEBUG] [LOCAL     ] Loaded configuration for MTAL: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.518121] [DEBUG] [LOCAL     ] Loaded configuration for IRS: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.518478] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.518800] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.519206] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.519535] [DEBUG] [LOCAL     ] Loaded configuration for ONIT: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.519917] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.520331] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.520713] [DEBUG] [LOCAL     ] Loaded configuration for FN: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.521072] [DEBUG] [LOCAL     ] Loaded configuration for SON: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.521406] [DEBUG] [LOCAL     ] Loaded configuration for TRU: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.521734] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.522067] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.522505] [DEBUG] [LOCAL     ] Loaded configuration for ESNT: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.522879] [DEBUG] [LOCAL     ] Loaded configuration for NMR: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.523278] [DEBUG] [LOCAL     ] Loaded configuration for BN: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.523637] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 4 features, 60.0% accuracy
[2025-09-29T01:35:28.524049] [DEBUG] [LOCAL     ] Loaded configuration for IVT: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.524528] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.525153] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.525503] [DEBUG] [LOCAL     ] Loaded configuration for DB: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.525885] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.526255] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.526577] [DEBUG] [LOCAL     ] Loaded configuration for ELV: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.526972] [DEBUG] [LOCAL     ] Loaded configuration for GGT: 0 features, 90.0% accuracy
[2025-09-29T01:35:28.527342] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.527762] [DEBUG] [LOCAL     ] Loaded configuration for QD: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.528092] [DEBUG] [LOCAL     ] Loaded configuration for CLW: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.528489] [DEBUG] [LOCAL     ] Loaded configuration for AUNA: 1 features, 100.0% accuracy
[2025-09-29T01:35:28.528795] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.529165] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.529463] [DEBUG] [LOCAL     ] Loaded configuration for DXYZ: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.529844] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 8 features, 80.0% accuracy
[2025-09-29T01:35:28.530176] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.530533] [DEBUG] [LOCAL     ] Loaded configuration for LND: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.530901] [DEBUG] [LOCAL     ] Loaded configuration for PK: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.531203] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.532294] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.532622] [DEBUG] [LOCAL     ] Loaded configuration for SW: 1 features, 100.0% accuracy
[2025-09-29T01:35:28.533013] [DEBUG] [LOCAL     ] Loaded configuration for ABT: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.533328] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.533680] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.534012] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.534379] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.534735] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.535068] [DEBUG] [LOCAL     ] Loaded configuration for BRT: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.535425] [DEBUG] [LOCAL     ] Loaded configuration for MSDL: 3 features, 50.0% accuracy
[2025-09-29T01:35:28.535754] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.536118] [DEBUG] [LOCAL     ] Loaded configuration for PII: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.536471] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.536946] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.537308] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.537692] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.538029] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.538345] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.538764] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.539081] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.539397] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 2 features, 100.0% accuracy
[2025-09-29T01:35:28.539745] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.540134] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.540452] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.540816] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.541148] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.541497] [DEBUG] [LOCAL     ] Loaded configuration for BXMT: 5 features, 70.0% accuracy
[2025-09-29T01:35:28.541804] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.542175] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.542494] [DEBUG] [LOCAL     ] Loaded configuration for SOLV: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.542848] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 0 features, 50.0% accuracy
[2025-09-29T01:35:28.543020] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.543385] [DEBUG] [LOCAL     ] Loaded configuration for THO: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.543715] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.544039] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.544439] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 6 features, 80.0% accuracy
[2025-09-29T01:35:28.544761] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.545114] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.545546] [DEBUG] [LOCAL     ] Loaded configuration for KT: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.546030] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.546438] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 1 features, 100.0% accuracy
[2025-09-29T01:35:28.546801] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.547156] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.547585] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.547950] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.548300] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.548453] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.548791] [DEBUG] [LOCAL     ] Loaded configuration for MMM: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.549147] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 6 features, 90.0% accuracy
[2025-09-29T01:35:28.549473] [DEBUG] [LOCAL     ] Loaded configuration for HGV: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.549827] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.550162] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.550519] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.550859] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.551974] [DEBUG] [LOCAL     ] Loaded configuration for GCI: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.552300] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.552690] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.553052] [DEBUG] [LOCAL     ] Loaded configuration for D: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.553232] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.553377] [DEBUG] [LOCAL     ] Loaded configuration for CHPT: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.553735] [DEBUG] [LOCAL     ] Loaded configuration for NE: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.554040] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.554396] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.554757] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.555123] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.555532] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.555996] [DEBUG] [LOCAL     ] Loaded configuration for NXJ: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.556171] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 1 features, 40.0% accuracy
[2025-09-29T01:35:28.556558] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.556990] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.557341] [DEBUG] [LOCAL     ] Loaded configuration for IPG: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.557694] [DEBUG] [LOCAL     ] Loaded configuration for R: 2 features, 100.0% accuracy
[2025-09-29T01:35:28.558114] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.558434] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.558804] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.559182] [DEBUG] [LOCAL     ] Loaded configuration for SRV: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.559359] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.559702] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.560088] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.560397] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.560768] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.561109] [DEBUG] [LOCAL     ] Loaded configuration for COF: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.561503] [DEBUG] [LOCAL     ] Loaded configuration for CWT: 4 features, 50.0% accuracy
[2025-09-29T01:35:28.561814] [DEBUG] [LOCAL     ] Loaded configuration for GNT: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.561969] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.562314] [DEBUG] [LOCAL     ] Loaded configuration for AORT: 3 features, 100.0% accuracy
[2025-09-29T01:35:28.562630] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.563016] [DEBUG] [LOCAL     ] Loaded configuration for EVTR: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.563326] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.563681] [DEBUG] [LOCAL     ] Loaded configuration for AFGB: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.563816] [DEBUG] [LOCAL     ] Loaded configuration for WS: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.564205] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.564538] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.564890] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 100.0% accuracy
[2025-09-29T01:35:28.565044] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.565365] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.565687] [DEBUG] [LOCAL     ] Loaded configuration for RWT: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.565992] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.566348] [DEBUG] [LOCAL     ] Loaded configuration for DOW: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.566685] [DEBUG] [LOCAL     ] Loaded configuration for KMT: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.567029] [DEBUG] [LOCAL     ] Loaded configuration for RKT: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.567411] [DEBUG] [LOCAL     ] Loaded configuration for NRUC: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.567716] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.568056] [DEBUG] [LOCAL     ] Loaded configuration for NGVT: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.568385] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.568700] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.569055] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 2 features, 100.0% accuracy
[2025-09-29T01:35:28.569380] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.569764] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.570141] [DEBUG] [LOCAL     ] Loaded configuration for LVWR: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.570457] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.570808] [DEBUG] [LOCAL     ] Loaded configuration for A: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.571186] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.571568] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.571915] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.572061] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.572364] [DEBUG] [LOCAL     ] Loaded configuration for ARIS: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.572694] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.573051] [DEBUG] [LOCAL     ] Loaded configuration for BA: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.573361] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.573688] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.574013] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.574348] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.574694] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.574995] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.575344] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.575706] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.576019] [DEBUG] [LOCAL     ] Loaded configuration for SCHW: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.576371] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.576736] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.577087] [DEBUG] [LOCAL     ] Loaded configuration for IDT: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.577409] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.577785] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.578175] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.578478] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.578829] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.579143] [DEBUG] [LOCAL     ] Loaded configuration for ITW: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.579457] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.579807] [DEBUG] [LOCAL     ] Loaded configuration for PCOR: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.580106] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.580406] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 4 features, 60.0% accuracy
[2025-09-29T01:35:28.580704] [DEBUG] [LOCAL     ] Loaded configuration for SUPV: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.581050] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.581346] [DEBUG] [LOCAL     ] Loaded configuration for U: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.581684] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.581998] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.582359] [DEBUG] [LOCAL     ] Loaded configuration for PNNT: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.582696] [DEBUG] [LOCAL     ] Loaded configuration for PSBD: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.583045] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 6 features, 90.0% accuracy
[2025-09-29T01:35:28.583358] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.583690] [DEBUG] [LOCAL     ] Loaded configuration for TUYA: 3 features, 50.0% accuracy
[2025-09-29T01:35:28.584035] [DEBUG] [LOCAL     ] Loaded configuration for ATMU: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.584335] [DEBUG] [LOCAL     ] Loaded configuration for GETY: 3 features, 50.0% accuracy
[2025-09-29T01:35:28.584684] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.584992] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.585365] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.585713] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.585872] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.586189] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.586572] [DEBUG] [LOCAL     ] Loaded configuration for SMP: 5 features, 60.0% accuracy
[2025-09-29T01:35:28.586950] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.587311] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.587691] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.587999] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.588303] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 0 features, 50.0% accuracy
[2025-09-29T01:35:28.588683] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.589099] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.589448] [DEBUG] [LOCAL     ] Loaded configuration for TEL: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.589751] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.590067] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.590443] [DEBUG] [LOCAL     ] Loaded configuration for BMN: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.590760] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 100.0% accuracy
[2025-09-29T01:35:28.591137] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.591521] [DEBUG] [LOCAL     ] Loaded configuration for OC: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.591695] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.591985] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.592300] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.592666] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.593004] [DEBUG] [LOCAL     ] Loaded configuration for GEV: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.593350] [DEBUG] [LOCAL     ] Loaded configuration for GNW: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.593701] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.594004] [DEBUG] [LOCAL     ] Loaded configuration for NPWR: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.594375] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.594715] [DEBUG] [LOCAL     ] Loaded configuration for MTUS: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.595024] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.595431] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.595789] [DEBUG] [LOCAL     ] Loaded configuration for NOW: 3 features, 100.0% accuracy
[2025-09-29T01:35:28.596207] [DEBUG] [LOCAL     ] Loaded configuration for NCV: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.596520] [DEBUG] [LOCAL     ] Loaded configuration for SGU: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.596910] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.597268] [DEBUG] [LOCAL     ] Loaded configuration for URI: 5 features, 40.0% accuracy
[2025-09-29T01:35:28.597674] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.598030] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.598388] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-09-29T01:35:28.598711] [DEBUG] [LOCAL     ] Loaded configuration for IH: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.599036] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.599387] [DEBUG] [LOCAL     ] Loaded configuration for COHR: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.599768] [DEBUG] [LOCAL     ] Loaded configuration for BBAR: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.600120] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 4 features, 50.0% accuracy
[2025-09-29T01:35:28.600501] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.600795] [DEBUG] [LOCAL     ] Loaded configuration for EME: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.601144] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.601623] [DEBUG] [LOCAL     ] Loaded configuration for CFR: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.602682] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.603026] [DEBUG] [LOCAL     ] Loaded configuration for DBD: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.603396] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.603542] [DEBUG] [LOCAL     ] Loaded configuration for WY: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.603917] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.604306] [DEBUG] [LOCAL     ] Loaded configuration for KW: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.604666] [DEBUG] [LOCAL     ] Loaded configuration for ECG: 3 features, 50.0% accuracy
[2025-09-29T01:35:28.605060] [DEBUG] [LOCAL     ] Loaded configuration for MMU: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.605428] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.605793] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.606151] [DEBUG] [LOCAL     ] Loaded configuration for LOAR: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.606458] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.606895] [DEBUG] [LOCAL     ] Loaded configuration for SVV: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.607218] [DEBUG] [LOCAL     ] Loaded configuration for STT: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.607526] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.607884] [DEBUG] [LOCAL     ] Loaded configuration for PGR: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.608227] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.608526] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.608934] [DEBUG] [LOCAL     ] Loaded configuration for KKR: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.609311] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.609691] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.609982] [DEBUG] [LOCAL     ] Loaded configuration for LAW: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.610403] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.610695] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.611104] [DEBUG] [LOCAL     ] Loaded configuration for FMY: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.611274] [DEBUG] [LOCAL     ] Loaded configuration for VTR: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.611637] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.612070] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.612450] [DEBUG] [LOCAL     ] Loaded configuration for AS: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.612790] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.613146] [DEBUG] [LOCAL     ] Loaded configuration for NET: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.613536] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.613754] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.614094] [DEBUG] [LOCAL     ] Loaded configuration for CLVT: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.614448] [DEBUG] [LOCAL     ] Loaded configuration for SR: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.614769] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.615131] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.615455] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.615840] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.616157] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.616522] [DEBUG] [LOCAL     ] Loaded configuration for CRT: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.616908] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.617243] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.617554] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.617929] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.618290] [DEBUG] [LOCAL     ] Loaded configuration for GRNT: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.618617] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.618969] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.619375] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.619736] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.620105] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.620426] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.620792] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.621123] [DEBUG] [LOCAL     ] Loaded configuration for FXED: 5 features, 60.0% accuracy
[2025-09-29T01:35:28.621446] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.621777] [DEBUG] [LOCAL     ] Loaded configuration for ATHS: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.621941] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.622250] [DEBUG] [LOCAL     ] Loaded configuration for SNOW: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.622391] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.622711] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.623064] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.623390] [DEBUG] [LOCAL     ] Loaded configuration for EQV: 0 features, 50.0% accuracy
[2025-09-29T01:35:28.623753] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.624103] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.624481] [DEBUG] [LOCAL     ] Loaded configuration for CPT: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.624818] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-09-29T01:35:28.625226] [DEBUG] [LOCAL     ] Loaded configuration for AI: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.625595] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.625924] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 100.0% accuracy
[2025-09-29T01:35:28.626351] [DEBUG] [LOCAL     ] Loaded configuration for HR: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.626687] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.627038] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.627408] [DEBUG] [LOCAL     ] Loaded configuration for SEMR: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.627771] [DEBUG] [LOCAL     ] Loaded configuration for OUT: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.628165] [DEBUG] [LOCAL     ] Loaded configuration for GCTS: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.628576] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 100.0% accuracy
[2025-09-29T01:35:28.628957] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.629306] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 50.0% accuracy
[2025-09-29T01:35:28.629679] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.629995] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.630380] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.630703] [DEBUG] [LOCAL     ] Loaded configuration for IONQ: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.631081] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.631461] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.631845] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.632192] [DEBUG] [LOCAL     ] Loaded configuration for NPV: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.632590] [DEBUG] [LOCAL     ] Loaded configuration for LW: 6 features, 90.0% accuracy
[2025-09-29T01:35:28.632942] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.633267] [DEBUG] [LOCAL     ] Loaded configuration for DK: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.633595] [DEBUG] [LOCAL     ] Loaded configuration for MITP: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.633973] [DEBUG] [LOCAL     ] Loaded configuration for CXM: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.634304] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.634678] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.635027] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.635370] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.635723] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.636041] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.636395] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.637477] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.637799] [DEBUG] [LOCAL     ] Loaded configuration for FVR: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.638156] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.638514] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.638823] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.639199] [DEBUG] [LOCAL     ] Loaded configuration for CMU: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.639529] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.639875] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.640275] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.640669] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.640993] [DEBUG] [LOCAL     ] Loaded configuration for BLDR: 3 features, 40.0% accuracy
[2025-09-29T01:35:28.641374] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.641715] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.642054] [DEBUG] [LOCAL     ] Loaded configuration for AWR: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.642350] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.642482] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.642820] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.643174] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.643514] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.643881] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.644046] [DEBUG] [LOCAL     ] Loaded configuration for WAT: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.644403] [DEBUG] [LOCAL     ] Loaded configuration for TDW: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.644714] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.645042] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.645387] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 40.0% accuracy
[2025-09-29T01:35:28.645703] [DEBUG] [LOCAL     ] Loaded configuration for INVX: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.646014] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.646360] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.646713] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.647180] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.647576] [DEBUG] [LOCAL     ] Loaded configuration for LOW: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.647953] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.648305] [DEBUG] [LOCAL     ] Loaded configuration for DIAX: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.648617] [DEBUG] [LOCAL     ] Loaded configuration for PAG: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.648978] [DEBUG] [LOCAL     ] Loaded configuration for GF: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.649352] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.649728] [DEBUG] [LOCAL     ] Loaded configuration for DOV: 7 features, 80.0% accuracy
[2025-09-29T01:35:28.649874] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.650198] [DEBUG] [LOCAL     ] Loaded configuration for TRAK: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.650510] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.650887] [DEBUG] [LOCAL     ] Loaded configuration for MGF: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.651221] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.651561] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.651932] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.652078] [DEBUG] [LOCAL     ] Loaded configuration for UL: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.652432] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.652755] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.653085] [DEBUG] [LOCAL     ] Loaded configuration for SOL: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.653256] [DEBUG] [LOCAL     ] Loaded configuration for WELL: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.653559] [DEBUG] [LOCAL     ] Loaded configuration for VVR: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.653919] [DEBUG] [LOCAL     ] Loaded configuration for PG: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.654229] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.654604] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.654997] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.655361] [DEBUG] [LOCAL     ] Loaded configuration for SPNT: 5 features, 70.0% accuracy
[2025-09-29T01:35:28.655682] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.655998] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.656310] [DEBUG] [LOCAL     ] Loaded configuration for CHCT: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.656685] [DEBUG] [LOCAL     ] Loaded configuration for BSBR: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.656851] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.657200] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.657511] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.657935] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 30.0% accuracy
[2025-09-29T01:35:28.658332] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.658719] [DEBUG] [LOCAL     ] Loaded configuration for OVV: 2 features, 100.0% accuracy
[2025-09-29T01:35:28.659050] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 2 features, 100.0% accuracy
[2025-09-29T01:35:28.659369] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.659694] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.659994] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.660325] [DEBUG] [LOCAL     ] Loaded configuration for MGR: 2 features, 100.0% accuracy
[2025-09-29T01:35:28.660670] [DEBUG] [LOCAL     ] Loaded configuration for TK: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.661039] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.661415] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.661775] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.661974] [DEBUG] [LOCAL     ] Loaded configuration for WEAV: 2 features, 40.0% accuracy
[2025-09-29T01:35:28.662121] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 0 features, 50.0% accuracy
[2025-09-29T01:35:28.662466] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.662834] [DEBUG] [LOCAL     ] Loaded configuration for FLR: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.663215] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.663529] [DEBUG] [LOCAL     ] Loaded configuration for SU: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.663933] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.664255] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.664635] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.664971] [DEBUG] [LOCAL     ] Loaded configuration for DY: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.665334] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.665681] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.666003] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 4 features, 60.0% accuracy
[2025-09-29T01:35:28.666155] [DEBUG] [LOCAL     ] Loaded configuration for RNR: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.666301] [DEBUG] [LOCAL     ] Loaded configuration for CX: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.666606] [DEBUG] [LOCAL     ] Loaded configuration for WM: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.667017] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.667374] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.667738] [DEBUG] [LOCAL     ] Loaded configuration for PBT: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.668214] [DEBUG] [LOCAL     ] Loaded configuration for NMT: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.668534] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 1 features, 100.0% accuracy
[2025-09-29T01:35:28.668923] [DEBUG] [LOCAL     ] Loaded configuration for HYTR: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.669291] [DEBUG] [LOCAL     ] Loaded configuration for CINT: 1 features, 100.0% accuracy
[2025-09-29T01:35:28.669614] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.670007] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.670343] [DEBUG] [LOCAL     ] Loaded configuration for PACS: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.670676] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.671038] [DEBUG] [LOCAL     ] Loaded configuration for PIPR: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.671440] [DEBUG] [LOCAL     ] Loaded configuration for SKT: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.671828] [DEBUG] [LOCAL     ] Loaded configuration for BOOT: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.672192] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.672557] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.672744] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.673107] [DEBUG] [LOCAL     ] Loaded configuration for BH: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.673428] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.673748] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.673951] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.674311] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.674640] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.675027] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.675394] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.675731] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.676053] [DEBUG] [LOCAL     ] Loaded configuration for GNTY: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.676395] [DEBUG] [LOCAL     ] Loaded configuration for FOR: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.676694] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.677067] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.677372] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.677744] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.678042] [DEBUG] [LOCAL     ] Loaded configuration for UA: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.678429] [DEBUG] [LOCAL     ] Loaded configuration for EGO: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.678743] [DEBUG] [LOCAL     ] Loaded configuration for EQR: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.679089] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.679439] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.679797] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.680172] [DEBUG] [LOCAL     ] Loaded configuration for DMA: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.680536] [DEBUG] [LOCAL     ] Loaded configuration for EW: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.680712] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 4 features, 50.0% accuracy
[2025-09-29T01:35:28.681076] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.681449] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.681899] [DEBUG] [LOCAL     ] Loaded configuration for SXT: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.682332] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.682486] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.682847] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.683011] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.683473] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.683932] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.684402] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.684764] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 7 features, 90.0% accuracy
[2025-09-29T01:35:28.685129] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.685503] [DEBUG] [LOCAL     ] Loaded configuration for AIT: 0 features, 50.0% accuracy
[2025-09-29T01:35:28.685919] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.686224] [DEBUG] [LOCAL     ] Loaded configuration for SPIR: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.686529] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.686868] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.687264] [DEBUG] [LOCAL     ] Loaded configuration for MPV: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.687579] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.687944] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.688262] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.688675] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.688994] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.689327] [DEBUG] [LOCAL     ] Loaded configuration for NI: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.689697] [DEBUG] [LOCAL     ] Loaded configuration for NJR: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.690021] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.690183] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.690566] [DEBUG] [LOCAL     ] Loaded configuration for GIC: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.690956] [DEBUG] [LOCAL     ] Loaded configuration for GLW: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.691292] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.691594] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.692019] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.692389] [DEBUG] [LOCAL     ] Loaded configuration for VMC: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.692725] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.693035] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.693189] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.693609] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.693981] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.694292] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.694600] [DEBUG] [LOCAL     ] Loaded configuration for ECAT: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.694931] [DEBUG] [LOCAL     ] Loaded configuration for CDLR: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.695286] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.695611] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 100.0% accuracy
[2025-09-29T01:35:28.696025] [DEBUG] [LOCAL     ] Loaded configuration for TEN: 1 features, 100.0% accuracy
[2025-09-29T01:35:28.696345] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.696703] [DEBUG] [LOCAL     ] Loaded configuration for ALIT: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.697223] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.697549] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 4 features, 60.0% accuracy
[2025-09-29T01:35:28.697924] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.698289] [DEBUG] [LOCAL     ] Loaded configuration for DE: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.698607] [DEBUG] [LOCAL     ] Loaded configuration for FGN: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.699038] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.699360] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.699693] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.700045] [DEBUG] [LOCAL     ] Loaded configuration for EB: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.700395] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.700727] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-09-29T01:35:28.700871] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.701235] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.701577] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.701968] [DEBUG] [LOCAL     ] Loaded configuration for BK: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.702292] [DEBUG] [LOCAL     ] Loaded configuration for STZ: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.702595] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.702777] [DEBUG] [LOCAL     ] Loaded configuration for WOLF: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.703132] [DEBUG] [LOCAL     ] Loaded configuration for PAI: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.703500] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.703822] [DEBUG] [LOCAL     ] Loaded configuration for ETR: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.704212] [DEBUG] [LOCAL     ] Loaded configuration for HKD: 3 features, 50.0% accuracy
[2025-09-29T01:35:28.704513] [DEBUG] [LOCAL     ] Loaded configuration for AMTM: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.704877] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.705221] [DEBUG] [LOCAL     ] Loaded configuration for RC: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.705551] [DEBUG] [LOCAL     ] Loaded configuration for HBI: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.705930] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.706078] [DEBUG] [LOCAL     ] Loaded configuration for UP: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.706451] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 3 features, 100.0% accuracy
[2025-09-29T01:35:28.706801] [DEBUG] [LOCAL     ] Loaded configuration for NPCT: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.707134] [DEBUG] [LOCAL     ] Loaded configuration for APH: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.707517] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.707831] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.708157] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.708462] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.708812] [DEBUG] [LOCAL     ] Loaded configuration for HRI: 2 features, 30.0% accuracy
[2025-09-29T01:35:28.709162] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.709478] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.709802] [DEBUG] [LOCAL     ] Loaded configuration for ARW: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.710231] [DEBUG] [LOCAL     ] Loaded configuration for OI: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.710574] [DEBUG] [LOCAL     ] Loaded configuration for ABBV: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.711043] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 3 features, 100.0% accuracy
[2025-09-29T01:35:28.711425] [DEBUG] [LOCAL     ] Loaded configuration for JFR: 0 features, 50.0% accuracy
[2025-09-29T01:35:28.711752] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.712079] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.712421] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.712841] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.713167] [DEBUG] [LOCAL     ] Loaded configuration for CHGG: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.713545] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 2 features, 100.0% accuracy
[2025-09-29T01:35:28.713906] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.714256] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.714571] [DEBUG] [LOCAL     ] Loaded configuration for ITGR: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.714927] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.715255] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.715581] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.715945] [DEBUG] [LOCAL     ] Loaded configuration for EXR: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.716299] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.716622] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.717026] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.717352] [DEBUG] [LOCAL     ] Loaded configuration for DDT: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.717726] [DEBUG] [LOCAL     ] Loaded configuration for ST: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.718060] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.718428] [DEBUG] [LOCAL     ] Loaded configuration for MMI: 0 features, 50.0% accuracy
[2025-09-29T01:35:28.718807] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.719122] [DEBUG] [LOCAL     ] Loaded configuration for RIV: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.719477] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.719830] [DEBUG] [LOCAL     ] Loaded configuration for ETV: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.720196] [DEBUG] [LOCAL     ] Loaded configuration for UE: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.720542] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.720949] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.721369] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.721730] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.722047] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.722408] [DEBUG] [LOCAL     ] Loaded configuration for GUT: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.722780] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.723176] [DEBUG] [LOCAL     ] Loaded configuration for CCRD: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.723550] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.723923] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.724256] [DEBUG] [LOCAL     ] Loaded configuration for BTO: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.724590] [DEBUG] [LOCAL     ] Loaded configuration for GROV: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.724766] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.724919] [DEBUG] [LOCAL     ] Loaded configuration for ZK: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.725254] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.725565] [DEBUG] [LOCAL     ] Loaded configuration for UAN: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.725924] [DEBUG] [LOCAL     ] Loaded configuration for CGAU: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.726252] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.726684] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.727042] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.727431] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.727812] [DEBUG] [LOCAL     ] Loaded configuration for AGL: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.728189] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.728568] [DEBUG] [LOCAL     ] Loaded configuration for EOT: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.728994] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.729347] [DEBUG] [LOCAL     ] Loaded configuration for IR: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.729685] [DEBUG] [LOCAL     ] Loaded configuration for EVR: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.729850] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.730210] [DEBUG] [LOCAL     ] Loaded configuration for EAT: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.730355] [DEBUG] [LOCAL     ] Loaded configuration for V: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.730725] [DEBUG] [LOCAL     ] Loaded configuration for CIMN: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.731039] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.731400] [DEBUG] [LOCAL     ] Loaded configuration for FTWO: 4 features, 100.0% accuracy
[2025-09-29T01:35:28.731756] [DEBUG] [LOCAL     ] Loaded configuration for SPMC: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.732137] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.732535] [DEBUG] [LOCAL     ] Loaded configuration for BST: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.733737] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.734152] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.734531] [DEBUG] [LOCAL     ] Loaded configuration for ING: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.734902] [DEBUG] [LOCAL     ] Loaded configuration for APD: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.735254] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.735397] [DEBUG] [LOCAL     ] Loaded configuration for VCV: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.735768] [DEBUG] [LOCAL     ] Loaded configuration for HOV: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.736092] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.736428] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.736833] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.737169] [DEBUG] [LOCAL     ] Loaded configuration for AU: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.737308] [DEBUG] [LOCAL     ] Loaded configuration for USPH: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.737697] [DEBUG] [LOCAL     ] Loaded configuration for ESRT: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.738036] [DEBUG] [LOCAL     ] Loaded configuration for FBRT: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.738435] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.738805] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.739174] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.739488] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.739827] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.740147] [DEBUG] [LOCAL     ] Loaded configuration for AFGD: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.740499] [DEBUG] [LOCAL     ] Loaded configuration for EMP: 3 features, 50.0% accuracy
[2025-09-29T01:35:28.740817] [DEBUG] [LOCAL     ] Loaded configuration for AIR: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.741158] [DEBUG] [LOCAL     ] Loaded configuration for FI: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.742051] [DEBUG] [LOCAL     ] Loaded configuration for GDO: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.742423] [DEBUG] [LOCAL     ] Loaded configuration for REXR: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.742567] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.742936] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.743287] [DEBUG] [LOCAL     ] Loaded configuration for NWN: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.743620] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.744024] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.744448] [DEBUG] [LOCAL     ] Loaded configuration for FLC: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.744841] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.745180] [DEBUG] [LOCAL     ] Loaded configuration for FNV: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.745514] [DEBUG] [LOCAL     ] Loaded configuration for BCAT: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.745904] [DEBUG] [LOCAL     ] Loaded configuration for FG: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.746268] [DEBUG] [LOCAL     ] Loaded configuration for GXO: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.746421] [DEBUG] [LOCAL     ] Loaded configuration for COUR: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.746763] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.747137] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.747451] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.747845] [DEBUG] [LOCAL     ] Loaded configuration for BIPJ: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.748259] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.748589] [DEBUG] [LOCAL     ] Loaded configuration for COOK: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.748980] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 3 features, 50.0% accuracy
[2025-09-29T01:35:28.749420] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.749804] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.750145] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.750509] [DEBUG] [LOCAL     ] Loaded configuration for PML: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.750867] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.751270] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.751666] [DEBUG] [LOCAL     ] Loaded configuration for NOK: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.752053] [DEBUG] [LOCAL     ] Loaded configuration for VST: 5 features, 100.0% accuracy
[2025-09-29T01:35:28.752392] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.752772] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-09-29T01:35:28.753111] [DEBUG] [LOCAL     ] Loaded configuration for NRDY: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.753450] [DEBUG] [LOCAL     ] Loaded configuration for IIPR: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.753838] [DEBUG] [LOCAL     ] Loaded configuration for IRT: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.754166] [DEBUG] [LOCAL     ] Loaded configuration for ANRO: 0 features, 90.0% accuracy
[2025-09-29T01:35:28.754498] [DEBUG] [LOCAL     ] Loaded configuration for TY: 6 features, 90.0% accuracy
[2025-09-29T01:35:28.754812] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 4 features, 60.0% accuracy
[2025-09-29T01:35:28.755222] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.755378] [DEBUG] [LOCAL     ] Loaded configuration for E: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.755738] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.756086] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.756455] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-09-29T01:35:28.756796] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 4 features, 100.0% accuracy
[2025-09-29T01:35:28.757198] [DEBUG] [LOCAL     ] Loaded configuration for RES: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.757552] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.757919] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 5 features, 60.0% accuracy
[2025-09-29T01:35:28.758287] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.758693] [DEBUG] [LOCAL     ] Loaded configuration for CW: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.759086] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.759452] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.759766] [DEBUG] [LOCAL     ] Loaded configuration for EFR: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.760137] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.760483] [DEBUG] [LOCAL     ] Loaded configuration for MFSI: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.760840] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.761190] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.761524] [DEBUG] [LOCAL     ] Loaded configuration for FCPT: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.761935] [DEBUG] [LOCAL     ] Loaded configuration for BIPC: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.762073] [DEBUG] [LOCAL     ] Loaded configuration for UNH: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.762206] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.762519] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.762867] [DEBUG] [LOCAL     ] Loaded configuration for TGT: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.763219] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 4 features, 100.0% accuracy
[2025-09-29T01:35:28.763632] [DEBUG] [LOCAL     ] Loaded configuration for EMR: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.764024] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.764328] [DEBUG] [LOCAL     ] Loaded configuration for INGM: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.764669] [DEBUG] [LOCAL     ] Loaded configuration for ACHR: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.765042] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.765369] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.765729] [DEBUG] [LOCAL     ] Loaded configuration for ADCT: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.766043] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.766402] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 100.0% accuracy
[2025-09-29T01:35:28.766748] [DEBUG] [LOCAL     ] Loaded configuration for APO: 5 features, 60.0% accuracy
[2025-09-29T01:35:28.767174] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.767501] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.767866] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.768237] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.768562] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.768921] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.769317] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.769724] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.770093] [DEBUG] [LOCAL     ] Loaded configuration for PLOW: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.770416] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.770779] [DEBUG] [LOCAL     ] Loaded configuration for STXK: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.771106] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.771501] [DEBUG] [LOCAL     ] Loaded configuration for NCDL: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.771861] [DEBUG] [LOCAL     ] Loaded configuration for DV: 0 features, 50.0% accuracy
[2025-09-29T01:35:28.772185] [DEBUG] [LOCAL     ] Loaded configuration for APG: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.772377] [DEBUG] [LOCAL     ] Loaded configuration for VIV: 1 features, 100.0% accuracy
[2025-09-29T01:35:28.772741] [DEBUG] [LOCAL     ] Loaded configuration for SNDR: 0 features, 40.0% accuracy
[2025-09-29T01:35:28.773107] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.773495] [DEBUG] [LOCAL     ] Loaded configuration for AAT: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.773866] [DEBUG] [LOCAL     ] Loaded configuration for THW: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.774198] [DEBUG] [LOCAL     ] Loaded configuration for USB: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.774523] [DEBUG] [LOCAL     ] Loaded configuration for RTX: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.774924] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.775246] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.775578] [DEBUG] [LOCAL     ] Loaded configuration for CBT: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.775987] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.776332] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.776474] [DEBUG] [LOCAL     ] Loaded configuration for VNT: 7 features, 90.0% accuracy
[2025-09-29T01:35:28.776857] [DEBUG] [LOCAL     ] Loaded configuration for AMCR: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.777231] [DEBUG] [LOCAL     ] Loaded configuration for EG: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.777593] [DEBUG] [LOCAL     ] Loaded configuration for NOV: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.777946] [DEBUG] [LOCAL     ] Loaded configuration for CP: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.778318] [DEBUG] [LOCAL     ] Loaded configuration for LUV: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.778694] [DEBUG] [LOCAL     ] Loaded configuration for EFXT: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.779015] [DEBUG] [LOCAL     ] Loaded configuration for ES: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.779325] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.779689] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.780072] [DEBUG] [LOCAL     ] Loaded configuration for GFR: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.780392] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.780767] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.781136] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.781488] [DEBUG] [LOCAL     ] Loaded configuration for BNT: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.781844] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.782203] [DEBUG] [LOCAL     ] Loaded configuration for POR: 4 features, 50.0% accuracy
[2025-09-29T01:35:28.782527] [DEBUG] [LOCAL     ] Loaded configuration for TIXT: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.782873] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.783011] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.783337] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.783477] [DEBUG] [LOCAL     ] Loaded configuration for WF: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.783827] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.784154] [DEBUG] [LOCAL     ] Loaded configuration for CAT: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.784483] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.784929] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.785337] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.785756] [DEBUG] [LOCAL     ] Loaded configuration for NBR: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.786132] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.786443] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.786814] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.787170] [DEBUG] [LOCAL     ] Loaded configuration for PWR: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.787499] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.787821] [DEBUG] [LOCAL     ] Loaded configuration for REX: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.788153] [DEBUG] [LOCAL     ] Loaded configuration for ARDT: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.788466] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.788799] [DEBUG] [LOCAL     ] Loaded configuration for FLXR: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.789172] [DEBUG] [LOCAL     ] Loaded configuration for CSR: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.789502] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.789832] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.790144] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.790520] [DEBUG] [LOCAL     ] Loaded configuration for AKR: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.790854] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.791195] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.791559] [DEBUG] [LOCAL     ] Loaded configuration for PR: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.791940] [DEBUG] [LOCAL     ] Loaded configuration for MLR: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.792284] [DEBUG] [LOCAL     ] Loaded configuration for IT: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.793442] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.793786] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.794126] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.794501] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.794879] [DEBUG] [LOCAL     ] Loaded configuration for NUV: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.795251] [DEBUG] [LOCAL     ] Loaded configuration for ED: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.795626] [DEBUG] [LOCAL     ] Loaded configuration for RVLV: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.796008] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.796333] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.796716] [DEBUG] [LOCAL     ] Loaded configuration for SES: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.796864] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 0 features, 90.0% accuracy
[2025-09-29T01:35:28.797184] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.797536] [DEBUG] [LOCAL     ] Loaded configuration for RA: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.797933] [DEBUG] [LOCAL     ] Loaded configuration for MX: 5 features, 70.0% accuracy
[2025-09-29T01:35:28.798257] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.798601] [DEBUG] [LOCAL     ] Loaded configuration for RBRK: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.798945] [DEBUG] [LOCAL     ] Loaded configuration for RS: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.799083] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 2 features, 100.0% accuracy
[2025-09-29T01:35:28.799445] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.799766] [DEBUG] [LOCAL     ] Loaded configuration for ERJ: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.800164] [DEBUG] [LOCAL     ] Loaded configuration for KAR: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.800515] [DEBUG] [LOCAL     ] Loaded configuration for SOBO: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.800861] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.801239] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.801583] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.801972] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.802320] [DEBUG] [LOCAL     ] Loaded configuration for AG: 4 features, 100.0% accuracy
[2025-09-29T01:35:28.802480] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.802820] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.803141] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.803493] [DEBUG] [LOCAL     ] Loaded configuration for BRW: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.803866] [DEBUG] [LOCAL     ] Loaded configuration for MPW: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.804004] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.804367] [DEBUG] [LOCAL     ] Loaded configuration for PB: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.804734] [DEBUG] [LOCAL     ] Loaded configuration for STNG: 0 features, 40.0% accuracy
[2025-09-29T01:35:28.805064] [DEBUG] [LOCAL     ] Loaded configuration for TRV: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.805197] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.805567] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.805966] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.806283] [DEBUG] [LOCAL     ] Loaded configuration for PX: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.806859] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.807009] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.807398] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.807765] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.808174] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.808525] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.808691] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.809039] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.809413] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.809795] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.810123] [DEBUG] [LOCAL     ] Loaded configuration for BOW: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.810508] [DEBUG] [LOCAL     ] Loaded configuration for SAR: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.810817] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.811168] [DEBUG] [LOCAL     ] Loaded configuration for HII: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.811508] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.811812] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 3 features, 100.0% accuracy
[2025-09-29T01:35:28.812211] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.812579] [DEBUG] [LOCAL     ] Loaded configuration for TEAF: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.812946] [DEBUG] [LOCAL     ] Loaded configuration for GHC: 2 features, 100.0% accuracy
[2025-09-29T01:35:28.813277] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.813637] [DEBUG] [LOCAL     ] Loaded configuration for RDW: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.814024] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.814360] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.814491] [DEBUG] [LOCAL     ] Loaded configuration for RPT: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.814809] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.815180] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 5 features, 70.0% accuracy
[2025-09-29T01:35:28.815517] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.815876] [DEBUG] [LOCAL     ] Loaded configuration for KF: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.816208] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 0 features, 50.0% accuracy
[2025-09-29T01:35:28.816603] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.816988] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.817313] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.817631] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.818021] [DEBUG] [LOCAL     ] Loaded configuration for PNR: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.818389] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.818746] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.819116] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.819267] [DEBUG] [LOCAL     ] Loaded configuration for VRT: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.819629] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.819991] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.820350] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.820700] [DEBUG] [LOCAL     ] Loaded configuration for ATKR: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.821025] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 2 features, 40.0% accuracy
[2025-09-29T01:35:28.821395] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.821748] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 4 features, 60.0% accuracy
[2025-09-29T01:35:28.822079] [DEBUG] [LOCAL     ] Loaded configuration for DHR: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.822467] [DEBUG] [LOCAL     ] Loaded configuration for ROL: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.822903] [DEBUG] [LOCAL     ] Loaded configuration for RSF: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.823059] [DEBUG] [LOCAL     ] Loaded configuration for WT: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.823384] [DEBUG] [LOCAL     ] Loaded configuration for AMPY: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.823717] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.824118] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.824467] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.824626] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.825048] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.825377] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.825740] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.826095] [DEBUG] [LOCAL     ] Loaded configuration for KBR: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.826444] [DEBUG] [LOCAL     ] Loaded configuration for BUR: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.826779] [DEBUG] [LOCAL     ] Loaded configuration for LFT: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.827216] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.827545] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.827963] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 100.0% accuracy
[2025-09-29T01:35:28.828288] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.828423] [DEBUG] [LOCAL     ] Loaded configuration for VIK: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.828769] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.829149] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.829497] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.829822] [DEBUG] [LOCAL     ] Loaded configuration for STXD: 4 features, 50.0% accuracy
[2025-09-29T01:35:28.830208] [DEBUG] [LOCAL     ] Loaded configuration for LU: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.830565] [DEBUG] [LOCAL     ] Loaded configuration for NRT: 1 features, 90.0% accuracy
[2025-09-29T01:35:28.830948] [DEBUG] [LOCAL     ] Loaded configuration for MTDR: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.831277] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.831624] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.831961] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.832295] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.832724] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.833083] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.833440] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.833584] [DEBUG] [LOCAL     ] Loaded configuration for UZD: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.833957] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.834484] [DEBUG] [LOCAL     ] Loaded configuration for BKU: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.834904] [DEBUG] [LOCAL     ] Loaded configuration for YOU: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.835279] [DEBUG] [LOCAL     ] Loaded configuration for ABR: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.835684] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 0 features, 80.0% accuracy
[2025-09-29T01:35:28.836067] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.836461] [DEBUG] [LOCAL     ] Loaded configuration for T: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.836895] [DEBUG] [LOCAL     ] Loaded configuration for AR: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.837292] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.837782] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.838158] [DEBUG] [LOCAL     ] Loaded configuration for RNGR: 0 features, 60.0% accuracy
[2025-09-29T01:35:28.838538] [DEBUG] [LOCAL     ] Loaded configuration for NTST: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.838997] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.839380] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.839749] [DEBUG] [LOCAL     ] Loaded configuration for GGZ: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.840113] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.840419] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.840553] [DEBUG] [LOCAL     ] Loaded configuration for XFLT: 4 features, 90.0% accuracy
[2025-09-29T01:35:28.841037] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.841405] [DEBUG] [LOCAL     ] Loaded configuration for MCR: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.841746] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.842085] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.842493] [DEBUG] [LOCAL     ] Loaded configuration for LOCL: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.842845] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.843023] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.843397] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.843780] [DEBUG] [LOCAL     ] Loaded configuration for PAR: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.844152] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.844511] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.844685] [DEBUG] [LOCAL     ] Loaded configuration for VEEV: 3 features, 100.0% accuracy
[2025-09-29T01:35:28.845045] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.845377] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.845518] [DEBUG] [LOCAL     ] Loaded configuration for WH: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.845864] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.846179] [DEBUG] [LOCAL     ] Loaded configuration for CHN: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.846533] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.846891] [DEBUG] [LOCAL     ] Loaded configuration for BWNB: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.847274] [DEBUG] [LOCAL     ] Loaded configuration for LMT: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.847632] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.848029] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.848375] [DEBUG] [LOCAL     ] Loaded configuration for UCB: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.848697] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 2 features, 100.0% accuracy
[2025-09-29T01:35:28.849030] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.849356] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.850262] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 5 features, 90.0% accuracy
[2025-09-29T01:35:28.850672] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.851022] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.851358] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.851697] [DEBUG] [LOCAL     ] Loaded configuration for NYT: 1 features, 80.0% accuracy
[2025-09-29T01:35:28.852103] [DEBUG] [LOCAL     ] Loaded configuration for MATV: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.852557] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.853006] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 0 features, 40.0% accuracy
[2025-09-29T01:35:28.853405] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.853740] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 1 features, 50.0% accuracy
[2025-09-29T01:35:28.854078] [DEBUG] [LOCAL     ] Loaded configuration for TT: 5 features, 80.0% accuracy
[2025-09-29T01:35:28.854454] [DEBUG] [LOCAL     ] Loaded configuration for SMRT: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.854846] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.855224] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.855573] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.855951] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.856297] [DEBUG] [LOCAL     ] Loaded configuration for XHR: 6 features, 70.0% accuracy
[2025-09-29T01:35:28.856687] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.857192] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.857585] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.857798] [DEBUG] [LOCAL     ] Loaded configuration for W: 4 features, 80.0% accuracy
[2025-09-29T01:35:28.858202] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.858334] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.858748] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-09-29T01:35:28.859130] [DEBUG] [LOCAL     ] Loaded configuration for KBDC: 4 features, 60.0% accuracy
[2025-09-29T01:35:28.859580] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 1 features, 100.0% accuracy
[2025-09-29T01:35:28.859959] [DEBUG] [LOCAL     ] Loaded configuration for VIRT: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.860302] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.860434] [DEBUG] [LOCAL     ] Loaded configuration for WMT: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.860840] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.861233] [DEBUG] [LOCAL     ] Loaded configuration for MUR: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.861372] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 1 features, 60.0% accuracy
[2025-09-29T01:35:28.861518] [DEBUG] [LOCAL     ] Loaded configuration for UHT: 3 features, 80.0% accuracy
[2025-09-29T01:35:28.861970] [DEBUG] [LOCAL     ] Loaded configuration for RF: 4 features, 60.0% accuracy
[2025-09-29T01:35:28.862379] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-09-29T01:35:28.862805] [DEBUG] [LOCAL     ] Loaded configuration for BY: 4 features, 70.0% accuracy
[2025-09-29T01:35:28.863170] [DEBUG] [LOCAL     ] Loaded configuration for APTV: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.863579] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.863978] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-09-29T01:35:28.864366] [DEBUG] [LOCAL     ] Loaded configuration for OGS: 2 features, 90.0% accuracy
[2025-09-29T01:35:28.864740] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.865080] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.865445] [DEBUG] [LOCAL     ] Loaded configuration for TU: 2 features, 50.0% accuracy
[2025-09-29T01:35:28.865578] [DEBUG] [LOCAL     ] Loaded configuration for WIW: 0 features, 70.0% accuracy
[2025-09-29T01:35:28.865960] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 4 features, 60.0% accuracy
[2025-09-29T01:35:28.866351] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.866729] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 90.0% accuracy
[2025-09-29T01:35:28.867085] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.867440] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-09-29T01:35:28.867592] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.867973] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 3 features, 60.0% accuracy
[2025-09-29T01:35:28.868309] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 70.0% accuracy
[2025-09-29T01:35:28.868690] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 3 features, 70.0% accuracy
[2025-09-29T01:35:28.869039] [DEBUG] [LOCAL     ] Loaded configuration for AMT: 2 features, 80.0% accuracy
[2025-09-29T01:35:28.869425] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 2 features, 70.0% accuracy
[2025-09-29T01:35:28.870708] [INFO ] [LOCAL     ] Saved consolidated report: 2211 forecasts -> ./output/forecasts/full/2025-09-29.txt
[2025-09-29T01:35:28.870793] [INFO ] [sig       ] [1/1] Successfully generated report for 2025-09-29: 2211 entries
[2025-09-29T01:35:28.870875] [INFO ] [sig       ] ==================================================
[2025-09-29T01:35:28.870957] [INFO ] [sig       ] Report generation complete: 1/1 reports succeeded
[2025-09-29T01:35:29.600109] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-09-29T01:35:29.600402] [INFO ] [sig       ] Email notification sent
[2025-09-29T01:35:29.601025] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-09-29T01:35:29.601448] [INFO ] [STATE     ] Last completion updated: 2025-09-29T01:35:29.601122
[2025-09-29T18:30:03.533696] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-09-29T18:30:03.785058] [DEBUG] [R-STATUS  ] Registered 'sigr' as a dependent service.
[2025-09-29T18:30:03.977000] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-09-29T18:30:04.164855] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-09-29T18:30:04.165285] [WARN ] [STATE     ] State set to: WAITING
[2025-09-29T18:30:04.165368] [INFO ] [STATE     ] Checking TDM service status...
[2025-09-29T18:30:04.174536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:30:04.179824] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:30:04.184755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:30:04.190105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:30:04.190264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:30:07.196517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:30:07.201781] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:30:07.206207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:30:07.210467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:30:07.210568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:30:10.246366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:30:10.250873] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:30:10.255008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:30:10.259092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:30:10.259203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:30:13.266139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:30:13.302612] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:30:13.338387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:30:13.373517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:30:13.373637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:30:16.380249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:30:16.384855] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:30:16.389667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:30:16.394682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:30:16.394818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:30:19.400884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:30:19.405621] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:30:19.410103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:30:19.414124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:30:19.414271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:30:22.421434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:30:22.426352] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:30:22.431695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:30:22.436814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:30:22.436950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:30:25.442738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:30:25.447578] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:30:25.452230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:30:25.457044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:30:25.457190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:30:28.462335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:30:28.466179] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:30:28.470245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:30:28.474289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:30:28.474418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:30:31.479836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:30:31.483917] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:30:31.488373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:30:31.493345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:30:31.493453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:30:34.500190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:30:34.505342] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:30:34.510974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:30:34.516974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:30:34.517105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:30:37.523994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:30:37.530024] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:30:37.535520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:30:37.541085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:30:37.541268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:30:40.547669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:30:40.551912] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:30:40.556141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:30:40.559802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:30:40.559918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:30:43.565783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:30:43.569931] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:30:43.574074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:30:43.577857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:30:43.577948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:30:46.584051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:30:46.588873] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:30:46.593293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:30:46.597266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:30:46.597374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:30:49.602951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:30:49.607019] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:30:49.610932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:30:49.615480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:30:49.615636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:30:52.621615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:30:52.625860] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:30:52.630674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:30:52.635478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:30:52.635605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:30:55.643293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:30:55.650085] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:30:55.655108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:30:55.660933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:30:55.661092] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:30:58.667427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:30:58.672605] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:30:58.676957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:30:58.681046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:30:58.681140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:31:01.686788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:31:01.691165] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:31:01.696261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:31:01.701119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:31:01.701260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:31:04.708661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:31:04.714050] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:31:04.718962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:31:04.723871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:31:04.724051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:31:07.729845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:31:07.734539] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:31:07.738928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:31:07.743038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:31:07.743144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:31:10.749505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:31:10.753749] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:31:10.757742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:31:10.761953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:31:10.762055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:31:13.767713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:31:13.772317] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:31:13.777157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:31:13.786255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:31:13.786396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:31:16.793527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:31:16.798320] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:31:16.803299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:31:16.807914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:31:16.808032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:31:19.815736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:31:19.822482] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:31:19.827726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:31:19.833342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:31:19.833473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:31:22.839925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:31:22.845677] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:31:22.850662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:31:22.854875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:31:22.854969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:31:25.861557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:31:25.866343] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:31:25.871559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:31:25.876186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:31:25.876363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:31:28.884414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:31:28.889156] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:31:28.893774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:31:28.898228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:31:28.898350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:31:31.903687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:31:31.907730] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:31:31.911665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:31:31.915502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:31:31.915590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:31:34.922851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:31:34.929551] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:31:34.934835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:31:34.946121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:31:34.946309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:31:37.951721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:31:37.956227] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:31:37.960515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:31:37.964847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:31:37.964977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:31:40.970389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:31:40.974634] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:31:40.978526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:31:40.982205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:31:40.982294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:31:43.987345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:31:43.991201] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:31:43.995803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:31:44.000055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:31:44.000154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:31:47.006114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:31:47.011067] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:31:47.016165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:31:47.021398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:31:47.021544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:31:50.028321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:31:50.033384] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:31:50.038938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:31:50.043805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:31:50.043982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:31:53.050146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:31:53.054776] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:31:53.059523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:31:53.063546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:31:53.063670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:31:56.070429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:31:56.074887] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:31:56.079138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:31:56.083462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:31:56.083701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:31:59.092227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:31:59.098329] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:31:59.103780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:31:59.108341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:31:59.108459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:32:02.116210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:32:02.122737] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:32:02.128399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:32:02.134976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:32:02.135113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:32:05.141200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:32:05.146896] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:32:05.152324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:32:05.159759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:32:05.159911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:32:08.166053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:32:08.170584] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:32:08.174879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:32:08.179272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:32:08.179398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:32:11.185660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:32:11.189898] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:32:11.193950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:32:11.197722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:32:11.197815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:32:14.202998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:32:14.207270] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:32:14.211375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:32:14.215253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:32:14.215365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:32:17.221114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:32:17.225173] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:32:17.229025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:32:17.232740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:32:17.232829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:32:20.240797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:32:20.246368] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:32:20.251066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:32:20.256394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:32:20.256522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:32:23.263997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:32:23.269288] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:32:23.274138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:32:23.278726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:32:23.278874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:32:26.284890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:32:26.289011] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:32:26.292725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:32:26.296536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:32:26.296623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:32:29.301922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:32:29.306357] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:32:29.310813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:32:29.315054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:32:29.315155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:32:32.321877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:32:32.327062] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:32:32.331724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:32:32.336156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:32:32.336268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:32:35.341962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:32:35.346809] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:32:35.351685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:32:35.356152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:32:35.356273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:32:38.362087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:32:38.366455] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:32:38.370758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:32:38.374684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:32:38.374787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:32:41.382392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:32:41.389062] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:32:41.395983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:32:41.402982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:32:41.403156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:32:44.409631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:32:44.414583] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:32:44.419269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:32:44.423189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:32:44.423281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:32:47.429021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:32:47.433411] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:32:47.437296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:32:47.442313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:32:47.442497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:32:50.448088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:32:50.452460] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:32:50.456415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:32:50.460282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:32:50.460410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:32:53.467229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:32:53.479228] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:32:53.484915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:32:53.491669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:32:53.491829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:32:56.497565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:32:56.502580] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:32:56.507182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:32:56.511545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:32:56.511685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:32:59.517957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:32:59.523377] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:32:59.528219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:32:59.532280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:32:59.532386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:33:02.537926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:33:02.542219] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:33:02.546636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:33:02.551537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:33:02.551693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:33:05.558581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:33:05.563604] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:33:05.568441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:33:05.573896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:33:05.574050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:33:08.579974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:33:08.584559] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:33:08.589167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:33:08.593214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:33:08.593304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:33:11.598460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:33:11.602451] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:33:11.606552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:33:11.610765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:33:11.611049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:33:14.616988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:33:14.621836] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:33:14.625995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:33:14.629880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:33:14.629975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:33:17.638126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:33:17.643731] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:33:17.649026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:33:17.654204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:33:17.654333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:33:20.660595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:33:20.665480] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:33:20.669237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:33:20.672907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:33:20.673011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:33:23.679566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:33:23.685035] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:33:23.690804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:33:23.696061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:33:23.696176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:33:26.702511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:33:26.706993] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:33:26.711576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:33:26.716396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:33:26.716532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:33:29.721875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:33:29.726302] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:33:29.730995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:33:29.735412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:33:29.735615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:33:32.742226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:33:32.747489] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:33:32.753188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:33:32.758726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:33:32.758870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:33:35.766817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:33:35.772893] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:33:35.778239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:33:35.783477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:33:35.783638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:33:38.789569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:33:38.795452] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:33:38.800744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:33:38.805620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:33:38.805771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:33:41.811940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:33:41.816719] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:33:41.821066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:33:41.825334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:33:41.825425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:33:44.832566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:33:44.837035] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:33:44.841095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:33:44.845051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:33:44.845166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:33:47.851506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:33:47.856192] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:33:47.862017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:33:47.867301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:33:47.867490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:33:50.874710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:33:50.897886] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:33:50.904916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:33:50.914610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:33:50.914781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:33:53.923456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:33:53.929338] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:33:53.933798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:33:53.938556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:33:53.938694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:33:56.944472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:33:56.948677] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:33:56.952457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:33:56.956181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:33:56.956288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:33:59.962709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:33:59.967223] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:33:59.971528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:33:59.975624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:33:59.975765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:34:02.981311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:34:02.987032] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:34:02.992022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:34:02.995930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:34:02.996025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:34:06.004390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:34:06.103350] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:34:06.109219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:34:06.114396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:34:06.114532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:34:09.120759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:34:09.126134] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:34:09.131137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:34:09.135932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:34:09.136056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:34:12.142829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:34:12.149109] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:34:12.154925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:34:12.159536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:34:12.159684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:34:15.167753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:34:15.174206] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:34:15.179354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:34:15.184170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:34:15.184282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:34:18.190287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:34:18.195582] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:34:18.200739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:34:18.206323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:34:18.206465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:34:21.212222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:34:21.217214] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:34:21.221989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:34:21.227729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:34:21.227848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:34:24.234534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:34:24.241136] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:34:24.247208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:34:24.252011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:34:24.252157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:34:27.257569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:34:27.262478] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:34:27.267226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:34:27.272932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:34:27.273047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:34:30.279681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:34:30.285516] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:34:30.290189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:34:30.294449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:34:30.294607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:34:33.300730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:34:33.306370] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:34:33.311461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:34:33.316053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:34:33.316176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:34:36.322893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:34:36.328245] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:34:36.332863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:34:36.338109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:34:36.338216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:34:39.345115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:34:39.350582] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:34:39.356544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:34:39.361969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:34:39.362096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:34:42.367734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:34:42.372697] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:34:42.377434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:34:42.382215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:34:42.382344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:34:45.388621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:34:45.393709] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:34:45.403076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:34:45.409542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:34:45.409673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:34:48.415684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:34:48.420829] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:34:48.426134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:34:48.430683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:34:48.430792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:34:51.435838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:34:51.441160] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:34:51.446092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:34:51.451337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:34:51.451471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:34:54.456739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:34:54.461578] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:34:54.465910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:34:54.470532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:34:54.470910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:34:57.478321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:34:57.483919] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:34:57.493333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:34:57.499549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:34:57.499877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:35:00.505003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:35:00.509728] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:35:00.514625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:35:00.521423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:35:00.521776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:35:03.530211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:35:03.535926] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:35:03.542429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:35:03.549134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:35:03.549250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:35:06.554773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:35:06.560617] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:35:06.565635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:35:06.570541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:35:06.570692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:35:09.576241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:35:09.582153] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:35:09.587277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:35:09.592146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:35:09.592270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:35:12.599350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:35:12.604438] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:35:12.610039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:35:12.615733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:35:12.615878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:35:15.621312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:35:15.626115] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:35:15.631153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:35:15.637965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:35:15.638121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:35:18.643392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:35:18.648588] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:35:18.653902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:35:18.659724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:35:18.659847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:35:21.665013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:35:21.669775] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:35:21.675235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:35:21.680014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:35:21.680135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:35:24.685667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:35:24.690470] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:35:24.696308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:35:24.701427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:35:24.701552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:35:27.707344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:35:27.714197] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:35:27.720260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:35:27.726271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:35:27.726457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:35:30.732710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:35:30.740522] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:35:30.746849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:35:30.753265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:35:30.753439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:35:33.761456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:35:33.769446] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:35:33.776347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:35:33.782105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:35:33.782240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:35:36.790273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:35:36.796003] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:35:36.801416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:35:36.805873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:35:36.805977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:35:39.815423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:35:39.821069] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:35:39.826537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:35:39.830984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:35:39.831097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:35:42.836272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:35:42.842910] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:35:42.848034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:35:42.852087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:35:42.852199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:35:45.858525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:35:45.864519] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:35:45.869592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:35:45.874389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:35:45.874542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:35:48.880438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:35:48.885721] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:35:48.890755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:35:48.894819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:35:48.894966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:35:51.900343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:35:51.905353] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:35:51.909566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:35:51.913444] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:35:51.913534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:35:54.918326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:35:54.922345] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:35:54.926476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:35:54.931025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:35:54.931277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:35:57.936105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:35:57.940242] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:35:57.944154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:35:57.948358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:35:57.948676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:36:00.954951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:36:00.959152] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:36:00.963344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:36:00.967668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:36:00.967798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:36:03.973235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:36:03.977635] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:36:03.982183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:36:03.986700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:36:03.986820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:36:06.993977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:36:06.999907] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:36:07.005457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:36:07.009560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:36:07.009686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:36:10.016625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:36:10.021873] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:36:10.027107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:36:10.031515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:36:10.031624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:36:13.036752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:36:13.041669] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:36:13.046403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:36:13.050670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:36:13.050817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:36:16.055741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:36:16.059757] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:36:16.063991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:36:16.067811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:36:16.067909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:36:19.072534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:36:19.076837] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:36:19.081029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:36:19.085792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:36:19.085928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:36:22.092609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:36:22.098830] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:36:22.103711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:36:22.107701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:36:22.107798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:36:25.113016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:36:25.122053] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:36:25.127296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:36:25.131713] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:36:25.131812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:36:28.138826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:36:28.146143] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:36:28.152619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:36:28.160291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:36:28.160456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:36:31.168594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:36:31.174756] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:36:31.179045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:36:31.183163] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:36:31.183259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:36:34.190369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:36:34.197357] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:36:34.202886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:36:34.207906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:36:34.208226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:36:37.214255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:36:37.218678] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:36:37.223077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:36:37.227686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:36:37.227795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:36:40.233096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:36:40.237329] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:36:40.242311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:36:40.246689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:36:40.246799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:36:43.251753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:36:43.256796] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:36:43.262517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:36:43.267791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:36:43.267935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:36:46.273523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:36:46.279032] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:36:46.284894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:36:46.289431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:36:46.289566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:36:49.294328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:36:49.299854] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:36:49.304684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:36:49.309935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:36:49.310036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:36:52.316022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:36:52.322359] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:36:52.327304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:36:52.333665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:36:52.333802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:36:55.339514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:36:55.343977] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:36:55.348378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:36:55.352790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:36:55.352908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:36:58.359303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:36:58.365091] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:36:58.370206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:36:58.375134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:36:58.375246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:37:01.380976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:37:01.386124] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:37:01.390842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:37:01.395607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:37:01.395740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:37:04.401999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:37:04.408356] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:37:04.413447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:37:04.418320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:37:04.418446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:37:07.423979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:37:07.431184] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:37:07.436500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:37:07.442128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:37:07.442341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:37:10.448124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:37:10.453254] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:37:10.458284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:37:10.462841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:37:10.462962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:37:13.468340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:37:13.474631] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:37:13.479877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:37:13.484961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:37:13.485116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:37:16.490766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:37:16.496000] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:37:16.500431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:37:16.505811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:37:16.505936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:37:19.511611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:37:19.517387] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:37:19.523209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:37:19.528351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:37:19.528468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:37:22.534431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:37:22.541088] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:37:22.546001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:37:22.552085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:37:22.552395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:37:25.561313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:37:25.568465] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:37:25.574342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:37:25.580382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:37:25.580700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:37:28.585903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:37:28.593990] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:37:28.599397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:37:28.604430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:37:28.604540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:37:31.610379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:37:31.615499] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:37:31.621283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:37:31.626339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:37:31.626473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:37:34.631522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:37:34.635698] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:37:34.640408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:37:34.645105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:37:34.645227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:37:37.654523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:37:37.665336] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:37:37.676164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:37:37.683512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:37:37.683709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:37:40.690872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:37:40.696444] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:37:40.701877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:37:40.706963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:37:40.707222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:37:43.712563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:37:43.717357] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:37:43.722212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:37:43.728319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:37:43.728885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:37:46.733920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:37:46.737909] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:37:46.742305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:37:46.747162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:37:46.747280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:37:49.755106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:37:49.765089] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:37:49.771484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:37:49.777104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:37:49.777461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:37:52.782342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:37:52.786232] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:37:52.791406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:37:52.795525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:37:52.795631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:37:55.800971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:37:55.805714] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:37:55.809887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:37:55.814190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:37:55.814353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:37:58.820747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:37:58.827290] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:37:58.831947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:37:58.836941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:37:58.837203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:38:01.843210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:38:01.848165] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:38:01.852667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:38:01.858170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:38:01.858288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:38:04.870558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:38:04.876754] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:38:04.882121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:38:04.886088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:38:04.886180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:38:07.892428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:38:07.899226] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:38:07.905702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:38:07.911164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:38:07.911319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:38:10.920290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:38:10.926853] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:38:10.933303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:38:10.939905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:38:10.940215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:38:13.948434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:38:13.953967] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:38:13.959853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:38:13.964522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:38:13.964625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:38:16.971317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:38:16.976423] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:38:16.981547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:38:16.987864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:38:16.988017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:38:19.994345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:38:19.999283] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:38:20.006613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:38:20.011875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:38:20.012022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:38:23.017356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:38:23.022063] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:38:23.027013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:38:23.031840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:38:23.031949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:38:26.039299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:38:26.044708] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:38:26.050715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:38:26.055128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:38:26.055327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:38:29.065067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:38:29.069718] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:38:29.074199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:38:29.078128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:38:29.078245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:38:32.084170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:38:32.088866] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:38:32.093823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:38:32.098881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:38:32.099176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:38:35.104520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:38:35.110073] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:38:35.117099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:38:35.123706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:38:35.123889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:38:38.131690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:38:38.141243] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:38:38.148041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:38:38.154518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:38:38.154784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:38:41.159623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:38:41.164353] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:38:41.169767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:38:41.175823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:38:41.176239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:38:44.183871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:38:44.192907] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:38:44.197304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:38:44.203147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:38:44.203419] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:38:47.210155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:38:47.216184] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:38:47.221045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:38:47.225156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:38:47.225277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:38:50.232184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:38:50.237577] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:38:50.243291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:38:50.247860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:38:50.248083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:38:53.254579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:38:53.259993] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:38:53.265984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:38:53.271859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:38:53.272239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:38:56.277964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:38:56.283878] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:38:56.288539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:38:56.294360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:38:56.294555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:38:59.301551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:38:59.308062] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:38:59.313535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:38:59.319712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:38:59.319859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:39:02.325120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:39:02.329926] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:39:02.334335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:39:02.340225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:39:02.340337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:39:05.345672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:39:05.351294] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:39:05.356819] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:39:05.361638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:39:05.361788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:39:08.366905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:39:08.372877] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:39:08.377794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:39:08.383342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:39:08.383928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:39:11.389498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:39:11.394668] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:39:11.400432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:39:11.405071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:39:11.405238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:39:14.412309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:39:14.419323] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:39:14.425374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:39:14.432812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:39:14.432963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:39:17.440353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:39:17.445637] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:39:17.451360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:39:17.456400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:39:17.456530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:39:20.463917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:39:20.469448] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:39:20.476987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:39:20.482689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:39:20.482832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:39:23.492261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:39:23.501850] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:39:23.508896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:39:23.516837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:39:23.517283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:39:26.523430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:39:26.531983] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:39:26.537358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:39:26.542112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:39:26.542217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:39:29.548788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:39:29.553067] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:39:29.558565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:39:29.563621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:39:29.563815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:39:32.569491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:39:32.575003] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:39:32.580716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:39:32.586973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:39:32.587157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:39:35.592070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:39:35.595861] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:39:35.600232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:39:35.605137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:39:35.605322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:39:38.611931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:39:38.617685] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:39:38.623529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:39:38.629188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:39:38.629375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:39:41.635852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:39:41.641250] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:39:41.646455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:39:41.652081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:39:41.652215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:39:44.659356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:39:44.664858] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:39:44.670722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:39:44.675484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:39:44.675668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:39:47.682789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:39:47.690760] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:39:47.699755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:39:47.707612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:39:47.708265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:39:50.713151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:39:50.718071] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:39:50.722925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:39:50.726967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:39:50.727060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:39:53.732531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:39:53.737769] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:39:53.743235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:39:53.748936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:39:53.749117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:39:56.754127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:39:56.759012] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:39:56.763095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:39:56.767712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:39:56.767899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:39:59.772699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:39:59.778360] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:39:59.782170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:39:59.786458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:39:59.786558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:40:02.792715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:40:02.799248] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:40:02.806122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:40:02.810843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:40:02.811610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:40:05.816839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:40:05.821040] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:40:05.825993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:40:05.830274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:40:05.830386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:40:08.835404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:40:08.841042] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:40:08.846631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:40:08.853547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:40:08.853707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:40:11.883542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:40:11.888198] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:40:11.892810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:40:11.897160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:40:11.897260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:40:14.911244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:40:14.947542] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:40:14.952997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:40:14.957269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:40:14.957533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:40:17.963176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:40:17.968329] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:40:17.973304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:40:17.978371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:40:17.978484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:40:20.983859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:40:20.988408] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:40:20.995482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:40:20.999921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:40:21.000031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:40:24.005131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:40:24.010563] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:40:24.016040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:40:24.021393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:40:24.021552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:40:27.026507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:40:27.030988] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:40:27.035176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:40:27.039122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:40:27.039213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:40:30.044083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:40:30.049405] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:40:30.054083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:40:30.058266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:40:30.058393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:40:33.063941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:40:33.070384] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:40:33.075709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:40:33.080361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:40:33.080530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:40:36.085673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:40:36.091075] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:40:36.096117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:40:36.100439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:40:36.100584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:40:39.106675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:40:39.113690] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:40:39.118833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:40:39.123023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:40:39.123120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:40:42.128510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:40:42.133325] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:40:42.139461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:40:42.145029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:40:42.145315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:40:45.151756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:40:45.157116] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:40:45.162174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:40:45.168243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:40:45.168485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:40:48.174774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:40:48.179238] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:40:48.183859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:40:48.189678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:40:48.189789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:40:51.195856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:40:51.201558] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:40:51.206674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:40:51.211835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:40:51.211969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:40:54.217173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:40:54.222688] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:40:54.227579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:40:54.233160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:40:54.233513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:40:57.239241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:40:57.244737] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:40:57.256337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:40:57.261971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:40:57.262484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:41:00.269665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:41:00.275349] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:41:00.280818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:41:00.286694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:41:00.286910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:41:03.292977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:41:03.299155] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:41:03.304076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:41:03.309617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:41:03.309981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:41:06.317909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:41:06.323745] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:41:06.328548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:41:06.333864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:41:06.334020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:41:09.342769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:41:09.348023] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:41:09.352777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:41:09.358009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:41:09.358133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:41:12.365027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:41:12.371493] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:41:12.378566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:41:12.383186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:41:12.383289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:41:15.388349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:41:15.392934] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:41:15.397810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:41:15.402161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:41:15.402265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:41:18.407505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:41:18.413212] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:41:18.419821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:41:18.425934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:41:18.426082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:41:21.432406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:41:21.438021] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:41:21.443683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:41:21.449190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:41:21.449327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:41:24.455437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:41:24.461696] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:41:24.466929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:41:24.471892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:41:24.472020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:41:27.477307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:41:27.482697] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:41:27.487493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:41:27.492168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:41:27.492273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:41:30.498107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:41:30.502821] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:41:30.507928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:41:30.513031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:41:30.513252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:41:33.523969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:41:33.531079] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:41:33.538713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:41:33.545082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:41:33.545297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:41:36.550802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:41:36.556468] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:41:36.562221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:41:36.568718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:41:36.568862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:41:39.574589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:41:39.580568] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:41:39.587944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:41:39.594807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:41:39.594995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:41:42.600794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:41:42.605249] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:41:42.610077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:41:42.614460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:41:42.614636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:41:45.620678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:41:45.625722] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:41:45.631556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:41:45.637585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:41:45.637951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:41:48.643899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:41:48.649742] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:41:48.656137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:41:48.661440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:41:48.661590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:41:51.669412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:41:51.674842] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:41:51.680509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:41:51.685954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:41:51.686149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:41:54.692159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:41:54.696154] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:41:54.700947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:41:54.705613] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:41:54.705735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:41:57.711425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:41:57.715931] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:41:57.721117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:41:57.726120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:41:57.726256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:42:00.732210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:42:00.737252] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:42:00.741809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:42:00.747028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:42:00.747157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:42:03.753080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:42:03.757845] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:42:03.762471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:42:03.767817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:42:03.767939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:42:06.773500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:42:06.779930] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:42:06.785543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:42:06.791525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:42:06.792139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:42:09.798686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:42:09.805148] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:42:09.809979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:42:09.815798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:42:09.815907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:42:12.820899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:42:12.827219] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:42:12.831823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:42:12.836559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:42:12.836712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:42:15.842210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:42:15.847016] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:42:15.852698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:42:15.858569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:42:15.858734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:42:18.868474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:42:18.878863] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:42:18.887181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:42:18.893884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:42:18.894041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:42:21.908203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:42:21.914594] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:42:21.920527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:42:21.927049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:42:21.927184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:42:24.933198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:42:24.938238] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:42:24.943564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:42:24.949163] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:42:24.949302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:42:27.955139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:42:27.959590] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:42:27.963775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:42:27.967544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:42:27.967679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:42:30.973614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:42:30.981066] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:42:30.986863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:42:30.991028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:42:30.991162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:42:33.996525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:42:34.001240] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:42:34.006006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:42:34.010257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:42:34.010382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:42:37.016395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:42:37.020757] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:42:37.026230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:42:37.031238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:42:37.031368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:42:40.228341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:42:40.263814] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:42:40.333213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:42:40.337705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:42:40.337823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:42:43.343804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:42:43.349172] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:42:43.353890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:42:43.358408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:42:43.358494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:42:46.365317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:42:46.371431] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:42:46.376719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:42:46.383094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:42:46.383226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:42:49.391380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:42:49.396464] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:42:49.402472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:42:49.408284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:42:49.408615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:42:52.415046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:42:52.424557] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:42:52.431885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:42:52.437000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:42:52.437170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:42:55.441914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:42:55.446765] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:42:55.451102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:42:55.455154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:42:55.455264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:42:58.460353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:42:58.464447] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:42:58.468677] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:42:58.472739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:42:58.472855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:43:01.478973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:43:01.484538] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:43:01.490877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:43:01.495548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:43:01.495698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:43:04.501832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:43:04.506849] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:43:04.512053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:43:04.516341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:43:04.516430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:43:07.524696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:43:07.530025] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:43:07.536440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:43:07.542241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:43:07.542396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:43:10.555309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:43:10.566472] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:43:10.574639] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:43:10.583069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:43:10.583283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:43:13.589188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:43:13.594571] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:43:13.600112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:43:13.605589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:43:13.605736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:43:16.610916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:43:16.616436] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:43:16.621981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:43:16.627517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:43:16.627724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:43:19.633694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:43:19.639604] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:43:19.643964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:43:19.648330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:43:19.648420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:43:22.653301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:43:22.657707] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:43:22.661725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:43:22.665753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:43:22.665847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:43:25.671505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:43:25.677171] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:43:25.682152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:43:25.686295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:43:25.686391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:43:28.698052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:43:28.703680] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:43:28.708267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:43:28.713628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:43:28.713799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:43:31.720094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:43:31.724950] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:43:31.730024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:43:31.734395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:43:31.734522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:43:34.741716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:43:34.747522] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:43:34.755457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:43:34.761482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:43:34.761621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:43:37.769340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:43:37.776131] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:43:37.783929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:43:37.788384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:43:37.788538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:43:40.795422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:43:40.800814] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:43:40.805773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:43:40.810061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:43:40.810165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:43:43.816088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:43:43.822029] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:43:43.827843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:43:43.832417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:43:43.832518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:43:46.838707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:43:46.843606] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:43:46.848165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:43:46.853210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:43:46.853387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:43:49.857976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:43:49.863190] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:43:49.869054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:43:49.873711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:43:49.873998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:43:52.880380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:43:52.885890] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:43:52.893583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:43:52.899320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:43:52.899684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:43:55.904805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:43:55.910294] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:43:55.916127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:43:55.922090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:43:55.922250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:43:58.928801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:43:58.934240] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:43:58.939179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:43:58.944603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:43:58.944816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:44:01.951199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:44:01.955941] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:44:01.961165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:44:01.966689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:44:01.966845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:44:04.973260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:44:04.978373] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:44:04.984505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:44:04.991402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:44:04.991637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:44:07.998074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:44:08.003774] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:44:08.008621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:44:08.013696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:44:08.013841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:44:11.021506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:44:11.212756] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:44:11.220374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:44:11.225019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:44:11.225140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:44:14.230764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:44:14.237077] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:44:14.243036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:44:14.248225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:44:14.248378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:44:17.253635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:44:17.258451] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:44:17.262992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:44:17.266995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:44:17.267080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:44:20.272859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:44:20.278458] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:44:20.282914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:44:20.287672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:44:20.287819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:44:23.292538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:44:23.298639] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:44:23.304441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:44:23.311404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:44:23.311551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:44:26.316974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:44:26.322121] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:44:26.327702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:44:26.333969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:44:26.334138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:44:29.339903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:44:29.344532] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:44:29.348923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:44:29.352908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:44:29.352994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:44:32.358982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:44:32.364181] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:44:32.369579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:44:32.374582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:44:32.374725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:44:35.380474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:44:35.385150] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:44:35.390164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:44:35.394829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:44:35.395000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:44:38.401114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:44:38.406917] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:44:38.412781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:44:38.417800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:44:38.418192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:44:41.426318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:44:41.433235] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:44:41.438563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:44:41.445088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:44:41.445364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:44:44.455093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:44:44.460472] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:44:44.464612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:44:44.468967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:44:44.469095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:44:47.475030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:44:47.479876] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:44:47.484102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:44:47.489550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:44:47.489674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:44:50.494172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:44:50.499216] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:44:50.504513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:44:50.508967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:44:50.509064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:44:53.513783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:44:53.518842] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:44:53.523536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:44:53.527779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:44:53.527921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:44:56.533905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:44:56.538808] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:44:56.543474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:44:56.548143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:44:56.548296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:44:59.553908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:44:59.558122] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:44:59.565185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:44:59.570999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:44:59.571199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:45:02.576740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:45:02.581202] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:45:02.585797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:45:02.589829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:45:02.589936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:45:05.595004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:45:05.599828] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:45:05.604848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:45:05.609522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:45:05.609691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:45:08.615347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:45:08.619795] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:45:08.625042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:45:08.630456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:45:08.630625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:45:11.642151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:45:11.648774] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:45:11.654724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:45:11.659594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:45:11.659939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:45:14.666266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:45:14.672282] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:45:14.678278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:45:14.683293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:45:14.683499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:45:17.689236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:45:17.693576] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:45:17.699022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:45:17.704158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:45:17.704260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:45:20.709827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:45:20.714586] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:45:20.719962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:45:20.724879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:45:20.725012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:45:23.732265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:45:23.738777] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:45:23.744101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:45:23.749577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:45:23.749713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:45:26.755837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:45:26.761112] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:45:26.766361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:45:26.771362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:45:26.771493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:45:29.777064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:45:29.781947] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:45:29.787111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:45:29.792741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:45:29.792866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:45:32.800353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:45:32.806242] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:45:32.811428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:45:32.816219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:45:32.816358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:45:35.831182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:45:35.837814] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:45:35.842835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:45:35.847576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:45:35.847753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:45:38.853354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:45:38.860095] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:45:38.866280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:45:38.872526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:45:38.872738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:45:41.878864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:45:41.884497] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:45:41.890692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:45:41.895413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:45:41.895540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:45:44.901520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:45:44.906888] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:45:44.911799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:45:44.916680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:45:44.916807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:45:47.921901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:45:47.927107] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:45:47.931411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:45:47.935330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:45:47.935593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:45:50.942566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:45:50.948613] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:45:50.954078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:45:50.958272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:45:50.958374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:45:53.964042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:45:53.972920] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:45:53.978763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:45:53.983505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:45:53.983706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:45:56.988733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:45:56.994214] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:45:56.999373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:45:57.004169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:45:57.004279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:46:00.010729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:46:00.017193] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:46:00.025082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:46:00.031119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:46:00.031271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:46:03.036390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:46:03.041200] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:46:03.045506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:46:03.049369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:46:03.049461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:46:06.058868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:46:06.065596] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:46:06.074506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:46:06.080958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:46:06.081151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:46:09.088177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:46:09.093152] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:46:09.100109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:46:09.109168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:46:09.109578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:46:12.117676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:46:12.323063] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:46:12.329267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:46:12.335022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:46:12.335135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:46:15.343024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:46:15.349708] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:46:15.357815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:46:15.363162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:46:15.363299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:46:18.369291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:46:18.373665] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:46:18.377671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:46:18.381589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:46:18.381718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:46:21.388351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:46:21.393738] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:46:21.398527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:46:21.402543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:46:21.402634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:46:24.407771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:46:24.412476] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:46:24.417122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:46:24.421737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:46:24.421850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:46:27.426832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:46:27.431313] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:46:27.436184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:46:27.440616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:46:27.440741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:46:30.445845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:46:30.450445] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:46:30.454805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:46:30.459092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:46:30.459196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:46:33.465461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:46:33.472306] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:46:33.476855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:46:33.480695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:46:33.480924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:46:36.486333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:46:36.491581] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:46:36.495959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:46:36.500624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:46:36.500766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:46:39.507280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:46:39.516627] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:46:39.526222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:46:39.531781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:46:39.531913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:46:42.537945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:46:42.546066] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:46:42.551986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:46:42.561464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:46:42.561663] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:46:45.567200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:46:45.573521] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:46:45.579273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:46:45.583748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:46:45.583887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:46:48.591871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:46:48.598235] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:46:48.603828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:46:48.610083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:46:48.610241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:46:51.615682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:46:51.620238] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:46:51.624874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:46:51.628836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:46:51.628928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:46:54.634340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:46:54.639702] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:46:54.644925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:46:54.650111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:46:54.650299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:46:57.658738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:46:57.665926] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:46:57.670771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:46:57.675735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:46:57.675854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:47:00.684428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:47:00.691679] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:47:00.696737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:47:00.701150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:47:00.701265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:47:03.707848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:47:03.714296] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:47:03.719713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:47:03.725264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:47:03.725368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:47:06.732226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:47:06.737965] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:47:06.743377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:47:06.748437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:47:06.748549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:47:09.753226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:47:09.757755] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:47:09.762978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:47:09.767443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:47:09.767599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:47:12.773878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:47:12.779101] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:47:12.784531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:47:12.790672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:47:12.791089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:47:15.796626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:47:15.802010] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:47:15.808075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:47:15.813422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:47:15.813562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:47:18.818995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:47:18.824046] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:47:18.828825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:47:18.833768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:47:18.834116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:47:21.841071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:47:21.845907] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:47:21.850279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:47:21.856429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:47:21.856592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:47:24.865207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:47:24.872287] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:47:24.876544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:47:24.881880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:47:24.882012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:47:27.886608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:47:27.891791] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:47:27.896506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:47:27.901299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:47:27.901431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:47:30.907795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:47:30.912105] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:47:30.916414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:47:30.920932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:47:30.921070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:47:33.926037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:47:33.931211] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:47:33.936796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:47:33.941773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:47:33.942441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:47:36.947917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:47:36.952742] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:47:36.957941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:47:36.962977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:47:36.963093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:47:39.969321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:47:39.973896] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:47:39.978555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:47:39.983184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:47:39.983612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:47:42.990440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:47:42.997823] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:47:43.002219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:47:43.007193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:47:43.007408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:47:46.012608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:47:46.018542] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:47:46.024114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:47:46.030030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:47:46.030145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:47:49.034587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:47:49.040055] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:47:49.044707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:47:49.050244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:47:49.050363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:47:52.064754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:47:52.075897] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:47:52.082240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:47:52.088507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:47:52.088715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:47:55.095624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:47:55.102870] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:47:55.107428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:47:55.111075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:47:55.111163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:47:58.118272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:47:58.123372] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:47:58.127852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:47:58.131479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:47:58.131567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:48:01.137753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:48:01.143275] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:48:01.149570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:48:01.155999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:48:01.156148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:48:04.161182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:48:04.167492] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:48:04.171993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:48:04.176353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:48:04.176461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:48:07.181475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:48:07.186189] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:48:07.191824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:48:07.197057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:48:07.197192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:48:10.203055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:48:10.207133] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:48:10.211783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:48:10.215954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:48:10.216110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:48:13.222997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:48:13.230013] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:48:13.237017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:48:13.241827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:48:13.241952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:48:16.247016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:48:16.252060] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:48:16.256849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:48:16.261058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:48:16.261156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:48:19.266499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:48:19.271375] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:48:19.276111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:48:19.280370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:48:19.280500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:48:22.287422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:48:22.293363] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:48:22.298230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:48:22.302671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:48:22.302816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:48:25.308338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:48:25.313209] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:48:25.318124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:48:25.322539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:48:25.322691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:48:28.327907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:48:28.332953] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:48:28.337037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:48:28.341798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:48:28.341898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:48:31.346713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:48:31.357506] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:48:31.362766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:48:31.367545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:48:31.367695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:48:34.374092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:48:34.379196] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:48:34.384085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:48:34.388534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:48:34.388703] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:48:37.394484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:48:37.399404] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:48:37.404408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:48:37.409821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:48:37.410016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:48:40.415482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:48:40.421854] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:48:40.429140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:48:40.434541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:48:40.434730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:48:43.443881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:48:43.452897] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:48:43.458994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:48:43.466120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:48:43.466309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:48:46.471881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:48:46.476260] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:48:46.481329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:48:46.486593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:48:46.486722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:48:49.491769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:48:49.497029] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:48:49.502456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:48:49.507514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:48:49.507628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:48:52.512259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:48:52.517415] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:48:52.522393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:48:52.527495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:48:52.527600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:48:55.534053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:48:55.539407] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:48:55.544399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:48:55.555368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:48:55.555850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:48:58.564392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:48:58.570268] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:48:58.576725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:48:58.582434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:48:58.582812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:49:01.588971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:49:01.594679] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:49:01.599232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:49:01.603910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:49:01.604009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:49:04.611081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:49:04.617027] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:49:04.630048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:49:04.635317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:49:04.635481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:49:07.643317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:49:07.649700] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:49:07.655270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:49:07.660703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:49:07.660942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:49:10.666872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:49:10.672226] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:49:10.677602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:49:10.683153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:49:10.683297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:49:13.689869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:49:13.695751] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:49:13.700605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:49:13.705617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:49:13.705889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:49:16.711285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:49:16.716544] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:49:16.721670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:49:16.725866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:49:16.725973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:49:19.734178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:49:19.744054] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:49:19.749852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:49:19.755317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:49:19.755630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:49:22.761268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:49:22.768225] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:49:22.773380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:49:22.782054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:49:22.782279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:49:25.787297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:49:25.796513] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:49:25.801881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:49:25.806427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:49:25.806542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:49:28.812612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:49:28.817449] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:49:28.822565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:49:28.827155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:49:28.827436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:49:31.833478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:49:31.838758] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:49:31.843003] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:49:31.847872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:49:31.848019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:49:34.853118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:49:34.858045] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:49:34.862176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:49:34.866316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:49:34.866414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:49:37.871770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:49:37.877204] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:49:37.890395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:49:37.896098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:49:37.896234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:49:40.902170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:49:40.907967] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:49:40.913477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:49:40.918890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:49:40.919073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:49:43.924918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:49:43.930083] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:49:43.935117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:49:43.940362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:49:43.940462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:49:46.956327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:49:46.961744] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:49:46.966836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:49:46.970870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:49:46.971008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:49:49.975999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:49:49.981436] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:49:49.986791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:49:49.991369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:49:49.991493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:49:52.998438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:49:53.003091] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:49:53.008008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:49:53.012245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:49:53.012449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:49:56.020326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:49:56.027893] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:49:56.034545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:49:56.040095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:49:56.040245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:49:59.045757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:49:59.051310] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:49:59.056733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:49:59.060893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:49:59.061062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:50:02.066354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:50:02.071313] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:50:02.076056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:50:02.080900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:50:02.081062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:50:05.086871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:50:05.091885] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:50:05.096403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:50:05.101966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:50:05.102081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:50:08.106844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:50:08.111690] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:50:08.116129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:50:08.121542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:50:08.121667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:50:11.128789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:50:11.135329] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:50:11.140610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:50:11.145721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:50:11.145836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:50:14.372458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:50:14.378202] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:50:14.383488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:50:14.387963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:50:14.388979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:50:17.394850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:50:17.430156] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:50:17.436455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:50:17.440968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:50:17.441125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:50:20.446323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:50:20.450937] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:50:20.455451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:50:20.460484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:50:20.460599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:50:23.465382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:50:23.471207] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:50:23.476070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:50:23.480814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:50:23.480915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:50:26.486987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:50:26.492189] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:50:26.497365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:50:26.502212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:50:26.502336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:50:29.509194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:50:29.516142] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:50:29.522088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:50:29.526501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:50:29.526761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:50:32.532192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:50:32.536786] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:50:32.541583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:50:32.546919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:50:32.547047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:50:35.552902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:50:35.557956] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:50:35.563974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:50:35.569141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:50:35.569250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:50:38.575160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:50:38.580100] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:50:38.584754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:50:38.589083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:50:38.589186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:50:41.597007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:50:41.603066] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:50:41.607825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:50:41.613885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:50:41.614163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:50:44.621419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:50:44.627061] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:50:44.632990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:50:44.638819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:50:44.639078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:50:47.645385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:50:47.651064] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:50:47.655172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:50:47.660216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:50:47.660347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:50:50.667062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:50:50.672345] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:50:50.676842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:50:50.681829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:50:50.682142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:50:53.688442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:50:53.694137] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:50:53.699673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:50:53.704525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:50:53.704636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:50:56.710459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:50:56.717018] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:50:56.722175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:50:56.729202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:50:56.729360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:50:59.736527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:50:59.743723] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:50:59.749988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:50:59.755279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:50:59.755385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:51:02.760558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:51:02.768705] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:51:02.773166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:51:02.778042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:51:02.778182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:51:05.786052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:51:05.791288] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:51:05.795556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:51:05.800085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:51:05.800250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:51:08.805892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:51:08.812324] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:51:08.817022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:51:08.821569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:51:08.821726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:51:11.826755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:51:11.832416] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:51:11.836801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:51:11.840785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:51:11.840882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:51:14.849562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:51:14.856227] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:51:14.861632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:51:14.866235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:51:14.866336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:51:17.874693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:51:17.881310] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:51:17.886102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:51:17.890288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:51:17.890372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:51:20.896338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:51:20.902246] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:51:20.906670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:51:20.910700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:51:20.910791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:51:23.916925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:51:23.921576] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:51:23.926558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:51:23.935191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:51:23.935360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:51:26.940939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:51:26.945519] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:51:26.950172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:51:26.955000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:51:26.955123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:51:29.961215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:51:29.965937] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:51:29.970264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:51:29.974192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:51:29.974309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:51:32.979527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:51:32.984761] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:51:32.989257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:51:32.993153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:51:32.993255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:51:35.998707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:51:36.003782] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:51:36.008243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:51:36.012304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:51:36.012410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:51:39.022312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:51:39.029738] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:51:39.035118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:51:39.040866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:51:39.041241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:51:42.046325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:51:42.050985] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:51:42.055403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:51:42.061246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:51:42.061380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:51:45.067095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:51:45.072920] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:51:45.077183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:51:45.081013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:51:45.081101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:51:48.086481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:51:48.091836] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:51:48.096361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:51:48.101437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:51:48.101591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:51:51.115332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:51:51.122308] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:51:51.131016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:51:51.137928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:51:51.138502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:51:54.143712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:51:54.150570] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:51:54.156777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:51:54.161970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:51:54.162092] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:51:57.167826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:51:57.172302] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:51:57.176594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:51:57.180575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:51:57.180721] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:52:00.185219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:52:00.191257] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:52:00.196437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:52:00.201910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:52:00.202018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:52:03.206933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:52:03.211715] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:52:03.216726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:52:03.221625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:52:03.221957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:52:06.229814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:52:06.235275] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:52:06.240205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:52:06.246071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:52:06.246223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:52:09.250911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:52:09.255835] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:52:09.260160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:52:09.264518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:52:09.264625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:52:12.272898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:52:12.277810] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:52:12.283360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:52:12.288938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:52:12.289029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:52:15.300931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:52:15.311269] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:52:15.317151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:52:15.322770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:52:15.322944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:52:18.328826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:52:18.332981] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:52:18.337558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:52:18.342364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:52:18.342497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:52:21.347911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:52:21.352745] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:52:21.358283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:52:21.363226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:52:21.363790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:52:24.368257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:52:24.373341] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:52:24.379250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:52:24.384085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:52:24.384263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:52:27.389424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:52:27.394741] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:52:27.400249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:52:27.404953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:52:27.405263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:52:30.411807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:52:30.416025] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:52:30.420682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:52:30.425246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:52:30.425382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:52:33.431774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:52:33.437244] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:52:33.442979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:52:33.448846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:52:33.449084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:52:36.455402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:52:36.461209] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:52:36.466110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:52:36.471099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:52:36.471197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:52:39.477391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:52:39.482596] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:52:39.488035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:52:39.493114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:52:39.493571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:52:42.499337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:52:42.503362] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:52:42.508173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:52:42.513278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:52:42.513382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:52:45.521909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:52:45.532726] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:52:45.540821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:52:45.544991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:52:45.545079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:52:48.550118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:52:48.554830] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:52:48.559615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:52:48.564063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:52:48.564254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:52:51.570266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:52:51.576040] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:52:51.581090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:52:51.585354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:52:51.585500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:52:54.591488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:52:54.596571] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:52:54.601745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:52:54.606572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:52:54.606778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:52:57.611996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:52:57.616903] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:52:57.622171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:52:57.626421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:52:57.626521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:53:00.632575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:53:00.638010] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:53:00.643269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:53:00.653481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:53:00.653627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:53:03.658509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:53:03.663809] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:53:03.670219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:53:03.675419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:53:03.675527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:53:06.683270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:53:06.691477] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:53:06.697869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:53:06.703804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:53:06.704043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:53:09.711935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:53:09.717013] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:53:09.724162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:53:09.729569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:53:09.729861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:53:12.735960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:53:12.741320] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:53:12.746504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:53:12.751159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:53:12.751311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:53:15.756952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:53:15.763731] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:53:15.768562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:53:15.773789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:53:15.773897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:53:18.779019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:53:18.783599] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:53:18.787732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:53:18.791635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:53:18.791753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:53:21.798178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:53:21.804069] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:53:21.810506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:53:21.816208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:53:21.816328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:53:24.821268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:53:24.825826] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:53:24.830123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:53:24.835074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:53:24.835204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:53:27.842124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:53:27.848401] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:53:27.854392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:53:27.860058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:53:27.860323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:53:30.865598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:53:30.869973] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:53:30.874846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:53:30.878952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:53:30.879060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:53:33.884278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:53:33.889449] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:53:33.894487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:53:33.898748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:53:33.898873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:53:36.903688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:53:36.907836] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:53:36.911787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:53:36.916087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:53:36.916185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:53:39.922334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:53:39.927256] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:53:39.933109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:53:39.938842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:53:39.939148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:53:42.948005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:53:42.953555] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:53:42.960540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:53:42.968010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:53:42.968204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:53:45.974549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:53:45.980358] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:53:45.985164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:53:45.990116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:53:45.990214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:53:48.997674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:53:49.002831] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:53:49.008158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:53:49.014091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:53:49.014256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:53:52.022630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:53:52.027821] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:53:52.035794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:53:52.041956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:53:52.042080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:53:55.047691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:53:55.053990] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:53:55.058798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:53:55.063993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:53:55.064083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:53:58.069304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:53:58.075872] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:53:58.082720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:53:58.087906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:53:58.088051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:54:01.093082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:54:01.098574] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:54:01.103824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:54:01.109009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:54:01.109160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:54:04.114734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:54:04.119480] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:54:04.123441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:54:04.130116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:54:04.130463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:54:07.137339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:54:07.143345] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:54:07.148474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:54:07.153980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:54:07.154088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:54:10.159399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:54:10.165163] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:54:10.170906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:54:10.176394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:54:10.176736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:54:13.184219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:54:13.193333] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:54:13.199409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:54:13.204204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:54:13.204400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:54:16.210378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:54:16.214884] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:54:16.301983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:54:16.306683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:54:16.306776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:54:19.311416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:54:19.315839] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:54:19.320700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:54:19.325313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:54:19.325462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:54:22.330455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:54:22.334289] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:54:22.339314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:54:22.343561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:54:22.343710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:54:25.349380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:54:25.353752] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:54:25.358866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:54:25.363973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:54:25.364109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:54:28.373509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:54:28.377973] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:54:28.382676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:54:28.389131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:54:28.389287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:54:31.395519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:54:31.400829] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:54:31.405392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:54:31.411282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:54:31.411431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:54:34.417263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:54:34.424502] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:54:34.431745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:54:34.438148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:54:34.438294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:54:37.443987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:54:37.449253] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:54:37.454115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:54:37.459063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:54:37.459208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:54:40.465625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:54:40.476411] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:54:40.481678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:54:40.486726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:54:40.486842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:54:43.492171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:54:43.496604] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:54:43.501813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:54:43.505668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:54:43.505760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:54:46.510689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:54:46.516235] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:54:46.521348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:54:46.525792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:54:46.525900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:54:49.531456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:54:49.536338] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:54:49.540781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:54:49.545041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:54:49.545158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:54:52.551609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:54:52.556486] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:54:52.560735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:54:52.564575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:54:52.564699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:54:55.570852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:54:55.575217] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:54:55.579861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:54:55.584895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:54:55.584998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:54:58.590942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:54:58.598991] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:54:58.607993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:54:58.616080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:54:58.616444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:55:01.622505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:55:01.629598] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:55:01.634929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:55:01.640131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:55:01.640294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:55:04.646839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:55:04.652938] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:55:04.658601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:55:04.664900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:55:04.665036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:55:07.670158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:55:07.674888] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:55:07.679755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:55:07.684604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:55:07.684793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:55:10.691404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:55:10.697469] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:55:10.702091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:55:10.707060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:55:10.707333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:55:13.713099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:55:13.719207] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:55:13.725145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:55:13.729937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:55:13.730054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:55:16.736335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:55:16.741941] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:55:16.748167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:55:16.752530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:55:16.752639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:55:19.757988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:55:19.762352] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:55:19.766610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:55:19.771515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:55:19.771638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:55:22.778721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:55:22.784257] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:55:22.790334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:55:22.795065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:55:22.795182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:55:25.800720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:55:25.806917] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:55:25.811859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:55:25.817095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:55:25.818035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:55:28.826346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:55:28.832258] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:55:28.840143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:55:28.846835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:55:28.846974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:55:31.853349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:55:31.858203] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:55:31.864563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:55:31.869780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:55:31.869911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:55:34.874974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:55:34.879907] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:55:34.885158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:55:34.890824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:55:34.890954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:55:37.897100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:55:37.902084] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:55:37.907406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:55:37.911681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:55:37.911775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:55:40.916964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:55:40.921739] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:55:40.926851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:55:40.931206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:55:40.931335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:55:43.936890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:55:43.941784] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:55:43.947719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:55:43.952881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:55:43.952985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:55:46.959290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:55:46.965551] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:55:46.970817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:55:46.976248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:55:46.976359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:55:49.982261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:55:49.987688] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:55:49.992218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:55:49.996986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:55:49.997094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:55:53.002235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:55:53.007464] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:55:53.011793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:55:53.017513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:55:53.017676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:55:56.025863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:55:56.033391] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:55:56.041082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:55:56.046597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:55:56.046912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:55:59.051342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:55:59.055520] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:55:59.059792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:55:59.064804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:55:59.064911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:56:02.076201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:56:02.081251] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:56:02.086239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:56:02.091302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:56:02.091449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:56:05.097500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:56:05.103453] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:56:05.108011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:56:05.112209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:56:05.112335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:56:08.117330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:56:08.123681] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:56:08.129776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:56:08.134699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:56:08.134847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:56:11.141118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:56:11.147478] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:56:11.152789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:56:11.161702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:56:11.162020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:56:14.171144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:56:14.177419] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:56:14.182245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:56:14.186956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:56:14.187083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:56:17.193195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:56:17.199009] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:56:17.203835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:56:17.208392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:56:17.208504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:56:20.214027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:56:20.218406] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:56:20.223285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:56:20.228061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:56:20.228210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:56:23.233804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:56:23.238569] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:56:23.244049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:56:23.249321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:56:23.249440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:56:26.254838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:56:26.260907] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:56:26.265373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:56:26.269991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:56:26.270116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:56:29.277603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:56:29.286990] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:56:29.293343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:56:29.299278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:56:29.299462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:56:32.304728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:56:32.309953] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:56:32.314678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:56:32.319556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:56:32.319690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:56:35.325617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:56:35.331720] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:56:35.336432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:56:35.341586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:56:35.341719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:56:38.348869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:56:38.354314] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:56:38.358956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:56:38.363263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:56:38.363379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:56:41.369738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:56:41.375999] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:56:41.382186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:56:41.388294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:56:41.388439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:56:44.393423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:56:44.399835] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:56:44.405224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:56:44.410130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:56:44.410263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:56:47.415825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:56:47.427488] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:56:47.432818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:56:47.438581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:56:47.438729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:56:50.444109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:56:50.448934] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:56:50.454583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:56:50.459983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:56:50.460136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:56:53.473186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:56:53.479123] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:56:53.484770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:56:53.489532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:56:53.489668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:56:56.495434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:56:56.500422] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:56:56.505805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:56:56.511315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:56:56.511463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:56:59.516254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:56:59.521335] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:56:59.526459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:56:59.534181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:56:59.534319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:57:02.542501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:57:02.549863] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:57:02.557057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:57:02.562059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:57:02.562183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:57:05.570329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:57:05.576873] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:57:05.584345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:57:05.589947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:57:05.590048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:57:08.595576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:57:08.599902] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:57:08.603981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:57:08.608139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:57:08.608240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:57:11.613623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:57:11.618636] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:57:11.622839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:57:11.627726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:57:11.627832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:57:14.633678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:57:14.639284] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:57:14.644774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:57:14.649393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:57:14.649519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:57:17.655619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:57:17.661180] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:57:17.666764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:57:17.671045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:57:17.671157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:57:20.677137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:57:20.681523] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:57:20.685692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:57:20.689752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:57:20.689853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:57:23.696125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:57:23.701140] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:57:23.705853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:57:23.710581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:57:23.710705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:57:26.715145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:57:26.721308] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:57:26.727379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:57:26.731931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:57:26.732055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:57:29.737330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:57:29.744126] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:57:29.749193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:57:29.753098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:57:29.753186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:57:32.759217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:57:32.764053] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:57:32.769167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:57:32.773768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:57:32.773892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:57:35.779049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:57:35.785387] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:57:35.790510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:57:35.796101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:57:35.796252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:57:38.808824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:57:38.814040] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:57:38.820408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:57:38.825037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:57:38.825166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:57:41.830520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:57:41.834874] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:57:41.840366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:57:41.844997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:57:41.845101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:57:44.853091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:57:44.859373] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:57:44.865234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:57:44.869910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:57:44.870033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:57:47.875262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:57:47.881128] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:57:47.886374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:57:47.891931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:57:47.892129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:57:50.897416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:57:50.902123] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:57:50.906876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:57:50.911804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:57:50.911971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:57:53.917790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:57:53.923011] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:57:53.928075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:57:53.933253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:57:53.933537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:57:56.939971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:57:56.944610] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:57:56.953301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:57:56.958053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:57:56.958167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:57:59.965413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:57:59.972285] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:57:59.977868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:57:59.982812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:57:59.982965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:58:02.991163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:58:02.995948] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:58:03.004187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:58:03.010307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:58:03.010681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:58:06.017215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:58:06.023800] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:58:06.029166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:58:06.033831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:58:06.033941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:58:09.039942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:58:09.046370] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:58:09.052704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:58:09.058207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:58:09.058351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:58:12.063188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:58:12.068734] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:58:12.074126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:58:12.079408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:58:12.079539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:58:15.085623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:58:15.091064] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:58:15.095674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:58:15.101393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:58:15.101499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:58:18.108333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:58:18.119598] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:58:18.126144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:58:18.131300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:58:18.131441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:58:21.137123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:58:21.141813] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:58:21.147171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:58:21.151369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:58:21.151462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:58:24.155922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:58:24.160634] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:58:24.165005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:58:24.169070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:58:24.169180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:58:27.176032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:58:27.182190] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:58:27.189177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:58:27.195190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:58:27.195505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:58:30.201497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:58:30.206565] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:58:30.211205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:58:30.216141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:58:30.216269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:58:33.221418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:58:33.227615] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:58:33.232195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:58:33.237164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:58:33.237306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:58:36.243869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:58:36.249796] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:58:36.256389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:58:36.261289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:58:36.261418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:58:39.266376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:58:39.271213] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:58:39.276562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:58:39.285546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:58:39.285700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:58:42.292295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:58:42.298834] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:58:42.305620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:58:42.310590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:58:42.310730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:58:45.316777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:58:45.321703] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:58:45.325567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:58:45.331676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:58:45.331764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:58:48.337402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:58:48.347143] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:58:48.353044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:58:48.357715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:58:48.357849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:58:51.362320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:58:51.367033] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:58:51.371987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:58:51.377271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:58:51.377430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:58:54.382358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:58:54.387509] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:58:54.391637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:58:54.397070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:58:54.397189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:58:57.403346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:58:57.409094] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:58:57.414487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:58:57.419690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:58:57.419788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:59:00.425021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:59:00.430172] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:59:00.436544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:59:00.443677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:59:00.444050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:59:03.449617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:59:03.454351] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:59:03.459432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:59:03.464611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:59:03.464889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:59:06.471097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:59:06.475880] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:59:06.482088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:59:06.486931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:59:06.487268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:59:09.492668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:59:09.498149] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:59:09.502894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:59:09.508257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:59:09.508410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:59:12.513679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:59:12.518753] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:59:12.524695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:59:12.529610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:59:12.529981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:59:15.535451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:59:15.541081] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:59:15.546016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:59:15.550184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:59:15.550280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:59:18.559586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:59:18.566012] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:59:18.574889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:59:18.579276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:59:18.579404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:59:21.585321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:59:21.590263] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:59:21.595722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:59:21.601858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:59:21.602004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:59:24.609396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:59:24.615224] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:59:24.620123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:59:24.625168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:59:24.625328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:59:27.634491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:59:27.639369] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:59:27.644055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:59:27.648994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:59:27.649147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:59:30.654811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:59:30.659639] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:59:30.666460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:59:30.671448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:59:30.671566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:59:33.678335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:59:33.684307] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:59:33.690411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:59:33.696895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:59:33.697048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:59:36.702483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:59:36.707384] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:59:36.711853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:59:36.715949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:59:36.716035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:59:39.726185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:59:39.731497] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:59:39.739737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:59:39.747164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:59:39.747352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:59:42.752886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:59:42.759200] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:59:42.764884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:59:42.770163] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:59:42.770300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:59:45.776173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:59:45.780533] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:59:45.784430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:59:45.788162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:59:45.788254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:59:48.792507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:59:48.797367] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:59:48.802754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:59:48.806539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:59:48.806624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:59:51.811567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:59:51.817056] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:59:51.821220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:59:51.825534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:59:51.825629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:59:54.830702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:59:54.836120] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:59:54.841182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:59:54.846100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:59:54.846200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T18:59:57.851320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T18:59:57.855826] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T18:59:57.861628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T18:59:57.865689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T18:59:57.865775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:00:00.871555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:00:00.878251] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:00:00.883760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:00:00.888465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:00:00.888559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:00:03.894123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:00:03.898475] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:00:03.902630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:00:03.907135] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:00:03.907288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:00:06.913589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:00:06.921033] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:00:06.926028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:00:06.931212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:00:06.931323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:00:09.939471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:00:09.946996] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:00:09.953730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:00:09.959877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:00:09.960515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:00:12.967141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:00:12.973227] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:00:12.980511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:00:12.985017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:00:12.985118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:00:16.020977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:00:16.025716] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:00:16.030398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:00:16.034310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:00:16.034429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:00:19.040441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:00:19.329068] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:00:19.334210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:00:19.338573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:00:19.338711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:00:22.344012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:00:22.349381] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:00:22.354343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:00:22.359678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:00:22.359795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:00:25.367069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:00:25.373028] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:00:25.381993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:00:25.386843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:00:25.386952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:00:28.393609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:00:28.399089] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:00:28.404806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:00:28.409712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:00:28.409799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:00:31.415772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:00:31.420525] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:00:31.425467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:00:31.430325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:00:31.430769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:00:34.437493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:00:34.442787] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:00:34.447699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:00:34.452896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:00:34.453069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:00:37.459171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:00:37.465385] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:00:37.470605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:00:37.475838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:00:37.476187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:00:40.483360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:00:40.489097] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:00:40.494104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:00:40.499265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:00:40.499432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:00:43.508029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:00:43.515082] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:00:43.521010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:00:43.526993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:00:43.527182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:00:46.534305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:00:46.539757] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:00:46.544247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:00:46.549638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:00:46.549863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:00:49.556140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:00:49.563859] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:00:49.569721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:00:49.575732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:00:49.575887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:00:52.580751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:00:52.586512] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:00:52.593084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:00:52.598264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:00:52.598374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:00:55.604095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:00:55.609815] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:00:55.616223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:00:55.622281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:00:55.622477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:00:58.627628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:00:58.632037] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:00:58.637063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:00:58.642932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:00:58.643065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:01:01.648242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:01:01.653061] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:01:01.658597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:01:01.665420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:01:01.665521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:01:04.671146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:01:04.676705] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:01:04.682441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:01:04.688764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:01:04.688902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:01:07.693796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:01:07.698430] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:01:07.704166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:01:07.708493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:01:07.708584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:01:10.715782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:01:10.721583] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:01:10.728792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:01:10.733321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:01:10.733460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:01:13.740384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:01:13.745996] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:01:13.750391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:01:13.755208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:01:13.755348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:01:16.761040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:01:16.769393] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:01:16.775775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:01:16.781346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:01:16.781505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:01:19.789870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:01:19.798272] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:01:19.804450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:01:19.814322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:01:19.814515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:01:22.820425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:01:22.825879] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:01:22.831838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:01:22.837092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:01:22.837306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:01:25.843341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:01:25.849167] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:01:25.854868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:01:25.859205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:01:25.859326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:01:28.868905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:01:28.874182] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:01:28.878716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:01:28.883622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:01:28.883776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:01:31.890068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:01:31.895180] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:01:31.901046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:01:31.905197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:01:31.905301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:01:34.911436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:01:34.918953] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:01:34.924824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:01:34.929233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:01:34.929390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:01:37.942083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:01:37.949374] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:01:37.956601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:01:37.962174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:01:37.962326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:01:40.967834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:01:40.973964] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:01:40.980212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:01:40.984410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:01:40.984520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:01:43.991834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:01:43.996893] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:01:44.001351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:01:44.006755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:01:44.007086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:01:47.013881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:01:47.018990] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:01:47.024995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:01:47.031710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:01:47.031867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:01:50.131490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:01:50.167362] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:01:50.232032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:01:50.238606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:01:50.238761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:01:53.243768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:01:53.250207] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:01:53.255357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:01:53.260496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:01:53.260672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:01:56.268534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:01:56.275738] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:01:56.280690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:01:56.284963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:01:56.285217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:01:59.291077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:01:59.297391] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:01:59.302762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:01:59.307996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:01:59.308151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:02:02.313433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:02:02.318420] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:02:02.323300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:02:02.328044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:02:02.328167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:02:05.332904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:02:05.338474] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:02:05.344209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:02:05.348921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:02:05.349035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:02:08.355729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:02:08.362585] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:02:08.370315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:02:08.376383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:02:08.376768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:02:11.383292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:02:11.388859] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:02:11.393925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:02:11.398999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:02:11.399125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:02:14.404057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:02:14.409044] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:02:14.414133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:02:14.419049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:02:14.419249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:02:17.424714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:02:17.429708] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:02:17.434753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:02:17.439694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:02:17.439825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:02:20.447568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:02:20.455857] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:02:20.463258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:02:20.471625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:02:20.471934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:02:23.479436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:02:23.486618] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:02:23.491757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:02:23.497311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:02:23.497484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:02:26.502922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:02:26.507466] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:02:26.511970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:02:26.516323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:02:26.516427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:02:29.521562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:02:29.526699] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:02:29.531782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:02:29.536980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:02:29.537197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:02:32.542464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:02:32.547730] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:02:32.553567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:02:32.559112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:02:32.559248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:02:35.566544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:02:35.572602] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:02:35.577757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:02:35.581815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:02:35.581932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:02:38.589044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:02:38.594636] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:02:38.599240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:02:38.604195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:02:38.604315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:02:41.609122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:02:41.614440] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:02:41.618891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:02:41.623546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:02:41.623682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:02:44.630221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:02:44.635563] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:02:44.640740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:02:44.644851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:02:44.644946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:02:47.650806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:02:47.656493] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:02:47.662425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:02:47.666490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:02:47.666595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:02:50.671289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:02:50.675328] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:02:50.680092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:02:50.684262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:02:50.684402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:02:53.689867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:02:53.694766] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:02:53.699745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:02:53.704584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:02:53.704721] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:02:56.709812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:02:56.714178] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:02:56.719216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:02:56.724374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:02:56.724505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:02:59.729285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:02:59.733130] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:02:59.737293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:02:59.741342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:02:59.741456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:03:02.746127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:03:02.750592] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:03:02.754458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:03:02.758911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:03:02.759052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:03:05.766310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:03:05.772529] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:03:05.779226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:03:05.785186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:03:05.785380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:03:08.790512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:03:08.794613] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:03:08.798521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:03:08.802558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:03:08.802678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:03:11.807182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:03:11.811266] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:03:11.815122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:03:11.819002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:03:11.819090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:03:14.823886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:03:14.828524] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:03:14.832718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:03:14.837226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:03:14.837343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:03:17.842179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:03:17.847622] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:03:17.851900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:03:17.855540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:03:17.855629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:03:20.863302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:03:20.868834] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:03:20.873204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:03:20.879023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:03:20.879458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:03:23.885789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:03:23.891601] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:03:23.898361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:03:23.904057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:03:23.904479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:03:26.910170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:03:26.916310] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:03:26.921785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:03:26.925920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:03:26.926012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:03:29.930970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:03:29.935455] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:03:29.939954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:03:29.944218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:03:29.944344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:03:32.948978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:03:32.952599] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:03:32.956898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:03:32.961108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:03:32.961195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:03:35.966958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:03:35.972108] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:03:35.977009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:03:35.981636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:03:35.981784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:03:38.986875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:03:38.991167] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:03:38.996041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:03:39.000480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:03:39.000637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:03:42.005557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:03:42.010058] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:03:42.014145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:03:42.018428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:03:42.018557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:03:45.022855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:03:45.026987] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:03:45.030899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:03:45.034828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:03:45.034929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:03:48.039224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:03:48.043351] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:03:48.048203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:03:48.053133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:03:48.053257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:03:51.063684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:03:51.147120] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:03:51.153489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:03:51.157667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:03:51.157759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:03:54.165988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:03:54.173150] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:03:54.178177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:03:54.183777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:03:54.183918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:03:57.188761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:03:57.194141] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:03:57.198578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:03:57.202562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:03:57.202708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:04:00.207175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:04:00.212125] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:04:00.216294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:04:00.220528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:04:00.220695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:04:03.226737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:04:03.233078] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:04:03.239289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:04:03.244124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:04:03.244249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:04:06.255874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:04:06.263207] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:04:06.267539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:04:06.272670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:04:06.272760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:04:09.278873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:04:09.283845] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:04:09.287834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:04:09.292366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:04:09.292525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:04:12.298026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:04:12.302793] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:04:12.307786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:04:12.312490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:04:12.312605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:04:15.320326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:04:15.326702] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:04:15.333026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:04:15.337812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:04:15.337955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:04:18.345375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:04:18.351057] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:04:18.355792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:04:18.360204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:04:18.360313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:04:21.365473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:04:21.370471] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:04:21.375289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:04:21.379629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:04:21.379763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:04:24.385673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:04:24.390949] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:04:24.395619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:04:24.400164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:04:24.400274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:04:27.406319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:04:27.412085] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:04:27.417179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:04:27.422384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:04:27.422523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:04:30.427931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:04:30.432593] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:04:30.436818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:04:30.441142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:04:30.441262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:04:33.446370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:04:33.451868] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:04:33.456795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:04:33.461205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:04:33.461323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:04:36.468556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:04:36.473639] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:04:36.480499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:04:36.486923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:04:36.487054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:04:39.493147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:04:39.498963] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:04:39.504918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:04:39.510058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:04:39.510311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:04:42.516016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:04:42.521168] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:04:42.525885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:04:42.531369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:04:42.531519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:04:45.537106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:04:45.543544] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:04:45.549495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:04:45.553836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:04:45.553923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:04:48.558803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:04:48.563544] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:04:48.567674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:04:48.571393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:04:48.571489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:04:51.578232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:04:51.583286] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:04:51.588399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:04:51.593324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:04:51.593493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:04:54.598377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:04:54.603518] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:04:54.607820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:04:54.612584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:04:54.612704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:04:57.617911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:04:57.623512] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:04:57.628176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:04:57.632769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:04:57.632867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:05:00.638374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:05:00.644530] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:05:00.649906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:05:00.655042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:05:00.655168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:05:03.660031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:05:03.664444] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:05:03.669060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:05:03.674277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:05:03.674403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:05:06.681160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:05:06.687469] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:05:06.692526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:05:06.698726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:05:06.699051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:05:09.710493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:05:09.718817] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:05:09.726325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:05:09.731067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:05:09.731211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:05:12.736341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:05:12.741628] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:05:12.746597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:05:12.750782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:05:12.750879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:05:15.756305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:05:15.761732] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:05:15.767084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:05:15.772273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:05:15.772401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:05:18.778405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:05:18.783581] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:05:18.789313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:05:18.793446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:05:18.793551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:05:21.799407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:05:21.805744] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:05:21.811147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:05:21.816783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:05:21.817195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:05:24.822105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:05:24.826609] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:05:24.832530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:05:24.836966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:05:24.837074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:05:27.842315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:05:27.846460] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:05:27.851946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:05:27.857411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:05:27.857581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:05:30.863137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:05:30.869040] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:05:30.875190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:05:30.880123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:05:30.880212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:05:33.888062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:05:33.896171] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:05:33.901626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:05:33.906308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:05:33.906405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:05:36.912972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:05:36.918454] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:05:36.923879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:05:36.929194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:05:36.929826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:05:39.935771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:05:39.940462] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:05:39.947637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:05:39.956983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:05:39.957214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:05:42.967851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:05:42.973495] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:05:42.979365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:05:42.985625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:05:42.985947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:05:45.991278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:05:45.995621] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:05:46.000247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:05:46.005198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:05:46.005322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:05:49.010691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:05:49.014861] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:05:49.018743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:05:49.022721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:05:49.022819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:05:52.324987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:05:52.329679] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:05:52.333511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:05:52.361728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:05:52.361876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:05:55.368495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:05:55.374338] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:05:55.378912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:05:55.383673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:05:55.383965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:05:58.389405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:05:58.393861] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:05:58.398510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:05:58.404115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:05:58.404317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:06:01.410668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:06:01.416914] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:06:01.423041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:06:01.428319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:06:01.428433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:06:04.434003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:06:04.439688] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:06:04.447981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:06:04.455935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:06:04.456082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:06:07.462787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:06:07.467266] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:06:07.471678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:06:07.476665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:06:07.476922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:06:10.483780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:06:10.493241] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:06:10.498784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:06:10.503895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:06:10.504065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:06:13.512921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:06:13.517022] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:06:13.522435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:06:13.527407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:06:13.527895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:06:16.532620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:06:16.537098] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:06:16.542771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:06:16.546746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:06:16.546847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:06:19.551894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:06:19.557397] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:06:19.562204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:06:19.567620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:06:19.567914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:06:22.574490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:06:22.581915] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:06:22.586870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:06:22.591193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:06:22.591611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:06:25.603249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:06:25.608893] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:06:25.614719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:06:25.619832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:06:25.619978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:06:28.624436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:06:28.629445] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:06:28.634153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:06:28.639118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:06:28.639262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:06:31.644344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:06:31.649526] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:06:31.654472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:06:31.659982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:06:31.660102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:06:34.665208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:06:34.669754] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:06:34.674556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:06:34.679068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:06:34.679312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:06:37.684537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:06:37.690022] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:06:37.695226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:06:37.700700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:06:37.700896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:06:40.707386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:06:40.712035] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:06:40.716926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:06:40.721251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:06:40.721352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:06:43.728358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:06:43.733053] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:06:43.740033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:06:43.745559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:06:43.745678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:06:46.753361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:06:46.758323] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:06:46.763599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:06:46.768606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:06:46.768796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:06:49.774008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:06:49.778747] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:06:49.782950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:06:49.786746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:06:49.786843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:06:52.794494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:06:52.801725] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:06:52.807857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:06:52.814306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:06:52.814459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:06:55.819086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:06:55.824413] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:06:55.828748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:06:55.833183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:06:55.833310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:06:58.839338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:06:58.845150] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:06:58.851402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:06:58.855625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:06:58.855761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:07:01.860490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:07:01.866096] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:07:01.870119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:07:01.875527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:07:01.875770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:07:04.881565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:07:04.886714] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:07:04.892358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:07:04.896812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:07:04.896968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:07:07.902055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:07:07.907012] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:07:07.912472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:07:07.917701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:07:07.917999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:07:10.923615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:07:10.928155] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:07:10.932822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:07:10.939568] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:07:10.939902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:07:13.945381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:07:13.949298] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:07:13.953603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:07:13.958026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:07:13.958142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:07:16.963686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:07:16.967809] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:07:16.972712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:07:16.978119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:07:16.978246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:07:19.984027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:07:19.988365] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:07:19.992845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:07:19.997286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:07:19.997409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:07:23.003509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:07:23.209455] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:07:23.306752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:07:23.312774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:07:23.313247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:07:26.319008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:07:26.323468] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:07:26.328041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:07:26.331743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:07:26.331847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:07:29.337153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:07:29.341503] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:07:29.345878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:07:29.350085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:07:29.350179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:07:32.354617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:07:32.359244] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:07:32.363910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:07:32.368170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:07:32.368306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:07:35.374285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:07:35.378591] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:07:35.384148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:07:35.389468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:07:35.389606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:07:38.397278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:07:38.403611] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:07:38.412045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:07:38.417287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:07:38.417432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:07:41.423727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:07:41.429449] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:07:41.434971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:07:41.439432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:07:41.439603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:07:44.444523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:07:44.452892] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:07:44.458617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:07:44.463155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:07:44.463263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:07:47.468019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:07:47.472163] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:07:47.477252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:07:47.481718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:07:47.481831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:07:50.486739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:07:50.491670] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:07:50.497005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:07:50.501277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:07:50.501387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:07:53.510249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:07:53.518818] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:07:53.525400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:07:53.530861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:07:53.530982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:07:56.537027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:07:56.542711] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:07:56.547473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:07:56.551989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:07:56.552085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:07:59.557733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:07:59.563291] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:07:59.569127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:07:59.573537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:07:59.573635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:08:02.580898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:08:02.587696] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:08:02.591844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:08:02.595562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:08:02.595690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:08:05.603024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:08:05.610051] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:08:05.616828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:08:05.625458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:08:05.625939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:08:08.631896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:08:08.637989] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:08:08.643818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:08:08.650835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:08:08.650962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:08:11.656833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:08:11.662131] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:08:11.668251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:08:11.673447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:08:11.673584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:08:14.678991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:08:14.684274] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:08:14.694386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:08:14.699957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:08:14.700100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:08:17.705733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:08:17.712130] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:08:17.717743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:08:17.722761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:08:17.722885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:08:20.732468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:08:20.741961] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:08:20.748998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:08:20.754338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:08:20.754957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:08:23.760526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:08:23.766940] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:08:23.773401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:08:23.779383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:08:23.779543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:08:26.784829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:08:26.790075] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:08:26.793917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:08:26.798310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:08:26.798399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:08:29.804446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:08:29.810008] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:08:29.814749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:08:29.819510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:08:29.819678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:08:32.824469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:08:32.829749] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:08:32.834208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:08:32.838594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:08:32.838726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:08:35.843988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:08:35.848743] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:08:35.853128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:08:35.857355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:08:35.857463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:08:38.865400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:08:38.871392] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:08:38.876487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:08:38.880732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:08:38.880849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:08:41.887920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:08:41.892767] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:08:41.897681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:08:41.902234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:08:41.902368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:08:44.918526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:08:44.925542] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:08:44.932636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:08:44.936925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:08:44.937035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:08:47.942355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:08:47.948501] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:08:47.954192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:08:47.958963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:08:47.959082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:08:50.963976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:08:50.968941] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:08:50.973937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:08:50.977922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:08:50.978011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:08:53.984821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:08:53.990958] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:08:53.996904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:08:54.002252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:08:54.002389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:08:57.009173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:08:57.016667] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:08:57.022198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:08:57.027987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:08:57.028167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:09:00.035695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:09:00.043400] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:09:00.049422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:09:00.054685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:09:00.054880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:09:03.061214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:09:03.066077] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:09:03.071697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:09:03.076627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:09:03.076830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:09:06.082062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:09:06.087953] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:09:06.093008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:09:06.097047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:09:06.097240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:09:09.102896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:09:09.113869] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:09:09.119902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:09:09.125423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:09:09.125609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:09:12.131829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:09:12.137066] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:09:12.140998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:09:12.145684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:09:12.145788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:09:15.151564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:09:15.156323] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:09:15.160959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:09:15.164921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:09:15.165062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:09:18.171015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:09:18.175239] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:09:18.179991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:09:18.184187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:09:18.184296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:09:21.189105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:09:21.192801] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:09:21.196346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:09:21.201029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:09:21.201149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:09:24.208817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:09:24.214069] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:09:24.219437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:09:24.224995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:09:24.225112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:09:27.230636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:09:27.235181] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:09:27.240944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:09:27.245390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:09:27.245544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:09:30.251509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:09:30.256379] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:09:30.261442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:09:30.266538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:09:30.266701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:09:33.272078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:09:33.276929] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:09:33.282100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:09:33.287615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:09:33.287800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:09:36.293613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:09:36.298901] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:09:36.304729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:09:36.310601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:09:36.310787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:09:39.316341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:09:39.320625] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:09:39.324853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:09:39.330634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:09:39.330818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:09:42.336412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:09:42.342840] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:09:42.349324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:09:42.356187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:09:42.356410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:09:45.363975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:09:45.370462] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:09:45.376134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:09:45.382801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:09:45.382995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:09:48.392723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:09:48.401510] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:09:48.409619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:09:48.421707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:09:48.421901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:09:51.427974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:09:51.433707] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:09:51.438038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:09:51.442545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:09:51.442763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:09:54.449866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:09:54.456251] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:09:54.460960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:09:54.466201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:09:54.466344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:09:57.472612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:09:57.478127] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:09:57.482790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:09:57.487128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:09:57.487243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:10:00.492851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:10:00.498369] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:10:00.502894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:10:00.507021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:10:00.507139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:10:03.513048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:10:03.517739] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:10:03.523507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:10:03.531984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:10:03.532098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:10:06.537933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:10:06.543738] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:10:06.548614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:10:06.555241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:10:06.555397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:10:09.561778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:10:09.567614] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:10:09.572630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:10:09.578247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:10:09.578475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:10:12.584809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:10:12.591091] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:10:12.596712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:10:12.601763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:10:12.601927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:10:15.610428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:10:15.615612] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:10:15.620930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:10:15.626805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:10:15.627100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:10:18.664963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:10:18.672720] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:10:18.678108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:10:18.683227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:10:18.683340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:10:21.688676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:10:21.723522] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:10:21.728448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:10:21.733790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:10:21.734089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:10:24.740227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:10:24.745938] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:10:24.750912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:10:24.756775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:10:24.757066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:10:27.763201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:10:27.768246] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:10:27.774193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:10:27.779419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:10:27.779541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:10:30.785471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:10:30.791994] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:10:30.798897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:10:30.804364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:10:30.804485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:10:33.810712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:10:33.816239] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:10:33.822553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:10:33.828100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:10:33.828192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:10:36.836720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:10:36.845260] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:10:36.851921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:10:36.856839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:10:36.856987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:10:39.862519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:10:39.867353] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:10:39.871451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:10:39.875488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:10:39.875585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:10:42.881075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:10:42.885470] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:10:42.890261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:10:42.894054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:10:42.894165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:10:45.898519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:10:45.902899] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:10:45.907339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:10:45.911342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:10:45.911439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:10:48.925091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:10:48.932873] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:10:48.939054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:10:48.943156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:10:48.943251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:10:51.956434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:10:51.963548] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:10:51.971964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:10:51.976752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:10:51.976848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:10:54.982375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:10:54.987281] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:10:54.992019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:10:54.996522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:10:54.996718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:10:58.001979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:10:58.007446] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:10:58.014474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:10:58.020288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:10:58.020433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:11:01.025179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:11:01.034850] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:11:01.040982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:11:01.046382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:11:01.046603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:11:04.054637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:11:04.060532] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:11:04.065960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:11:04.071336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:11:04.071452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:11:07.077117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:11:07.083298] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:11:07.089837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:11:07.095066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:11:07.095208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:11:10.100393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:11:10.105550] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:11:10.111242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:11:10.116089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:11:10.116192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:11:13.123556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:11:13.128710] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:11:13.133668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:11:13.138269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:11:13.138376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:11:16.143013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:11:16.147689] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:11:16.152198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:11:16.156637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:11:16.156795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:11:19.164207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:11:19.170446] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:11:19.175924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:11:19.181596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:11:19.181715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:11:22.188720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:11:22.197785] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:11:22.202974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:11:22.208008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:11:22.208324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:11:25.215621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:11:25.226238] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:11:25.232059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:11:25.236770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:11:25.236878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:11:28.243367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:11:28.248439] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:11:28.253336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:11:28.258808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:11:28.258903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:11:31.266859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:11:31.273883] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:11:31.279942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:11:31.286052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:11:31.286527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:11:34.291817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:11:34.297327] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:11:34.303984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:11:34.309781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:11:34.310178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:11:37.316185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:11:37.321580] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:11:37.327706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:11:37.333507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:11:37.333741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:11:40.339945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:11:40.346787] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:11:40.353837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:11:40.359951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:11:40.360123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:11:43.366046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:11:43.370976] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:11:43.376057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:11:43.385386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:11:43.385539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:11:46.391485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:11:46.396507] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:11:46.401014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:11:46.405484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:11:46.405746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:11:49.412509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:11:49.418919] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:11:49.424526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:11:49.429413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:11:49.429519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:11:52.435427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:11:52.440618] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:11:52.446138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:11:52.451541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:11:52.451665] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:11:55.465349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:11:55.472690] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:11:55.477130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:11:55.483695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:11:55.483816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:11:58.490817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:11:58.497327] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:11:58.505957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:11:58.515478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:11:58.516103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:12:01.522950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:12:01.529530] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:12:01.537872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:12:01.544930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:12:01.545087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:12:04.551153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:12:04.557006] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:12:04.562263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:12:04.567638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:12:04.567808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:12:07.573526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:12:07.578184] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:12:07.582351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:12:07.587110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:12:07.587231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:12:10.591958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:12:10.596071] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:12:10.601578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:12:10.606216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:12:10.606528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:12:13.617104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:12:13.623764] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:12:13.629061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:12:13.634339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:12:13.634507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:12:16.639790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:12:16.644828] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:12:16.649853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:12:16.655193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:12:16.655335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:12:19.661053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:12:19.665630] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:12:19.670614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:12:19.675392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:12:19.675529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:12:22.680304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:12:22.685179] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:12:22.689898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:12:22.694601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:12:22.694735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:12:25.700559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:12:25.706146] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:12:25.711691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:12:25.717180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:12:25.717289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:12:28.724725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:12:28.732571] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:12:28.741608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:12:28.746217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:12:28.746327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:12:31.751542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:12:31.757437] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:12:31.762898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:12:31.767205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:12:31.767323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:12:34.773080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:12:34.777863] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:12:34.782302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:12:34.786519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:12:34.786606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:12:37.792727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:12:37.797368] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:12:37.802600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:12:37.807130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:12:37.807240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:12:40.812548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:12:40.817402] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:12:40.822269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:12:40.828156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:12:40.828266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:12:43.833625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:12:43.840440] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:12:43.847205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:12:43.852723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:12:43.852911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:12:46.858344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:12:46.862732] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:12:46.867034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:12:46.877249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:12:46.877394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:12:49.882780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:12:49.886916] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:12:49.892231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:12:49.897999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:12:49.898134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:12:52.904988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:12:52.910253] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:12:52.915554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:12:52.924469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:12:52.924827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:12:55.934855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:12:55.940550] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:12:55.945639] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:12:55.951445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:12:55.951681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:12:58.957280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:12:58.962093] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:12:58.967306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:12:58.971483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:12:58.971610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:13:01.976590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:13:01.981274] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:13:01.987133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:13:01.991061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:13:01.991158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:13:04.996573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:13:05.002320] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:13:05.007391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:13:05.012680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:13:05.012852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:13:08.018154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:13:08.022883] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:13:08.027693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:13:08.032409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:13:08.032529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:13:11.043956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:13:11.051326] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:13:11.057948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:13:11.063248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:13:11.063373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:13:14.068917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:13:14.074015] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:13:14.078504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:13:14.082898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:13:14.083030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:13:17.089389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:13:17.095893] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:13:17.101097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:13:17.105793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:13:17.105927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:13:20.111597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:13:20.116608] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:13:20.121705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:13:20.127039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:13:20.127239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:13:23.132527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:13:23.137239] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:13:23.142950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:13:23.147528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:13:23.147711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:13:26.154934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:13:26.160817] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:13:26.165592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:13:26.170193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:13:26.170335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:13:29.176445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:13:29.183132] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:13:29.188550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:13:29.193567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:13:29.193724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:13:32.199167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:13:32.204410] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:13:32.208921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:13:32.213351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:13:32.213482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:13:35.218482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:13:35.223492] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:13:35.228937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:13:35.234212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:13:35.234364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:13:38.242907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:13:38.247441] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:13:38.251804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:13:38.259180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:13:38.259509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:13:41.264518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:13:41.269303] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:13:41.274618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:13:41.280521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:13:41.280696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:13:44.286072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:13:44.290594] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:13:44.295539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:13:44.301134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:13:44.301303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:13:47.307872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:13:47.313291] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:13:47.319050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:13:47.324697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:13:47.324930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:13:50.332070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:13:50.339037] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:13:50.346042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:13:50.351409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:13:50.351521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:13:53.358957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:13:53.364553] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:13:53.370568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:13:53.376505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:13:53.376671] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:13:56.382565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:13:56.387847] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:13:56.393747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:13:56.398430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:13:56.398541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:13:59.405360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:13:59.409855] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:13:59.413789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:13:59.417843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:13:59.418025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:14:02.423490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:14:02.427947] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:14:02.434145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:14:02.440094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:14:02.440245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:14:05.445156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:14:05.450319] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:14:05.455464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:14:05.460149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:14:05.460262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:14:08.465371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:14:08.470837] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:14:08.476005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:14:08.480346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:14:08.480685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:14:11.487943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:14:11.493932] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:14:11.500748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:14:11.507294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:14:11.507434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:14:14.512107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:14:14.516997] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:14:14.521792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:14:14.527307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:14:14.527424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:14:17.534375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:14:17.540077] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:14:17.545413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:14:17.550345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:14:17.550467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:14:20.559904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:14:20.567598] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:14:20.574938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:14:20.584439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:14:20.584578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:14:23.590153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:14:23.596357] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:14:23.601050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:14:23.605157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:14:23.605288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:14:26.610233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:14:26.614978] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:14:26.619530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:14:26.624050] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:14:26.624181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:14:29.630538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:14:29.636748] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:14:29.642812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:14:29.648131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:14:29.648283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:14:32.655632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:14:32.662011] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:14:32.669019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:14:32.674977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:14:32.675126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:14:35.681499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:14:35.687371] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:14:35.693499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:14:35.698098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:14:35.698216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:14:38.706016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:14:38.713417] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:14:38.719082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:14:38.723435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:14:38.723531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:14:41.728760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:14:41.733949] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:14:41.740313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:14:41.745260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:14:41.745387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:14:44.750983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:14:44.757413] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:14:44.763755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:14:44.769009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:14:44.769150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:14:47.774006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:14:47.779623] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:14:47.784329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:14:47.788791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:14:47.788896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:14:50.794421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:14:50.799086] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:14:50.804214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:14:50.808744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:14:50.808867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:14:53.815108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:14:53.822062] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:14:53.828407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:14:53.833262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:14:53.833418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:14:56.841692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:14:56.847357] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:14:56.852728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:14:56.857122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:14:56.857337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:14:59.863830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:14:59.869400] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:14:59.873528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:14:59.877299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:14:59.877384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:15:02.882813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:15:02.888043] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:15:02.893785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:15:02.898615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:15:02.898761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:15:05.903628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:15:05.908475] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:15:05.912798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:15:05.917100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:15:05.917191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:15:08.928418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:15:08.934676] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:15:08.939345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:15:08.945031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:15:08.945169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:15:11.950552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:15:11.956407] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:15:11.962250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:15:11.967577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:15:11.967731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:15:14.973485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:15:14.980049] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:15:14.984270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:15:14.988173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:15:14.988274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:15:17.994530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:15:18.000520] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:15:18.004962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:15:18.009051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:15:18.009160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:15:21.015419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:15:21.020506] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:15:21.025952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:15:21.030730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:15:21.030856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:15:24.037098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:15:24.044133] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:15:24.048896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:15:24.053929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:15:24.054077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:15:27.248872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:15:27.255664] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:15:27.261466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:15:27.266140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:15:27.266272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:15:30.271749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:15:30.276893] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:15:30.281859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:15:30.287900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:15:30.288050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:15:33.293832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:15:33.298789] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:15:33.303437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:15:33.308785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:15:33.308909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:15:36.315287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:15:36.320432] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:15:36.325404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:15:36.330869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:15:36.330991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:15:39.338350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:15:39.344114] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:15:39.349532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:15:39.354596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:15:39.354832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:15:42.361314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:15:42.366313] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:15:42.370861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:15:42.374814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:15:42.374933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:15:45.380986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:15:45.385486] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:15:45.396025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:15:45.402183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:15:45.402319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:15:48.407324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:15:48.412940] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:15:48.419291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:15:48.423854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:15:48.423953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:15:51.429099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:15:51.433549] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:15:51.441894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:15:51.446295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:15:51.446398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:15:54.459686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:15:54.465717] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:15:54.471013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:15:54.475440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:15:54.475585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:15:57.480767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:15:57.485603] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:15:57.490456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:15:57.495019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:15:57.495240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:16:00.500119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:16:00.505321] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:16:00.509770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:16:00.514142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:16:00.514243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:16:03.518881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:16:03.523222] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:16:03.528205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:16:03.532460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:16:03.532607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:16:06.537535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:16:06.542904] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:16:06.549027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:16:06.553710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:16:06.553845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:16:09.558611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:16:09.563870] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:16:09.570140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:16:09.574410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:16:09.574523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:16:12.580556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:16:12.586605] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:16:12.595231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:16:12.601466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:16:12.601608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:16:15.607716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:16:15.613390] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:16:15.618776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:16:15.623483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:16:15.623606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:16:18.631338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:16:18.638535] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:16:18.644505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:16:18.649258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:16:18.649399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:16:21.655111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:16:21.659738] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:16:21.664157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:16:21.668973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:16:21.669095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:16:24.674480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:16:24.679157] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:16:24.684118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:16:24.689500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:16:24.689684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:16:27.694911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:16:27.700795] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:16:27.706162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:16:27.711155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:16:27.711292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:16:30.718202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:16:30.724616] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:16:30.729578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:16:30.734020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:16:30.734143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:16:33.741414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:16:33.746775] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:16:33.751289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:16:33.755869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:16:33.755982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:16:36.761535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:16:36.766820] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:16:36.772613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:16:36.778254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:16:36.778363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:16:39.785146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:16:39.791041] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:16:39.796634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:16:39.802407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:16:39.802556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:16:42.808070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:16:42.814171] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:16:42.819029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:16:42.825072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:16:42.825185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:16:45.831109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:16:45.835672] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:16:45.840479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:16:45.845037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:16:45.845188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:16:48.852800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:16:48.857663] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:16:48.862475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:16:48.866377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:16:48.866469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:16:51.870968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:16:51.875134] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:16:51.879171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:16:51.883077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:16:51.883165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:16:54.890228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:16:54.895519] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:16:54.900561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:16:54.904967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:16:54.905079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:16:57.915006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:16:57.920077] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:16:57.924482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:16:57.928496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:16:57.928595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:17:00.933677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:17:00.937711] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:17:00.941744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:17:00.946437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:17:00.946543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:17:03.951444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:17:03.955354] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:17:03.959130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:17:03.963141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:17:03.963235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:17:06.968938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:17:06.975066] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:17:06.984016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:17:06.989519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:17:06.990078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:17:09.995021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:17:10.000708] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:17:10.006312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:17:10.010964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:17:10.011090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:17:13.016331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:17:13.021864] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:17:13.031235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:17:13.036131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:17:13.036236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:17:16.040866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:17:16.045760] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:17:16.049917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:17:16.053956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:17:16.054050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:17:19.059399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:17:19.065009] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:17:19.070069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:17:19.074440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:17:19.074565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:17:22.079281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:17:22.083758] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:17:22.087831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:17:22.091664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:17:22.091764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:17:25.097517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:17:25.102212] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:17:25.106603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:17:25.110814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:17:25.110914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:17:28.189936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:17:28.196256] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:17:28.201470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:17:28.206052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:17:28.206187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:17:31.212415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:17:31.219023] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:17:31.224757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:17:31.229986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:17:31.230109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:17:34.234832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:17:34.240697] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:17:34.246006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:17:34.250994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:17:34.251102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:17:37.256615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:17:37.262412] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:17:37.267753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:17:37.278272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:17:37.278453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:17:40.288359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:17:40.293064] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:17:40.297349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:17:40.301977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:17:40.302068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:17:43.307012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:17:43.315695] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:17:43.319872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:17:43.324661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:17:43.324763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:17:46.330286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:17:46.335389] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:17:46.339769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:17:46.344450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:17:46.344559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:17:49.349780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:17:49.356012] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:17:49.361861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:17:49.366744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:17:49.366887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:17:52.374724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:17:52.382374] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:17:52.389909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:17:52.394154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:17:52.394246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:17:55.399903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:17:55.404459] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:17:55.409034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:17:55.413366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:17:55.413457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:17:58.418332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:17:58.423304] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:17:58.428883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:17:58.432904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:17:58.432993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:18:01.438385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:18:01.445166] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:18:01.450051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:18:01.454327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:18:01.454449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:18:04.459530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:18:04.463630] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:18:04.468365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:18:04.472866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:18:04.472964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:18:07.478155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:18:07.483084] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:18:07.487694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:18:07.492561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:18:07.492689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:18:10.498447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:18:10.502569] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:18:10.507251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:18:10.512107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:18:10.512444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:18:13.518982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:18:13.524984] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:18:13.530433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:18:13.535080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:18:13.535161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:18:16.542222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:18:16.550497] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:18:16.557430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:18:16.562506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:18:16.562666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:18:19.568497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:18:19.573831] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:18:19.579924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:18:19.586077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:18:19.586200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:18:22.591622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:18:22.596284] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:18:22.601500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:18:22.606435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:18:22.606779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:18:25.611979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:18:25.617856] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:18:25.622965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:18:25.628447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:18:25.628616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:18:28.636487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:18:28.643379] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:18:28.648414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:18:28.653359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:18:28.653483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:18:31.662234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:18:31.669069] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:18:31.674498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:18:31.679938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:18:31.680118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:18:34.686499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:18:34.692420] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:18:34.698152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:18:34.702921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:18:34.703010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:18:37.709004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:18:37.714521] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:18:37.720453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:18:37.725074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:18:37.725187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:18:40.730312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:18:40.735529] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:18:40.739901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:18:40.744829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:18:40.744953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:18:43.751519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:18:43.758459] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:18:43.764389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:18:43.769859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:18:43.769973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:18:46.775468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:18:46.781631] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:18:46.786905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:18:46.792046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:18:46.792172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:18:49.797828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:18:49.803070] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:18:49.807131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:18:49.811404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:18:49.811504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:18:52.817272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:18:52.823469] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:18:52.828994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:18:52.834194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:18:52.834314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:18:55.839433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:18:55.844101] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:18:55.849341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:18:55.853706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:18:55.853815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:18:58.860928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:18:58.866285] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:18:58.871506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:18:58.876796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:18:58.876906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:19:01.882139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:19:01.889094] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:19:01.895168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:19:01.902406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:19:01.902788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:19:04.908613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:19:04.913811] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:19:04.918828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:19:04.924075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:19:04.924182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:19:07.932216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:19:07.939709] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:19:07.945707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:19:07.952508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:19:07.952869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:19:10.961136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:19:10.966704] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:19:10.970632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:19:10.975507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:19:10.975691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:19:13.985224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:19:13.995050] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:19:14.000759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:19:14.006598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:19:14.006851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:19:17.012992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:19:17.019115] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:19:17.024737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:19:17.029243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:19:17.029348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:19:20.035467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:19:20.041831] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:19:20.048141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:19:20.053217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:19:20.053340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:19:23.058980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:19:23.063970] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:19:23.068447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:19:23.072501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:19:23.072595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:19:26.079021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:19:26.084601] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:19:26.090252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:19:26.095739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:19:26.095891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:19:29.280785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:19:29.315344] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:19:29.320662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:19:29.324832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:19:29.324931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:19:32.335039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:19:32.340596] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:19:32.346108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:19:32.351114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:19:32.351223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:19:35.357257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:19:35.363281] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:19:35.368428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:19:35.373082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:19:35.373176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:19:38.378536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:19:38.383525] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:19:38.390447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:19:38.395368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:19:38.395479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:19:41.404841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:19:41.410798] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:19:41.415310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:19:41.420398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:19:41.420518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:19:44.425919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:19:44.431620] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:19:44.436119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:19:44.440538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:19:44.440789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:19:47.446831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:19:47.451878] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:19:47.457130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:19:47.461290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:19:47.461382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:19:50.468829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:19:50.473494] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:19:50.478432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:19:50.483961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:19:50.484070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:19:53.489475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:19:53.493883] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:19:53.498368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:19:53.502682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:19:53.502780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:19:56.507892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:19:56.513218] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:19:56.519254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:19:56.523920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:19:56.524033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:19:59.529481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:19:59.535145] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:19:59.539935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:19:59.544616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:19:59.544750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:20:02.549574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:20:02.554787] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:20:02.560155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:20:02.565080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:20:02.565204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:20:05.571559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:20:05.577312] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:20:05.582394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:20:05.588119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:20:05.588260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:20:08.595014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:20:08.602199] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:20:08.608222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:20:08.614534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:20:08.615041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:20:11.621857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:20:11.627109] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:20:11.632023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:20:11.636371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:20:11.636473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:20:14.642335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:20:14.648179] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:20:14.655590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:20:14.661153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:20:14.661259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:20:17.666550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:20:17.672971] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:20:17.678489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:20:17.683065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:20:17.683168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:20:20.720461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:20:20.726020] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:20:20.730805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:20:20.734751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:20:20.734860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:20:23.742187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:20:23.778726] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:20:23.784479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:20:23.790098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:20:23.790462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:20:26.797510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:20:26.802766] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:20:26.808792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:20:26.814427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:20:26.814615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:20:29.820855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:20:29.826298] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:20:29.832389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:20:29.837417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:20:29.837538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:20:32.843112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:20:32.848036] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:20:32.852356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:20:32.857443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:20:32.857600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:20:35.864408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:20:35.869089] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:20:35.873425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:20:35.879020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:20:35.879131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:20:38.886009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:20:38.891724] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:20:38.896515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:20:38.902282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:20:38.902421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:20:41.912286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:20:41.917786] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:20:41.922786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:20:41.928412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:20:41.928600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:20:44.934408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:20:44.939805] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:20:44.945624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:20:44.951967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:20:44.952137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:20:47.957712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:20:47.962095] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:20:47.966727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:20:47.972464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:20:47.972626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:20:50.977952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:20:50.982873] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:20:50.987879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:20:50.993162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:20:50.993460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:20:54.001976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:20:54.010110] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:20:54.016617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:20:54.023563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:20:54.023835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:20:57.030627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:20:57.035722] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:20:57.041057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:20:57.045936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:20:57.046059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:21:00.052123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:21:00.057213] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:21:00.061814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:21:00.258567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:21:00.258734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:21:03.264385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:21:03.270337] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:21:03.275077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:21:03.279379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:21:03.279536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:21:06.286831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:21:06.291485] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:21:06.296512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:21:06.301571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:21:06.301757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:21:09.311233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:21:09.317383] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:21:09.322999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:21:09.328792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:21:09.328931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:21:12.335912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:21:12.341151] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:21:12.347819] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:21:12.354564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:21:12.354892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:21:15.359821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:21:15.365287] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:21:15.371020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:21:15.376372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:21:15.376505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:21:18.382032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:21:18.386977] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:21:18.392067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:21:18.397821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:21:18.397957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:21:21.409639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:21:21.415217] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:21:21.422710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:21:21.430855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:21:21.431242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:21:24.436555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:21:24.441338] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:21:24.446781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:21:24.452003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:21:24.452123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:21:27.458041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:21:27.462772] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:21:27.468307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:21:27.473783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:21:27.473956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:21:30.483026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:21:30.490686] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:21:30.496302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:21:30.501767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:21:30.501925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:21:33.508088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:21:33.514625] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:21:33.521860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:21:33.527247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:21:33.527380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:21:36.533460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:21:36.538528] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:21:36.543959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:21:36.548474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:21:36.548582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:21:39.557027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:21:39.564103] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:21:39.570333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:21:39.576261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:21:39.576381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:21:42.581844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:21:42.592052] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:21:42.597243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:21:42.602196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:21:42.602321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:21:45.607346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:21:45.612347] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:21:45.617034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:21:45.621735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:21:45.621857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:21:48.628127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:21:48.633131] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:21:48.638628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:21:48.643327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:21:48.643431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:21:51.650123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:21:51.655177] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:21:51.661005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:21:51.666201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:21:51.666325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:21:54.671702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:21:54.676738] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:21:54.681523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:21:54.686261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:21:54.686372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:21:57.692939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:21:57.698780] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:21:57.704486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:21:57.709247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:21:57.709395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:22:00.715692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:22:00.721618] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:22:00.727608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:22:00.733830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:22:00.733954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:22:03.740740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:22:03.745743] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:22:03.751588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:22:03.756061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:22:03.756198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:22:06.760751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:22:06.765631] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:22:06.770480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:22:06.775054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:22:06.775158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:22:09.781830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:22:09.788107] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:22:09.793922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:22:09.799900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:22:09.800052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:22:12.806952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:22:12.812852] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:22:12.818321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:22:12.823367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:22:12.823495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:22:15.828993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:22:15.833464] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:22:15.838234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:22:15.842292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:22:15.842400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:22:18.848716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:22:18.855225] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:22:18.860780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:22:18.866207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:22:18.866508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:22:21.873065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:22:21.878627] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:22:21.884388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:22:21.890319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:22:21.890451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:22:24.897394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:22:24.902423] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:22:24.908491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:22:24.914393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:22:24.914717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:22:27.920204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:22:27.925802] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:22:27.930462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:22:27.934620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:22:27.934881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:22:30.941982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:22:30.948292] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:22:30.954072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:22:30.958986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:22:30.959125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:22:33.967666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:22:33.974719] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:22:33.981049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:22:33.988757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:22:33.988878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:22:36.994182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:22:36.998508] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:22:37.004221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:22:37.009367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:22:37.009462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:22:40.014315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:22:40.023401] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:22:40.028941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:22:40.034878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:22:40.035229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:22:43.041980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:22:43.047868] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:22:43.052989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:22:43.057760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:22:43.057884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:22:46.062832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:22:46.069190] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:22:46.075210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:22:46.080581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:22:46.080894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:22:49.090537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:22:49.095215] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:22:49.100400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:22:49.106703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:22:49.106809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:22:52.115198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:22:52.123932] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:22:52.129156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:22:52.134709] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:22:52.134909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:22:55.141358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:22:55.148016] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:22:55.154004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:22:55.159363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:22:55.160010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:22:58.166071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:22:58.171636] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:22:58.177478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:22:58.182885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:22:58.183095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:23:01.190760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:23:01.197418] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:23:01.201951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:23:01.206168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:23:01.206295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:23:04.212246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:23:04.217501] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:23:04.221912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:23:04.226028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:23:04.226164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:23:07.233851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:23:07.240687] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:23:07.247491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:23:07.252858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:23:07.252987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:23:10.258049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:23:10.262928] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:23:10.267817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:23:10.272184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:23:10.272280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:23:13.283124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:23:13.289385] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:23:13.297623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:23:13.304180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:23:13.304320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:23:16.309477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:23:16.314900] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:23:16.321075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:23:16.326161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:23:16.326316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:23:19.331950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:23:19.336471] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:23:19.341905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:23:19.347052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:23:19.347160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:23:22.353484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:23:22.358222] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:23:22.363441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:23:22.368846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:23:22.368957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:23:25.383171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:23:25.395293] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:23:25.402510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:23:25.406615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:23:25.406738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:23:28.411326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:23:28.415993] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:23:28.420875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:23:28.425067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:23:28.425165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:23:31.429978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:23:31.435097] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:23:31.441137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:23:31.447169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:23:31.447301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:23:34.454135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:23:34.460096] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:23:34.466141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:23:34.473325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:23:34.473452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:23:37.478963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:23:37.483677] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:23:37.488021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:23:37.492199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:23:37.492295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:23:40.498204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:23:40.503558] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:23:40.509378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:23:40.514020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:23:40.514136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:23:43.519808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:23:43.525200] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:23:43.531718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:23:43.536045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:23:43.536199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:23:46.541609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:23:46.547229] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:23:46.554054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:23:46.560303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:23:46.560453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:23:49.566886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:23:49.571830] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:23:49.577196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:23:49.586264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:23:49.586536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:23:52.591880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:23:52.598070] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:23:52.603069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:23:52.607744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:23:52.607853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:23:55.614618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:23:55.621847] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:23:55.627950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:23:55.633987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:23:55.634220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:23:58.642875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:23:58.648054] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:23:58.655687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:23:58.662162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:23:58.662487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:24:01.681443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:24:01.695981] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:24:01.701249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:24:01.705276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:24:01.705376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:24:04.710526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:24:04.717155] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:24:04.722294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:24:04.727673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:24:04.727819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:24:07.732939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:24:07.738369] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:24:07.743697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:24:07.749977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:24:07.750107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:24:10.755773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:24:10.760593] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:24:10.764942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:24:10.769427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:24:10.769804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:24:13.776444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:24:13.781940] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:24:13.787328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:24:13.792456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:24:13.792679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:24:16.799947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:24:16.806794] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:24:16.811910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:24:16.816875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:24:16.817051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:24:19.824398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:24:19.832357] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:24:19.839984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:24:19.846004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:24:19.846137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:24:22.853615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:24:22.861238] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:24:22.869509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:24:22.874853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:24:22.874984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:24:25.880827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:24:25.886483] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:24:25.890885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:24:25.894856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:24:25.894951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:24:28.899906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:24:28.905104] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:24:28.910451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:24:28.914728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:24:28.914835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:24:31.919751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:24:31.925257] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:24:31.929985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:24:31.934713] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:24:31.934835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:24:34.940852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:24:34.944870] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:24:34.949192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:24:34.953540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:24:34.953637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:24:37.960072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:24:37.964860] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:24:37.969894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:24:37.974325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:24:37.974792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:24:40.980949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:24:40.987158] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:24:40.992727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:24:40.998207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:24:40.998362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:24:44.005342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:24:44.011873] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:24:44.018018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:24:44.024216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:24:44.025023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:24:47.031272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:24:47.039036] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:24:47.046827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:24:47.053410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:24:47.053555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:24:50.060024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:24:50.065974] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:24:50.071760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:24:50.076970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:24:50.077143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:24:53.084173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:24:53.091377] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:24:53.098276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:24:53.105134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:24:53.105267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:24:56.112214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:24:56.117719] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:24:56.122474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:24:56.127230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:24:56.127427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:24:59.133430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:24:59.138114] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:24:59.143375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:24:59.148039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:24:59.148128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:25:02.154869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:25:02.160114] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:25:02.165489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:25:02.171141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:25:02.171364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:25:05.177834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:25:05.182671] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:25:05.187476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:25:05.191345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:25:05.191555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:25:08.198484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:25:08.204154] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:25:08.209922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:25:08.215081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:25:08.215228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:25:11.220600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:25:11.226163] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:25:11.231141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:25:11.236701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:25:11.236946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:25:14.242345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:25:14.247623] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:25:14.253209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:25:14.257785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:25:14.257880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:25:17.262855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:25:17.267874] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:25:17.274215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:25:17.280393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:25:17.280569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:25:20.285951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:25:20.290912] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:25:20.295980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:25:20.301825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:25:20.302074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:25:23.310085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:25:23.315011] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:25:23.320689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:25:23.328494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:25:23.328752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:25:26.335457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:25:26.341322] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:25:26.346934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:25:26.352236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:25:26.352970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:25:29.358479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:25:29.364307] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:25:29.370421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:25:29.376138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:25:29.376263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:25:32.381739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:25:32.387601] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:25:32.393100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:25:32.399493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:25:32.399770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:25:35.407797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:25:35.412703] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:25:35.417603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:25:35.422184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:25:35.422290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:25:38.428038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:25:38.433459] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:25:38.438338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:25:38.443239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:25:38.443383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:25:41.449021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:25:41.453230] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:25:41.458464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:25:41.463936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:25:41.464054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:25:44.470145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:25:44.477054] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:25:44.483431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:25:44.489763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:25:44.489893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:25:47.496371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:25:47.501763] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:25:47.507038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:25:47.511346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:25:47.511448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:25:50.518031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:25:50.523347] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:25:50.528065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:25:50.532601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:25:50.532725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:25:53.553191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:25:53.566840] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:25:53.577218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:25:53.583054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:25:53.583199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:25:56.590376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:25:56.597058] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:25:56.602414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:25:56.607110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:25:56.607369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:25:59.611759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:25:59.615694] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:25:59.620491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:25:59.625062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:25:59.625187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:26:02.631478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:26:02.650942] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:26:02.656008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:26:02.660525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:26:02.660634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:26:05.666271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:26:05.671172] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:26:05.676505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:26:05.681021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:26:05.681144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:26:08.687227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:26:08.691893] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:26:08.697622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:26:08.702367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:26:08.702501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:26:11.707797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:26:11.713672] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:26:11.718450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:26:11.724810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:26:11.725125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:26:14.732962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:26:14.739636] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:26:14.747523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:26:14.754332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:26:14.754629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:26:17.762912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:26:17.769056] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:26:17.774164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:26:17.779770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:26:17.779955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:26:20.786032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:26:20.791513] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:26:20.796460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:26:20.801098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:26:20.801230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:26:23.809611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:26:23.816094] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:26:23.822040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:26:23.826914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:26:23.827089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:26:26.832595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:26:26.837459] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:26:26.843105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:26:26.848202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:26:26.848328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:26:29.854088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:26:29.860757] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:26:29.866142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:26:29.871040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:26:29.871164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:26:32.878222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:26:32.884334] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:26:32.888908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:26:32.893055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:26:32.893145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:26:35.898829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:26:35.904113] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:26:35.909013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:26:35.913609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:26:35.913883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:26:38.919242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:26:38.923948] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:26:38.928735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:26:38.934212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:26:38.934356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:26:41.940230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:26:41.945595] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:26:41.952225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:26:41.957837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:26:41.958046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:26:44.964793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:26:44.970964] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:26:44.977221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:26:44.982322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:26:44.982429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:26:47.989957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:26:47.997704] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:26:48.003702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:26:48.011006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:26:48.011200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:26:51.018124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:26:51.023837] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:26:51.028625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:26:51.033129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:26:51.033265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:26:54.038791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:26:54.044727] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:26:54.049534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:26:54.055315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:26:54.055451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:26:57.061250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:26:57.067587] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:26:57.072514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:26:57.078260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:26:57.078417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:27:00.087235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:27:00.096171] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:27:00.102111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:27:00.107374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:27:00.107536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:27:03.116780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:27:03.214809] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:27:03.220528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:27:03.225455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:27:03.225565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:27:06.231857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:27:06.237124] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:27:06.241930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:27:06.246474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:27:06.246583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:27:09.252716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:27:09.257675] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:27:09.263436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:27:09.267947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:27:09.268106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:27:12.273120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:27:12.277865] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:27:12.282187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:27:12.286507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:27:12.286599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:27:15.291922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:27:15.296796] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:27:15.301144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:27:15.305377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:27:15.305619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:27:18.312420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:27:18.317378] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:27:18.321890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:27:18.326843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:27:18.327034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:27:21.333771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:27:21.339621] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:27:21.344736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:27:21.350094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:27:21.350201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:27:24.354609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:27:24.362583] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:27:24.367850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:27:24.372815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:27:24.373130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:27:27.379251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:27:27.385148] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:27:27.390808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:27:27.396898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:27:27.397104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:27:30.403384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:27:30.411234] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:27:30.416588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:27:30.420862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:27:30.420995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:27:33.427566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:27:33.433115] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:27:33.439163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:27:33.443804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:27:33.443910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:27:36.450740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:27:36.456126] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:27:36.461214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:27:36.466268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:27:36.466381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:27:39.472415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:27:39.477231] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:27:39.481807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:27:39.486896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:27:39.487038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:27:42.493041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:27:42.498621] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:27:42.503778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:27:42.509108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:27:42.509273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:27:45.514602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:27:45.519374] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:27:45.524683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:27:45.529630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:27:45.529811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:27:48.535524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:27:48.541729] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:27:48.547536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:27:48.552834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:27:48.552969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:27:51.558600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:27:51.564059] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:27:51.569400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:27:51.574717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:27:51.574824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:27:54.580523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:27:54.585917] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:27:54.591434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:27:54.597044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:27:54.597169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:27:57.604151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:27:57.611574] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:27:57.618971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:27:57.625121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:27:57.625491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:28:00.630981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:28:00.635780] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:28:00.641243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:28:00.646315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:28:00.646544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:28:03.654187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:28:03.659684] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:28:03.665253] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:28:03.670066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:28:03.670314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:28:06.681936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:28:06.686835] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:28:06.693450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:28:06.698849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:28:06.699033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:28:09.705049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:28:09.711684] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:28:09.718168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:28:09.723071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:28:09.723163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:28:12.730976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:28:12.737073] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:28:12.743301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:28:12.749183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:28:12.749447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:28:15.756426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:28:15.761060] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:28:15.766532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:28:15.772405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:28:15.772561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:28:18.781611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:28:18.786773] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:28:18.791270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:28:18.795349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:28:18.795472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:28:21.800243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:28:21.804848] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:28:21.814979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:28:21.820338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:28:21.820463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:28:24.828000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:28:24.834181] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:28:24.839378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:28:24.844215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:28:24.844331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:28:27.850182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:28:27.855105] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:28:27.862098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:28:27.867028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:28:27.871386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:28:30.876516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:28:30.881452] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:28:30.885883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:28:30.890198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:28:30.890323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:28:33.895731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:28:33.901609] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:28:33.908786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:28:33.913911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:28:33.914036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:28:36.919323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:28:36.924664] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:28:36.929555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:28:36.933619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:28:36.933803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:28:39.939038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:28:39.944426] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:28:39.949400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:28:39.954478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:28:39.954606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:28:42.960152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:28:42.964761] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:28:42.970979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:28:42.975818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:28:42.975961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:28:45.981331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:28:45.986767] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:28:45.992398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:28:45.997962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:28:45.998073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:28:49.005104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:28:49.011204] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:28:49.016732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:28:49.021269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:28:49.021387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:28:52.027540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:28:52.033956] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:28:52.040531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:28:52.045759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:28:52.046098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:28:55.051587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:28:55.056112] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:28:55.060302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:28:55.064904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:28:55.064991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:28:58.070812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:28:58.076326] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:28:58.081254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:28:58.086695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:28:58.086830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:29:01.092287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:29:01.097276] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:29:01.101401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:29:01.105624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:29:01.105759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:29:04.111595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:29:04.116594] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:29:04.120925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:29:04.125333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:29:04.125497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:29:07.130956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:29:07.136882] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:29:07.141402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:29:07.146783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:29:07.146957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:29:10.154312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:29:10.159441] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:29:10.164607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:29:10.169206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:29:10.169310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:29:13.175352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:29:13.180805] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:29:13.186175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:29:13.191249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:29:13.191479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:29:16.200825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:29:16.206298] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:29:16.211452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:29:16.216592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:29:16.216735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:29:19.223056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:29:19.228030] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:29:19.233128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:29:19.238116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:29:19.238250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:29:22.244467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:29:22.249923] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:29:22.254990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:29:22.259773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:29:22.259891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:29:25.264916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:29:25.270580] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:29:25.277372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:29:25.282385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:29:25.282538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:29:28.287681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:29:28.292490] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:29:28.296633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:29:28.301972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:29:28.302092] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:29:31.308034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:29:31.313098] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:29:31.319152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:29:31.323907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:29:31.324019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:29:34.330329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:29:34.338170] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:29:34.342975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:29:34.348467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:29:34.348589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:29:37.354035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:29:37.359404] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:29:37.364416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:29:37.369107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:29:37.369222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:29:40.374419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:29:40.384344] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:29:40.388999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:29:40.393596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:29:40.393744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:29:43.399437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:29:43.404864] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:29:43.409712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:29:43.414175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:29:43.414288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:29:46.420389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:29:46.425531] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:29:46.432345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:29:46.437473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:29:46.437742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:29:49.443839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:29:49.448190] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:29:49.453696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:29:49.458571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:29:49.459207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:29:52.466096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:29:52.473817] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:29:52.480095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:29:52.487308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:29:52.487424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:29:55.493453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:29:55.498146] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:29:55.504053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:29:55.509234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:29:55.509531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:29:58.514856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:29:58.521345] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:29:58.529012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:29:58.535211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:29:58.535447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:30:01.541969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:30:01.548110] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:30:01.553409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:30:01.559505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:30:01.559742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:30:04.566292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:30:04.571905] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:30:04.576929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:30:04.581094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:30:04.581317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:30:07.586567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:30:07.591040] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:30:07.595421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:30:07.600524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:30:07.600739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:30:10.608156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:30:10.612596] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:30:10.616899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:30:10.621498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:30:10.621615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:30:13.631393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:30:13.637222] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:30:13.642603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:30:13.648009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:30:13.648136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:30:16.654034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:30:16.659297] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:30:16.664437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:30:16.669739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:30:16.669880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:30:19.675982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:30:19.680604] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:30:19.685103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:30:19.690051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:30:19.690162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:30:22.728477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:30:22.734215] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:30:22.739090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:30:22.743714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:30:22.743830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:30:25.749620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:30:25.785253] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:30:25.789455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:30:25.793683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:30:25.793777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:30:28.802282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:30:28.810950] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:30:28.815992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:30:28.820168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:30:28.820276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:30:31.825984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:30:31.832083] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:30:31.838396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:30:31.842430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:30:31.842538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:30:34.848662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:30:34.854198] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:30:34.859315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:30:34.863712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:30:34.863835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:30:37.868960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:30:37.873886] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:30:37.878954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:30:37.883011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:30:37.883109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:30:40.888745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:30:40.893620] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:30:40.899102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:30:40.903351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:30:40.903456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:30:43.908785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:30:43.913435] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:30:43.917999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:30:43.923527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:30:43.923680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:30:46.929094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:30:46.935988] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:30:46.942757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:30:46.948165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:30:46.948346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:30:49.955363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:30:49.962896] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:30:49.969092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:30:49.974041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:30:49.974164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:30:52.979857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:30:52.985559] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:30:52.991909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:30:52.997591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:30:52.997747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:30:56.003204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:30:56.011736] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:30:56.016547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:30:56.021194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:30:56.021298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:30:59.026948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:30:59.032480] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:30:59.037375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:30:59.041873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:30:59.042006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:31:02.048863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:31:02.054826] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:31:02.061028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:31:02.066332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:31:02.066439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:31:05.166678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:31:05.171637] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:31:05.176835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:31:05.180978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:31:05.181083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:31:08.186296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:31:08.190578] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:31:08.196241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:31:08.200217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:31:08.200324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:31:11.205341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:31:11.211491] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:31:11.216986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:31:11.222770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:31:11.222921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:31:14.229883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:31:14.235726] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:31:14.240433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:31:14.245944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:31:14.246063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:31:17.255901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:31:17.260268] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:31:17.264559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:31:17.269222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:31:17.269319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:31:20.277035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:31:20.282368] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:31:20.287246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:31:20.293882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:31:20.294009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:31:23.299745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:31:23.304874] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:31:23.311367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:31:23.318048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:31:23.318171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:31:26.322953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:31:26.327493] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:31:26.331929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:31:26.336405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:31:26.336510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:31:29.341925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:31:29.346845] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:31:29.351767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:31:29.357074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:31:29.357203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:31:32.362836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:31:32.368086] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:31:32.373610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:31:32.378674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:31:32.379038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:31:35.385390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:31:35.391548] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:31:35.396695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:31:35.401493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:31:35.401607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:31:38.407624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:31:38.412447] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:31:38.417605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:31:38.422558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:31:38.422703] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:31:41.428405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:31:41.432942] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:31:41.438222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:31:41.443283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:31:41.443393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:31:44.451451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:31:44.458666] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:31:44.465088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:31:44.473751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:31:44.474106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:31:47.479805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:31:47.485485] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:31:47.490950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:31:47.495215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:31:47.495332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:31:50.501202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:31:50.507354] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:31:50.513915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:31:50.518979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:31:50.519120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:31:53.525748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:31:53.529938] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:31:53.536014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:31:53.541435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:31:53.541553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:31:56.548452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:31:56.553227] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:31:56.557865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:31:56.561935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:31:56.562574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:31:59.569376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:31:59.574491] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:31:59.579294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:31:59.583891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:31:59.583990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:32:02.590357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:32:02.597486] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:32:02.603188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:32:02.608855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:32:02.608977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:32:05.616383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:32:05.625507] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:32:05.631446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:32:05.638837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:32:05.639071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:32:08.644905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:32:08.649286] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:32:08.653881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:32:08.665115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:32:08.666599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:32:11.671392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:32:11.678067] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:32:11.685485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:32:11.691366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:32:11.691708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:32:14.698081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:32:14.703017] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:32:14.708610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:32:14.713944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:32:14.714047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:32:17.719716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:32:17.724534] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:32:17.730145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:32:17.735103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:32:17.735225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:32:20.740788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:32:20.745321] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:32:20.749917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:32:20.754446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:32:20.754548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:32:23.761101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:32:23.768831] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:32:23.776154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:32:23.781614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:32:23.781781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:32:26.789274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:32:26.795984] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:32:26.800858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:32:26.805686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:32:26.805823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:32:29.810026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:32:29.814339] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:32:29.818821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:32:29.823359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:32:29.823526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:32:32.829329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:32:32.833944] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:32:32.838403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:32:32.843360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:32:32.843458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:32:35.854380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:32:35.861076] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:32:35.866919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:32:35.872955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:32:35.873101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:32:38.879733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:32:38.887347] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:32:38.894020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:32:38.901088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:32:38.901211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:32:41.907303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:32:41.913833] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:32:41.919055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:32:41.923866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:32:41.924005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:32:44.928977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:32:44.933063] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:32:44.937837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:32:44.943091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:32:44.943185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:32:47.948745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:32:47.953479] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:32:47.958996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:32:47.964077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:32:47.964262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:32:50.970405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:32:50.976328] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:32:50.981392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:32:50.985694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:32:50.985799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:32:53.990480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:32:53.995417] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:32:54.001264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:32:54.006970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:32:54.007181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:32:57.012491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:32:57.018856] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:32:57.023451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:32:57.028730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:32:57.029033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:33:00.034351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:33:00.038794] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:33:00.043803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:33:00.048224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:33:00.048322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:33:03.054219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:33:03.059481] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:33:03.064129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:33:03.069458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:33:03.069593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:33:06.077442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:33:06.082799] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:33:06.363950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:33:06.368115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:33:06.368238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:33:09.372874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:33:09.377396] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:33:09.381900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:33:09.387439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:33:09.387581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:33:12.392811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:33:12.397135] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:33:12.402083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:33:12.406124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:33:12.406222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:33:15.413322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:33:15.418987] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:33:15.425087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:33:15.429371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:33:15.429484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:33:18.434173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:33:18.438202] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:33:18.442702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:33:18.446955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:33:18.447089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:33:21.453522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:33:21.460333] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:33:21.465335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:33:21.469858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:33:21.469968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:33:24.475555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:33:24.481808] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:33:24.487844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:33:24.492798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:33:24.492942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:33:27.497463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:33:27.501231] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:33:27.505485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:33:27.509950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:33:27.510037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:33:30.515836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:33:30.520510] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:33:30.525557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:33:30.530814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:33:30.530956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:33:33.535246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:33:33.540673] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:33:33.546135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:33:33.550523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:33:33.550639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:33:36.556802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:33:36.562247] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:33:36.568067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:33:36.573421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:33:36.573564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:33:39.580186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:33:39.586384] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:33:39.591784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:33:39.597040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:33:39.597179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:33:42.603522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:33:42.608570] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:33:42.613485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:33:42.618664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:33:42.618769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:33:45.624449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:33:45.629814] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:33:45.635543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:33:45.642686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:33:45.642855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:33:48.649416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:33:48.654199] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:33:48.659200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:33:48.664446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:33:48.664564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:33:51.669250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:33:51.673258] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:33:51.678199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:33:51.683427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:33:51.683532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:33:54.690582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:33:54.698324] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:33:54.704606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:33:54.709836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:33:54.709946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:33:57.715245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:33:57.720214] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:33:57.724952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:33:57.729798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:33:57.729933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:34:00.736268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:34:00.741769] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:34:00.747771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:34:00.752925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:34:00.753130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:34:03.758972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:34:03.763266] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:34:03.768044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:34:03.772063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:34:03.772164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:34:06.778608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:34:06.785128] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:34:06.790611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:34:06.795845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:34:06.795960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:34:09.802497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:34:09.808814] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:34:09.813845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:34:09.818868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:34:09.818969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:34:12.825823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:34:12.833115] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:34:12.840528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:34:12.844829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:34:12.844926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:34:15.851331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:34:15.857302] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:34:15.862812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:34:15.867562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:34:15.867914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:34:18.875189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:34:18.881138] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:34:18.887871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:34:18.892567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:34:18.892729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:34:21.897892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:34:21.903246] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:34:21.907989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:34:21.912412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:34:21.912535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:34:24.918669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:34:24.923947] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:34:24.928620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:34:24.934533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:34:24.935553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:34:27.941185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:34:27.946152] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:34:27.950992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:34:27.955222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:34:27.955480] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:34:30.960982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:34:30.965232] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:34:30.976456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:34:30.982043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:34:30.982169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:34:33.987071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:34:33.992324] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:34:33.997829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:34:34.003316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:34:34.003483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:34:37.304207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:34:37.340727] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:34:37.345155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:34:37.350110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:34:37.350232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:34:40.358101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:34:40.366950] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:34:40.374295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:34:40.380823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:34:40.380976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:34:43.387215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:34:43.394694] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:34:43.398774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:34:43.403919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:34:43.404025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:34:46.408850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:34:46.413779] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:34:46.419120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:34:46.423411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:34:46.423512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:34:49.429668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:34:49.435741] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:34:49.440630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:34:49.446179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:34:49.446336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:34:52.452507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:34:52.458411] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:34:52.464046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:34:52.468156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:34:52.468243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:34:55.478974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:34:55.483126] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:34:55.487387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:34:55.491485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:34:55.491601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:34:58.497546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:34:58.503183] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:34:58.507419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:34:58.511336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:34:58.511442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:35:01.517270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:35:01.522804] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:35:01.527325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:35:01.531831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:35:01.531960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:35:04.537946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:35:04.544481] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:35:04.549497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:35:04.555024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:35:04.555172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:35:07.561838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:35:07.566599] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:35:07.572049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:35:07.576947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:35:07.577085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:35:10.582703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:35:10.588122] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:35:10.592987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:35:10.596843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:35:10.596928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:35:13.601932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:35:13.608588] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:35:13.614791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:35:13.620079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:35:13.620205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:35:16.625825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:35:16.630418] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:35:16.636183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:35:16.640708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:35:16.640812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:35:19.647551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:35:19.656019] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:35:19.664509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:35:19.670291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:35:19.670452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:35:22.677513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:35:22.684561] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:35:22.689469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:35:22.694006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:35:22.694108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:35:25.700014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:35:25.705189] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:35:25.710389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:35:25.714688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:35:25.714796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:35:28.720525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:35:28.725075] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:35:28.729516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:35:28.733669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:35:28.733770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:35:31.740526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:35:31.747702] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:35:31.754903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:35:31.763793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:35:31.764314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:35:34.772122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:35:34.779324] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:35:34.788428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:35:34.795985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:35:34.796125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:35:37.802852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:35:37.807730] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:35:37.811791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:35:37.817153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:35:37.817326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:35:40.823145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:35:40.828409] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:35:40.834034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:35:40.839900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:35:40.840163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:35:43.845679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:35:43.850387] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:35:43.855247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:35:43.860259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:35:43.860401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:35:46.865547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:35:46.870253] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:35:46.875503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:35:46.881208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:35:46.881353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:35:49.888311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:35:49.893423] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:35:49.901255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:35:49.907935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:35:49.908365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:35:52.913896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:35:52.918097] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:35:52.922696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:35:52.926573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:35:52.926736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:35:55.932522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:35:55.936848] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:35:55.942782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:35:55.947448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:35:55.947574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:35:58.953801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:35:58.963901] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:35:58.969857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:35:58.975697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:35:58.975857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:36:01.982850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:36:01.989699] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:36:01.995218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:36:02.001021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:36:02.001150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:36:05.006531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:36:05.012601] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:36:05.018437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:36:05.023253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:36:05.023399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:36:08.227433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:36:08.263038] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:36:08.268018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:36:08.272882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:36:08.272997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:36:11.279274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:36:11.285275] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:36:11.290838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:36:11.296229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:36:11.296363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:36:14.302095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:36:14.307264] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:36:14.312768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:36:14.318070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:36:14.318197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:36:17.324123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:36:17.334082] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:36:17.339630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:36:17.344358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:36:17.344464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:36:20.350250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:36:20.355707] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:36:20.360308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:36:20.365303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:36:20.365413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:36:23.373118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:36:23.381815] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:36:23.390005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:36:23.396204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:36:23.396349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:36:26.406453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:36:26.418899] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:36:26.423556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:36:26.429040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:36:26.429207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:36:29.435608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:36:29.441815] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:36:29.447144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:36:29.452430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:36:29.452569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:36:32.457707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:36:32.464014] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:36:32.469884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:36:32.474699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:36:32.474836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:36:35.483301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:36:35.490511] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:36:35.495789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:36:35.500940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:36:35.501059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:36:38.507357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:36:38.513014] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:36:38.518578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:36:38.523860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:36:38.524006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:36:41.529945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:36:41.535950] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:36:41.540413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:36:41.544474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:36:41.544920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:36:44.549455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:36:44.553847] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:36:44.558306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:36:44.562721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:36:44.562944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:36:47.568134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:36:47.572619] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:36:47.577492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:36:47.581638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:36:47.581758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:36:50.588983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:36:50.593944] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:36:50.600077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:36:50.606241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:36:50.606540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:36:53.612479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:36:53.618372] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:36:53.623715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:36:53.628524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:36:53.628934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:36:56.634453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:36:56.639408] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:36:56.645946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:36:56.651321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:36:56.651434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:36:59.662349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:36:59.668236] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:36:59.674755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:36:59.679430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:36:59.679549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:37:02.685271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:37:02.690701] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:37:02.696790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:37:02.701884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:37:02.701996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:37:05.707165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:37:05.712404] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:37:05.717935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:37:05.723692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:37:05.723828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:37:08.730019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:37:08.736680] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:37:08.742392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:37:08.748676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:37:08.748871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:37:11.753666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:37:11.761424] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:37:11.767668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:37:11.771999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:37:11.772128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:37:14.777699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:37:14.782808] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:37:14.788008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:37:14.793531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:37:14.793780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:37:17.809363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:37:17.817990] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:37:17.829049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:37:17.836560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:37:17.836806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:37:20.842751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:37:20.849090] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:37:20.854341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:37:20.860132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:37:20.860241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:37:23.868344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:37:23.874742] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:37:23.879622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:37:23.884985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:37:23.885089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:37:26.890007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:37:26.895027] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:37:26.900622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:37:26.904993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:37:26.905091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:37:29.911228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:37:29.917051] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:37:29.921489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:37:29.925873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:37:29.925995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:37:32.931378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:37:32.936828] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:37:32.941257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:37:32.945375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:37:32.945476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:37:35.951956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:37:35.956961] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:37:35.961602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:37:35.966600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:37:35.966841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:37:38.974470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:37:38.980153] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:37:38.984528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:37:38.989548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:37:38.989834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:37:41.996321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:37:42.001717] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:37:42.006871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:37:42.011958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:37:42.012126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:37:45.020123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:37:45.025689] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:37:45.030767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:37:45.036590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:37:45.036744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:37:48.041792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:37:48.046530] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:37:48.051089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:37:48.055533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:37:48.055675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:37:51.061720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:37:51.066802] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:37:51.072692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:37:51.078973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:37:51.079103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:37:54.084333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:37:54.088440] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:37:54.093200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:37:54.098512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:37:54.098942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:37:57.104538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:37:57.109221] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:37:57.114928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:37:57.120415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:37:57.120740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:38:00.127885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:38:00.132510] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:38:00.137157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:38:00.142134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:38:00.142330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:38:03.148686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:38:03.157239] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:38:03.162204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:38:03.168192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:38:03.168484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:38:06.176386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:38:06.183580] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:38:06.188951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:38:06.194441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:38:06.194574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:38:09.205362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:38:09.211332] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:38:09.217418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:38:09.224200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:38:09.224367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:38:12.229768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:38:12.234097] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:38:12.239905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:38:12.244201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:38:12.244303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:38:15.249681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:38:15.254529] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:38:15.260112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:38:15.265502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:38:15.265636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:38:18.270453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:38:18.274934] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:38:18.280996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:38:18.286597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:38:18.286770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:38:21.291578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:38:21.296513] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:38:21.302000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:38:21.306556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:38:21.306912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:38:24.313297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:38:24.319922] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:38:24.325669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:38:24.330796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:38:24.330917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:38:27.337119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:38:27.343717] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:38:27.350446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:38:27.356467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:38:27.356610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:38:30.362554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:38:30.369703] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:38:30.374465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:38:30.378892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:38:30.379034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:38:33.385049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:38:33.392670] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:38:33.400792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:38:33.404753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:38:33.404867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:38:36.413255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:38:36.419397] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:38:36.424602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:38:36.430218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:38:36.430382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:38:39.436484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:38:39.444387] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:38:39.451150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:38:39.456456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:38:39.456578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:38:42.461765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:38:42.466271] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:38:42.470488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:38:42.474677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:38:42.474781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:38:45.480627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:38:45.485769] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:38:45.491397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:38:45.496489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:38:45.496627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:38:48.502046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:38:48.506961] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:38:48.513054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:38:48.518950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:38:48.519103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:38:51.524517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:38:51.529989] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:38:51.534954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:38:51.540340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:38:51.540516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:38:54.545890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:38:54.553287] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:38:54.558001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:38:54.563092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:38:54.563202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:38:57.568953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:38:57.574135] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:38:57.579875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:38:57.584041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:38:57.584131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:39:00.592379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:39:00.599394] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:39:00.607191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:39:00.612488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:39:00.612639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:39:03.618116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:39:03.623074] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:39:03.627576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:39:03.633044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:39:03.633193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:39:06.638786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:39:06.644684] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:39:06.649135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:39:06.653560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:39:06.653707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:39:09.660203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:39:09.666443] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:39:09.671881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:39:09.676859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:39:09.677071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:39:12.682808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:39:12.688696] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:39:12.693637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:39:12.699440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:39:12.699591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:39:15.704752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:39:15.710487] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:39:15.715795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:39:15.720919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:39:15.721015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:39:18.727745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:39:18.732927] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:39:18.739494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:39:18.745132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:39:18.745265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:39:21.751119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:39:21.756708] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:39:21.762296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:39:21.767410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:39:21.767705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:39:24.773418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:39:24.779394] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:39:24.784843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:39:24.789519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:39:24.789621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:39:27.799437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:39:27.805687] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:39:27.810412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:39:27.815204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:39:27.815354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:39:30.820510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:39:30.825188] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:39:30.829773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:39:30.834536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:39:30.834692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:39:33.841632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:39:33.846833] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:39:33.851799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:39:33.856316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:39:33.856477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:39:36.862506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:39:36.867431] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:39:36.873111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:39:36.877209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:39:36.877291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:39:39.883190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:39:39.891827] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:39:39.896731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:39:39.901009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:39:39.901173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:39:42.906122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:39:42.911999] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:39:42.916843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:39:42.921209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:39:42.921302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:39:45.927140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:39:45.933378] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:39:45.939102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:39:45.944403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:39:45.944531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:39:48.949736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:39:48.955564] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:39:48.960692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:39:48.965045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:39:48.965188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:39:51.971403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:39:51.981341] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:39:51.986302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:39:51.990391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:39:51.990484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:39:54.998024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:39:55.005130] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:39:55.010098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:39:55.014716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:39:55.014841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:39:58.020366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:39:58.026944] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:39:58.031829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:39:58.036592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:39:58.036742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:40:01.041944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:40:01.046395] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:40:01.050832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:40:01.055592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:40:01.055755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:40:04.061200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:40:04.066381] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:40:04.070580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:40:04.074371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:40:04.074460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:40:07.079669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:40:07.085249] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:40:07.089445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:40:07.093374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:40:07.093474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:40:10.294421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:40:10.301474] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:40:10.306247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:40:10.331128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:40:10.331233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:40:13.336931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:40:13.341632] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:40:13.348237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:40:13.354430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:40:13.354580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:40:16.361113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:40:16.367578] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:40:16.373089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:40:16.379335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:40:16.379531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:40:19.384511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:40:19.389437] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:40:19.394467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:40:19.400002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:40:19.400290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:40:22.408463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:40:22.413604] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:40:22.418606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:40:22.423356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:40:22.423565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:40:25.459302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:40:25.463989] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:40:25.469760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:40:25.474917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:40:25.475035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:40:28.480963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:40:28.516870] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:40:28.521676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:40:28.525537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:40:28.525639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:40:31.530920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:40:31.536689] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:40:31.542940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:40:31.548464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:40:31.548596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:40:34.554160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:40:34.558943] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:40:34.563323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:40:34.568008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:40:34.568121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:40:37.574725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:40:37.582038] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:40:37.587289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:40:37.593068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:40:37.593211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:40:40.599439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:40:40.605150] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:40:40.609497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:40:40.613938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:40:40.614031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:40:43.619417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:40:43.625102] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:40:43.630289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:40:43.634811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:40:43.634912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:40:46.639309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:40:46.644104] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:40:46.648369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:40:46.652952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:40:46.653085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:40:49.663605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:40:49.669802] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:40:49.676731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:40:49.682774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:40:49.682903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:40:52.690101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:40:52.695616] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:40:52.701046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:40:52.705804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:40:52.706148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:40:55.712239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:40:55.718593] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:40:55.723362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:40:55.728131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:40:55.728314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:40:58.734038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:40:58.741822] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:40:58.746344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:40:58.751531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:40:58.751829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:41:01.757833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:41:01.762725] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:41:01.767564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:41:01.773369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:41:01.773496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:41:04.777757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:41:04.781749] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:41:04.786831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:41:04.791327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:41:04.791432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:41:07.798069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:41:07.803746] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:41:07.809910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:41:07.814823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:41:07.814952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:41:10.822105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:41:10.839035] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:41:10.844028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:41:10.848500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:41:10.848624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:41:13.854541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:41:13.859839] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:41:13.864822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:41:13.869248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:41:13.869352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:41:16.874891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:41:16.880022] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:41:16.884262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:41:16.889338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:41:16.889436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:41:19.894402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:41:19.900010] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:41:19.906614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:41:19.911028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:41:19.911132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:41:22.916491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:41:22.921730] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:41:22.925993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:41:22.930711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:41:22.930835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:41:25.937220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:41:25.941921] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:41:25.946357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:41:25.952690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:41:25.952820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:41:28.959320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:41:28.965116] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:41:28.970163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:41:28.974889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:41:28.975156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:41:31.980743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:41:31.985455] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:41:31.990594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:41:31.994977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:41:31.995279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:41:35.004778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:41:35.009370] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:41:35.014836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:41:35.019837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:41:35.019976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:41:38.025071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:41:38.029380] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:41:38.034214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:41:38.039832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:41:38.039964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:41:41.047449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:41:41.052577] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:41:41.336896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:41:41.341250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:41:41.341361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:41:44.347217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:41:44.352615] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:41:44.357386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:41:44.363170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:41:44.363370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:41:47.368120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:41:47.372249] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:41:47.377355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:41:47.383343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:41:47.383460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:41:50.390300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:41:50.397210] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:41:50.402730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:41:50.407939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:41:50.408051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:41:53.415083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:41:53.421067] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:41:53.425819] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:41:53.431728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:41:53.431938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:41:56.438195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:41:56.444629] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:41:56.450506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:41:56.455376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:41:56.455511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:41:59.461364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:41:59.467196] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:41:59.472270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:41:59.477597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:41:59.477822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:42:02.485304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:42:02.492574] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:42:02.500443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:42:02.505889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:42:02.506081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:42:05.512538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:42:05.518507] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:42:05.525183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:42:05.530999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:42:05.531173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:42:08.539602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:42:08.545534] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:42:08.551926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:42:08.556533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:42:08.556884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:42:11.565462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:42:11.573201] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:42:11.578411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:42:11.584699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:42:11.584909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:42:14.592804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:42:14.605312] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:42:14.611935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:42:14.618674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:42:14.619102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:42:17.625279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:42:17.630530] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:42:17.635861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:42:17.640685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:42:17.640800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:42:20.648704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:42:20.653979] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:42:20.658846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:42:20.663572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:42:20.663708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:42:23.670451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:42:23.675466] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:42:23.680153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:42:23.685701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:42:23.685852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:42:26.691301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:42:26.696349] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:42:26.701951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:42:26.707348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:42:26.707484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:42:29.713237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:42:29.719139] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:42:29.724779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:42:29.729424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:42:29.729669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:42:32.735828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:42:32.740837] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:42:32.745470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:42:32.750680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:42:32.750797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:42:35.756261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:42:35.761209] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:42:35.765962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:42:35.770951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:42:35.771077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:42:38.776985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:42:38.782118] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:42:38.787051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:42:38.791329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:42:38.791419] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:42:41.799717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:42:41.805799] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:42:41.811543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:42:41.816571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:42:41.816764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:42:44.822161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:42:44.826692] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:42:44.832107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:42:44.836563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:42:44.836746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:42:47.842338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:42:47.847264] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:42:47.852311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:42:47.856573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:42:47.856720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:42:50.862977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:42:50.869120] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:42:50.873619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:42:50.878136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:42:50.878255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:42:53.883676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:42:53.890675] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:42:53.896483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:42:53.903041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:42:53.903257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:42:56.908967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:42:56.914537] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:42:56.921141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:42:56.928860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:42:56.929280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:42:59.934682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:42:59.940223] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:42:59.945469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:42:59.951587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:42:59.951862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:43:02.957780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:43:02.963300] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:43:02.968687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:43:02.973748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:43:02.973887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:43:05.979346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:43:05.984037] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:43:05.989376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:43:05.997775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:43:05.998103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:43:09.009724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:43:09.022562] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:43:09.039270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:43:09.050834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:43:09.051016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:43:12.356992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:43:12.362748] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:43:12.368967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:43:12.374119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:43:12.374220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:43:15.384342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:43:15.390636] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:43:15.396779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:43:15.401808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:43:15.401928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:43:18.410282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:43:18.417260] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:43:18.421335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:43:18.425910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:43:18.426018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:43:21.438216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:43:21.445145] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:43:21.449501] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:43:21.453527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:43:21.453618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:43:24.459221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:43:24.463762] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:43:24.468278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:43:24.472486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:43:24.472601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:43:27.478567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:43:27.483691] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:43:27.487932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:43:27.491949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:43:27.492046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:43:30.500966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:43:30.508561] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:43:30.513033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:43:30.517211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:43:30.517318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:43:33.524882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:43:33.529093] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:43:33.533537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:43:33.538083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:43:33.538210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:43:36.544364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:43:36.549886] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:43:36.554417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:43:36.559380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:43:36.559467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:43:39.567225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:43:39.572898] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:43:39.577499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:43:39.581710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:43:39.581806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:43:42.586391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:43:42.590832] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:43:42.595381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:43:42.599785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:43:42.599910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:43:45.605339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:43:45.610092] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:43:45.614522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:43:45.618556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:43:45.618687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:43:48.624878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:43:48.629224] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:43:48.634289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:43:48.638767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:43:48.638929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:43:51.644856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:43:51.650848] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:43:51.656022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:43:51.661003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:43:51.661158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:43:54.667913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:43:54.673890] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:43:54.679609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:43:54.684795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:43:54.685188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:43:57.691127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:43:57.697718] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:43:57.703225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:43:57.708331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:43:57.708452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:44:00.713838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:44:00.718479] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:44:00.723487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:44:00.728480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:44:00.728675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:44:03.734470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:44:03.740221] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:44:03.746725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:44:03.751661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:44:03.751761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:44:06.761179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:44:06.769057] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:44:06.775447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:44:06.779944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:44:06.780184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:44:09.785279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:44:09.793943] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:44:09.798585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:44:09.803817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:44:09.803911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:44:12.810782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:44:12.816247] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:44:12.820728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:44:12.826241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:44:12.826355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:44:15.833204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:44:15.838537] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:44:15.843941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:44:15.849057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:44:15.849389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:44:18.855671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:44:18.861085] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:44:18.865329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:44:18.870584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:44:18.870732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:44:21.878044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:44:21.885495] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:44:21.892024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:44:21.897426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:44:21.897533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:44:24.903780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:44:24.910525] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:44:24.917010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:44:24.922360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:44:24.922496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:44:27.927853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:44:27.932544] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:44:27.937243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:44:27.942347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:44:27.942450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:44:30.947184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:44:30.951338] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:44:30.956275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:44:30.961313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:44:30.961440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:44:33.966940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:44:33.972172] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:44:33.978307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:44:33.982841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:44:33.982966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:44:36.991092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:44:36.995923] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:44:37.002739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:44:37.008660] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:44:37.008849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:44:40.015032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:44:40.019827] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:44:40.024396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:44:40.028996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:44:40.029162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:44:43.333105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:44:43.338587] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:44:43.342991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:44:43.368589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:44:43.368729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:44:46.375106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:44:46.380184] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:44:46.384529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:44:46.388618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:44:46.388747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:44:49.395320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:44:49.400963] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:44:49.405581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:44:49.410003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:44:49.410142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:44:52.415874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:44:52.420087] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:44:52.424236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:44:52.429849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:44:52.430009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:44:55.440742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:44:55.447343] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:44:55.453908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:44:55.462143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:44:55.462315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:44:58.469139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:44:58.474303] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:44:58.485613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:44:58.493246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:44:58.493471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:45:01.500069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:45:01.507211] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:45:01.512901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:45:01.521353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:45:01.521875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:45:04.527220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:45:04.531486] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:45:04.536573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:45:04.541737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:45:04.542077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:45:07.547994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:45:07.553993] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:45:07.558577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:45:07.565605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:45:07.565893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:45:10.571607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:45:10.576435] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:45:10.581921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:45:10.587006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:45:10.587226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:45:13.595961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:45:13.601709] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:45:13.608055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:45:13.613335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:45:13.613618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:45:16.622587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:45:16.628203] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:45:16.634845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:45:16.639723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:45:16.639923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:45:19.645349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:45:19.651132] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:45:19.657152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:45:19.661851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:45:19.661984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:45:22.668332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:45:22.673206] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:45:22.678039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:45:22.682199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:45:22.682290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:45:25.688010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:45:25.692758] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:45:25.697440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:45:25.702699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:45:25.702835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:45:28.708002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:45:28.712224] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:45:28.717116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:45:28.721449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:45:28.721572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:45:31.731018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:45:31.735606] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:45:31.740039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:45:31.745341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:45:31.745496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:45:34.753320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:45:34.758436] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:45:34.765326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:45:34.770813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:45:34.771209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:45:37.777216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:45:37.782792] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:45:37.787987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:45:37.795683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:45:37.795830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:45:40.802229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:45:40.807804] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:45:40.812276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:45:40.817521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:45:40.817692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:45:43.824771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:45:43.830409] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:45:43.835427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:45:43.840550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:45:43.840690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:45:46.847479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:45:46.852939] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:45:46.857408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:45:46.862544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:45:46.862724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:45:49.868256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:45:49.874353] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:45:49.878989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:45:49.884512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:45:49.884831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:45:52.890450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:45:52.895112] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:45:52.900806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:45:52.905374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:45:52.905504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:45:55.911588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:45:55.916501] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:45:55.921929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:45:55.927746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:45:55.927864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:45:58.935572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:45:58.941943] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:45:58.947777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:45:58.952284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:45:58.952413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:46:01.957413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:46:01.962413] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:46:01.967679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:46:01.971935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:46:01.972037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:46:04.978358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:46:04.983314] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:46:04.988318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:46:04.994620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:46:04.994778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:46:08.001206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:46:08.007991] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:46:08.014369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:46:08.020570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:46:08.020916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:46:11.028425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:46:11.034042] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:46:11.039194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:46:11.044285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:46:11.044552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:46:14.050437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:46:14.056017] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:46:14.060468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:46:14.064309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:46:14.064411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:46:17.069754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:46:17.074581] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:46:17.081007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:46:17.086673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:46:17.086861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:46:20.094225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:46:20.101062] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:46:20.106488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:46:20.113182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:46:20.113462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:46:23.119262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:46:23.124002] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:46:23.129805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:46:23.135543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:46:23.135675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:46:26.142536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:46:26.147462] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:46:26.151722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:46:26.156126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:46:26.156223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:46:29.162844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:46:29.167755] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:46:29.173664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:46:29.179105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:46:29.179223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:46:32.184337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:46:32.191019] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:46:32.195848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:46:32.201253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:46:32.201387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:46:35.207204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:46:35.212967] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:46:35.218342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:46:35.224012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:46:35.224159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:46:38.229947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:46:38.233882] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:46:38.237686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:46:38.242538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:46:38.242780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:46:41.252585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:46:41.257478] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:46:41.262358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:46:41.267339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:46:41.267510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:46:44.272706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:46:44.279174] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:46:44.284831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:46:44.290179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:46:44.290362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:46:47.298224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:46:47.307322] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:46:47.314069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:46:47.320177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:46:47.320379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:46:50.327056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:46:50.333030] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:46:50.339311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:46:50.344416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:46:50.344554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:46:53.349892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:46:53.355802] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:46:53.360581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:46:53.365532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:46:53.365689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:46:56.370844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:46:56.375201] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:46:56.379931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:46:56.384570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:46:56.384714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:46:59.393058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:46:59.402624] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:46:59.414813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:46:59.421719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:46:59.421873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:47:02.426268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:47:02.430123] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:47:02.435149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:47:02.440131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:47:02.440249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:47:05.445207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:47:05.449745] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:47:05.455461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:47:05.459925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:47:05.460038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:47:08.465065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:47:08.469729] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:47:08.475034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:47:08.480958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:47:08.481076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:47:11.485911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:47:11.490157] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:47:11.494762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:47:11.500598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:47:11.500741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:47:14.506393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:47:14.511582] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:47:14.516954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:47:14.521258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:47:14.521354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:47:17.527500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:47:17.532944] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:47:17.538635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:47:17.543371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:47:17.543515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:47:20.551076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:47:20.556913] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:47:20.563435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:47:20.568160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:47:20.568274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:47:23.575512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:47:23.580569] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:47:23.585858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:47:23.591079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:47:23.591185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:47:26.596916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:47:26.602695] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:47:26.608881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:47:26.614007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:47:26.614333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:47:29.620122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:47:29.624788] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:47:29.629258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:47:29.634959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:47:29.635095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:47:32.642088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:47:32.646745] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:47:32.651315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:47:32.656198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:47:32.656314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:47:35.664880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:47:35.674594] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:47:35.680738] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:47:35.684665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:47:35.684761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:47:38.690439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:47:38.695439] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:47:38.700180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:47:38.704673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:47:38.704799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:47:41.710486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:47:41.714964] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:47:41.719115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:47:41.723032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:47:41.723136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:47:44.729543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:47:44.735952] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:47:44.740743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:47:44.744587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:47:44.744720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:47:47.753846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:47:47.757925] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:47:47.762216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:47:47.766164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:47:47.766265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:47:50.774517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:47:50.781899] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:47:50.786931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:47:50.792882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:47:50.793051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:47:53.797512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:47:53.801505] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:47:53.805439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:47:53.810141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:47:53.810240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:47:56.815037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:47:56.821195] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:47:56.826386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:47:56.830362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:47:56.830458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:47:59.837240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:47:59.841692] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:47:59.845746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:47:59.849999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:47:59.850120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:48:02.855629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:48:02.860857] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:48:02.865342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:48:02.869348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:48:02.869448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:48:05.876115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:48:05.880326] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:48:05.885087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:48:05.889242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:48:05.889334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:48:08.894694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:48:08.899262] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:48:08.904318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:48:08.908794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:48:08.908929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:48:11.915278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:48:11.923990] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:48:11.929326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:48:11.934242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:48:11.934416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:48:14.941271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:48:14.947523] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:48:14.952426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:48:14.956572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:48:14.956699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:48:17.964373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:48:17.970296] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:48:17.975631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:48:17.980842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:48:17.981133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:48:20.988783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:48:20.994856] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:48:21.000037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:48:21.006239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:48:21.006393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:48:24.012949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:48:24.019172] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:48:24.025082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:48:24.030130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:48:24.030283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:48:27.035832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:48:27.040362] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:48:27.044889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:48:27.049145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:48:27.049234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:48:30.054159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:48:30.058546] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:48:30.062534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:48:30.066494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:48:30.066592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:48:33.072395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:48:33.077269] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:48:33.080988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:48:33.084624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:48:33.084727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:48:36.090876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:48:36.096928] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:48:36.101376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:48:36.105055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:48:36.105137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:48:39.114858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:48:39.121440] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:48:39.127345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:48:39.132585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:48:39.132743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:48:42.138133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:48:42.144048] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:48:42.148786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:48:42.152853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:48:42.152979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:48:45.341879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:48:45.377448] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:48:45.381998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:48:45.386334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:48:45.386450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:48:48.391223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:48:48.395841] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:48:48.406723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:48:48.410935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:48:48.411046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:48:51.417970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:48:51.423418] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:48:51.428631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:48:51.434031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:48:51.434255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:48:54.439986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:48:54.446708] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:48:54.453765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:48:54.458916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:48:54.459085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:48:57.464095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:48:57.468440] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:48:57.473410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:48:57.478134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:48:57.478401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:49:00.484721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:49:00.490122] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:49:00.495721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:49:00.501588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:49:00.501733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:49:03.509288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:49:03.514543] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:49:03.518700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:49:03.523023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:49:03.523115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:49:06.528744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:49:06.533178] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:49:06.537450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:49:06.541872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:49:06.541960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:49:09.548825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:49:09.554610] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:49:09.559673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:49:09.565216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:49:09.565330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:49:12.570272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:49:12.575456] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:49:12.581818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:49:12.587107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:49:12.587247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:49:15.592828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:49:15.597857] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:49:15.602698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:49:15.606610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:49:15.606912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:49:18.613002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:49:18.617983] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:49:18.623969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:49:18.629514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:49:18.629673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:49:21.636196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:49:21.644109] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:49:21.650108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:49:21.654926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:49:21.655047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:49:24.661450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:49:24.665897] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:49:24.671096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:49:24.675962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:49:24.676075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:49:27.682364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:49:27.687283] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:49:27.691916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:49:27.696609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:49:27.696871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:49:30.702500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:49:30.707111] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:49:30.713690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:49:30.718299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:49:30.718477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:49:33.724781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:49:33.729711] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:49:33.733957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:49:33.738511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:49:33.738694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:49:36.744298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:49:36.749916] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:49:36.754743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:49:36.760134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:49:36.760261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:49:39.765975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:49:39.771911] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:49:39.776510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:49:39.785145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:49:39.785264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:49:42.791125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:49:42.796574] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:49:42.801195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:49:42.805363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:49:42.805466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:49:45.813452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:49:45.820230] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:49:45.827046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:49:45.832149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:49:45.832307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:49:48.838896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:49:48.845581] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:49:48.851534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:49:48.856100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:49:48.856217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:49:51.862608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:49:51.869342] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:49:51.875245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:49:51.879730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:49:51.879839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:49:54.885135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:49:54.889917] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:49:54.894239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:49:54.898579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:49:54.898701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:49:57.905526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:49:57.911198] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:49:57.916268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:49:57.920738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:49:57.920893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:50:00.926315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:50:00.931385] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:50:00.935898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:50:00.940695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:50:00.940809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:50:03.945849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:50:03.950606] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:50:03.957156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:50:03.963978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:50:03.964101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:50:06.970136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:50:06.976900] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:50:06.981376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:50:06.986015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:50:06.986123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:50:09.990961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:50:09.995419] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:50:10.000111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:50:10.005207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:50:10.005320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:50:13.010285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:50:13.015687] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:50:13.019948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:50:13.024267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:50:13.024412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:50:16.225826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:50:16.231709] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:50:16.236535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:50:16.262567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:50:16.262741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:50:19.268198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:50:19.272673] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:50:19.278301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:50:19.284300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:50:19.284433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:50:22.289821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:50:22.294395] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:50:22.300813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:50:22.305522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:50:22.305629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:50:25.317631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:50:25.326856] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:50:25.334200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:50:25.341307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:50:25.341659] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:50:28.376627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:50:28.381562] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:50:28.386960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:50:28.391922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:50:28.392090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:50:31.398418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:50:31.433687] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:50:31.438491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:50:31.443207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:50:31.443331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:50:34.450685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:50:34.457351] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:50:34.461566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:50:34.466575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:50:34.466764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:50:37.471924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:50:37.476849] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:50:37.481588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:50:37.485858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:50:37.485961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:50:40.491080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:50:40.496464] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:50:40.501518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:50:40.506704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:50:40.506816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:50:43.511342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:50:43.516963] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:50:43.521945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:50:43.527512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:50:43.527705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:50:46.536949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:50:46.546209] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:50:46.558887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:50:46.568517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:50:46.568739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:50:49.574508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:50:49.579323] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:50:49.583351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:50:49.593309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:50:49.593493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:50:52.600254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:50:52.607887] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:50:52.613717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:50:52.620525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:50:52.620683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:50:55.627012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:50:55.631992] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:50:55.637638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:50:55.643757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:50:55.643895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:50:58.650158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:50:58.655478] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:50:58.665750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:50:58.672487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:50:58.672611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:51:01.678415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:51:01.684607] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:51:01.690008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:51:01.695210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:51:01.695544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:51:04.702282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:51:04.708354] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:51:04.714699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:51:04.722321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:51:04.722570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:51:07.728945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:51:07.733443] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:51:07.738062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:51:07.743949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:51:07.744241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:51:10.752055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:51:10.758010] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:51:10.763122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:51:10.769755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:51:10.769981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:51:13.777245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:51:13.783897] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:51:13.790477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:51:13.795337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:51:13.795475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:51:16.800604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:51:16.807183] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:51:16.813141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:51:16.817934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:51:16.818064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:51:19.822822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:51:19.828603] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:51:19.833726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:51:19.838154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:51:19.838275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:51:22.843972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:51:22.848882] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:51:22.854663] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:51:22.863200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:51:22.863331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:51:25.869840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:51:25.874372] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:51:25.878478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:51:25.882736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:51:25.882827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:51:28.889623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:51:28.899278] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:51:28.905524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:51:28.910412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:51:28.910544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:51:31.916940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:51:31.922612] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:51:31.928113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:51:31.933048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:51:31.933185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:51:34.938765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:51:34.942945] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:51:34.947458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:51:34.952225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:51:34.952384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:51:37.958752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:51:37.965626] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:51:37.971286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:51:37.976103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:51:37.976190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:51:40.982318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:51:40.987529] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:51:40.992214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:51:40.997621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:51:40.997991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:51:44.005733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:51:44.013242] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:51:44.018961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:51:44.024725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:51:44.025019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:51:47.032765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:51:47.133134] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:51:47.137613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:51:47.223961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:51:47.224119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:51:50.229534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:51:50.234007] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:51:50.238520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:51:50.243427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:51:50.243590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:51:53.249518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:51:53.254369] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:51:53.260339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:51:53.264956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:51:53.265080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:51:56.271169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:51:56.275863] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:51:56.280212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:51:56.285962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:51:56.286245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:51:59.294077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:51:59.298924] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:51:59.304046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:51:59.308972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:51:59.310180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:52:02.316577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:52:02.322556] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:52:02.327994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:52:02.334658] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:52:02.335053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:52:05.341376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:52:05.346783] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:52:05.351893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:52:05.356812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:52:05.357014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:52:08.362592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:52:08.366747] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:52:08.370930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:52:08.375251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:52:08.375453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:52:11.381168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:52:11.386042] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:52:11.390571] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:52:11.395013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:52:11.395278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:52:14.400867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:52:14.404863] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:52:14.409111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:52:14.413381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:52:14.413464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:52:17.420996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:52:17.426616] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:52:17.431947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:52:17.438093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:52:17.438582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:52:20.448735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:52:20.454727] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:52:20.460059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:52:20.465102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:52:20.465217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:52:23.472093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:52:23.478118] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:52:23.483102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:52:23.488215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:52:23.488329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:52:26.494371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:52:26.498986] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:52:26.503408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:52:26.507636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:52:26.507831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:52:29.513373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:52:29.518322] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:52:29.522621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:52:29.528103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:52:29.528243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:52:32.536180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:52:32.543889] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:52:32.552140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:52:32.559705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:52:32.559871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:52:35.565064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:52:35.570227] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:52:35.574622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:52:35.578795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:52:35.578888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:52:38.584240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:52:38.590089] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:52:38.595633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:52:38.601536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:52:38.601726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:52:41.607602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:52:41.613129] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:52:41.618772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:52:41.623120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:52:41.623268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:52:44.628947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:52:44.632924] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:52:44.637379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:52:44.642477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:52:44.642616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:52:47.649279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:52:47.655075] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:52:47.660635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:52:47.665840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:52:47.665987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:52:50.674573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:52:50.681782] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:52:50.689302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:52:50.696272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:52:50.696580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:52:53.704496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:52:53.710286] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:52:53.715498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:52:53.721085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:52:53.721214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:52:56.727110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:52:56.731713] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:52:56.736233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:52:56.740508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:52:56.740611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:52:59.747797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:52:59.756891] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:52:59.763092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:52:59.768433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:52:59.768595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:53:02.774391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:53:02.779432] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:53:02.783609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:53:02.788039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:53:02.788169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:53:05.793219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:53:05.797142] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:53:05.802390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:53:05.806382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:53:05.806468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:53:08.811540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:53:08.815751] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:53:08.821305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:53:08.826071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:53:08.826216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:53:11.833989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:53:11.840017] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:53:11.846282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:53:11.851325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:53:11.851442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:53:14.858305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:53:14.864083] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:53:14.869614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:53:14.875843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:53:14.875988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:53:17.881989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:53:17.888103] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:53:17.892473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:53:17.896745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:53:17.896979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:53:20.903131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:53:20.908751] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:53:20.915321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:53:20.921084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:53:20.921232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:53:23.927249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:53:23.932936] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:53:23.937248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:53:23.942573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:53:23.942715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:53:26.948611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:53:26.953600] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:53:26.958608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:53:26.963360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:53:26.963516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:53:29.973239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:53:29.978855] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:53:29.983546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:53:29.989681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:53:29.989916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:53:32.995068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:53:32.999525] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:53:33.004108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:53:33.010532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:53:33.010699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:53:36.016982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:53:36.022387] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:53:36.027401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:53:36.031538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:53:36.031827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:53:39.037568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:53:39.042534] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:53:39.048685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:53:39.054398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:53:39.054510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:53:42.060558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:53:42.066470] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:53:42.072061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:53:42.078196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:53:42.078334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:53:45.085150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:53:45.090749] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:53:45.095449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:53:45.100781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:53:45.100929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:53:48.200230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:53:48.207281] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:53:48.211941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:53:48.240263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:53:48.240969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:53:51.246853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:53:51.252345] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:53:51.257018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:53:51.261169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:53:51.261496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:53:54.267115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:53:54.272178] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:53:54.276712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:53:54.282486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:53:54.282690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:53:57.288097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:53:57.293810] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:53:57.299618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:53:57.305406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:53:57.305523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:54:00.311673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:54:00.316333] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:54:00.321779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:54:00.327272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:54:00.327390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:54:03.333448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:54:03.338465] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:54:03.343711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:54:03.348071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:54:03.348176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:54:06.354249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:54:06.360636] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:54:06.365246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:54:06.370557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:54:06.370693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:54:09.375482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:54:09.381272] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:54:09.385931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:54:09.391316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:54:09.391435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:54:12.396965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:54:12.401477] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:54:12.405955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:54:12.410493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:54:12.410616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:54:15.418403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:54:15.424436] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:54:15.428936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:54:15.434027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:54:15.434176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:54:18.439936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:54:18.446044] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:54:18.450706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:54:18.456001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:54:18.456154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:54:21.462424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:54:21.468267] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:54:21.473975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:54:21.478740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:54:21.478872] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:54:24.483634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:54:24.489242] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:54:24.496123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:54:24.501491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:54:24.501618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:54:27.506887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:54:27.512838] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:54:27.518227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:54:27.524991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:54:27.525107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:54:30.532024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:54:30.537505] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:54:30.544233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:54:30.548940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:54:30.549057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:54:33.557802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:54:33.566930] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:54:33.575120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:54:33.581706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:54:33.581888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:54:36.588026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:54:36.593986] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:54:36.599371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:54:36.604019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:54:36.604126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:54:39.609366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:54:39.614211] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:54:39.618472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:54:39.622985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:54:39.623093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:54:42.628778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:54:42.634093] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:54:42.639026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:54:42.643960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:54:42.644083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:54:45.648955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:54:45.654909] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:54:45.659468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:54:45.663982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:54:45.664082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:54:48.669236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:54:48.675117] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:54:48.688387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:54:48.693783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:54:48.693886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:54:51.699259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:54:51.704337] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:54:51.709116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:54:51.713377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:54:51.713472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:54:54.719099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:54:54.723689] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:54:54.728564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:54:54.733308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:54:54.733437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:54:57.738389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:54:57.743307] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:54:57.748170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:54:57.752854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:54:57.753036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:55:00.757694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:55:00.762599] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:55:00.767805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:55:00.773594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:55:00.773741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:55:03.778860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:55:03.784893] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:55:03.790440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:55:03.795034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:55:03.795147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:55:06.800475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:55:06.806006] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:55:06.810967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:55:06.818397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:55:06.818534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:55:09.824253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:55:09.829898] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:55:09.835247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:55:09.841031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:55:09.841174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:55:12.846802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:55:12.851540] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:55:12.856917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:55:12.861353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:55:12.861461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:55:15.867559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:55:15.872141] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:55:15.876682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:55:15.881182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:55:15.881458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:55:18.888599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:55:18.894354] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:55:18.903737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:55:18.908485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:55:18.908596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:55:21.914892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:55:21.922942] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:55:21.928302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:55:21.932175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:55:21.932271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:55:24.938354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:55:24.944354] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:55:24.949135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:55:24.953767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:55:24.953883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:55:27.960062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:55:27.965185] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:55:27.971827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:55:27.976175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:55:27.976315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:55:30.981819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:55:30.987006] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:55:30.991913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:55:30.996270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:55:30.996396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:55:34.002455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:55:34.007338] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:55:34.012102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:55:34.017226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:55:34.017377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:55:37.022294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:55:37.027275] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:55:37.033110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:55:37.037696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:55:37.037818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:55:40.043171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:55:40.048525] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:55:40.052923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:55:40.056896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:55:40.056999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:55:43.062842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:55:43.068319] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:55:43.074178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:55:43.079079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:55:43.079172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:55:46.084860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:55:46.089958] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:55:46.095396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:55:46.100019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:55:46.100443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:55:49.110577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:55:49.116037] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:55:49.121809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:55:49.423517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:55:49.424398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:55:52.430672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:55:52.435453] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:55:52.442959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:55:52.448506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:55:52.448621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:55:55.453967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:55:55.458723] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:55:55.463440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:55:55.467431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:55:55.467560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:55:58.472823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:55:58.477861] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:55:58.483250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:55:58.492371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:55:58.492963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:56:01.498963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:56:01.504350] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:56:01.509147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:56:01.514355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:56:01.514484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:56:04.520120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:56:04.525579] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:56:04.531869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:56:04.537960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:56:04.538161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:56:07.543630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:56:07.551389] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:56:07.557123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:56:07.563162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:56:07.563387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:56:10.570355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:56:10.576495] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:56:10.581598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:56:10.586173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:56:10.586279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:56:13.590945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:56:13.595339] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:56:13.599988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:56:13.604041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:56:13.604375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:56:16.610308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:56:16.615421] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:56:16.621004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:56:16.627248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:56:16.627590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:56:19.636004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:56:19.642533] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:56:19.647633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:56:19.653154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:56:19.653375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:56:22.659906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:56:22.665315] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:56:22.670211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:56:22.675199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:56:22.675302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:56:25.681575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:56:25.685804] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:56:25.690543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:56:25.696142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:56:25.696320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:56:28.703260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:56:28.710168] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:56:28.716043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:56:28.721356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:56:28.721726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:56:31.727928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:56:31.733378] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:56:31.739215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:56:31.744248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:56:31.744373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:56:34.751793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:56:34.757055] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:56:34.765341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:56:34.771774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:56:34.771948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:56:37.781702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:56:37.786973] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:56:37.792040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:56:37.798567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:56:37.798726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:56:40.805525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:56:40.813226] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:56:40.817427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:56:40.822329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:56:40.822749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:56:43.828334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:56:43.833317] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:56:43.837858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:56:43.842781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:56:43.843145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:56:46.848517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:56:46.853897] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:56:46.859710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:56:46.864714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:56:46.864997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:56:49.871369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:56:49.877391] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:56:49.882423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:56:49.887225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:56:49.887338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:56:52.892746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:56:52.897289] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:56:52.902413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:56:52.907394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:56:52.907513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:56:55.912738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:56:55.917128] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:56:55.922747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:56:55.927051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:56:55.927155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:56:58.932768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:56:58.938886] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:56:58.943935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:56:58.948125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:56:58.948314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:57:01.953762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:57:01.958882] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:57:01.964100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:57:01.969043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:57:01.969277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:57:04.975455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:57:04.981407] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:57:04.987088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:57:04.997081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:57:04.997268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:57:08.002540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:57:08.007196] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:57:08.011351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:57:08.015819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:57:08.015914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:57:11.027654] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:57:11.032849] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:57:11.038531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:57:11.046967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:57:11.047341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:57:14.055269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:57:14.060188] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:57:14.064686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:57:14.069123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:57:14.069249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:57:17.074777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:57:17.079630] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:57:17.085069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:57:17.089587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:57:17.089761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:57:20.095376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:57:20.100888] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:57:20.105215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:57:20.111830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:57:20.111947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:57:23.117458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:57:23.122408] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:57:23.126779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:57:23.131148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:57:23.131391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:57:26.137368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:57:26.142548] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:57:26.148172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:57:26.153742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:57:26.153898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:57:29.160081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:57:29.166108] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:57:29.171778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:57:29.176989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:57:29.177143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:57:32.183026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:57:32.190776] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:57:32.197113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:57:32.202269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:57:32.202426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:57:35.207692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:57:35.212566] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:57:35.217487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:57:35.223068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:57:35.223195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:57:38.230286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:57:38.236022] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:57:38.243492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:57:38.248357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:57:38.248457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:57:41.257191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:57:41.262529] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:57:41.269498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:57:41.276775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:57:41.276946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:57:44.281371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:57:44.286284] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:57:44.290858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:57:44.294828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:57:44.294983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:57:47.301305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:57:47.306545] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:57:47.311842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:57:47.317477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:57:47.317611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:57:50.327182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:57:50.337804] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:57:50.343668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:57:50.348478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:57:50.348594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:57:53.353755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:57:53.359742] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:57:53.364588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:57:53.368573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:57:53.368686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:57:56.374167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:57:56.378842] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:57:56.383380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:57:56.387635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:57:56.387751] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:57:59.392288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:57:59.397702] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:57:59.402381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:57:59.406341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:57:59.406431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:58:02.420154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:58:02.425918] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:58:02.430976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:58:02.436346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:58:02.436580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:58:05.442146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:58:05.447627] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:58:05.452570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:58:05.456959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:58:05.457113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:58:08.463175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:58:08.469428] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:58:08.474700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:58:08.479455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:58:08.479604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:58:11.485920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:58:11.490720] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:58:11.496784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:58:11.501500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:58:11.501626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:58:14.509096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:58:14.516017] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:58:14.523934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:58:14.530692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:58:14.531053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:58:17.538508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:58:17.544418] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:58:17.550281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:58:17.555631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:58:17.555795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:58:20.561203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:58:20.567002] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:58:20.572792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:58:20.577151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:58:20.577289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:58:23.582993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:58:23.588884] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:58:23.594290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:58:23.602731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:58:23.602879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:58:26.609253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:58:26.614255] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:58:26.620219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:58:26.627213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:58:26.627354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:58:29.632589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:58:29.636685] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:58:29.640917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:58:29.645382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:58:29.645514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:58:32.652311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:58:32.657877] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:58:32.663206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:58:32.668442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:58:32.668569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:58:35.674287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:58:35.680517] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:58:35.686439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:58:35.691623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:58:35.691778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:58:38.697180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:58:38.702313] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:58:38.707081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:58:38.711997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:58:38.712111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:58:41.718515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:58:41.725087] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:58:41.731450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:58:41.736526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:58:41.736696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:58:44.741290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:58:44.746441] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:58:44.752264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:58:44.757314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:58:44.757455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:58:47.762687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:58:47.768983] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:58:47.776732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:58:47.782715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:58:47.783107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:58:50.791207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:58:50.796866] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:58:50.801803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:58:50.807189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:58:50.807519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:58:53.814045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:58:53.820133] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:58:53.826493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:58:53.832753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:58:53.832910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:58:56.840873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:58:56.849177] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:58:56.854495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:58:56.860331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:58:56.860490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:58:59.866046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:58:59.871151] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:58:59.876662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:58:59.881533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:58:59.881852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:59:02.887439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:59:02.892841] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:59:02.897925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:59:02.903606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:59:02.903795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:59:05.910054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:59:05.915584] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:59:05.920317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:59:05.925565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:59:05.925724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:59:08.930687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:59:08.935814] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:59:08.940810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:59:08.945583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:59:08.945734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:59:11.951233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:59:11.955990] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:59:11.962182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:59:11.967463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:59:11.967625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:59:14.974380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:59:14.979546] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:59:14.984095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:59:14.990688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:59:14.991151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:59:18.003717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:59:18.010111] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:59:18.015848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:59:18.022153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:59:18.022346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:59:21.218066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:59:21.253859] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:59:21.323533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:59:21.327865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:59:21.327948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:59:24.333287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:59:24.337679] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:59:24.342661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:59:24.347077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:59:24.347177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:59:27.352922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:59:27.359059] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:59:27.364943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:59:27.369323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:59:27.369555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:59:30.375460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:59:30.381496] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:59:30.386490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:59:30.391922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:59:30.392047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:59:33.397178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:59:33.402038] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:59:33.407387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:59:33.411165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:59:33.411365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:59:36.417824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:59:36.422958] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:59:36.428129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:59:36.433796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:59:36.433931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:59:39.440626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:59:39.448370] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:59:39.453739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:59:39.458032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:59:39.458142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:59:42.466240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:59:42.471710] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:59:42.476773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:59:42.480846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:59:42.480930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:59:45.487453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:59:45.493203] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:59:45.498070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:59:45.502494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:59:45.502620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:59:48.507715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:59:48.512860] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:59:48.517542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:59:48.521530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:59:48.521624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:59:51.526402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:59:51.552321] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:59:51.558221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:59:51.563166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:59:51.563286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:59:54.569021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:59:54.574368] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:59:54.579949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:59:54.584508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:59:54.584631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T19:59:57.593878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T19:59:57.598673] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T19:59:57.603382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T19:59:57.608953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T19:59:57.609085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:00:00.616270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:00:00.622265] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:00:00.628133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:00:00.632176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:00:00.632295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:00:03.640074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:00:03.649772] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:00:03.657507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:00:03.664135] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:00:03.664461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:00:06.669906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:00:06.676695] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:00:06.683282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:00:06.688117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:00:06.688245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:00:09.695793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:00:09.701684] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:00:09.706792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:00:09.711750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:00:09.711880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:00:12.718047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:00:12.723287] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:00:12.729323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:00:12.733927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:00:12.734046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:00:15.739781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:00:15.745251] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:00:15.750085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:00:15.755344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:00:15.755477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:00:18.764701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:00:18.771816] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:00:18.778065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:00:18.785500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:00:18.785873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:00:21.794360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:00:21.800452] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:00:21.806860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:00:21.812945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:00:21.813076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:00:24.818586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:00:24.823729] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:00:24.828956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:00:24.834603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:00:24.834804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:00:27.840561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:00:27.846423] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:00:27.855817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:00:27.861009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:00:27.861137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:00:30.897250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:00:30.902732] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:00:30.908597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:00:30.913117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:00:30.913263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:00:33.918158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:00:33.954672] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:00:33.959567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:00:33.963869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:00:33.963970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:00:36.970810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:00:36.977050] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:00:36.982259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:00:36.988075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:00:36.988217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:00:39.993190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:00:39.998374] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:00:40.003090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:00:40.008661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:00:40.008765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:00:43.015431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:00:43.021743] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:00:43.029874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:00:43.035804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:00:43.035955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:00:46.042759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:00:46.048323] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:00:46.052791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:00:46.059350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:00:46.059476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:00:49.066061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:00:49.073407] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:00:49.079173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:00:49.085101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:00:49.085253] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:00:52.285613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:00:52.290430] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:00:52.295313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:00:52.300481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:00:52.300708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:00:55.306720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:00:55.313278] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:00:55.321106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:00:55.329123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:00:55.329257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:00:58.335634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:00:58.341520] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:00:58.348154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:00:58.353457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:00:58.353578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:01:01.359399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:01:01.366693] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:01:01.373251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:01:01.378485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:01:01.378754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:01:04.383773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:01:04.389484] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:01:04.396454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:01:04.401950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:01:04.402099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:01:07.408537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:01:07.414776] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:01:07.420100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:01:07.425415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:01:07.425546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:01:10.430408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:01:10.434560] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:01:10.439531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:01:10.444871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:01:10.445188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:01:13.450509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:01:13.456742] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:01:13.473775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:01:13.479743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:01:13.479879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:01:16.486061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:01:16.491882] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:01:16.496916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:01:16.501937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:01:16.502060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:01:19.508312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:01:19.517678] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:01:19.524383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:01:19.531580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:01:19.532053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:01:22.540577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:01:22.548067] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:01:22.552913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:01:22.558404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:01:22.558525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:01:25.566083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:01:25.571430] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:01:25.576814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:01:25.581918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:01:25.582085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:01:28.587384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:01:28.592973] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:01:28.599324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:01:28.604862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:01:28.604999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:01:31.610230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:01:31.615031] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:01:31.619729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:01:31.624579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:01:31.624787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:01:34.630530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:01:34.635601] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:01:34.640128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:01:34.644563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:01:34.644712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:01:37.654708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:01:37.660886] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:01:37.666833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:01:37.672411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:01:37.672541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:01:40.679038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:01:40.683771] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:01:40.689140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:01:40.695970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:01:40.696102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:01:43.701901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:01:43.706963] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:01:43.712095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:01:43.716954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:01:43.717104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:01:46.722374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:01:46.726984] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:01:46.731491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:01:46.736499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:01:46.736627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:01:49.743235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:01:49.750161] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:01:49.756504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:01:49.762130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:01:49.762246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:01:52.771726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:01:52.778674] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:01:52.784229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:01:52.790748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:01:52.790940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:01:55.796557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:01:55.802688] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:01:55.809028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:01:55.814270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:01:55.814412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:01:58.825877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:01:58.831089] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:01:58.836609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:01:58.841315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:01:58.841500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:02:01.846715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:02:01.851151] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:02:01.856074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:02:01.860330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:02:01.860445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:02:04.866303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:02:04.871741] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:02:04.877992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:02:04.883161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:02:04.883288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:02:07.889490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:02:07.898758] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:02:07.906574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:02:07.913473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:02:07.913613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:02:10.920180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:02:10.927973] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:02:10.932769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:02:10.937717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:02:10.937829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:02:13.944319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:02:13.948917] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:02:13.954083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:02:13.958746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:02:13.959001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:02:16.965603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:02:16.971974] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:02:16.977468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:02:16.982416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:02:16.982542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:02:19.988941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:02:19.994195] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:02:19.999773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:02:20.005512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:02:20.005705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:02:23.012848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:02:23.019043] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:02:23.211933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:02:23.216786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:02:23.216903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:02:26.222920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:02:26.227858] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:02:26.233894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:02:26.240844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:02:26.241028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:02:29.248932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:02:29.255423] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:02:29.262400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:02:29.268624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:02:29.268984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:02:32.274990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:02:32.279852] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:02:32.285792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:02:32.291222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:02:32.291339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:02:35.297615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:02:35.303792] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:02:35.308942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:02:35.314522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:02:35.314700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:02:38.322526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:02:38.330698] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:02:38.337850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:02:38.348524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:02:38.348705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:02:41.356729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:02:41.366295] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:02:41.371227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:02:41.377692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:02:41.377837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:02:44.384197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:02:44.389384] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:02:44.394174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:02:44.399003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:02:44.399139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:02:47.405439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:02:47.410599] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:02:47.415025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:02:47.419911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:02:47.420046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:02:50.426164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:02:50.431447] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:02:50.437101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:02:50.443540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:02:50.443729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:02:53.451458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:02:53.458233] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:02:53.463459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:02:53.468734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:02:53.468906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:02:56.476182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:02:56.481225] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:02:56.486201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:02:56.490936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:02:56.491036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:02:59.498159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:02:59.503384] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:02:59.508539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:02:59.514124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:02:59.514270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:03:02.520147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:03:02.526189] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:03:02.532948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:03:02.537620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:03:02.537760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:03:05.543355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:03:05.549290] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:03:05.556032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:03:05.562775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:03:05.562887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:03:08.569441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:03:08.575509] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:03:08.580923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:03:08.586056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:03:08.586173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:03:11.592281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:03:11.597466] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:03:11.603904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:03:11.608601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:03:11.608756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:03:14.614214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:03:14.626663] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:03:14.632884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:03:14.638014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:03:14.638129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:03:17.643680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:03:17.649235] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:03:17.654066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:03:17.659697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:03:17.659826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:03:20.665448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:03:20.670795] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:03:20.676064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:03:20.681486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:03:20.681593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:03:23.687503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:03:23.694041] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:03:23.700783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:03:23.706516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:03:23.706678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:03:26.714802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:03:26.721863] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:03:26.728113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:03:26.734486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:03:26.735102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:03:29.745152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:03:29.750144] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:03:29.755471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:03:29.760279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:03:29.760407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:03:32.767663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:03:32.775217] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:03:32.785124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:03:32.791521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:03:32.791738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:03:35.797097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:03:35.801616] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:03:35.805835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:03:35.809781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:03:35.809929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:03:38.820386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:03:38.827360] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:03:38.832203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:03:38.837993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:03:38.838198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:03:41.843275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:03:41.847957] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:03:41.852026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:03:41.855801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:03:41.855892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:03:44.862580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:03:44.873134] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:03:44.878226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:03:44.882620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:03:44.882806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:03:47.888405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:03:47.894162] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:03:47.900167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:03:47.906126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:03:47.906252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:03:50.910691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:03:50.915225] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:03:50.920135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:03:50.924743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:03:50.924846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:03:53.941351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:03:53.949347] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:03:53.955948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:03:53.962086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:03:53.962446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:03:56.970862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:03:56.978170] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:03:56.985557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:03:56.992861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:03:56.993100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:03:59.999426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:04:00.005105] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:04:00.010123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:04:00.015183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:04:00.015412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:04:03.021999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:04:03.027445] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:04:03.032917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:04:03.038499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:04:03.038635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:04:06.044477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:04:06.052046] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:04:06.057366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:04:06.062705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:04:06.063065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:04:09.068906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:04:09.075449] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:04:09.081283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:04:09.086352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:04:09.086631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:04:12.093291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:04:12.102582] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:04:12.108483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:04:12.114347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:04:12.114492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:04:15.124686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:04:15.131220] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:04:15.136232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:04:15.141536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:04:15.141700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:04:18.149419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:04:18.154740] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:04:18.159542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:04:18.164506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:04:18.164827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:04:21.171126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:04:21.177474] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:04:21.184051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:04:21.190211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:04:21.190385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:04:24.195394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:04:24.201835] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:04:24.211361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:04:24.216887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:04:24.217077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:04:27.222137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:04:27.227425] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:04:27.233661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:04:27.239324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:04:27.239449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:04:30.245085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:04:30.253433] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:04:30.258886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:04:30.263768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:04:30.263865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:04:33.270459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:04:33.275961] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:04:33.283484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:04:33.288812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:04:33.288921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:04:36.296872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:04:36.301941] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:04:36.307420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:04:36.312313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:04:36.312416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:04:39.318081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:04:39.322075] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:04:39.327464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:04:39.332411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:04:39.332552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:04:42.338474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:04:42.343515] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:04:42.348398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:04:42.353383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:04:42.353510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:04:45.358812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:04:45.364740] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:04:45.369757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:04:45.375223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:04:45.375334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:04:48.380701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:04:48.386090] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:04:48.390688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:04:48.395013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:04:48.395181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:04:51.401818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:04:51.406792] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:04:51.411733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:04:51.416407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:04:51.416558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:04:54.424893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:04:54.431498] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:04:54.437352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:04:54.441914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:04:54.442028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:04:57.447908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:04:57.453232] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:04:57.457978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:04:57.462683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:04:57.462820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:05:00.467632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:05:00.473212] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:05:00.478130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:05:00.482504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:05:00.482717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:05:03.489278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:05:03.496023] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:05:03.501952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:05:03.506290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:05:03.506614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:05:06.512590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:05:06.517229] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:05:06.522018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:05:06.527471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:05:06.527585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:05:09.532024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:05:09.536347] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:05:09.541304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:05:09.545482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:05:09.545575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:05:12.558278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:05:12.564208] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:05:12.568328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:05:12.572719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:05:12.572849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:05:15.578221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:05:15.582925] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:05:15.587923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:05:15.592335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:05:15.592696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:05:18.599696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:05:18.606111] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:05:18.611821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:05:18.616832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:05:18.616975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:05:21.623881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:05:21.630601] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:05:21.636324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:05:21.642260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:05:21.642544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:05:24.649482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:05:24.660126] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:05:24.668017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:05:24.673401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:05:24.673587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:05:27.680485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:05:27.687286] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:05:27.692346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:05:27.697024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:05:27.697359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:05:30.706500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:05:30.712867] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:05:30.719821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:05:30.725718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:05:30.725869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:05:33.735757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:05:33.740749] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:05:33.745533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:05:33.750356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:05:33.750581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:05:36.755335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:05:36.760231] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:05:36.764913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:05:36.769671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:05:36.769774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:05:39.775177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:05:39.780250] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:05:39.785837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:05:39.791342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:05:39.791467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:05:42.797862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:05:42.803635] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:05:42.809211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:05:42.813724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:05:42.813885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:05:45.820549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:05:45.825936] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:05:45.830891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:05:45.835148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:05:45.835264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:05:48.841238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:05:48.845774] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:05:48.851706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:05:48.855984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:05:48.856114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:05:51.862822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:05:51.868624] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:05:51.874002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:05:51.880051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:05:51.880199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:05:54.886618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:05:54.893415] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:05:54.898576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:05:54.904015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:05:54.904136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:05:57.909160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:05:57.914397] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:05:57.920538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:05:57.926382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:05:57.926517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:06:00.934325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:06:00.941363] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:06:00.949961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:06:00.956382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:06:00.956540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:06:03.962223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:06:03.967195] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:06:03.975760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:06:03.979891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:06:03.979988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:06:06.988589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:06:06.999632] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:06:07.006556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:06:07.011355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:06:07.011477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:06:10.018528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:06:10.023932] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:06:10.029424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:06:10.034298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:06:10.034399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:06:13.040410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:06:13.045037] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:06:13.049067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:06:13.053017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:06:13.053134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:06:16.059109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:06:16.063183] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:06:16.066941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:06:16.070594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:06:16.070719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:06:19.075943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:06:19.081007] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:06:19.084994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:06:19.090083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:06:19.090217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:06:22.094766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:06:22.099326] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:06:22.104225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:06:22.108178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:06:22.108277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:06:25.113318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:06:25.117511] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:06:25.304310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:06:25.310494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:06:25.310630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:06:28.315987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:06:28.320739] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:06:28.325182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:06:28.329333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:06:28.329444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:06:31.334609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:06:31.339968] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:06:31.344528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:06:31.348995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:06:31.349108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:06:34.355041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:06:34.363361] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:06:34.368296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:06:34.372958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:06:34.373317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:06:37.378305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:06:37.384084] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:06:37.388758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:06:37.392744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:06:37.392865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:06:40.397874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:06:40.403416] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:06:40.407998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:06:40.412148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:06:40.412259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:06:43.417062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:06:43.422981] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:06:43.428276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:06:43.433068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:06:43.433198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:06:46.438463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:06:46.443268] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:06:46.448159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:06:46.453361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:06:46.453674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:06:49.459149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:06:49.463994] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:06:49.468371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:06:49.472625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:06:49.472765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:06:52.479962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:06:52.485669] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:06:52.491534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:06:52.495693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:06:52.495791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:06:55.504018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:06:55.511379] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:06:55.518138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:06:55.524546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:06:55.524735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:06:58.530158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:06:58.534956] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:06:58.540314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:06:58.544523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:06:58.544618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:07:01.550458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:07:01.555829] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:07:01.560935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:07:01.565229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:07:01.565345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:07:04.570100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:07:04.576929] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:07:04.583123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:07:04.588718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:07:04.588842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:07:07.593820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:07:07.598392] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:07:07.603968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:07:07.609150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:07:07.609296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:07:10.614493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:07:10.618879] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:07:10.623392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:07:10.627625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:07:10.627784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:07:13.633290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:07:13.639004] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:07:13.644009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:07:13.649199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:07:13.649364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:07:16.654290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:07:16.658785] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:07:16.663312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:07:16.667473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:07:16.667582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:07:19.674599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:07:19.682090] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:07:19.689736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:07:19.694696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:07:19.694897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:07:22.702053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:07:22.709174] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:07:22.714246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:07:22.719149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:07:22.719288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:07:25.728114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:07:25.737902] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:07:25.743338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:07:25.747602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:07:25.747723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:07:28.753080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:07:28.758900] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:07:28.764166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:07:28.770130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:07:28.770300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:07:31.777303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:07:31.782043] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:07:31.786885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:07:31.791376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:07:31.791530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:07:34.797155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:07:34.802067] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:07:34.806901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:07:34.811676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:07:34.811771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:07:37.817286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:07:37.822334] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:07:37.827705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:07:37.832922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:07:37.833042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:07:40.837707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:07:40.841969] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:07:40.846584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:07:40.850997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:07:40.851137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:07:43.856310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:07:43.861592] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:07:43.866173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:07:43.873629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:07:43.873785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:07:46.878448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:07:46.883164] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:07:46.887512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:07:46.893297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:07:46.893416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:07:49.899620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:07:49.904089] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:07:49.908362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:07:49.912861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:07:49.913119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:07:52.919374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:07:52.924450] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:07:52.929125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:07:52.933274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:07:52.933365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:07:55.943023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:07:55.950045] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:07:55.954795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:07:55.962178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:07:55.962317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:07:58.968405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:07:58.973967] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:07:58.978439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:07:58.983308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:07:58.983416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:08:01.992531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:08:01.998262] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:08:02.005507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:08:02.012485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:08:02.012880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:08:05.018044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:08:05.023932] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:08:05.029777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:08:05.035564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:08:05.035724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:08:08.040600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:08:08.047197] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:08:08.053193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:08:08.058003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:08:08.058134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:08:11.063673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:08:11.069138] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:08:11.074687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:08:11.079565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:08:11.079715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:08:14.086030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:08:14.099775] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:08:14.105500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:08:14.110612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:08:14.110958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:08:17.117288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:08:17.123097] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:08:17.128078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:08:17.132544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:08:17.132709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:08:20.138417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:08:20.142923] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:08:20.146859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:08:20.153366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:08:20.153609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:08:23.159950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:08:23.165803] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:08:23.171379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:08:23.176959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:08:23.177430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:08:26.183771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:08:26.188748] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:08:26.193427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:08:26.198623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:08:26.198799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:08:29.204116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:08:29.208323] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:08:29.212690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:08:29.217990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:08:29.218128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:08:32.223993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:08:32.228518] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:08:32.233025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:08:32.237756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:08:32.238074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:08:35.244113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:08:35.248617] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:08:35.253191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:08:35.257896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:08:35.258149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:08:38.267620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:08:38.272243] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:08:38.276168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:08:38.280468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:08:38.280565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:08:41.286508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:08:41.291029] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:08:41.295096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:08:41.299895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:08:41.300311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:08:44.305848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:08:44.311294] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:08:44.315149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:08:44.319467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:08:44.319757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:08:47.325197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:08:47.330124] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:08:47.336040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:08:47.345305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:08:47.345482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:08:50.352593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:08:50.357677] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:08:50.361623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:08:50.366134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:08:50.366270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:08:53.371314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:08:53.375661] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:08:53.380953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:08:53.386197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:08:53.386447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:08:56.392995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:08:56.399108] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:08:56.403627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:08:56.407702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:08:56.407823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:08:59.412954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:08:59.417925] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:08:59.422475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:08:59.426998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:08:59.427154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:09:02.434179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:09:02.438831] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:09:02.443395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:09:02.448503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:09:02.448607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:09:05.455161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:09:05.459667] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:09:05.464206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:09:05.469321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:09:05.469448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:09:08.474566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:09:08.479264] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:09:08.484495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:09:08.490438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:09:08.490546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:09:11.496398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:09:11.501910] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:09:11.508976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:09:11.516878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:09:11.517069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:09:14.521961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:09:14.529087] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:09:14.535422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:09:14.540030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:09:14.540149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:09:17.545153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:09:17.549893] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:09:17.554677] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:09:17.559757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:09:17.559868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:09:20.565215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:09:20.570140] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:09:20.574364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:09:20.578923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:09:20.579058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:09:23.585293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:09:23.591604] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:09:23.599379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:09:23.604496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:09:23.604634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:09:26.610335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:09:26.616574] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:09:26.621994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:09:26.627777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:09:26.627917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:09:29.633310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:09:29.637621] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:09:29.642058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:09:29.646661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:09:29.646801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:09:32.652705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:09:32.657853] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:09:32.663045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:09:32.668283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:09:32.668572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:09:35.673730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:09:35.678461] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:09:35.682376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:09:35.687272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:09:35.687363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:09:38.697833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:09:38.705763] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:09:38.711154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:09:38.718725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:09:38.718851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:09:41.725576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:09:41.738047] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:09:41.744927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:09:41.750537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:09:41.750680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:09:44.755899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:09:44.761015] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:09:44.766889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:09:44.771339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:09:44.771446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:09:47.776343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:09:47.782230] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:09:47.788049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:09:47.793478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:09:47.793622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:09:50.799725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:09:50.803879] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:09:50.808365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:09:50.813711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:09:50.813847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:09:53.819948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:09:53.824987] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:09:53.829894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:09:53.836520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:09:53.836696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:09:56.843287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:09:56.851000] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:09:56.857015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:09:56.861924] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:09:56.862258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:09:59.869522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:09:59.875720] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:09:59.880044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:09:59.887727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:09:59.888577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:10:02.894181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:10:02.899359] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:10:02.905927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:10:02.910835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:10:02.911132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:10:05.917269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:10:05.922399] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:10:05.927249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:10:05.932016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:10:05.932170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:10:08.937507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:10:08.941502] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:10:08.945805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:10:08.950442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:10:08.950536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:10:11.956745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:10:11.962466] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:10:11.971631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:10:11.977008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:10:11.977191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:10:14.984216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:10:14.991002] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:10:14.996414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:10:15.001967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:10:15.003866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:10:18.009845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:10:18.014212] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:10:18.018883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:10:18.023217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:10:18.023342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:10:21.029388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:10:21.034188] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:10:21.038742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:10:21.043587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:10:21.043870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:10:24.049244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:10:24.054049] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:10:24.058761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:10:24.063674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:10:24.063787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:10:27.367105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:10:27.373066] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:10:27.378312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:10:27.382588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:10:27.382729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:10:30.389932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:10:30.394983] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:10:30.399873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:10:30.404389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:10:30.404543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:10:33.440966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:10:33.450068] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:10:33.454680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:10:33.459312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:10:33.459413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:10:36.464495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:10:36.500873] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:10:36.506026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:10:36.510134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:10:36.510244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:10:39.515033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:10:39.521717] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:10:39.526393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:10:39.530505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:10:39.530628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:10:42.536358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:10:42.540913] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:10:42.545560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:10:42.550228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:10:42.550348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:10:45.557143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:10:45.564342] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:10:45.572352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:10:45.578565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:10:45.578764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:10:48.585171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:10:48.591007] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:10:48.598035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:10:48.603492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:10:48.603593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:10:51.609986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:10:51.615462] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:10:51.620179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:10:51.624755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:10:51.624843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:10:54.631011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:10:54.635969] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:10:54.641442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:10:54.646931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:10:54.647108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:10:57.656390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:10:57.662598] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:10:57.668572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:10:57.674113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:10:57.674233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:11:00.680253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:11:00.684569] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:11:00.689236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:11:00.693612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:11:00.693769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:11:03.699743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:11:03.705878] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:11:03.718678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:11:03.724463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:11:03.724625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:11:06.730737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:11:06.739757] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:11:06.744497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:11:06.748905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:11:06.749015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:11:09.754709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:11:09.761693] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:11:09.767166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:11:09.771510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:11:09.771622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:11:12.776743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:11:12.781261] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:11:12.785963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:11:12.790623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:11:12.790776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:11:15.796717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:11:15.803118] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:11:15.810035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:11:15.815584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:11:15.815779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:11:18.821576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:11:18.828311] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:11:18.833999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:11:18.838377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:11:18.838481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:11:21.844624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:11:21.849033] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:11:21.853419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:11:21.858200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:11:21.858321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:11:24.863696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:11:24.868426] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:11:24.872801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:11:24.876736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:11:24.876830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:11:27.884891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:11:27.890310] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:11:27.894833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:11:27.899576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:11:27.899761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:11:30.907977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:11:30.915387] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:11:30.919613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:11:30.924543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:11:30.924724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:11:33.930686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:11:33.936036] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:11:33.940416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:11:33.945481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:11:33.945571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:11:36.950478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:11:36.954751] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:11:36.958911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:11:36.962782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:11:36.962876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:11:39.967787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:11:39.973705] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:11:39.978560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:11:39.983715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:11:39.983862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:11:42.988905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:11:42.994561] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:11:42.999785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:11:43.004674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:11:43.004808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:11:46.009662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:11:46.014133] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:11:46.018561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:11:46.022977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:11:46.023102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:11:49.028152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:11:49.032524] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:11:49.036668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:11:49.041049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:11:49.041206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:11:52.049668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:11:52.054067] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:11:52.058778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:11:52.063433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:11:52.063587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:11:55.069634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:11:55.074736] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:11:55.080130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:11:55.084931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:11:55.085069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:11:58.092229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:11:58.101013] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:11:58.106315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:11:58.111460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:11:58.111788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:12:01.118094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:12:01.124275] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:12:01.130244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:12:01.135619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:12:01.135778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:12:04.140441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:12:04.145548] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:12:04.149992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:12:04.154232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:12:04.154352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:12:07.159294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:12:07.164084] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:12:07.169431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:12:07.174406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:12:07.174510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:12:10.179673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:12:10.184704] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:12:10.192851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:12:10.197199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:12:10.197306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:12:13.202774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:12:13.208583] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:12:13.213103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:12:13.217224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:12:13.217325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:12:16.225408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:12:16.231888] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:12:16.238178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:12:16.244201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:12:16.244342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:12:19.249626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:12:19.256075] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:12:19.264501] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:12:19.268898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:12:19.268998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:12:22.274854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:12:22.280397] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:12:22.285561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:12:22.290990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:12:22.291110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:12:25.295527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:12:25.299380] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:12:25.302970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:12:25.306454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:12:25.306538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:12:28.311533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:12:28.316813] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:12:28.322001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:12:28.326226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:12:28.326341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:12:31.332019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:12:31.336945] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:12:31.341600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:12:31.346006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:12:31.346100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:12:34.351633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:12:34.358059] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:12:34.362315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:12:34.366577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:12:34.366940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:12:37.372519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:12:37.378281] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:12:37.383168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:12:37.387371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:12:37.387466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:12:40.393541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:12:40.398534] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:12:40.404275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:12:40.408114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:12:40.408204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:12:43.417898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:12:43.424574] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:12:43.442140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:12:43.453685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:12:43.454004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:12:46.459833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:12:46.465918] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:12:46.471695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:12:46.476865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:12:46.476997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:12:49.482315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:12:49.487881] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:12:49.492687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:12:49.496735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:12:49.496876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:12:52.502205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:12:52.508043] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:12:52.513258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:12:52.518350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:12:52.518470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:12:55.523495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:12:55.527928] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:12:55.532795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:12:55.537030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:12:55.537167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:12:58.543039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:12:58.548155] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:12:58.552612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:12:58.556893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:12:58.556999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:13:01.561592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:13:01.566053] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:13:01.571089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:13:01.574927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:13:01.575016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:13:04.579466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:13:04.583940] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:13:04.589589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:13:04.594100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:13:04.594212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:13:07.602597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:13:07.608269] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:13:07.619053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:13:07.624398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:13:07.624744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:13:10.635825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:13:10.640159] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:13:10.644913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:13:10.648973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:13:10.649058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:13:13.653917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:13:13.659126] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:13:13.663108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:13:13.667454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:13:13.667571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:13:16.672712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:13:16.677193] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:13:16.681228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:13:16.685093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:13:16.685191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:13:19.690980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:13:19.697497] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:13:19.702561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:13:19.707412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:13:19.707557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:13:22.712337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:13:22.716746] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:13:22.720876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:13:22.725909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:13:22.726026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:13:25.730563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:13:25.734992] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:13:25.739392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:13:25.743720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:13:25.743803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:13:28.749455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:13:28.755111] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:13:28.759620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:13:28.763808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:13:28.763913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:13:31.769190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:13:31.775067] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:13:31.779776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:13:31.783722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:13:31.783816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:13:34.789016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:13:34.794354] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:13:34.798470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:13:34.803340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:13:34.803431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:13:37.809553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:13:37.814561] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:13:37.820403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:13:37.824618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:13:37.824789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:13:40.833030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:13:40.839939] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:13:40.847851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:13:40.854636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:13:40.854926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:13:43.862388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:13:43.869873] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:13:43.875823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:13:43.881606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:13:43.881784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:13:46.888763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:13:46.894989] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:13:46.901329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:13:46.906111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:13:46.906214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:13:49.911610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:13:49.916942] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:13:49.923149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:13:49.927189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:13:49.927282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:13:52.933247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:13:52.938266] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:13:52.944037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:13:52.948140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:13:52.948256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:13:55.953334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:13:55.958462] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:13:55.963219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:13:55.967608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:13:55.967748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:13:58.972467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:13:58.977561] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:13:58.982006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:13:58.986173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:13:58.986269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:14:01.991095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:14:01.997985] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:14:02.004358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:14:02.009925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:14:02.010063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:14:05.015468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:14:05.020812] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:14:05.026500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:14:05.030833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:14:05.030946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:14:08.036611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:14:08.041837] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:14:08.046177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:14:08.050997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:14:08.051084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:14:11.057764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:14:11.063673] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:14:11.069568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:14:11.075245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:14:11.075368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:14:14.083712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:14:14.090078] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:14:14.095922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:14:14.103962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:14:14.104114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:14:17.109104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:14:17.113639] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:14:17.118386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:14:17.123485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:14:17.123601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:14:20.131097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:14:20.136073] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:14:20.141053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:14:20.146051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:14:20.146267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:14:23.151069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:14:23.155445] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:14:23.160424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:14:23.165238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:14:23.165339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:14:26.170348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:14:26.175160] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:14:26.180477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:14:26.187094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:14:26.187292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:14:29.196241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:14:29.205527] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:14:29.213364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:14:29.219800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:14:29.219948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:14:32.227829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:14:32.233428] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:14:32.241201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:14:32.248159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:14:32.248384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:14:35.254422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:14:35.260223] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:14:35.266877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:14:35.272185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:14:35.272296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:14:38.277291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:14:38.282947] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:14:38.287908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:14:38.292117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:14:38.292237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:14:41.298207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:14:41.304596] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:14:41.310107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:14:41.315134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:14:41.315244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:14:44.320264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:14:44.324918] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:14:44.330395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:14:44.336158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:14:44.336253] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:14:47.343619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:14:47.350140] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:14:47.357954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:14:47.365252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:14:47.365424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:14:50.371265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:14:50.376444] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:14:50.381455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:14:50.385698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:14:50.385802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:14:53.391149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:14:53.396493] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:14:53.401427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:14:53.405239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:14:53.405324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:14:56.412196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:14:56.417626] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:14:56.423086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:14:56.428120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:14:56.428241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:14:59.433880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:14:59.441048] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:14:59.448582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:14:59.453593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:14:59.453753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:15:02.463146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:15:02.469256] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:15:02.475329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:15:02.479802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:15:02.479921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:15:05.484546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:15:05.489340] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:15:05.494107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:15:05.499187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:15:05.499330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:15:08.505555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:15:08.510609] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:15:08.516355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:15:08.522009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:15:08.522134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:15:11.529173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:15:11.535463] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:15:11.542223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:15:11.548748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:15:11.548860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:15:14.555360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:15:14.560826] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:15:14.566036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:15:14.572670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:15:14.572868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:15:17.578835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:15:17.584508] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:15:17.591508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:15:17.597334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:15:17.597447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:15:20.602973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:15:20.609143] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:15:20.615021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:15:20.622171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:15:20.622542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:15:23.628688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:15:23.634540] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:15:23.640072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:15:23.645865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:15:23.645998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:15:26.654128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:15:26.662898] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:15:26.670536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:15:26.676401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:15:26.676853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:15:29.685216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:15:29.692087] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:15:29.698048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:15:29.703107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:15:29.703223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:15:32.708361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:15:32.713561] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:15:32.718428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:15:32.723702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:15:32.724064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:15:35.730500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:15:35.735806] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:15:35.741201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:15:35.746445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:15:35.746785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:15:38.753432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:15:38.767238] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:15:38.773802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:15:38.777892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:15:38.777977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:15:41.782459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:15:41.788105] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:15:41.793099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:15:41.797361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:15:41.797475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:15:44.804880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:15:44.810244] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:15:44.815265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:15:44.820001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:15:44.820132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:15:47.828581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:15:47.834711] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:15:47.839229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:15:47.844399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:15:47.844549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:15:50.851632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:15:50.857923] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:15:50.863459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:15:50.867838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:15:50.867949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:15:53.875403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:15:53.881608] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:15:53.887275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:15:53.891465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:15:53.891592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:15:56.896785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:15:56.901919] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:15:56.906066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:15:56.910284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:15:56.910418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:15:59.916187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:15:59.922021] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:15:59.926951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:15:59.931469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:15:59.931588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:16:02.936771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:16:02.945291] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:16:02.950271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:16:02.954370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:16:02.954460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:16:05.960266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:16:05.965761] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:16:05.971077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:16:05.974997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:16:05.975093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:16:08.980247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:16:08.985557] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:16:08.991062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:16:08.995818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:16:08.995935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:16:12.001280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:16:12.006196] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:16:12.010985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:16:12.015604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:16:12.015752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:16:15.022981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:16:15.027939] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:16:15.032221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:16:15.036372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:16:15.036467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:16:18.045602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:16:18.051391] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:16:18.057701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:16:18.062959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:16:18.063214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:16:21.069623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:16:21.075350] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:16:21.081207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:16:21.087160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:16:21.087288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:16:24.095739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:16:24.102985] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:16:24.109575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:16:24.116456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:16:24.117290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:16:27.123520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:16:27.128536] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:16:27.132952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:16:27.137973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:16:27.138167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:16:30.146799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:16:30.154407] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:16:30.161241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:16:30.167470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:16:30.167761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:16:33.173142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:16:33.179302] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:16:33.184896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:16:33.190054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:16:33.190171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:16:36.196174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:16:36.200818] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:16:36.205330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:16:36.211008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:16:36.211139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:16:39.216495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:16:39.226105] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:16:39.230867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:16:39.235879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:16:39.236119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:16:42.243546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:16:42.251782] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:16:42.257825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:16:42.264054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:16:42.264265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:16:45.271575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:16:45.277409] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:16:45.283977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:16:45.289840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:16:45.289995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:16:48.295340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:16:48.300952] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:16:48.307705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:16:48.313568] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:16:48.313727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:16:51.319135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:16:51.324021] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:16:51.328317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:16:51.334075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:16:51.334405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:16:54.340682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:16:54.345370] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:16:54.350435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:16:54.355983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:16:54.356187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:16:57.364117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:16:57.370989] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:16:57.377273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:16:57.382417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:16:57.382554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:17:00.388012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:17:00.393365] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:17:00.400310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:17:00.406482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:17:00.406620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:17:03.411950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:17:03.416762] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:17:03.421212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:17:03.425958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:17:03.426059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:17:06.432412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:17:06.439074] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:17:06.443896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:17:06.448684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:17:06.448872] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:17:09.454115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:17:09.459148] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:17:09.464416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:17:09.469280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:17:09.469574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:17:12.474635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:17:12.483382] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:17:12.487927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:17:12.493007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:17:12.493120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:17:15.499731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:17:15.504385] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:17:15.508832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:17:15.513249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:17:15.513360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:17:18.519471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:17:18.523346] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:17:18.527715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:17:18.532392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:17:18.532492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:17:21.539022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:17:21.544147] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:17:21.553317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:17:21.558944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:17:21.559283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:17:24.567282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:17:24.576021] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:17:24.583046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:17:24.589006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:17:24.589146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:17:27.595518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:17:27.601621] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:17:27.607725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:17:27.613439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:17:27.613561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:17:30.621201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:17:30.628807] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:17:30.634008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:17:30.640256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:17:30.640547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:17:33.646704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:17:33.651703] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:17:33.657118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:17:33.662822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:17:33.662954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:17:36.667844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:17:36.672678] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:17:36.678405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:17:36.682494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:17:36.682576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:17:39.689696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:17:39.695177] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:17:39.700487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:17:39.706962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:17:39.707100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:17:42.711584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:17:42.716483] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:17:42.721491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:17:42.725886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:17:42.725993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:17:45.734458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:17:45.739879] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:17:45.745212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:17:45.749946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:17:45.750059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:17:48.754945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:17:48.760030] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:17:48.765451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:17:48.769932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:17:48.770282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:17:51.776056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:17:51.780832] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:17:51.786170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:17:51.792090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:17:51.792267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:17:54.797835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:17:54.803003] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:17:54.809817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:17:54.815083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:17:54.815215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:17:57.820216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:17:57.826001] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:17:57.830815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:17:57.835970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:17:57.836140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:18:00.844552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:18:00.852335] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:18:00.858533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:18:00.863578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:18:00.863699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:18:03.869930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:18:03.876483] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:18:03.882684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:18:03.889219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:18:03.889349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:18:06.895359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:18:06.899959] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:18:06.904623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:18:06.909010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:18:06.909147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:18:09.917225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:18:09.922605] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:18:09.927557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:18:09.933017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:18:09.933360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:18:12.940153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:18:12.945145] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:18:12.950190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:18:12.955613] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:18:12.955935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:18:15.961482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:18:15.967236] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:18:15.972517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:18:15.977738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:18:15.977853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:18:18.983748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:18:18.988884] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:18:18.993555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:18:18.999544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:18:18.999696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:18:22.005515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:18:22.018006] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:18:22.023531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:18:22.028423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:18:22.028556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:18:25.034804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:18:25.040103] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:18:25.044568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:18:25.049345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:18:25.049457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:18:28.056193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:18:28.061469] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:18:28.067416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:18:28.071988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:18:28.072114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:18:31.273923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:18:31.280006] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:18:31.285381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:18:31.291669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:18:31.291807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:18:34.301898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:18:34.308813] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:18:34.315846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:18:34.322319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:18:34.322493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:18:37.329353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:18:37.334890] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:18:37.339529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:18:37.344360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:18:37.344539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:18:40.351764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:18:40.356483] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:18:40.361805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:18:40.366236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:18:40.366363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:18:43.372368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:18:43.378145] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:18:43.388319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:18:43.394721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:18:43.394878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:18:46.400771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:18:46.405716] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:18:46.410504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:18:46.414895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:18:46.415066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:18:49.420077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:18:49.424751] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:18:49.429334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:18:49.434749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:18:49.434934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:18:52.440481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:18:52.445392] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:18:52.451576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:18:52.457521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:18:52.457684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:18:55.462446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:18:55.468176] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:18:55.474399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:18:55.479904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:18:55.480016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:18:58.485826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:18:58.491287] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:18:58.496176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:18:58.502587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:18:58.502745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:19:01.507955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:19:01.513209] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:19:01.517764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:19:01.522116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:19:01.522227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:19:04.527625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:19:04.532571] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:19:04.541256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:19:04.548313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:19:04.548469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:19:07.554361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:19:07.566405] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:19:07.572279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:19:07.580193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:19:07.580337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:19:10.587127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:19:10.592594] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:19:10.599895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:19:10.605304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:19:10.605414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:19:13.611589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:19:13.618381] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:19:13.623564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:19:13.628224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:19:13.628357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:19:16.634443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:19:16.639350] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:19:16.643671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:19:16.648507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:19:16.648672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:19:19.656603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:19:19.663716] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:19:19.670546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:19:19.675717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:19:19.675995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:19:22.684518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:19:22.693620] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:19:22.701475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:19:22.707798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:19:22.707935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:19:25.714036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:19:25.719989] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:19:25.725174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:19:25.729750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:19:25.729887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:19:28.735349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:19:28.740766] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:19:28.747079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:19:28.751760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:19:28.751965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:19:31.756795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:19:31.766039] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:19:31.770619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:19:31.774939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:19:31.775024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:19:34.780172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:19:34.784707] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:19:34.789126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:19:34.793357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:19:34.793457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:19:37.798227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:19:37.803453] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:19:37.808844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:19:37.813008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:19:37.813146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:19:40.818201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:19:40.823969] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:19:40.828969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:19:40.833245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:19:40.833346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:19:43.839511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:19:43.846988] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:19:43.852856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:19:43.861169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:19:43.861294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:19:46.868817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:19:46.876002] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:19:46.883684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:19:46.888958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:19:46.889079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:19:49.894288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:19:49.900238] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:19:49.904604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:19:49.909290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:19:49.909378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:19:52.917919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:19:52.925596] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:19:52.931997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:19:52.937239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:19:52.937370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:19:55.942403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:19:55.946987] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:19:55.952961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:19:55.958619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:19:55.958748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:19:58.964408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:19:58.970142] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:19:58.974285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:19:58.978877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:19:58.978970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:20:01.988696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:20:01.995782] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:20:02.000624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:20:02.006376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:20:02.006504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:20:05.012977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:20:05.018041] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:20:05.023027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:20:05.027959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:20:05.028068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:20:08.033266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:20:08.037750] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:20:08.042996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:20:08.048009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:20:08.048128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:20:11.054555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:20:11.059688] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:20:11.064461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:20:11.069162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:20:11.069543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:20:14.075214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:20:14.080116] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:20:14.084917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:20:14.089449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:20:14.089551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:20:17.103573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:20:17.109571] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:20:17.115832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:20:17.121236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:20:17.121382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:20:20.126731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:20:20.131165] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:20:20.136675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:20:20.142410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:20:20.142547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:20:23.148131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:20:23.153790] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:20:23.159008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:20:23.164138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:20:23.164406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:20:26.170466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:20:26.176410] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:20:26.181156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:20:26.186284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:20:26.186434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:20:29.192892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:20:29.199114] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:20:29.204927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:20:29.211538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:20:29.211699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:20:32.216765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:20:32.223055] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:20:32.227925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:20:32.233259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:20:32.233387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:20:35.269987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:20:35.278078] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:20:35.283890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:20:35.288793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:20:35.289128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:20:38.294090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:20:38.330308] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:20:38.334796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:20:38.339599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:20:38.339722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:20:41.344768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:20:41.349478] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:20:41.355236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:20:41.361049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:20:41.361166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:20:44.366502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:20:44.372037] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:20:44.377417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:20:44.381757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:20:44.381851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:20:47.387753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:20:47.392710] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:20:47.397242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:20:47.402740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:20:47.402876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:20:50.409052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:20:50.414139] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:20:50.419604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:20:50.424823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:20:50.424979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:20:53.432764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:20:53.442175] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:20:53.450793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:20:53.457800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:20:53.457940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:20:56.463680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:20:56.469617] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:20:56.475603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:20:56.480329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:20:56.480456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:20:59.486153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:20:59.491859] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:20:59.496367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:20:59.500547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:20:59.500765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:21:02.508634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:21:02.515222] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:21:02.521244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:21:02.525533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:21:02.525630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:21:05.532040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:21:05.538719] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:21:05.544130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:21:05.549404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:21:05.549531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:21:08.554834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:21:08.560223] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:21:08.564902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:21:08.569225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:21:08.569316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:21:11.575884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:21:11.582291] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:21:11.586902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:21:11.591204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:21:11.591339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:21:14.597421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:21:14.603050] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:21:14.609312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:21:14.614889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:21:14.615076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:21:17.620047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:21:17.626206] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:21:17.631144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:21:17.636153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:21:17.636310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:21:20.641168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:21:20.645598] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:21:20.649884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:21:20.653977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:21:20.654080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:21:23.661149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:21:23.666927] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:21:23.672391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:21:23.676718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:21:23.676815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:21:26.684134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:21:26.690802] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:21:26.696545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:21:26.701738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:21:26.701873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:21:29.708493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:21:29.714835] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:21:29.719324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:21:29.723750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:21:29.723869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:21:32.729515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:21:32.735086] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:21:32.740277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:21:32.744419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:21:32.744542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:21:35.750952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:21:35.758079] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:21:35.763465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:21:35.768194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:21:35.768334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:21:38.773574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:21:38.778634] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:21:38.783964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:21:38.787959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:21:38.788049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:21:41.794182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:21:41.800202] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:21:41.805416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:21:41.809959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:21:41.810084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:21:44.815824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:21:44.819943] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:21:44.824178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:21:44.828363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:21:44.828468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:21:47.834860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:21:47.840005] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:21:47.845045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:21:47.849743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:21:47.849873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:21:50.855505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:21:50.864351] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:21:50.869326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:21:50.874285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:21:50.874415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:21:53.879987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:21:53.885968] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:21:53.891528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:21:53.896721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:21:53.896828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:21:56.902761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:21:56.911499] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:21:56.916404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:21:56.922258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:21:56.922505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:21:59.931438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:21:59.937412] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:21:59.942836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:21:59.947756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:21:59.948044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:22:02.954697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:22:02.960692] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:22:02.966320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:22:02.971549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:22:02.971698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:22:05.978687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:22:05.984332] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:22:05.991855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:22:05.997894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:22:05.998013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:22:09.004299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:22:09.009677] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:22:09.014156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:22:09.019407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:22:09.019507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:22:12.024784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:22:12.029122] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:22:12.033337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:22:12.037449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:22:12.037547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:22:15.043526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:22:15.048929] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:22:15.053731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:22:15.058597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:22:15.058770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:22:18.063997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:22:18.068308] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:22:18.073150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:22:18.082005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:22:18.082152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:22:21.089372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:22:21.093978] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:22:21.098995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:22:21.104999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:22:21.105203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:22:24.110622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:22:24.116876] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:22:24.122710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:22:24.128032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:22:24.128162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:22:27.134003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:22:27.138858] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:22:27.144151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:22:27.149702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:22:27.149909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:22:30.155671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:22:30.160719] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:22:30.165177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:22:30.170621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:22:30.170797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:22:33.176774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:22:33.183861] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:22:33.189543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:22:33.194118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:22:33.194472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:22:36.201287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:22:36.208336] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:22:36.218974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:22:36.225623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:22:36.225857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:22:39.231687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:22:39.238530] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:22:39.246101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:22:39.251879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:22:39.252188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:22:42.257263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:22:42.263881] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:22:42.270109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:22:42.274809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:22:42.275006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:22:45.279751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:22:45.284191] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:22:45.289141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:22:45.293551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:22:45.293693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:22:48.300095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:22:48.305738] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:22:48.310553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:22:48.314816] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:22:48.314920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:22:51.319800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:22:51.324207] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:22:51.329331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:22:51.333420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:22:51.333544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:22:54.338516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:22:54.343444] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:22:54.347995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:22:54.354534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:22:54.354697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:22:57.359662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:22:57.363889] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:22:57.368752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:22:57.374408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:22:57.374541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:23:00.380619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:23:00.384814] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:23:00.389287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:23:00.393747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:23:00.393849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:23:03.400168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:23:03.406425] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:23:03.412579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:23:03.418532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:23:03.418709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:23:06.424411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:23:06.429692] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:23:06.435467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:23:06.440201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:23:06.440312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:23:09.446807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:23:09.460753] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:23:09.467867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:23:09.472976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:23:09.473191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:23:12.479822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:23:12.484578] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:23:12.490147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:23:12.496006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:23:12.496145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:23:15.500967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:23:15.505003] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:23:15.509524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:23:15.514195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:23:15.514300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:23:18.519234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:23:18.524249] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:23:18.529818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:23:18.534824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:23:18.535004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:23:21.541601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:23:21.549493] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:23:21.555392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:23:21.562049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:23:21.562401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:23:24.568788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:23:24.575431] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:23:24.580834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:23:24.586038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:23:24.586187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:23:27.592073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:23:27.596576] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:23:27.600847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:23:27.606828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:23:27.606981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:23:30.612614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:23:30.618254] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:23:30.624714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:23:30.629704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:23:30.629848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:23:33.635911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:23:33.641913] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:23:33.648029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:23:33.654221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:23:33.654580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:23:36.663635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:23:36.670482] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:23:36.676319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:23:36.681859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:23:36.681999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:23:39.687250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:23:39.691858] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:23:39.696436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:23:39.700450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:23:39.700553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:23:42.705674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:23:42.709591] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:23:42.714099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:23:42.719299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:23:42.719887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:23:45.725925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:23:45.732107] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:23:45.738183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:23:45.745630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:23:45.746229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:23:48.751709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:23:48.756079] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:23:48.761558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:23:48.766610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:23:48.766940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:23:51.773283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:23:51.779345] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:23:51.784208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:23:51.790214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:23:51.790389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:23:54.795443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:23:54.799837] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:23:54.805034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:23:54.810342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:23:54.810557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:23:57.816957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:23:57.822111] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:23:57.827441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:23:57.832084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:23:57.832234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:24:00.838426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:24:00.843975] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:24:00.853502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:24:00.859103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:24:00.859317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:24:03.866331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:24:03.876052] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:24:03.882905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:24:03.888712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:24:03.888822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:24:06.894152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:24:06.898889] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:24:06.903470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:24:06.908232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:24:06.908348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:24:09.913808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:24:09.920036] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:24:09.925096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:24:09.929879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:24:09.930011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:24:12.935061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:24:12.940914] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:24:12.947245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:24:12.952564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:24:12.953560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:24:15.959692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:24:15.964363] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:24:15.968595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:24:15.973418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:24:15.973589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:24:18.980616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:24:18.986859] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:24:18.993604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:24:19.000569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:24:19.000851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:24:22.006339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:24:22.011810] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:24:22.016916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:24:22.022572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:24:22.022743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:24:25.028108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:24:25.032783] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:24:25.037546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:24:25.042408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:24:25.042550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:24:28.048263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:24:28.053201] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:24:28.058747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:24:28.065835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:24:28.065999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:24:31.071240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:24:31.075777] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:24:31.080792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:24:31.084979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:24:31.085072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:24:34.374416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:24:34.380004] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:24:34.384574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:24:34.410104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:24:34.410221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:24:37.415697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:24:37.421021] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:24:37.426078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:24:37.431514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:24:37.431895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:24:40.438528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:24:40.444504] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:24:40.450590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:24:40.455234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:24:40.455378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:24:43.463480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:24:43.470990] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:24:43.477834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:24:43.482818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:24:43.482946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:24:46.489446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:24:46.495995] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:24:46.503144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:24:46.508219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:24:46.508364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:24:49.514988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:24:49.524362] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:24:49.531292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:24:49.536129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:24:49.536257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:24:52.542360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:24:52.547001] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:24:52.552261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:24:52.557123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:24:52.557248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:24:55.562373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:24:55.569382] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:24:55.575484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:24:55.580023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:24:55.580123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:24:58.585741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:24:58.591601] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:24:58.597018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:24:58.601575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:24:58.601725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:25:01.607906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:25:01.615009] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:25:01.621666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:25:01.627768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:25:01.627955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:25:04.635681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:25:04.641920] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:25:04.649363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:25:04.658486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:25:04.658625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:25:07.663526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:25:07.668235] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:25:07.676117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:25:07.682942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:25:07.683069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:25:10.688408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:25:10.693627] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:25:10.698433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:25:10.703046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:25:10.703152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:25:13.709080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:25:13.713885] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:25:13.719808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:25:13.724451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:25:13.724590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:25:16.730810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:25:16.735815] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:25:16.741285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:25:16.746502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:25:16.746694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:25:19.752792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:25:19.758209] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:25:19.763577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:25:19.769177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:25:19.769353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:25:22.776213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:25:22.783928] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:25:22.790482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:25:22.799305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:25:22.799552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:25:25.805784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:25:25.814110] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:25:25.819121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:25:25.823954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:25:25.824272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:25:28.829734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:25:28.835320] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:25:28.840389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:25:28.846589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:25:28.846748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:25:31.852741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:25:31.857502] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:25:31.862622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:25:31.868527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:25:31.868659] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:25:34.874874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:25:34.881151] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:25:34.887917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:25:34.893243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:25:34.893394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:25:37.898719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:25:37.904474] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:25:37.909361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:25:37.914290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:25:37.914484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:25:40.920242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:25:40.926117] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:25:40.932193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:25:40.938143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:25:40.938286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:25:43.944622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:25:43.949291] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:25:43.953467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:25:43.958057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:25:43.958162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:25:46.962822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:25:46.967198] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:25:46.972361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:25:46.977182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:25:46.977286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:25:49.985237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:25:49.991445] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:25:49.998453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:25:50.003582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:25:50.003734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:25:53.010126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:25:53.015814] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:25:53.021304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:25:53.027300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:25:53.027412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:25:56.036732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:25:56.042041] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:25:56.047283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:25:56.051386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:25:56.051486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:25:59.058473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:25:59.064463] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:25:59.070022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:25:59.074550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:25:59.074687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:26:02.080352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:26:02.086319] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:26:02.091792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:26:02.097431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:26:02.097585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:26:05.102622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:26:05.107381] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:26:05.192601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:26:05.197015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:26:05.197152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:26:08.202435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:26:08.206759] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:26:08.211110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:26:08.215197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:26:08.215291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:26:11.221815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:26:11.229972] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:26:11.235152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:26:11.240208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:26:11.240359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:26:14.245741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:26:14.250493] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:26:14.255161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:26:14.259749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:26:14.259858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:26:17.265862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:26:17.270844] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:26:17.275309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:26:17.279396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:26:17.279498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:26:20.284922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:26:20.289380] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:26:20.294436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:26:20.299573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:26:20.299732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:26:23.305751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:26:23.311734] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:26:23.316597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:26:23.321492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:26:23.321626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:26:26.327051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:26:26.331883] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:26:26.336242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:26:26.340746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:26:26.340992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:26:29.346795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:26:29.351876] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:26:29.357722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:26:29.362423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:26:29.362679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:26:32.369463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:26:32.375175] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:26:32.381088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:26:32.385763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:26:32.386030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:26:35.393233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:26:35.398172] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:26:35.402786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:26:35.407174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:26:35.407310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:26:38.413449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:26:38.419351] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:26:38.423926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:26:38.429071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:26:38.429270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:26:41.434841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:26:41.439698] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:26:41.443973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:26:41.449496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:26:41.449624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:26:44.454901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:26:44.460366] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:26:44.465115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:26:44.469781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:26:44.470137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:26:47.476209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:26:47.480406] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:26:47.485064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:26:47.490976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:26:47.491128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:26:50.496466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:26:50.506868] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:26:50.513579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:26:50.519184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:26:50.519372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:26:53.525999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:26:53.531963] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:26:53.536998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:26:53.542145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:26:53.542288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:26:56.548011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:26:56.553677] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:26:56.558748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:26:56.563799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:26:56.563933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:26:59.570189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:26:59.575838] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:26:59.581918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:26:59.589073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:26:59.589198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:27:02.596795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:27:02.608039] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:27:02.614955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:27:02.621423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:27:02.621635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:27:05.635052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:27:05.653476] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:27:05.659635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:27:05.663753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:27:05.663863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:27:08.669298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:27:08.674125] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:27:08.680667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:27:08.686373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:27:08.686559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:27:11.697009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:27:11.701957] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:27:11.706808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:27:11.710766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:27:11.710853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:27:14.716480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:27:14.721630] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:27:14.726273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:27:14.730923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:27:14.731131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:27:17.736101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:27:17.741502] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:27:17.746069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:27:17.750197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:27:17.750282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:27:20.755723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:27:20.760530] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:27:20.764939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:27:20.770693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:27:20.770873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:27:23.776122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:27:23.781399] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:27:23.785964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:27:23.790719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:27:23.790838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:27:26.797485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:27:26.805314] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:27:26.811632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:27:26.816439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:27:26.816562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:27:29.823746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:27:29.829859] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:27:29.834909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:27:29.839587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:27:29.839755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:27:32.845468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:27:32.850623] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:27:32.855478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:27:32.859434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:27:32.859543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:27:35.866164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:27:35.871404] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:27:35.876186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:27:35.881788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:27:35.881927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:27:38.888770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:27:38.893484] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:27:38.904414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:27:38.912427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:27:38.912544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:27:41.919330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:27:41.929543] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:27:41.934902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:27:41.940723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:27:41.940975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:27:44.945576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:27:44.951577] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:27:44.956178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:27:44.960417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:27:44.960538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:27:47.966113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:27:47.970701] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:27:47.976087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:27:47.980727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:27:47.980813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:27:50.986067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:27:50.991368] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:27:50.996232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:27:51.000682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:27:51.000900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:27:54.006716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:27:54.012380] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:27:54.017862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:27:54.023363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:27:54.023493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:27:57.029896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:27:57.036216] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:27:57.043377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:27:57.048166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:27:57.048294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:28:00.053528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:28:00.060180] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:28:00.066746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:28:00.071248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:28:00.071359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:28:03.083128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:28:03.088328] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:28:03.093332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:28:03.098662] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:28:03.098812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:28:06.103617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:28:06.109564] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:28:06.114371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:28:06.119110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:28:06.119243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:28:09.126236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:28:09.132576] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:28:09.138634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:28:09.144902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:28:09.145051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:28:12.151238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:28:12.155993] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:28:12.160863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:28:12.165073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:28:12.165350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:28:15.170778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:28:15.175711] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:28:15.180946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:28:15.186755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:28:15.186875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:28:18.192926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:28:18.198306] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:28:18.202335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:28:18.206227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:28:18.206326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:28:21.211784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:28:21.216874] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:28:21.222224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:28:21.226112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:28:21.226202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:28:24.232719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:28:24.238042] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:28:24.243839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:28:24.249685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:28:24.249815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:28:27.255826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:28:27.260437] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:28:27.266484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:28:27.271328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:28:27.271426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:28:30.279237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:28:30.284865] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:28:30.290853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:28:30.296366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:28:30.296515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:28:33.304287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:28:33.310222] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:28:33.315340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:28:33.320324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:28:33.320490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:28:36.326721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:28:36.332945] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:28:36.339341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:28:36.344262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:28:36.344377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:28:39.350245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:28:39.355754] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:28:39.360793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:28:39.365633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:28:39.365790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:28:42.370625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:28:42.374867] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:28:42.379302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:28:42.384550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:28:42.384732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:28:45.389439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:28:45.394629] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:28:45.399179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:28:45.403820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:28:45.403925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:28:48.408913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:28:48.414810] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:28:48.419931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:28:48.424388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:28:48.424492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:28:51.429912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:28:51.434263] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:28:51.438741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:28:51.443915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:28:51.444060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:28:54.453916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:28:54.462013] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:28:54.474730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:28:54.485401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:28:54.485691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:28:57.491636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:28:57.497621] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:28:57.502669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:28:57.507590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:28:57.507739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:29:00.514042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:29:00.521896] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:29:00.527514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:29:00.532185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:29:00.532284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:29:03.538057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:29:03.542918] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:29:03.547141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:29:03.551888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:29:03.552481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:29:06.560813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:29:06.571574] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:29:06.576947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:29:06.581503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:29:06.581617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:29:09.586727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:29:09.591919] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:29:09.597526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:29:09.602467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:29:09.602587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:29:12.609746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:29:12.614752] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:29:12.619194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:29:12.623564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:29:12.623917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:29:15.629881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:29:15.634611] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:29:15.639782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:29:15.645676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:29:15.645817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:29:18.651704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:29:18.656873] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:29:18.661769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:29:18.667295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:29:18.667406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:29:21.673397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:29:21.678180] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:29:21.682485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:29:21.686867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:29:21.687084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:29:24.693956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:29:24.699736] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:29:24.704883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:29:24.710249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:29:24.710462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:29:27.716205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:29:27.720906] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:29:27.724989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:29:27.729207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:29:27.729303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:29:30.734944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:29:30.739593] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:29:30.744560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:29:30.750218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:29:30.750408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:29:33.756938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:29:33.761236] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:29:33.765108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:29:33.770518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:29:33.770631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:29:36.776332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:29:36.782694] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:29:36.787947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:29:36.793973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:29:36.794130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:29:39.799662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:29:39.803956] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:29:39.808581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:29:39.814042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:29:39.814273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:29:42.819951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:29:42.824370] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:29:42.829367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:29:42.834512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:29:42.834632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:29:45.839996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:29:45.844297] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:29:45.849421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:29:45.853814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:29:45.854016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:29:48.860421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:29:48.868810] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:29:48.875910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:29:48.883836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:29:48.884031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:29:51.890479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:29:51.895848] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:29:51.902298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:29:51.909332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:29:51.909482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:29:54.914969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:29:54.921044] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:29:54.926209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:29:54.931435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:29:54.931681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:29:57.937109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:29:57.941930] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:29:57.946504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:29:57.951546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:29:57.951693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:30:00.959614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:30:00.967616] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:30:00.972630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:30:00.979329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:30:00.979541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:30:03.987096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:30:03.996133] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:30:04.007755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:30:04.013096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:30:04.013218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:30:07.018239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:30:07.116898] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:30:07.314382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:30:07.319971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:30:07.320079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:30:10.325602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:30:10.331620] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:30:10.337751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:30:10.342840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:30:10.342969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:30:13.347769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:30:13.353120] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:30:13.365883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:30:13.371446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:30:13.371583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:30:16.376898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:30:16.382357] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:30:16.386608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:30:16.391172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:30:16.391265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:30:19.396408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:30:19.401461] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:30:19.406321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:30:19.412207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:30:19.412445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:30:22.417934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:30:22.423314] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:30:22.427863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:30:22.432545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:30:22.432813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:30:25.437975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:30:25.442934] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:30:25.453552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:30:25.461837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:30:25.462001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:30:28.467801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:30:28.473054] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:30:28.479137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:30:28.484021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:30:28.484283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:30:31.502308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:30:31.508812] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:30:31.513766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:30:31.518376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:30:31.518560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:30:34.524042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:30:34.529712] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:30:34.534876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:30:34.539389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:30:34.539488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:30:37.747331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:30:37.754317] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:30:37.759886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:30:37.764634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:30:37.764833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:30:40.770443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:30:40.806297] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:30:40.810695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:30:40.815236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:30:40.815349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:30:43.821539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:30:43.827404] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:30:43.833238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:30:43.839129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:30:43.839259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:30:46.845553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:30:46.850084] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:30:46.855542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:30:46.861185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:30:46.861308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:30:49.867529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:30:49.872735] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:30:49.877769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:30:49.883803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:30:49.883930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:30:52.888548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:30:52.892723] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:30:52.896942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:30:52.901914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:30:52.902176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:30:55.907964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:30:55.913367] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:30:55.918021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:30:55.922928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:30:55.923044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:30:58.929600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:30:58.935284] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:30:58.941208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:30:58.946052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:30:58.946199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:31:01.952520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:31:01.958181] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:31:01.964467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:31:01.969470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:31:01.969628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:31:04.977395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:31:04.983934] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:31:04.991318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:31:04.996897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:31:04.997021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:31:08.003865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:31:08.301449] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:31:08.306272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:31:08.310624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:31:08.310757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:31:11.316523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:31:11.322412] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:31:11.326965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:31:11.330941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:31:11.331031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:31:14.335946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:31:14.340631] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:31:14.345551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:31:14.350510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:31:14.350806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:31:17.356324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:31:17.361140] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:31:17.366328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:31:17.371327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:31:17.371454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:31:20.376993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:31:20.382896] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:31:20.388511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:31:20.393298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:31:20.393431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:31:23.399023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:31:23.403417] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:31:23.407931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:31:23.412732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:31:23.412902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:31:26.418860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:31:26.425509] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:31:26.431734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:31:26.439090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:31:26.439390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:31:29.447468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:31:29.453482] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:31:29.459573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:31:29.466779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:31:29.466937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:31:32.472952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:31:32.478460] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:31:32.484326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:31:32.489706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:31:32.490521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:31:35.499567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:31:35.505413] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:31:35.511146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:31:35.515996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:31:35.516120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:31:38.523383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:31:38.529524] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:31:38.534038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:31:38.538693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:31:38.538794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:31:41.546738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:31:41.552796] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:31:41.558368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:31:41.563772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:31:41.563920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:31:44.570212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:31:44.576287] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:31:44.582047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:31:44.586883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:31:44.586998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:31:47.592293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:31:47.597604] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:31:47.603757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:31:47.609218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:31:47.609362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:31:50.615750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:31:50.621309] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:31:50.627793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:31:50.632992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:31:50.633137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:31:53.638435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:31:53.643521] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:31:53.648502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:31:53.654218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:31:53.654379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:31:56.661621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:31:56.668324] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:31:56.673539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:31:56.678083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:31:56.678228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:31:59.685350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:31:59.692024] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:31:59.699722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:31:59.704303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:31:59.704423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:32:02.711625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:32:02.719059] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:32:02.725033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:32:02.730219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:32:02.730345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:32:05.736024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:32:05.739983] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:32:05.744786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:32:05.749971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:32:05.750108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:32:08.755362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:32:08.764398] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:32:08.771333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:32:08.777383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:32:08.777524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:32:11.783339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:32:11.788360] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:32:11.793153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:32:11.798483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:32:11.798615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:32:14.804188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:32:14.809535] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:32:14.815056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:32:14.820540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:32:14.820682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:32:17.826561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:32:17.831564] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:32:17.836702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:32:17.841770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:32:17.841919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:32:20.852209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:32:20.858825] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:32:20.866175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:32:20.871814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:32:20.871977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:32:23.878764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:32:23.883995] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:32:23.888770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:32:23.894714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:32:23.894840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:32:26.903311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:32:26.909240] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:32:26.914059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:32:26.919026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:32:26.919516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:32:29.925250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:32:29.929733] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:32:29.934217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:32:29.939539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:32:29.939667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:32:32.947230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:32:32.952491] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:32:32.957511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:32:32.965410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:32:32.965514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:32:35.974993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:32:35.979985] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:32:35.984086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:32:35.988735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:32:35.988860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:32:38.993849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:32:38.999890] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:32:39.004671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:32:39.009083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:32:39.009181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:32:42.014439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:32:42.018899] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:32:42.024534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:32:42.030989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:32:42.031138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:32:45.036007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:32:45.040411] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:32:45.044994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:32:45.048919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:32:45.049060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:32:48.054842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:32:48.059319] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:32:48.063473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:32:48.067798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:32:48.067894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:32:51.075135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:32:51.081798] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:32:51.087519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:32:51.095099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:32:51.095710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:32:54.104541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:32:54.109958] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:32:54.115502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:32:54.121067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:32:54.121180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:32:57.126792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:32:57.132229] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:32:57.137698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:32:57.142689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:32:57.142828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:33:00.148493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:33:00.154196] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:33:00.159029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:33:00.164360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:33:00.164520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:33:03.170284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:33:03.176249] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:33:03.181730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:33:03.186277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:33:03.186389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:33:06.193536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:33:06.199477] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:33:06.205114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:33:06.209495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:33:06.209592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:33:09.214241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:33:09.219856] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:33:09.224151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:33:09.228815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:33:09.228910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:33:12.234308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:33:12.238897] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:33:12.243065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:33:12.248450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:33:12.248610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:33:15.254535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:33:15.260124] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:33:15.265886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:33:15.270274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:33:15.270378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:33:18.275594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:33:18.280828] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:33:18.285531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:33:18.290580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:33:18.290747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:33:21.295443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:33:21.299776] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:33:21.304047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:33:21.308766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:33:21.309098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:33:24.315429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:33:24.320035] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:33:24.324506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:33:24.330024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:33:24.330140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:33:27.336087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:33:27.341020] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:33:27.345578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:33:27.350453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:33:27.350564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:33:30.357220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:33:30.363176] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:33:30.370504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:33:30.376095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:33:30.376296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:33:33.381727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:33:33.387729] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:33:33.393524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:33:33.397954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:33:33.398193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:33:36.403693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:33:36.409239] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:33:36.413593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:33:36.417921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:33:36.418039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:33:39.424343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:33:39.430614] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:33:39.436095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:33:39.441048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:33:39.441224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:33:42.449285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:33:42.454039] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:33:42.460507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:33:42.467290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:33:42.467418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:33:45.473473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:33:45.479134] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:33:45.483880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:33:45.488506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:33:45.488626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:33:48.493763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:33:48.498362] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:33:48.503219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:33:48.507242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:33:48.507351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:33:51.513907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:33:51.524816] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:33:51.530752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:33:51.535549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:33:51.535705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:33:54.541170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:33:54.546924] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:33:54.555399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:33:54.561620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:33:54.561846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:33:57.566609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:33:57.571515] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:33:57.576252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:33:57.581463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:33:57.581586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:34:00.587342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:34:00.594021] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:34:00.599722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:34:00.604620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:34:00.604773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:34:03.614770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:34:03.620805] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:34:03.625833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:34:03.631233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:34:03.631375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:34:06.636976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:34:06.641992] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:34:06.646894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:34:06.652623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:34:06.652767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:34:09.661072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:34:09.669391] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:34:09.675049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:34:09.680250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:34:09.680540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:34:12.686946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:34:12.691710] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:34:12.700848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:34:12.706007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:34:12.706173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:34:15.712436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:34:15.722712] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:34:15.728901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:34:15.733163] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:34:15.733274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:34:18.739609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:34:18.745282] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:34:18.750528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:34:18.755803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:34:18.755906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:34:21.762115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:34:21.766706] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:34:21.771257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:34:21.777830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:34:21.777999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:34:24.783159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:34:24.787856] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:34:24.792291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:34:24.798158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:34:24.798747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:34:27.807361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:34:27.814461] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:34:27.821336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:34:27.828745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:34:27.829143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:34:30.835719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:34:30.841858] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:34:30.846544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:34:30.851120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:34:30.851222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:34:33.856008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:34:33.860778] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:34:33.865436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:34:33.870086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:34:33.870240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:34:36.876994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:34:36.881946] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:34:36.887801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:34:36.894445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:34:36.894585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:34:39.903140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:34:39.910205] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:34:39.916003] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:34:39.923123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:34:39.923308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:34:42.929103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:34:42.933436] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:34:42.941781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:34:42.947839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:34:42.947964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:34:45.953353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:34:45.957371] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:34:45.962170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:34:45.966806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:34:45.967050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:34:48.973071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:34:48.980330] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:34:48.986796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:34:48.992859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:34:48.993033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:34:51.999614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:34:52.004337] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:34:52.009847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:34:52.014888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:34:52.015047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:34:55.020118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:34:55.024086] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:34:55.028618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:34:55.032966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:34:55.033363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:34:58.038390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:34:58.042364] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:34:58.046524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:34:58.050945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:34:58.051044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:35:01.056461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:35:01.060949] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:35:01.065359] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:35:01.070109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:35:01.070233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:35:04.075338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:35:04.079344] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:35:04.083283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:35:04.087427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:35:04.087524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:35:07.092921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:35:07.097025] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:35:07.101054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:35:07.105511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:35:07.105683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:35:10.207899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:35:10.214399] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:35:10.221425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:35:10.226067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:35:10.226213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:35:13.233422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:35:13.239022] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:35:13.244394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:35:13.248621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:35:13.248769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:35:16.254223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:35:16.260232] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:35:16.265618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:35:16.270004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:35:16.270109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:35:19.275340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:35:19.279927] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:35:19.284524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:35:19.289017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:35:19.289306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:35:22.297139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:35:22.301867] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:35:22.306457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:35:22.310506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:35:22.310604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:35:25.320268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:35:25.325057] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:35:25.332468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:35:25.338282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:35:25.338436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:35:28.344923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:35:28.350905] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:35:28.355489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:35:28.360232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:35:28.360378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:35:31.367087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:35:31.371999] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:35:31.377006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:35:31.382250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:35:31.382389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:35:34.387828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:35:34.393595] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:35:34.399428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:35:34.403681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:35:34.403831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:35:37.415952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:35:37.425291] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:35:37.439333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:35:37.448444] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:35:37.448612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:35:40.454416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:35:40.462936] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:35:40.468224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:35:40.472435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:35:40.472535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:35:43.478924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:35:43.484578] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:35:43.490509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:35:43.495879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:35:43.496022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:35:46.502338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:35:46.507620] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:35:46.512673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:35:46.516904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:35:46.517030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:35:49.521316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:35:49.525520] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:35:49.530872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:35:49.534816] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:35:49.534909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:35:52.540367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:35:52.545327] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:35:52.549964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:35:52.554485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:35:52.554619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:35:55.560284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:35:55.565061] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:35:55.570132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:35:55.574910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:35:55.575020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:35:58.580157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:35:58.585277] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:35:58.589986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:35:58.594171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:35:58.594272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:36:01.602670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:36:01.609869] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:36:01.616173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:36:01.622759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:36:01.623151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:36:04.629992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:36:04.635823] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:36:04.641267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:36:04.647142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:36:04.647395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:36:07.653231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:36:07.658344] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:36:07.662858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:36:07.668463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:36:07.668853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:36:10.676287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:36:10.682177] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:36:10.687399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:36:10.691423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:36:10.691525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:36:13.697706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:36:13.703297] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:36:13.708789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:36:13.713002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:36:13.713101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:36:16.718617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:36:16.723440] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:36:16.728002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:36:16.733058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:36:16.733164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:36:19.739222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:36:19.744984] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:36:19.749722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:36:19.754164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:36:19.754726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:36:22.760734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:36:22.766082] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:36:22.772019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:36:22.777330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:36:22.777472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:36:25.787008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:36:25.792066] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:36:25.797011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:36:25.801915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:36:25.802058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:36:28.807168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:36:28.811484] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:36:28.815773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:36:28.824173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:36:28.824310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:36:31.830739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:36:31.835077] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:36:31.839803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:36:31.844796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:36:31.844908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:36:34.850898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:36:34.856460] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:36:34.864453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:36:34.870057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:36:34.870143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:36:37.877733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:36:37.886328] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:36:37.892612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:36:37.897451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:36:37.898455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:36:40.905132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:36:40.922523] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:36:40.933149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:36:40.938033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:36:40.938137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:36:43.942870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:36:43.948512] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:36:43.953515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:36:43.962011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:36:43.962159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:36:46.967619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:36:46.973425] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:36:46.977766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:36:46.982207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:36:46.982314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:36:49.988177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:36:49.993684] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:36:49.997674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:36:50.001518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:36:50.001622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:36:53.006139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:36:53.011509] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:36:53.015718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:36:53.019602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:36:53.019733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:36:56.024162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:36:56.028692] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:36:56.032676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:36:56.036540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:36:56.036629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:36:59.042843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:36:59.047797] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:36:59.052851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:36:59.057884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:36:59.058006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:37:02.064161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:37:02.068873] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:37:02.073347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:37:02.077514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:37:02.077617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:37:05.082571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:37:05.086724] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:37:05.090900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:37:05.095391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:37:05.095482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:37:08.101271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:37:08.107677] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:37:08.114001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:37:08.120102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:37:08.120259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:37:11.126347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:37:11.132261] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:37:11.137320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:37:11.142253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:37:11.142390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:37:14.147868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:37:14.153498] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:37:14.159527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:37:14.164527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:37:14.164720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:37:17.170891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:37:17.176052] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:37:17.180697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:37:17.184894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:37:17.185006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:37:20.190427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:37:20.195105] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:37:20.199613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:37:20.205760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:37:20.205980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:37:23.216200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:37:23.225970] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:37:23.234636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:37:23.241827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:37:23.242101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:37:26.248914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:37:26.254427] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:37:26.258849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:37:26.263262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:37:26.263356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:37:29.268510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:37:29.272758] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:37:29.276638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:37:29.280705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:37:29.280800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:37:32.285710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:37:32.290168] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:37:32.294238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:37:32.298111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:37:32.298206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:37:35.303297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:37:35.308058] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:37:35.312208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:37:35.316185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:37:35.316273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:37:38.328099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:37:38.333536] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:37:38.339364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:37:38.343899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:37:38.344047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:37:41.348730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:37:41.352978] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:37:41.356893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:37:41.360685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:37:41.360782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:37:44.367279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:37:44.372006] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:37:44.376372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:37:44.380445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:37:44.380559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:37:47.385111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:37:47.390521] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:37:47.395362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:37:47.400056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:37:47.400190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:37:50.405481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:37:50.413196] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:37:50.418065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:37:50.422726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:37:50.422842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:37:53.428149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:37:53.433371] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:37:53.439342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:37:53.444356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:37:53.444483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:37:56.451021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:37:56.456151] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:37:56.461028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:37:56.465026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:37:56.465113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:37:59.470867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:37:59.475729] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:37:59.481345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:37:59.486482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:37:59.486669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:38:02.493583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:38:02.499512] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:38:02.504229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:38:02.509000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:38:02.509162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:38:05.515404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:38:05.520728] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:38:05.526361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:38:05.531065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:38:05.531208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:38:08.538147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:38:08.543789] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:38:08.548522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:38:08.554064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:38:08.554240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:38:11.561023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:38:11.567724] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:38:11.572560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:38:11.577402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:38:11.577534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:38:14.583450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:38:14.589068] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:38:14.593926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:38:14.598978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:38:14.599101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:38:17.606149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:38:17.614014] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:38:17.620477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:38:17.627235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:38:17.627609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:38:20.632991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:38:20.637665] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:38:20.642035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:38:20.647347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:38:20.647450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:38:23.653169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:38:23.660364] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:38:23.665067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:38:23.671247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:38:23.671386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:38:26.677338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:38:26.683659] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:38:26.689810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:38:26.694903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:38:26.695097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:38:29.700479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:38:29.705024] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:38:29.709751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:38:29.714401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:38:29.714623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:38:32.720343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:38:32.724468] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:38:32.728936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:38:32.733501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:38:32.733783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:38:35.739718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:38:35.744421] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:38:35.748816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:38:35.753323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:38:35.753483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:38:38.760478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:38:38.766766] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:38:38.773775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:38:38.780828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:38:38.781257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:38:41.788145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:38:41.793034] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:38:41.797874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:38:41.802557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:38:41.802696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:38:44.808566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:38:44.814525] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:38:44.824368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:38:44.830782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:38:44.831064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:38:47.836632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:38:47.842446] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:38:47.848235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:38:47.854458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:38:47.854730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:38:50.860786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:38:50.865327] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:38:50.870050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:38:50.875163] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:38:50.875407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:38:53.881428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:38:53.887312] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:38:53.892770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:38:53.897596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:38:53.897777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:38:56.903748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:38:56.908954] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:38:56.915277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:38:56.920374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:38:56.920476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:38:59.926163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:38:59.930588] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:38:59.934880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:38:59.939189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:38:59.939305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:39:02.944822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:39:02.950431] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:39:02.957354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:39:02.962503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:39:02.962607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:39:05.969148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:39:05.974421] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:39:05.980250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:39:05.984821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:39:05.985062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:39:08.992790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:39:09.000605] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:39:09.006173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:39:09.012042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:39:09.012369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:39:12.019094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:39:12.213811] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:39:12.218326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:39:12.222757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:39:12.222869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:39:15.228149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:39:15.232800] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:39:15.237378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:39:15.241739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:39:15.241837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:39:18.246962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:39:18.250999] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:39:18.255135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:39:18.260413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:39:18.260549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:39:21.265388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:39:21.269298] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:39:21.273593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:39:21.281307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:39:21.281511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:39:24.288584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:39:24.293614] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:39:24.298149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:39:24.303402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:39:24.303524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:39:27.309308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:39:27.315099] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:39:27.320573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:39:27.325566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:39:27.325704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:39:30.330947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:39:30.335949] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:39:30.340567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:39:30.345676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:39:30.345943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:39:33.352547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:39:33.357627] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:39:33.363057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:39:33.368361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:39:33.368486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:39:36.373148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:39:36.378456] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:39:36.383278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:39:36.389199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:39:36.389325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:39:39.396432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:39:39.403429] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:39:39.411985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:39:39.417865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:39:39.418147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:39:42.424138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:39:42.429218] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:39:42.433346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:39:42.438270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:39:42.438410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:39:45.446871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:39:45.464180] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:39:45.469511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:39:45.473787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:39:45.473874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:39:48.480177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:39:48.485701] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:39:48.490212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:39:48.494377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:39:48.494468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:39:51.500042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:39:51.505031] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:39:51.510123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:39:51.515703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:39:51.515843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:39:54.521255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:39:54.527029] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:39:54.531795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:39:54.537273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:39:54.537574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:39:57.543670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:39:57.552229] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:39:57.556733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:39:57.561062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:39:57.561161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:40:00.566747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:40:00.572049] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:40:00.576515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:40:00.581060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:40:00.581160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:40:03.588102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:40:03.594065] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:40:03.599862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:40:03.606905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:40:03.607016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:40:06.612765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:40:06.616949] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:40:06.621589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:40:06.626355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:40:06.626474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:40:09.633235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:40:09.638226] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:40:09.643933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:40:09.649437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:40:09.649568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:40:12.657593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:40:12.662970] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:40:12.667918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:40:12.673067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:40:12.673822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:40:15.679505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:40:15.684724] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:40:15.690777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:40:15.697183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:40:15.697349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:40:18.703993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:40:18.709856] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:40:18.714448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:40:18.720783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:40:18.720915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:40:21.725563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:40:21.730397] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:40:21.735308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:40:21.740367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:40:21.740515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:40:24.749394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:40:24.756536] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:40:24.762606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:40:24.769132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:40:24.769432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:40:27.776668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:40:27.783689] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:40:27.789581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:40:27.795524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:40:27.795836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:40:30.801248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:40:30.807174] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:40:30.811715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:40:30.816573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:40:30.816968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:40:33.824083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:40:33.831159] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:40:33.835966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:40:33.840885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:40:33.841042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:40:36.847789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:40:36.854421] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:40:36.859966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:40:36.864976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:40:36.865100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:40:39.901563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:40:39.906498] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:40:39.911617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:40:39.915940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:40:39.916044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:40:42.922434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:40:43.121137] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:40:43.125969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:40:43.130849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:40:43.131070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:40:46.136203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:40:46.146172] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:40:46.151492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:40:46.156132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:40:46.156288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:40:49.161236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:40:49.165910] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:40:49.170373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:40:49.174998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:40:49.175140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:40:52.180039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:40:52.184458] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:40:52.192091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:40:52.197455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:40:52.197554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:40:55.202836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:40:55.208382] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:40:55.213879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:40:55.222027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:40:55.222333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:40:58.228100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:40:58.233174] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:40:58.238261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:40:58.243202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:40:58.243310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:41:01.249697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:41:01.257731] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:41:01.263032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:41:01.269571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:41:01.269822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:41:04.276143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:41:04.281872] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:41:04.286884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:41:04.292066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:41:04.292185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:41:07.296503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:41:07.300951] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:41:07.306258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:41:07.311300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:41:07.311431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:41:10.321416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:41:10.331265] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:41:10.339579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:41:10.349490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:41:10.349665] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:41:13.356501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:41:13.364854] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:41:13.372992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:41:13.378907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:41:13.379278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:41:16.387271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:41:16.395735] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:41:16.400761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:41:16.405209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:41:16.405323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:41:19.411576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:41:19.417550] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:41:19.422636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:41:19.426949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:41:19.427097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:41:22.432455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:41:22.438694] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:41:22.444255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:41:22.449167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:41:22.449271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:41:25.455157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:41:25.461020] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:41:25.465830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:41:25.470596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:41:25.470884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:41:28.478235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:41:28.483810] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:41:28.488820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:41:28.493855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:41:28.493965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:41:31.498949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:41:31.503305] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:41:31.507608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:41:31.511718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:41:31.511816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:41:34.517734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:41:34.523047] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:41:34.527425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:41:34.531762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:41:34.531860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:41:37.538115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:41:37.545702] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:41:37.550340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:41:37.555022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:41:37.555235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:41:40.560752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:41:40.565366] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:41:40.570041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:41:40.574793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:41:40.574911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:41:43.583566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:41:43.591768] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:41:43.599080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:41:43.606295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:41:43.606843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:41:46.613200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:41:46.618680] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:41:46.623068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:41:46.627925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:41:46.628046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:41:49.634186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:41:49.641507] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:41:49.647586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:41:49.652610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:41:49.652780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:41:52.659677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:41:52.666318] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:41:52.672366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:41:52.677368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:41:52.677515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:41:55.683255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:41:55.692976] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:41:55.699064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:41:55.705508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:41:55.705622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:41:58.719279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:41:58.724158] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:41:58.728799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:41:58.734684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:41:58.734830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:42:01.742607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:42:01.747763] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:42:01.752536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:42:01.763013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:42:01.763151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:42:04.768766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:42:04.774762] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:42:04.779867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:42:04.783932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:42:04.784033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:42:07.791953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:42:07.797206] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:42:07.802048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:42:07.806623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:42:07.806796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:42:10.812841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:42:10.818039] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:42:10.822697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:42:10.827683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:42:10.827814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:42:13.835798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:42:13.841624] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:42:13.851921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:42:13.857100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:42:13.857232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:42:16.862608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:42:16.867458] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:42:16.871896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:42:16.875679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:42:16.875774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:42:19.882527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:42:19.887720] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:42:19.892504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:42:19.897555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:42:19.897700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:42:22.903385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:42:22.908566] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:42:22.914277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:42:22.919011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:42:22.919169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:42:25.926838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:42:25.933036] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:42:25.938942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:42:25.943596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:42:25.943730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:42:28.950565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:42:28.956730] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:42:28.963065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:42:28.968562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:42:28.968750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:42:31.975920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:42:31.982919] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:42:31.990168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:42:31.997347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:42:31.997526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:42:35.002420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:42:35.007356] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:42:35.013063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:42:35.017701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:42:35.017806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:42:38.023413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:42:38.029330] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:42:38.034990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:42:38.039980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:42:38.040097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:42:41.048612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:42:41.056812] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:42:41.063531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:42:41.069195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:42:41.069616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:42:44.075131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:42:44.080850] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:42:44.085713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:42:44.089996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:42:44.090115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:42:47.095603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:42:47.100362] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:42:47.105675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:42:47.110192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:42:47.110301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:42:50.115233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:42:50.119487] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:42:50.124800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:42:50.130420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:42:50.130548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:42:53.135145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:42:53.140458] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:42:53.144938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:42:53.149769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:42:53.149896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:42:56.155290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:42:56.162364] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:42:56.169316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:42:56.173705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:42:56.173870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:42:59.179969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:42:59.185116] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:42:59.189274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:42:59.193900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:42:59.194079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:43:02.200065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:43:02.205575] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:43:02.210112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:43:02.214740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:43:02.214855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:43:05.220125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:43:05.224351] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:43:05.230239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:43:05.235418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:43:05.235793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:43:08.242023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:43:08.248236] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:43:08.253953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:43:08.258629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:43:08.258834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:43:11.264250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:43:11.269872] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:43:11.275964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:43:11.281276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:43:11.281433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:43:14.288852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:43:14.294306] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:43:14.301267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:43:14.307429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:43:14.307551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:43:17.316068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:43:17.323746] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:43:17.329158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:43:17.333476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:43:17.333864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:43:20.341149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:43:20.347430] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:43:20.352725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:43:20.357575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:43:20.357746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:43:23.364623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:43:23.369232] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:43:23.373383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:43:23.378743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:43:23.378898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:43:26.383693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:43:26.387945] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:43:26.394293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:43:26.398854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:43:26.398978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:43:29.405141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:43:29.410626] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:43:29.415182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:43:29.419454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:43:29.419568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:43:32.424686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:43:32.434826] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:43:32.440182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:43:32.444634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:43:32.444790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:43:35.451415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:43:35.456436] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:43:35.461175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:43:35.465915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:43:35.466104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:43:38.471788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:43:38.476455] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:43:38.481563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:43:38.486296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:43:38.486413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:43:41.491673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:43:41.496078] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:43:41.500094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:43:41.504098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:43:41.504204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:43:44.514373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:43:44.519823] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:43:44.524547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:43:44.530049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:43:44.530205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:43:47.535408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:43:47.540227] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:43:47.545877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:43:47.553608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:43:47.553744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:43:50.559203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:43:50.565759] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:43:50.571277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:43:50.577036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:43:50.577181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:43:53.582632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:43:53.587989] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:43:53.593062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:43:53.598217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:43:53.598353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:43:56.603992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:43:56.608443] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:43:56.614693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:43:56.621932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:43:56.622092] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:43:59.628789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:43:59.633302] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:43:59.638000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:43:59.642433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:43:59.642719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:44:02.647688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:44:02.651543] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:44:02.655700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:44:02.660328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:44:02.660453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:44:05.667571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:44:05.673455] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:44:05.684396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:44:05.689617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:44:05.689767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:44:08.698279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:44:08.706120] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:44:08.711353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:44:08.717492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:44:08.717693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:44:11.722992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:44:11.727415] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:44:11.732037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:44:11.737201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:44:11.737336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:44:14.744003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:44:14.749976] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:44:14.755802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:44:14.761486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:44:14.761594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:44:17.768201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:44:17.773051] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:44:17.778638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:44:17.782938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:44:17.783075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:44:20.789974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:44:20.796514] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:44:20.801393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:44:20.806633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:44:20.806992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:44:23.812587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:44:23.819174] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:44:23.825417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:44:23.830255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:44:23.830383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:44:26.835894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:44:26.845343] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:44:26.855057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:44:26.860725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:44:26.861185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:44:29.866828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:44:29.871782] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:44:29.876395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:44:29.881212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:44:29.881306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:44:32.885733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:44:32.890258] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:44:32.894131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:44:32.899024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:44:32.899135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:44:35.906974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:44:35.912004] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:44:35.916901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:44:35.921374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:44:35.921476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:44:38.926496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:44:38.932693] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:44:38.938061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:44:38.942742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:44:38.942863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:44:41.948441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:44:41.955925] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:44:41.961919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:44:41.967898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:44:41.968022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:44:44.974283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:44:44.980038] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:44:44.985065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:44:44.990085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:44:44.990250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:44:47.996370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:44:48.001690] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:44:48.006378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:44:48.010899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:44:48.010996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:44:51.015867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:44:51.021289] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:44:51.026523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:44:51.030990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:44:51.031130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:44:54.037626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:44:54.042864] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:44:54.048079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:44:54.052941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:44:54.053067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:44:57.058478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:44:57.063911] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:44:57.069578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:44:57.074914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:44:57.075035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:45:00.082878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:45:00.088940] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:45:00.094993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:45:00.101132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:45:00.101636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:45:03.108400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:45:03.114400] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:45:03.119309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:45:03.124168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:45:03.124306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:45:06.130348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:45:06.134721] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:45:06.138880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:45:06.144128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:45:06.144242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:45:09.150567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:45:09.155872] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:45:09.160693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:45:09.165738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:45:09.166068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:45:12.173328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:45:12.178615] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:45:12.184418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:45:12.189985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:45:12.190141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:45:15.198086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:45:15.204303] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:45:15.210095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:45:15.215387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:45:15.215516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:45:18.223126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:45:18.228145] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:45:18.232600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:45:18.238246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:45:18.238400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:45:21.244025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:45:21.249751] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:45:21.255088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:45:21.259875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:45:21.259980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:45:24.266443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:45:24.272128] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:45:24.277947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:45:24.282505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:45:24.282638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:45:27.288221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:45:27.292079] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:45:27.297332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:45:27.302600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:45:27.302742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:45:30.308731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:45:30.312975] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:45:30.317300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:45:30.321237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:45:30.321349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:45:33.326473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:45:33.330975] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:45:33.335286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:45:33.339722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:45:33.339813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:45:36.347092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:45:36.352353] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:45:36.356483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:45:36.362431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:45:36.362716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:45:39.371792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:45:39.378398] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:45:39.384755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:45:39.390073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:45:39.390409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:45:42.396244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:45:42.401909] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:45:42.406554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:45:42.411876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:45:42.412230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:45:45.418714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:45:45.424127] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:45:45.429050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:45:45.434078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:45:45.434302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:45:48.446600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:45:48.453022] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:45:48.459431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:45:48.464365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:45:48.464568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:45:51.470008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:45:51.474786] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:45:51.479221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:45:51.483430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:45:51.483697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:45:54.489280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:45:54.494109] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:45:54.499474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:45:54.503682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:45:54.503784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:45:57.508343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:45:57.513145] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:45:57.517949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:45:57.522276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:45:57.522474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:46:00.528608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:46:00.533488] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:46:00.538234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:46:00.543701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:46:00.543824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:46:03.550068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:46:03.557000] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:46:03.562077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:46:03.568879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:46:03.568998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:46:06.574856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:46:06.580928] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:46:06.586614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:46:06.591757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:46:06.591879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:46:09.596244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:46:09.601890] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:46:09.605922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:46:09.610859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:46:09.610996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:46:12.618730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:46:12.625568] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:46:12.631833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:46:12.639400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:46:12.639599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:46:15.646884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:46:15.654460] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:46:15.660301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:46:15.665634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:46:15.665929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:46:18.672076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:46:18.676903] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:46:18.681376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:46:18.685402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:46:18.685552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:46:21.693348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:46:21.698738] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:46:21.703665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:46:21.708787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:46:21.709238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:46:24.715246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:46:24.723254] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:46:24.729263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:46:24.734278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:46:24.734414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:46:27.739739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:46:27.745288] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:46:27.752113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:46:27.759304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:46:27.759963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:46:30.765781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:46:30.772425] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:46:30.777849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:46:30.782973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:46:30.783169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:46:33.788479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:46:33.796328] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:46:33.804144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:46:33.812288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:46:33.812433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:46:36.817750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:46:36.823790] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:46:36.829140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:46:36.834537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:46:36.834720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:46:39.840426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:46:39.845724] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:46:39.851013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:46:39.856223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:46:39.856353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:46:42.861939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:46:42.866456] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:46:42.871908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:46:42.876039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:46:42.876138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:46:45.883813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:46:45.890763] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:46:45.897320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:46:45.902692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:46:45.902884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:46:48.909202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:46:48.914022] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:46:48.918665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:46:48.923046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:46:48.923166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:46:51.928095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:46:51.932779] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:46:51.937028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:46:51.941732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:46:51.941860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:46:54.947947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:46:54.952727] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:46:54.957279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:46:54.961961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:46:54.962075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:46:57.967515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:46:57.976982] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:46:57.985061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:46:57.992916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:46:57.993022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:47:01.000284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:47:01.005689] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:47:01.011756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:47:01.017441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:47:01.017594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:47:04.024347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:47:04.031097] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:47:04.037164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:47:04.043362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:47:04.043531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:47:07.050610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:47:07.056123] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:47:07.060723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:47:07.065694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:47:07.065811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:47:10.072281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:47:10.077218] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:47:10.081632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:47:10.085890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:47:10.085987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:47:13.091810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:47:13.100199] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:47:13.105132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:47:13.109791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:47:13.109885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:47:16.115003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:47:16.120804] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:47:16.126219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:47:16.131328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:47:16.131457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:47:19.138350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:47:19.144772] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:47:19.150812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:47:19.156187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:47:19.156359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:47:22.161425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:47:22.166339] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:47:22.170601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:47:22.175078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:47:22.175205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:47:25.180924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:47:25.185795] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:47:25.191025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:47:25.195569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:47:25.195704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:47:28.202255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:47:28.207917] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:47:28.212294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:47:28.216445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:47:28.216534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:47:31.222994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:47:31.229364] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:47:31.235346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:47:31.240296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:47:31.240526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:47:34.246118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:47:34.251857] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:47:34.258211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:47:34.262638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:47:34.262768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:47:37.268030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:47:37.272939] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:47:37.280119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:47:37.284567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:47:37.284733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:47:40.289603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:47:40.293988] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:47:40.298767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:47:40.303822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:47:40.303964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:47:43.312696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:47:43.318615] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:47:43.323966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:47:43.328580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:47:43.328706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:47:46.334121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:47:46.339984] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:47:46.345454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:47:46.349800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:47:46.349917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:47:49.357944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:47:49.365913] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:47:49.372085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:47:49.377522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:47:49.377699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:47:52.384299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:47:52.391540] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:47:52.398229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:47:52.402803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:47:52.402906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:47:55.408120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:47:55.412522] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:47:55.417366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:47:55.422133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:47:55.422242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:47:58.427731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:47:58.432802] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:47:58.438445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:47:58.442593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:47:58.442721] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:48:01.447601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:48:01.451801] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:48:01.455842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:48:01.460163] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:48:01.460278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:48:04.466791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:48:04.474417] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:48:04.479569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:48:04.483614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:48:04.483746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:48:07.491136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:48:07.497195] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:48:07.502932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:48:07.507381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:48:07.507497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:48:10.512070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:48:10.517263] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:48:10.522435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:48:10.527220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:48:10.527332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:48:13.532580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:48:13.538896] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:48:13.544974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:48:13.549855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:48:13.550190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:48:16.559940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:48:16.564786] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:48:16.569015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:48:16.573114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:48:16.573207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:48:19.580860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:48:19.586941] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:48:19.594103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:48:19.599012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:48:19.599142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:48:22.605054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:48:22.610901] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:48:22.616891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:48:22.621113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:48:22.621217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:48:25.628355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:48:25.633534] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:48:25.639567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:48:25.644102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:48:25.644225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:48:28.649610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:48:28.654354] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:48:28.663224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:48:28.669407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:48:28.669529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:48:31.675269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:48:31.679447] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:48:31.684141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:48:31.688787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:48:31.689066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:48:34.696948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:48:34.704584] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:48:34.712161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:48:34.717500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:48:34.717889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:48:37.723933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:48:37.729168] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:48:37.735687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:48:37.741775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:48:37.741912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:48:40.746482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:48:40.751120] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:48:40.756668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:48:40.762011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:48:40.762125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:48:43.768097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:48:43.773202] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:48:43.778812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:48:43.783358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:48:43.783479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:48:46.788899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:48:46.794233] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:48:46.799436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:48:46.803700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:48:46.803797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:48:49.808635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:48:49.814108] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:48:49.822274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:48:49.828015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:48:49.828121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:48:52.834469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:48:52.838917] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:48:52.844305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:48:52.849907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:48:52.850129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:48:55.856567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:48:55.862322] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:48:55.867919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:48:55.872901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:48:55.873117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:48:58.879012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:48:58.883902] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:48:58.889113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:48:58.893193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:48:58.893292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:49:01.898956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:49:01.904032] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:49:01.910244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:49:01.914945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:49:01.915062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:49:04.926892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:49:04.936161] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:49:04.940811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:49:04.944620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:49:04.944747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:49:07.952330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:49:07.957861] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:49:07.962894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:49:07.968403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:49:07.968535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:49:10.974246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:49:10.979592] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:49:10.983839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:49:10.987750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:49:10.987838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:49:13.992459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:49:13.996848] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:49:14.001410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:49:14.006076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:49:14.006193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:49:17.011363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:49:17.211405] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:49:17.215816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:49:17.219897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:49:17.220004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:49:20.224862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:49:20.230195] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:49:20.234994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:49:20.239290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:49:20.239437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:49:23.244038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:49:23.248856] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:49:23.253593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:49:23.257862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:49:23.257964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:49:26.263312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:49:26.267920] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:49:26.273602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:49:26.278697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:49:26.278813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:49:29.284384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:49:29.289544] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:49:29.295258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:49:29.299950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:49:29.300106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:49:32.306422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:49:32.312042] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:49:32.316292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:49:32.320522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:49:32.320679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:49:35.327365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:49:35.335402] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:49:35.341945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:49:35.346439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:49:35.346526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:49:38.351095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:49:38.356434] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:49:38.362301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:49:38.366633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:49:38.366741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:49:41.373111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:49:41.379442] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:49:41.384924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:49:41.389796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:49:41.389935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:49:44.395514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:49:44.401159] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:49:44.406206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:49:44.410485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:49:44.410586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:49:47.416208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:49:47.421807] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:49:47.426965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:49:47.431403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:49:47.431526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:49:50.436549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:49:50.441027] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:49:50.446109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:49:50.451017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:49:50.451136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:49:53.456495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:49:53.461424] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:49:53.466170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:49:53.470637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:49:53.470786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:49:56.476639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:49:56.481390] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:49:56.485869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:49:56.489943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:49:56.490030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:49:59.496189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:49:59.500734] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:49:59.505450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:49:59.510061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:49:59.510165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:50:02.515669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:50:02.521144] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:50:02.527294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:50:02.532176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:50:02.532285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:50:05.540230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:50:05.545699] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:50:05.551966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:50:05.557944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:50:05.558111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:50:08.567955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:50:08.573766] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:50:08.579353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:50:08.584723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:50:08.584843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:50:11.592332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:50:11.598367] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:50:11.605272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:50:11.610313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:50:11.610436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:50:14.615786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:50:14.620264] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:50:14.625457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:50:14.630328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:50:14.630480] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:50:17.637928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:50:17.643304] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:50:17.648750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:50:17.654502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:50:17.655148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:50:20.661270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:50:20.666305] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:50:20.670440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:50:20.674994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:50:20.675161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:50:23.681225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:50:23.685944] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:50:23.691102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:50:23.695972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:50:23.696127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:50:26.701917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:50:26.708181] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:50:26.714039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:50:26.718744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:50:26.718877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:50:29.723818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:50:29.729744] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:50:29.735135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:50:29.740530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:50:29.740733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:50:32.747214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:50:32.751797] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:50:32.755917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:50:32.760349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:50:32.760480] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:50:35.767631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:50:35.772977] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:50:35.778163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:50:35.782476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:50:35.782592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:50:38.796905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:50:38.803067] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:50:38.808424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:50:38.813889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:50:38.814026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:50:41.850856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:50:41.857004] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:50:41.862091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:50:41.866728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:50:41.866841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:50:44.872187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:50:44.907930] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:50:44.913441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:50:44.917886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:50:44.918001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:50:47.923486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:50:47.929563] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:50:47.934447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:50:47.939547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:50:47.939680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:50:50.946768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:50:50.954263] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:50:50.962739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:50:50.969004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:50:50.969146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:50:53.974694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:50:53.981736] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:50:53.988405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:50:53.993682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:50:53.993829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:50:57.000231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:50:57.005527] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:50:57.016013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:50:57.021571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:50:57.021756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:51:00.028771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:51:00.034912] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:51:00.041092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:51:00.046489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:51:00.046607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:51:03.054545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:51:03.060149] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:51:03.067222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:51:03.071824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:51:03.071943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:51:06.079339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:51:06.085528] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:51:06.090857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:51:06.095343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:51:06.095465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:51:09.101967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:51:09.107816] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:51:09.113710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:51:09.119050] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:51:09.119181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:51:12.123963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:51:12.133747] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:51:12.138488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:51:12.143443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:51:12.143574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:51:15.149500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:51:15.153750] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:51:15.158218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:51:15.162844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:51:15.162958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:51:18.168005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:51:18.173514] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:51:18.178471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:51:18.182842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:51:18.182930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:51:21.188189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:51:21.192443] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:51:21.197380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:51:21.202570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:51:21.202758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:51:24.208535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:51:24.213245] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:51:24.218340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:51:24.223147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:51:24.223268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:51:27.229281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:51:27.234972] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:51:27.239917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:51:27.245072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:51:27.245337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:51:30.253488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:51:30.261582] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:51:30.268247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:51:30.273351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:51:30.273465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:51:33.278286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:51:33.283367] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:51:33.287887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:51:33.292270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:51:33.292370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:51:36.299449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:51:36.305799] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:51:36.312234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:51:36.318214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:51:36.318299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:51:39.324160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:51:39.331904] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:51:39.336989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:51:39.341797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:51:39.341972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:51:42.347699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:51:42.352712] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:51:42.356978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:51:42.361944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:51:42.362048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:51:45.366890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:51:45.377907] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:51:45.382962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:51:45.387921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:51:45.388013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:51:48.393939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:51:48.399112] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:51:48.406123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:51:48.412442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:51:48.412599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:51:51.417703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:51:51.422604] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:51:51.427780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:51:51.432575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:51:51.432708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:51:54.438374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:51:54.444082] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:51:54.449512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:51:54.454543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:51:54.454669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:51:57.459356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:51:57.464994] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:51:57.470869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:51:57.477496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:51:57.477624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:52:00.484838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:52:00.490816] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:52:00.496113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:52:00.502796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:52:00.502997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:52:03.511720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:52:03.518517] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:52:03.526978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:52:03.532861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:52:03.532983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:52:06.538844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:52:06.545100] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:52:06.550939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:52:06.558161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:52:06.558299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:52:09.565048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:52:09.570906] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:52:09.576405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:52:09.583172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:52:09.583316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:52:12.596024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:52:12.602111] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:52:12.607735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:52:12.611963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:52:12.612055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:52:15.618291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:52:15.623970] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:52:15.628357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:52:15.632467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:52:15.632560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:52:18.637263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:52:18.642876] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:52:18.648596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:52:18.653255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:52:18.653368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:52:21.659025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:52:21.664051] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:52:21.668526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:52:21.672994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:52:21.673086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:52:24.679382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:52:24.685636] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:52:24.691792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:52:24.697504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:52:24.697614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:52:27.703288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:52:27.708446] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:52:27.714701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:52:27.719237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:52:27.719354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:52:30.724685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:52:30.730728] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:52:30.736613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:52:30.741068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:52:30.741171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:52:33.745970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:52:33.751951] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:52:33.756026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:52:33.759938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:52:33.760033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:52:36.767962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:52:36.774243] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:52:36.781804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:52:36.787300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:52:36.787460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:52:39.796094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:52:39.800869] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:52:39.805592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:52:39.809872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:52:39.809963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:52:42.816958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:52:42.822033] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:52:42.826605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:52:42.830740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:52:42.830826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:52:45.836248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:52:45.841687] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:52:45.846451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:52:45.851739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:52:45.851881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:52:48.856786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:52:48.862896] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:52:48.869052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:52:48.873667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:52:48.873766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:52:51.879342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:52:51.884792] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:52:51.890225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:52:51.895350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:52:51.895457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:52:54.900741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:52:54.905310] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:52:54.910480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:52:54.914967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:52:54.915147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:52:57.920323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:52:57.925806] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:52:57.935453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:52:57.941570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:52:57.941958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:53:00.946868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:53:00.951172] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:53:00.955298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:53:00.960410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:53:00.960557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:53:03.968795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:53:03.973946] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:53:03.979803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:53:03.986930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:53:03.987070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:53:06.993533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:53:07.001912] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:53:07.006447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:53:07.011843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:53:07.012187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:53:10.017601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:53:10.023393] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:53:10.028804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:53:10.033705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:53:10.033811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:53:13.040410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:53:13.045709] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:53:13.051563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:53:13.056809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:53:13.056924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:53:16.063085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:53:16.067336] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:53:16.073205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:53:16.078240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:53:16.078371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:53:19.092256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:53:19.101171] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:53:19.107521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:53:19.111863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:53:19.111949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:53:22.120894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:53:22.126190] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:53:22.131278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:53:22.135741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:53:22.135832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:53:25.141887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:53:25.146475] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:53:25.153321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:53:25.158689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:53:25.158851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:53:28.164212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:53:28.168639] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:53:28.172924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:53:28.177565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:53:28.177690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:53:31.183078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:53:31.188275] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:53:31.194057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:53:31.200137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:53:31.200308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:53:34.205536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:53:34.209848] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:53:34.213966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:53:34.218419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:53:34.218528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:53:37.224324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:53:37.229263] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:53:37.234928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:53:37.240912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:53:37.241062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:53:40.246022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:53:40.250564] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:53:40.255376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:53:40.261318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:53:40.261464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:53:43.267506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:53:43.272284] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:53:43.276441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:53:43.281061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:53:43.281323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:53:46.287267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:53:46.293030] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:53:46.299149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:53:46.303912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:53:46.304057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:53:49.311424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:53:49.318292] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:53:49.322932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:53:49.327275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:53:49.327407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:53:52.333184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:53:52.339070] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:53:52.344532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:53:52.350175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:53:52.350312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:53:55.356089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:53:55.362043] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:53:55.367259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:53:55.372790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:53:55.372934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:53:58.378481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:53:58.383086] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:53:58.387303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:53:58.391749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:53:58.391865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:54:01.398780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:54:01.403938] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:54:01.409122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:54:01.414577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:54:01.414732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:54:04.420719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:54:04.425295] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:54:04.430229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:54:04.434826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:54:04.434980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:54:07.440572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:54:07.446354] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:54:07.451633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:54:07.456614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:54:07.456792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:54:10.462849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:54:10.467200] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:54:10.471781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:54:10.476180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:54:10.476293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:54:13.485919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:54:13.490417] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:54:13.494720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:54:13.499897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:54:13.500030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:54:16.505522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:54:16.510931] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:54:16.517169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:54:16.521808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:54:16.522056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:54:19.529494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:54:19.536773] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:54:19.544389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:54:19.553537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:54:19.554051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:54:22.559974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:54:22.565212] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:54:22.572606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:54:22.579000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:54:22.579185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:54:25.584332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:54:25.589074] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:54:25.593667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:54:25.597419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:54:25.597515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:54:28.603894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:54:28.609839] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:54:28.614938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:54:28.619223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:54:28.619311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:54:31.624781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:54:31.630798] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:54:31.636292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:54:31.640971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:54:31.641127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:54:34.647543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:54:34.652603] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:54:34.657760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:54:34.661919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:54:34.662028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:54:37.668082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:54:37.673894] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:54:37.679753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:54:37.684142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:54:37.684260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:54:40.689677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:54:40.694586] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:54:40.700436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:54:40.705333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:54:40.705458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:54:43.719314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:54:43.726583] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:54:43.732077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:54:43.736855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:54:43.737017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:54:46.744792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:54:46.749838] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:54:46.754774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:54:46.759397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:54:46.759498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:54:49.764062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:54:49.768915] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:54:49.773296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:54:49.777185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:54:49.777281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:54:52.782112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:54:52.786219] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:54:52.790360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:54:52.794378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:54:52.794469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:54:55.799850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:54:55.804450] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:54:55.808910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:54:55.813845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:54:55.813995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:54:58.822981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:54:58.828796] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:54:58.833473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:54:58.837939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:54:58.838025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:55:01.844048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:55:01.849441] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:55:01.855164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:55:01.860998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:55:01.861115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:55:04.865937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:55:04.870147] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:55:04.874497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:55:04.878856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:55:04.878956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:55:07.883736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:55:07.888958] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:55:07.893448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:55:07.898017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:55:07.898129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:55:10.917683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:55:10.926488] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:55:10.931932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:55:10.935828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:55:10.935934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:55:13.942017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:55:13.946689] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:55:13.951284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:55:13.955580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:55:13.955722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:55:16.965003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:55:16.972249] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:55:16.978245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:55:16.982875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:55:16.982980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:55:19.988188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:55:19.992875] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:55:19.997909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:55:20.002397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:55:20.002517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:55:23.007047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:55:23.011262] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:55:23.015901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:55:23.019946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:55:23.020034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:55:26.032331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:55:26.039869] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:55:26.046225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:55:26.052934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:55:26.053258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:55:29.058382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:55:29.065140] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:55:29.071063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:55:29.076215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:55:29.076540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:55:32.083856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:55:32.089299] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:55:32.094943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:55:32.100687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:55:32.100849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:55:35.106282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:55:35.112580] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:55:35.118260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:55:35.122945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:55:35.123050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:55:38.130199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:55:38.135727] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:55:38.141427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:55:38.147174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:55:38.147297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:55:41.154125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:55:41.159722] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:55:41.164568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:55:41.169601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:55:41.170006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:55:44.176154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:55:44.180597] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:55:44.184630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:55:44.188795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:55:44.188930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:55:47.194795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:55:47.199590] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:55:47.203996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:55:47.208501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:55:47.208596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:55:50.215728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:55:50.221894] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:55:50.227315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:55:50.231957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:55:50.232119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:55:53.238207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:55:53.243200] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:55:53.247775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:55:53.253669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:55:53.253826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:55:56.260211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:55:56.265293] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:55:56.270289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:55:56.276489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:55:56.276609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:55:59.286940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:55:59.293544] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:55:59.299614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:55:59.306120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:55:59.306277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:56:02.312928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:56:02.318044] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:56:02.322589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:56:02.327602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:56:02.327715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:56:05.333870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:56:05.339023] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:56:05.344337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:56:05.349572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:56:05.349722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:56:08.357495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:56:08.362847] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:56:08.367697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:56:08.372373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:56:08.372516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:56:11.378460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:56:11.384340] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:56:11.389489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:56:11.394354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:56:11.394451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:56:14.400107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:56:14.405413] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:56:14.416197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:56:14.421940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:56:14.422139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:56:17.429347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:56:17.435234] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:56:17.441336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:56:17.447264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:56:17.447389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:56:20.454360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:56:20.461445] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:56:20.467172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:56:20.472569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:56:20.472749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:56:23.481286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:56:23.491758] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:56:23.504377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:56:23.513421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:56:23.513602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:56:26.525688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:56:26.533267] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:56:26.538835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:56:26.543057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:56:26.543183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:56:29.549465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:56:29.555569] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:56:29.562054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:56:29.567330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:56:29.567477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:56:32.573364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:56:32.579932] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:56:32.585772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:56:32.590792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:56:32.590952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:56:35.596026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:56:35.604955] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:56:35.610313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:56:35.615001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:56:35.615142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:56:38.620789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:56:38.625784] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:56:38.630698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:56:38.635364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:56:38.635515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:56:41.640122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:56:41.644942] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:56:41.649995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:56:41.654552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:56:41.654699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:56:44.660029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:56:44.666799] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:56:44.671626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:56:44.676498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:56:44.676603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:56:47.688213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:56:47.694245] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:56:47.699250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:56:47.703841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:56:47.704033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:56:50.711406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:56:50.717876] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:56:50.724486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:56:50.730865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:56:50.731011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:56:53.737311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:56:53.742459] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:56:53.749153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:56:53.755130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:56:53.755257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:56:56.761620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:56:56.768199] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:56:56.773780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:56:56.779193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:56:56.779317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:56:59.784602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:56:59.789781] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:56:59.794537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:56:59.799696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:56:59.799850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:57:02.805225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:57:02.809483] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:57:02.813934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:57:02.818304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:57:02.818441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:57:05.823920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:57:05.829325] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:57:05.833143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:57:05.838064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:57:05.838179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:57:08.844973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:57:08.849505] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:57:08.853590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:57:08.857928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:57:08.858216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:57:11.864971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:57:11.870482] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:57:11.875172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:57:11.879739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:57:11.879844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:57:14.887039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:57:14.892931] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:57:14.897413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:57:14.901782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:57:14.901906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:57:17.910846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:57:17.923429] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:57:17.936623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:57:17.950439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:57:17.950607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:57:20.956485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:57:20.961799] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:57:20.967136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:57:20.971438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:57:20.971556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:57:23.976232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:57:23.981423] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:57:23.986523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:57:23.990505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:57:23.990599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:57:26.995953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:57:27.001017] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:57:27.005253] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:57:27.009250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:57:27.009338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:57:30.017009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:57:30.024157] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:57:30.028724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:57:30.034318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:57:30.034433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:57:33.041273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:57:33.048320] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:57:33.052519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:57:33.056417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:57:33.056522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:57:36.061502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:57:36.065535] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:57:36.069347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:57:36.073238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:57:36.073333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:57:39.078131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:57:39.082555] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:57:39.086878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:57:39.091039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:57:39.091127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:57:42.096275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:57:42.106460] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:57:42.111299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:57:42.115399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:57:42.115508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:57:45.122960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:57:45.130036] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:57:45.135984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:57:45.140936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:57:45.141066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:57:48.147489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:57:48.152738] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:57:48.157833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:57:48.162682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:57:48.162806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:57:51.167914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:57:51.172199] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:57:51.176708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:57:51.181679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:57:51.181802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:57:54.186761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:57:54.191220] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:57:54.195206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:57:54.199835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:57:54.199955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:57:57.206351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:57:57.210401] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:57:57.214820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:57:57.220310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:57:57.220515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:58:00.226388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:58:00.230681] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:58:00.235311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:58:00.239464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:58:00.239614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:58:03.245265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:58:03.249159] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:58:03.255379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:58:03.260530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:58:03.260681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:58:06.266406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:58:06.270486] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:58:06.275301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:58:06.279740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:58:06.279832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:58:09.285366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:58:09.291253] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:58:09.296673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:58:09.301840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:58:09.302232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:58:12.309609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:58:12.314851] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:58:12.320117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:58:12.325681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:58:12.325820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:58:15.331240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:58:15.336009] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:58:15.340219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:58:15.344283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:58:15.344369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:58:18.351287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:58:18.358397] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:58:18.365858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:58:18.373634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:58:18.373911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:58:21.381525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:58:21.388573] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:58:21.394145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:58:21.399871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:58:21.400026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:58:24.406631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:58:24.413567] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:58:24.419579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:58:24.424945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:58:24.425091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:58:27.433177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:58:27.438704] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:58:27.443860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:58:27.450189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:58:27.450335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:58:30.455858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:58:30.460495] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:58:30.465785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:58:30.471614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:58:30.471806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:58:33.477337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:58:33.482721] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:58:33.487601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:58:33.492435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:58:33.492602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:58:36.497681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:58:36.503140] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:58:36.508238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:58:36.513484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:58:36.513604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:58:39.522208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:58:39.527062] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:58:39.531808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:58:39.536580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:58:39.536992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:58:42.543837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:58:42.549195] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:58:42.553821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:58:42.558877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:58:42.559010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:58:45.564208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:58:45.568864] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:58:45.573086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:58:45.577764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:58:45.577900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:58:48.585422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:58:48.591787] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:58:48.597439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:58:48.603950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:58:48.604116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:58:51.611608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:58:51.618861] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:58:51.623561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:58:51.629321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:58:51.629573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:58:54.635338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:58:54.641547] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:58:54.646164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:58:54.651014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:58:54.651213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:58:57.656301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:58:57.662268] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:58:57.667372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:58:57.672512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:58:57.672699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:59:00.678765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:59:00.684039] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:59:00.691438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:59:00.696782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:59:00.696888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:59:03.702387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:59:03.708377] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:59:03.713592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:59:03.719954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:59:03.720159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:59:06.727871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:59:06.733762] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:59:06.739565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:59:06.745326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:59:06.745485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:59:09.752813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:59:09.757984] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:59:09.763447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:59:09.768738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:59:09.768887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:59:12.774860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:59:12.780722] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:59:12.786266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:59:12.790723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:59:12.790828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:59:15.797128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:59:15.801698] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:59:15.806243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:59:15.810520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:59:15.810754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:59:18.824010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:59:18.829348] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:59:18.834770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:59:18.839632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:59:18.839810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:59:21.845310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:59:21.851272] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:59:21.856974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:59:21.861552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:59:21.861692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:59:24.867114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:59:24.872600] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:59:24.877754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:59:24.881671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:59:24.881768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:59:27.886998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:59:27.891983] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:59:27.897385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:59:27.901746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:59:27.901855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:59:30.909201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:59:30.915105] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:59:30.920848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:59:30.925800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:59:30.925954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:59:33.932998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:59:33.938324] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:59:33.944285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:59:33.948524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:59:33.948678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:59:36.953951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:59:36.958520] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:59:36.962943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:59:36.966824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:59:36.966920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:59:39.972581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:59:39.978162] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:59:39.982350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:59:39.986330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:59:39.986433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:59:42.994919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:59:43.002021] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:59:43.006700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:59:43.011509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:59:43.011739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:59:46.018163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:59:46.026786] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:59:46.032209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:59:46.040659] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:59:46.040876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:59:49.046661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:59:49.051005] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:59:49.055983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:59:49.061003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:59:49.061142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:59:52.068355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:59:52.073877] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:59:52.078687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:59:52.083168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:59:52.083468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:59:55.089421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:59:55.094070] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:59:55.099516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:59:55.105036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:59:55.105161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T20:59:58.111153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T20:59:58.117451] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T20:59:58.121743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T20:59:58.125764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T20:59:58.125894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:00:01.131743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:00:01.135801] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:00:01.139522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:00:01.143798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:00:01.143882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:00:04.149954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:00:04.155221] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:00:04.160796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:00:04.166381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:00:04.166527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:00:07.176537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:00:07.181967] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:00:07.186837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:00:07.192770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:00:07.192907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:00:10.199423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:00:10.205473] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:00:10.211101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:00:10.217237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:00:10.217459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:00:13.224122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:00:13.229038] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:00:13.235763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:00:13.241400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:00:13.241531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:00:16.249278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:00:16.254096] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:00:16.259546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:00:16.264151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:00:16.264277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:00:19.274088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:00:19.281400] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:00:19.286392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:00:19.290982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:00:19.291103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:00:22.297742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:00:22.303451] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:00:22.308297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:00:22.312407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:00:22.312505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:00:25.319431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:00:25.325403] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:00:25.332716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:00:25.338710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:00:25.338878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:00:28.344717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:00:28.351271] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:00:28.355722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:00:28.360081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:00:28.360182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:00:31.366615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:00:31.371718] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:00:31.375868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:00:31.379975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:00:31.380070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:00:34.387167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:00:34.392813] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:00:34.398596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:00:34.402811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:00:34.402926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:00:37.409623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:00:37.414944] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:00:37.420751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:00:37.426706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:00:37.426851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:00:40.434319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:00:40.440941] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:00:40.445804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:00:40.450199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:00:40.450346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:00:43.479537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:00:43.486143] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:00:43.492989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:00:43.498093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:00:43.498257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:00:46.504305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:00:46.540349] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:00:46.544888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:00:46.549390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:00:46.549522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:00:49.555499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:00:49.561360] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:00:49.566935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:00:49.572346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:00:49.572468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:00:52.578924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:00:52.585501] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:00:52.592217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:00:52.597611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:00:52.597865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:00:55.602925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:00:55.607788] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:00:55.612483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:00:55.616514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:00:55.616601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:00:58.622222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:00:58.626922] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:00:58.631816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:00:58.637667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:00:58.637849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:01:01.644531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:01:01.649623] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:01:01.654471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:01:01.661065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:01:01.661242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:01:04.668218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:01:04.675388] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:01:04.683691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:01:04.690579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:01:04.691009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:01:07.699445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:01:07.706087] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:01:07.713218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:01:07.719561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:01:07.719747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:01:10.726465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:01:10.731357] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:01:10.736976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:01:10.742633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:01:10.742788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:01:13.748709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:01:13.753095] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:01:13.757903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:01:13.762524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:01:13.762669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:01:16.773637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:01:16.778581] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:01:16.783078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:01:16.788014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:01:16.788163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:01:19.794884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:01:19.800485] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:01:19.805378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:01:19.810408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:01:19.810527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:01:22.816787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:01:22.822697] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:01:22.829012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:01:22.834159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:01:22.834327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:01:25.841329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:01:25.850147] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:01:25.856825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:01:25.867017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:01:25.867388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:01:28.874250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:01:28.880316] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:01:28.886552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:01:28.891725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:01:28.891870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:01:31.898051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:01:31.903425] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:01:31.907739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:01:31.911528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:01:31.911669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:01:34.917770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:01:34.923141] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:01:34.930136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:01:34.934490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:01:34.934610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:01:37.939954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:01:37.944193] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:01:37.950191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:01:37.954487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:01:37.954611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:01:40.964802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:01:40.969024] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:01:40.973867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:01:40.977627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:01:40.977732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:01:43.982945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:01:43.988484] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:01:43.993577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:01:43.998588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:01:43.998761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:01:47.003680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:01:47.008705] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:01:47.013556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:01:47.018209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:01:47.018500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:01:50.024457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:01:50.031211] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:01:50.036275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:01:50.041812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:01:50.041954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:01:53.046982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:01:53.352817] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:01:53.358470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:01:53.363973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:01:53.364082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:01:56.371243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:01:56.376159] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:01:56.381254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:01:56.385896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:01:56.386045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:01:59.394000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:01:59.400265] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:01:59.406368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:01:59.412570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:01:59.413154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:02:02.418285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:02:02.423747] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:02:02.428593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:02:02.433899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:02:02.434279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:02:05.440004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:02:05.445262] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:02:05.450224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:02:05.456531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:02:05.456791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:02:08.464415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:02:08.469307] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:02:08.475232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:02:08.480775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:02:08.480883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:02:11.485454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:02:11.490146] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:02:11.494666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:02:11.500487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:02:11.500608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:02:14.509310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:02:14.514892] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:02:14.520338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:02:14.525265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:02:14.525404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:02:17.531971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:02:17.537264] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:02:17.542681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:02:17.549548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:02:17.549715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:02:20.556594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:02:20.562829] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:02:20.567555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:02:20.573746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:02:20.573876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:02:23.581357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:02:23.589049] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:02:23.595438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:02:23.601451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:02:23.601596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:02:26.608453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:02:26.613620] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:02:26.623469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:02:26.628257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:02:26.628385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:02:29.634990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:02:29.640405] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:02:29.645831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:02:29.650395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:02:29.650526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:02:32.656606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:02:32.662004] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:02:32.667348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:02:32.674181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:02:32.674338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:02:35.679829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:02:35.685382] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:02:35.691209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:02:35.696516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:02:35.696705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:02:38.702132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:02:38.708205] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:02:38.714709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:02:38.724140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:02:38.724291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:02:41.730595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:02:41.736012] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:02:41.741707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:02:41.746429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:02:41.746806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:02:44.752153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:02:44.756344] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:02:44.760721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:02:44.765336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:02:44.765445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:02:47.772577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:02:47.778200] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:02:47.784402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:02:47.788663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:02:47.788908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:02:50.794738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:02:50.800910] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:02:50.807578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:02:50.813625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:02:50.813847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:02:53.822585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:02:53.830186] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:02:53.837427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:02:53.843560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:02:53.843715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:02:56.849811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:02:56.856067] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:02:56.860887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:02:56.865688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:02:56.866473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:02:59.872145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:02:59.876926] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:02:59.882558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:02:59.889065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:02:59.889241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:03:02.895399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:03:02.904465] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:03:02.909677] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:03:02.914957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:03:02.915320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:03:05.922094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:03:05.927828] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:03:05.932836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:03:05.938421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:03:05.938527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:03:08.945106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:03:08.951115] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:03:08.956792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:03:08.962536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:03:08.962700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:03:11.976975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:03:11.984021] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:03:11.989490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:03:11.993634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:03:11.993757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:03:14.998887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:03:15.003739] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:03:15.009149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:03:15.015055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:03:15.015184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:03:18.020897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:03:18.025980] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:03:18.032021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:03:18.038185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:03:18.038367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:03:21.042950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:03:21.047630] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:03:21.052757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:03:21.057889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:03:21.058024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:03:24.062594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:03:24.264749] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:03:24.269987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:03:24.274105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:03:24.274206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:03:27.279222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:03:27.284374] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:03:27.288337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:03:27.292195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:03:27.292285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:03:30.297371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:03:30.301990] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:03:30.306790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:03:30.310910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:03:30.311011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:03:33.320357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:03:33.324942] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:03:33.329045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:03:33.333074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:03:33.333169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:03:36.342720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:03:36.347043] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:03:36.353567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:03:36.358418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:03:36.358565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:03:39.363954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:03:39.368745] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:03:39.372779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:03:39.376902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:03:39.377137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:03:42.382357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:03:42.388572] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:03:42.393400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:03:42.399285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:03:42.399483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:03:45.405977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:03:45.411723] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:03:45.417783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:03:45.422665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:03:45.422816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:03:48.431519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:03:48.438201] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:03:48.443601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:03:48.448559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:03:48.448736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:03:51.456680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:03:51.462669] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:03:51.466912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:03:51.471182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:03:51.471315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:03:54.476197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:03:54.482255] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:03:54.487690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:03:54.492665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:03:54.492820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:03:57.497924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:03:57.502366] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:03:57.507202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:03:57.511679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:03:57.511793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:04:00.517725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:04:00.523761] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:04:00.529179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:04:00.534001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:04:00.534184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:04:03.541354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:04:03.547717] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:04:03.552940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:04:03.557158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:04:03.557291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:04:06.562500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:04:06.567665] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:04:06.571590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:04:06.575567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:04:06.575729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:04:09.582126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:04:09.588482] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:04:09.593897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:04:09.598101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:04:09.598213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:04:12.603454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:04:12.612877] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:04:12.618783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:04:12.624189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:04:12.624314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:04:15.630531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:04:15.635811] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:04:15.640170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:04:15.644371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:04:15.644506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:04:18.650738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:04:18.656987] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:04:18.661831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:04:18.666224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:04:18.666330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:04:21.673610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:04:21.680016] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:04:21.686050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:04:21.694541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:04:21.694685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:04:24.702222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:04:24.707486] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:04:24.712364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:04:24.717114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:04:24.717274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:04:27.723374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:04:27.729045] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:04:27.734925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:04:27.739206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:04:27.739306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:04:30.745179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:04:30.751431] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:04:30.757144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:04:30.762001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:04:30.762153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:04:33.767433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:04:33.773595] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:04:33.779603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:04:33.785934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:04:33.786078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:04:36.791447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:04:36.797550] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:04:36.803496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:04:36.807757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:04:36.807862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:04:39.812829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:04:39.817425] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:04:39.821913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:04:39.826157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:04:39.826264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:04:42.832054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:04:42.837110] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:04:42.842929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:04:42.848569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:04:42.848741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:04:45.854105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:04:45.858941] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:04:45.864209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:04:45.869121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:04:45.869242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:04:48.875350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:04:48.881466] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:04:48.890954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:04:48.896508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:04:48.896610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:04:51.902764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:04:51.908372] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:04:51.912955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:04:51.917558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:04:51.917694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:04:54.923671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:04:54.929341] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:04:54.933461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:04:54.941060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:04:54.941221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:04:57.947017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:04:57.951573] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:04:57.956356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:04:57.961902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:04:57.962023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:05:00.968193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:05:00.973151] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:05:00.979013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:05:00.984944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:05:00.985049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:05:03.990794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:05:03.997038] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:05:04.002087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:05:04.007863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:05:04.007981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:05:07.014163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:05:07.019236] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:05:07.024927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:05:07.029370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:05:07.029478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:05:10.035634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:05:10.041727] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:05:10.047035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:05:10.051839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:05:10.052033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:05:13.058190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:05:13.064351] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:05:13.070490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:05:13.076511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:05:13.076637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:05:16.081893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:05:16.086743] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:05:16.092446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:05:16.104353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:05:16.104969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:05:19.110769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:05:19.117209] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:05:19.121761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:05:19.125738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:05:19.125855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:05:22.132391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:05:22.138404] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:05:22.144092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:05:22.148089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:05:22.148185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:05:25.154511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:05:25.160149] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:05:25.168297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:05:25.172595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:05:25.172737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:05:28.177486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:05:28.181920] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:05:28.187374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:05:28.193044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:05:28.193181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:05:31.198385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:05:31.202859] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:05:31.206797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:05:31.211951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:05:31.212103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:05:34.216772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:05:34.220999] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:05:34.225237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:05:34.229569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:05:34.229743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:05:37.241561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:05:37.247677] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:05:37.253031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:05:37.258348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:05:37.258480] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:05:40.266897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:05:40.272273] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:05:40.277317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:05:40.283333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:05:40.283429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:05:43.288369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:05:43.293440] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:05:43.298101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:05:43.303582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:05:43.303747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:05:46.311850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:05:46.318924] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:05:46.327034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:05:46.331928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:05:46.332069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:05:49.337996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:05:49.342410] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:05:49.347037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:05:49.353080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:05:49.353185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:05:52.358004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:05:52.363401] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:05:52.369407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:05:52.373764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:05:52.373879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:05:55.379703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:05:55.384264] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:05:55.388979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:05:55.393388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:05:55.393501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:05:58.399142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:05:58.403958] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:05:58.409015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:05:58.413599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:05:58.413764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:06:01.421824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:06:01.427129] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:06:01.435896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:06:01.440628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:06:01.440774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:06:04.446566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:06:04.451677] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:06:04.456333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:06:04.460614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:06:04.460772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:06:07.468009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:06:07.475738] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:06:07.481276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:06:07.486514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:06:07.486618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:06:10.491634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:06:10.496436] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:06:10.501696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:06:10.506383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:06:10.506486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:06:13.511156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:06:13.515739] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:06:13.520052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:06:13.524868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:06:13.524973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:06:16.539836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:06:16.548044] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:06:16.554177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:06:16.560307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:06:16.560469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:06:19.568513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:06:19.575252] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:06:19.581074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:06:19.586050] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:06:19.586170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:06:22.591829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:06:22.596964] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:06:22.601949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:06:22.606324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:06:22.606434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:06:25.611793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:06:25.617482] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:06:25.622136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:06:25.626830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:06:25.626968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:06:28.632459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:06:28.647620] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:06:28.653038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:06:28.657880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:06:28.657981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:06:31.664297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:06:31.670409] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:06:31.676007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:06:31.680364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:06:31.680467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:06:34.685383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:06:34.689467] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:06:34.693704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:06:34.697983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:06:34.698073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:06:37.703597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:06:37.708272] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:06:37.712458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:06:37.716624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:06:37.716783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:06:40.722150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:06:40.727188] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:06:40.731764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:06:40.737694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:06:40.737845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:06:43.742899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:06:43.747293] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:06:43.752164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:06:43.757737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:06:43.757878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:06:46.762470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:06:46.770928] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:06:46.776171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:06:46.781255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:06:46.781613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:06:49.787755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:06:49.793014] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:06:49.798251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:06:49.803195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:06:49.804041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:06:52.811378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:06:52.816913] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:06:52.821926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:06:52.827260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:06:52.827600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:06:55.835781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:06:55.841376] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:06:55.847191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:06:55.853671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:06:55.853817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:06:58.859107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:06:58.864437] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:06:58.869411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:06:58.874440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:06:58.874555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:07:01.881532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:07:01.886433] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:07:01.891540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:07:01.895807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:07:01.895921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:07:04.901547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:07:04.906328] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:07:04.910827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:07:04.915622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:07:04.915762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:07:07.923593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:07:07.928730] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:07:07.933635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:07:07.938157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:07:07.938256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:07:10.944172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:07:10.948855] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:07:10.953312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:07:10.957789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:07:10.957896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:07:13.963446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:07:13.968059] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:07:13.973069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:07:13.977750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:07:13.978041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:07:16.984195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:07:16.989829] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:07:16.995586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:07:17.000467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:07:17.000577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:07:20.006823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:07:20.013754] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:07:20.019452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:07:20.024063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:07:20.024223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:07:23.030020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:07:23.034964] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:07:23.039853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:07:23.043950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:07:23.044156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:07:26.051575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:07:26.057712] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:07:26.142845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:07:26.147404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:07:26.147520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:07:29.153003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:07:29.157200] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:07:29.162020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:07:29.167948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:07:29.168074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:07:32.173963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:07:32.179177] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:07:32.184162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:07:32.189357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:07:32.189499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:07:35.194725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:07:35.199085] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:07:35.204287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:07:35.210018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:07:35.210202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:07:38.215781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:07:38.225957] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:07:38.232112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:07:38.237784] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:07:38.237958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:07:41.243480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:07:41.249102] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:07:41.254787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:07:41.259535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:07:41.259806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:07:44.267442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:07:44.272264] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:07:44.277042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:07:44.282793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:07:44.282957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:07:47.288885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:07:47.294321] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:07:47.299022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:07:47.303151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:07:47.303385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:07:50.309175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:07:50.313905] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:07:50.318604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:07:50.324921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:07:50.325075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:07:53.330612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:07:53.336512] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:07:53.341239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:07:53.346298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:07:53.346415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:07:56.352795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:07:56.358068] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:07:56.363786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:07:56.368274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:07:56.368394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:07:59.372794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:07:59.378151] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:07:59.383311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:07:59.388186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:07:59.388357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:08:02.393788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:08:02.398391] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:08:02.404152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:08:02.408856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:08:02.408972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:08:05.414189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:08:05.419559] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:08:05.424334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:08:05.429280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:08:05.429389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:08:08.436488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:08:08.441944] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:08:08.447798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:08:08.452403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:08:08.452511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:08:11.463882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:08:11.469683] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:08:11.474358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:08:11.479252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:08:11.479373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:08:14.485422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:08:14.490888] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:08:14.497594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:08:14.503462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:08:14.503742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:08:17.510087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:08:17.515329] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:08:17.521747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:08:17.527241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:08:17.527364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:08:20.533419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:08:20.538883] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:08:20.544256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:08:20.548670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:08:20.548825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:08:23.555878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:08:23.561920] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:08:23.567668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:08:23.573582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:08:23.573753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:08:26.580276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:08:26.587568] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:08:26.593942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:08:26.599542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:08:26.599678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:08:29.603949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:08:29.607825] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:08:29.611769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:08:29.615696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:08:29.615794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:08:32.620805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:08:32.625593] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:08:32.630106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:08:32.634862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:08:32.635069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:08:35.640229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:08:35.644699] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:08:35.648942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:08:35.654326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:08:35.654453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:08:38.661157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:08:38.667949] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:08:38.673908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:08:38.680442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:08:38.680698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:08:41.686450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:08:41.690945] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:08:41.696775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:08:41.701980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:08:41.702309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:08:44.709465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:08:44.715182] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:08:44.720061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:08:44.725383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:08:44.725526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:08:47.731065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:08:47.735660] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:08:47.740286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:08:47.745368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:08:47.745559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:08:50.751912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:08:50.757701] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:08:50.763764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:08:50.769598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:08:50.769809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:08:53.789590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:08:53.796352] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:08:53.805536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:08:53.811934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:08:53.812103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:08:56.818277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:08:56.823943] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:08:56.828374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:08:56.832876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:08:56.832971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:08:59.837725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:08:59.842371] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:08:59.846944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:08:59.851935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:08:59.852072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:09:02.861944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:09:02.867564] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:09:02.872820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:09:02.877594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:09:02.877734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:09:05.883550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:09:05.889623] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:09:05.894777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:09:05.899533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:09:05.899812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:09:08.905677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:09:08.910630] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:09:08.916830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:09:08.923597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:09:08.923972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:09:11.928985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:09:11.933453] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:09:11.938062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:09:11.942199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:09:11.942475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:09:14.948315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:09:14.953391] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:09:14.958933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:09:14.963702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:09:14.964018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:09:17.970578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:09:17.977808] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:09:17.984123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:09:17.988582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:09:17.988827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:09:20.994863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:09:21.000101] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:09:21.004733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:09:21.010009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:09:21.010108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:09:24.017175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:09:24.022948] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:09:24.028014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:09:24.032722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:09:24.032820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:09:27.039585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:09:27.059677] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:09:27.066007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:09:27.075801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:09:27.075946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:09:30.082377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:09:30.086945] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:09:30.090962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:09:30.094701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:09:30.094788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:09:33.100299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:09:33.105250] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:09:33.110015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:09:33.114306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:09:33.114404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:09:36.120629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:09:36.125407] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:09:36.129725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:09:36.134106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:09:36.134232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:09:39.140105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:09:39.145368] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:09:39.149695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:09:39.153898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:09:39.153998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:09:42.158952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:09:42.163883] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:09:42.168544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:09:42.172378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:09:42.172474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:09:45.178022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:09:45.183169] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:09:45.187234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:09:45.191069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:09:45.191158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:09:48.195332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:09:48.199754] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:09:48.203891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:09:48.207734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:09:48.207824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:09:51.212883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:09:51.218130] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:09:51.224949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:09:51.229161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:09:51.229253] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:09:54.234615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:09:54.239502] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:09:54.244890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:09:54.249307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:09:54.249501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:09:57.254034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:09:57.259472] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:09:57.265141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:09:57.270905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:09:57.271027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:10:00.276183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:10:00.282013] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:10:00.288302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:10:00.294148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:10:00.294271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:10:03.301192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:10:03.308838] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:10:03.316141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:10:03.322955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:10:03.323128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:10:06.328202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:10:06.333162] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:10:06.337491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:10:06.342046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:10:06.342149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:10:09.348152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:10:09.352471] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:10:09.357560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:10:09.362434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:10:09.362589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:10:12.369167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:10:12.373896] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:10:12.378969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:10:12.384784] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:10:12.384946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:10:15.394278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:10:15.398446] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:10:15.403543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:10:15.407722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:10:15.407832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:10:18.413489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:10:18.418406] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:10:18.423981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:10:18.429823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:10:18.429962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:10:21.435879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:10:21.441013] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:10:21.445629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:10:21.450915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:10:21.451024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:10:24.457673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:10:24.463521] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:10:24.470780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:10:24.476630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:10:24.476781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:10:27.482434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:10:27.488045] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:10:27.493104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:10:27.498749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:10:27.498876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:10:30.506348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:10:30.514005] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:10:30.519922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:10:30.525676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:10:30.525877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:10:33.531763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:10:33.541581] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:10:33.546586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:10:33.550485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:10:33.550573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:10:36.556010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:10:36.561351] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:10:36.566265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:10:36.571295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:10:36.571429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:10:39.576813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:10:39.581445] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:10:39.585877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:10:39.590467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:10:39.590597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:10:42.597013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:10:42.602491] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:10:42.608008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:10:42.612578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:10:42.612897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:10:45.652571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:10:45.657101] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:10:45.662810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:10:45.667385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:10:45.667476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:10:48.674341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:10:48.710568] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:10:48.716037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:10:48.720241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:10:48.720351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:10:51.726860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:10:51.734298] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:10:51.739897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:10:51.745165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:10:51.745473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:10:54.752064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:10:54.757567] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:10:54.763158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:10:54.769191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:10:54.769360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:10:57.784198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:10:57.792212] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:10:57.796847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:10:57.801471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:10:57.801584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:11:00.812486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:11:00.819989] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:11:00.825130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:11:00.829673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:11:00.829852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:11:03.835530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:11:03.840326] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:11:03.845415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:11:03.849777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:11:03.849887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:11:06.858741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:11:06.866358] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:11:06.871635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:11:06.876926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:11:06.877022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:11:09.882335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:11:09.887099] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:11:09.891508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:11:09.895623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:11:09.895741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:11:12.901572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:11:12.906629] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:11:12.911175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:11:12.915091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:11:12.915178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:11:15.920148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:11:15.925595] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:11:15.934488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:11:15.938695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:11:15.938793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:11:18.944073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:11:18.948526] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:11:18.953318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:11:18.957823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:11:18.957949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:11:21.963090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:11:21.967946] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:11:21.973381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:11:21.979250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:11:21.979601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:11:24.988002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:11:24.993609] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:11:24.997551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:11:25.002800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:11:25.003876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:11:28.212753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:11:28.218996] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:11:28.225279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:11:28.230587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:11:28.230736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:11:31.238269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:11:31.243880] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:11:31.249721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:11:31.254344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:11:31.254504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:11:34.259524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:11:34.263934] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:11:34.268269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:11:34.272617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:11:34.272780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:11:37.278895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:11:37.285040] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:11:37.291428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:11:37.295861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:11:37.295972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:11:40.300905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:11:40.305403] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:11:40.310900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:11:40.315030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:11:40.315137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:11:43.321567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:11:43.328512] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:11:43.333151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:11:43.338208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:11:43.338377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:11:46.345746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:11:46.351325] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:11:46.356675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:11:46.362436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:11:46.362701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:11:49.370074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:11:49.381466] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:11:49.389730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:11:49.397624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:11:49.397809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:11:52.402967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:11:52.407600] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:11:52.412047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:11:52.417406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:11:52.417600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:11:55.422466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:11:55.426406] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:11:55.430704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:11:55.435501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:11:55.435633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:11:58.442996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:11:58.453006] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:11:58.458488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:11:58.463257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:11:58.463357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:12:01.469168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:12:01.473611] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:12:01.479427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:12:01.484895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:12:01.485120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:12:04.491473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:12:04.498797] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:12:04.505814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:12:04.512103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:12:04.512263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:12:07.517288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:12:07.523381] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:12:07.528744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:12:07.532965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:12:07.533064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:12:10.539824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:12:10.545447] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:12:10.550624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:12:10.554601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:12:10.554714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:12:13.564215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:12:13.571900] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:12:13.579177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:12:13.584375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:12:13.584501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:12:16.591248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:12:16.596880] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:12:16.604125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:12:16.609552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:12:16.609827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:12:19.615794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:12:19.629286] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:12:19.634046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:12:19.638566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:12:19.638703] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:12:22.644012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:12:22.649207] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:12:22.653607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:12:22.659730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:12:22.659913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:12:25.665395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:12:25.671543] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:12:25.676640] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:12:25.681721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:12:25.681858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:12:28.688600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:12:28.695910] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:12:28.701191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:12:28.707099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:12:28.707239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:12:31.713277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:12:31.718205] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:12:31.722892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:12:31.729382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:12:31.729620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:12:34.734931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:12:34.744044] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:12:34.749411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:12:34.754753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:12:34.755535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:12:37.760835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:12:37.767192] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:12:37.772981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:12:37.779348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:12:37.779504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:12:40.785629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:12:40.791127] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:12:40.797455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:12:40.802458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:12:40.802559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:12:43.808957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:12:43.814808] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:12:43.819830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:12:43.824592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:12:43.825100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:12:46.832312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:12:46.839133] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:12:46.843994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:12:46.848778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:12:46.849022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:12:49.859561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:12:49.864612] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:12:49.868586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:12:49.872968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:12:49.873395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:12:52.879380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:12:52.883936] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:12:52.892106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:12:52.896411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:12:52.896573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:12:55.901895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:12:55.911061] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:12:55.916059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:12:55.921157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:12:55.921285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:12:58.927801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:12:58.932942] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:12:58.937507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:12:58.941594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:12:58.941719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:13:01.948273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:13:01.953945] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:13:01.958894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:13:01.963076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:13:01.963178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:13:04.967729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:13:04.972616] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:13:04.977692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:13:04.981768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:13:04.981923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:13:07.987146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:13:07.992347] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:13:07.997787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:13:08.002810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:13:08.002982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:13:11.009459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:13:11.015202] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:13:11.020794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:13:11.025438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:13:11.025562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:13:14.032280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:13:14.038674] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:13:14.043202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:13:14.047925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:13:14.048046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:13:17.054548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:13:17.058759] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:13:17.064220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:13:17.068761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:13:17.068872] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:13:20.074928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:13:20.082342] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:13:20.088126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:13:20.095680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:13:20.095806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:13:23.101715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:13:23.106378] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:13:23.111266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:13:23.115388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:13:23.115503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:13:26.120485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:13:26.125348] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:13:26.130312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:13:26.135745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:13:26.135858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:13:29.141951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:13:29.147876] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:13:29.154225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:13:29.162042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:13:29.162193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:13:32.168070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:13:32.173109] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:13:32.178724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:13:32.184265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:13:32.184399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:13:35.191009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:13:35.197113] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:13:35.201827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:13:35.207921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:13:35.208109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:13:38.216406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:13:38.224092] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:13:38.229152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:13:38.234116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:13:38.234292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:13:41.239454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:13:41.244605] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:13:41.249280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:13:41.253343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:13:41.253442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:13:44.262703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:13:44.268728] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:13:44.274463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:13:44.280107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:13:44.280220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:13:47.286172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:13:47.291169] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:13:47.296428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:13:47.302411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:13:47.302772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:13:50.307698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:13:50.313757] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:13:50.318084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:13:50.322722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:13:50.322871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:13:53.331393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:13:53.339592] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:13:53.346632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:13:53.353217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:13:53.353548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:13:56.359134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:13:56.366004] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:13:56.371137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:13:56.375401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:13:56.375519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:13:59.381153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:13:59.387010] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:13:59.391843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:13:59.396974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:13:59.397141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:14:02.403029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:14:02.407763] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:14:02.412498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:14:02.416113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:14:02.416203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:14:05.423549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:14:05.430724] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:14:05.438017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:14:05.444953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:14:05.445299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:14:08.452029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:14:08.457002] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:14:08.461390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:14:08.466596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:14:08.466744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:14:11.473199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:14:11.478770] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:14:11.483763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:14:11.489357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:14:11.489479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:14:14.494763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:14:14.500334] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:14:14.504794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:14:14.509758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:14:14.509860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:14:17.515407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:14:17.520437] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:14:17.524877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:14:17.529721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:14:17.529856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:14:20.534483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:14:20.540390] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:14:20.546976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:14:20.552575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:14:20.552780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:14:23.558624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:14:23.562915] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:14:23.569854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:14:23.575741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:14:23.575892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:14:26.581053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:14:26.585252] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:14:26.589416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:14:26.593487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:14:26.593588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:14:29.599105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:14:29.604212] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:14:29.609620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:14:29.614606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:14:29.614882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:14:32.619628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:14:32.623878] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:14:32.628471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:14:32.634236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:14:32.634597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:14:35.640667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:14:35.645980] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:14:35.650620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:14:35.655280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:14:35.655393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:14:38.663757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:14:38.668954] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:14:38.674568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:14:38.679675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:14:38.679827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:14:41.685320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:14:41.689859] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:14:41.694267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:14:41.698697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:14:41.698801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:14:44.704217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:14:44.709038] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:14:44.714062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:14:44.719688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:14:44.720315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:14:47.729499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:14:47.734392] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:14:47.739869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:14:47.744531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:14:47.744834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:14:50.750024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:14:50.754540] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:14:50.760046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:14:50.764895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:14:50.765009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:14:53.771144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:14:53.777344] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:14:53.785262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:14:53.791090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:14:53.791262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:14:56.795572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:14:56.800569] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:14:56.804861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:14:56.809867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:14:56.809979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:14:59.816226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:14:59.821575] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:14:59.826292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:14:59.830869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:14:59.830992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:15:02.836090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:15:02.841026] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:15:02.845718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:15:02.850194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:15:02.850303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:15:05.856850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:15:05.868097] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:15:05.873453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:15:05.878111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:15:05.878381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:15:08.883783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:15:08.892037] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:15:08.896681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:15:08.901031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:15:08.901155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:15:11.907324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:15:11.912989] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:15:11.918668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:15:11.924526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:15:11.924706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:15:14.933541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:15:14.940159] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:15:14.946793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:15:14.951253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:15:14.951409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:15:17.957912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:15:17.962536] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:15:17.966683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:15:17.971375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:15:17.971537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:15:20.977530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:15:20.982698] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:15:20.988354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:15:20.993484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:15:20.993621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:15:24.001733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:15:24.011523] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:15:24.016389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:15:24.022716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:15:24.022912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:15:27.030867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:15:27.036548] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:15:27.042598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:15:27.047250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:15:27.047340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:15:30.142817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:15:30.148550] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:15:30.152910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:15:30.183242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:15:30.183542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:15:33.190031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:15:33.195172] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:15:33.200318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:15:33.205117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:15:33.205328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:15:36.212059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:15:36.218389] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:15:36.230782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:15:36.238012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:15:36.238140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:15:39.243825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:15:39.248484] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:15:39.253083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:15:39.257772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:15:39.257866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:15:42.265137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:15:42.270570] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:15:42.276675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:15:42.283239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:15:42.283388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:15:45.288236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:15:45.295713] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:15:45.306939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:15:45.312832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:15:45.312934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:15:48.320424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:15:48.327327] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:15:48.334886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:15:48.344389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:15:48.344528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:15:51.350586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:15:51.356895] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:15:51.361123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:15:51.364934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:15:51.365018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:15:54.370839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:15:54.377259] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:15:54.381622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:15:54.386355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:15:54.386491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:15:57.391317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:15:57.395629] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:15:57.399887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:15:57.404429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:15:57.404593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:16:00.409498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:16:00.414436] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:16:00.420077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:16:00.424333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:16:00.424428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:16:03.429866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:16:03.435614] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:16:03.441913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:16:03.446775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:16:03.446917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:16:06.456075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:16:06.463147] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:16:06.468808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:16:06.473146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:16:06.473267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:16:09.482907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:16:09.488430] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:16:09.493395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:16:09.497438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:16:09.497525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:16:12.503351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:16:12.510227] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:16:12.515958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:16:12.520379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:16:12.520474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:16:15.525353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:16:15.530976] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:16:15.537120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:16:15.541697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:16:15.541830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:16:18.547610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:16:18.553485] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:16:18.560979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:16:18.565770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:16:18.565913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:16:21.572321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:16:21.578462] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:16:21.584942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:16:21.589605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:16:21.589749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:16:24.596840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:16:24.601565] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:16:24.606172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:16:24.611304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:16:24.611433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:16:27.616688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:16:27.621067] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:16:27.626387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:16:27.631705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:16:27.631825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:16:30.640350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:16:30.648427] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:16:30.654360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:16:30.659531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:16:30.659701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:16:33.665399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:16:33.677319] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:16:33.683082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:16:33.687779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:16:33.688025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:16:36.694180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:16:36.698761] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:16:36.703318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:16:36.707416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:16:36.707670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:16:39.713437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:16:39.718920] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:16:39.723917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:16:39.728314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:16:39.728448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:16:42.735479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:16:42.741191] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:16:42.746924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:16:42.751747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:16:42.751881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:16:45.757828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:16:45.764400] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:16:45.769338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:16:45.774959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:16:45.775188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:16:48.785678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:16:48.792221] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:16:48.797396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:16:48.802823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:16:48.802965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:16:51.807936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:16:51.813023] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:16:51.817974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:16:51.822983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:16:51.823113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:16:54.828537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:16:54.833185] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:16:54.838240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:16:54.843160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:16:54.843478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:16:57.849882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:16:57.855931] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:16:57.861332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:16:57.866679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:16:57.866885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:17:00.874082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:17:00.880703] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:17:00.887245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:17:00.895067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:17:00.895224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:17:03.905954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:17:03.911337] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:17:03.916820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:17:03.921416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:17:03.921700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:17:06.929864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:17:06.935057] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:17:06.940459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:17:06.946744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:17:06.946887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:17:09.952306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:17:09.957592] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:17:09.963064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:17:09.967370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:17:09.967470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:17:12.976512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:17:12.981377] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:17:12.986111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:17:12.990411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:17:12.990508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:17:15.996903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:17:16.002267] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:17:16.007827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:17:16.012047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:17:16.012176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:17:19.019921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:17:19.025704] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:17:19.032118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:17:19.036189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:17:19.036308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:17:22.041239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:17:22.046017] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:17:22.050624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:17:22.055419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:17:22.055544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:17:25.060712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:17:25.065920] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:17:25.071284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:17:25.076419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:17:25.076536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:17:28.082249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:17:28.087588] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:17:28.092684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:17:28.097697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:17:28.097802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:17:31.103364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:17:31.108920] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:17:31.114464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:17:31.119008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:17:31.119120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:17:34.124034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:17:34.129832] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:17:34.136365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:17:34.141240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:17:34.141375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:17:37.145970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:17:37.151192] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:17:37.155777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:17:37.160263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:17:37.160497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:17:40.166260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:17:40.171178] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:17:40.176918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:17:40.182869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:17:40.183002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:17:43.190965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:17:43.199546] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:17:43.205006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:17:43.209922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:17:43.210080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:17:46.216150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:17:46.220186] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:17:46.224382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:17:46.229305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:17:46.230048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:17:49.235756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:17:49.241124] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:17:49.245896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:17:49.250795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:17:49.250922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:17:52.257271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:17:52.262698] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:17:52.268106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:17:52.273548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:17:52.273695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:17:55.278685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:17:55.284252] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:17:55.288835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:17:55.294221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:17:55.294505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:17:58.300990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:17:58.306512] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:17:58.311316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:17:58.316794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:17:58.316881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:18:01.321821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:18:01.327770] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:18:01.332717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:18:01.337132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:18:01.337276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:18:04.342607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:18:04.347571] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:18:04.352457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:18:04.357564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:18:04.357803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:18:07.364530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:18:07.370147] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:18:07.375225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:18:07.379984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:18:07.380099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:18:10.385622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:18:10.391266] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:18:10.397245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:18:10.402627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:18:10.402789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:18:13.407611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:18:13.411956] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:18:13.417021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:18:13.422411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:18:13.422577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:18:16.428751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:18:16.433956] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:18:16.438700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:18:16.443242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:18:16.443569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:18:19.449828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:18:19.455542] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:18:19.460935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:18:19.466689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:18:19.467014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:18:22.473403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:18:22.483497] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:18:22.489294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:18:22.495084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:18:22.495434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:18:25.502773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:18:25.508424] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:18:25.513999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:18:25.519943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:18:25.520067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:18:28.525445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:18:28.530936] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:18:28.536153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:18:28.542204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:18:28.542401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:18:31.558053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:18:31.572702] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:18:31.577181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:18:31.581508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:18:31.581598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:18:34.588419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:18:34.594201] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:18:34.599633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:18:34.604619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:18:34.604772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:18:37.611599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:18:37.617116] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:18:37.622470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:18:37.627781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:18:37.627893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:18:40.635770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:18:40.641622] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:18:40.646970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:18:40.652677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:18:40.652778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:18:43.661795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:18:43.668355] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:18:43.674294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:18:43.678997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:18:43.679120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:18:46.684676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:18:46.690430] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:18:46.695071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:18:46.699529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:18:46.699688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:18:49.704831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:18:49.710165] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:18:49.715509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:18:49.720454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:18:49.720593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:18:52.726160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:18:52.730918] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:18:52.735632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:18:52.739722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:18:52.740028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:18:55.744510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:18:55.749784] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:18:55.754059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:18:55.764450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:18:55.764871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:18:58.770708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:18:58.776264] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:18:58.781570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:18:58.786446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:18:58.786565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:19:01.792363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:19:01.797747] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:19:01.802329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:19:01.807270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:19:01.807404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:19:04.822418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:19:04.828870] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:19:04.835116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:19:04.841206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:19:04.841359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:19:07.848332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:19:07.854393] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:19:07.860379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:19:07.864915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:19:07.865040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:19:10.871814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:19:10.876757] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:19:10.881849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:19:10.886201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:19:10.886292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:19:13.891491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:19:13.896463] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:19:13.902394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:19:13.906610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:19:13.906914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:19:16.913208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:19:16.918797] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:19:16.924237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:19:16.929545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:19:16.929733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:19:19.935194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:19:19.940864] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:19:19.945841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:19:19.951867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:19:19.952024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:19:22.958838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:19:22.962997] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:19:22.967680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:19:22.972534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:19:22.972673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:19:25.980553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:19:25.988160] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:19:25.994413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:19:26.008092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:19:26.008368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:19:29.013599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:19:29.018452] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:19:29.023688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:19:29.030056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:19:29.030249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:19:32.238054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:19:32.243170] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:19:32.321175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:19:32.325478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:19:32.325580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:19:35.330458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:19:35.334607] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:19:35.338984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:19:35.343859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:19:35.343966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:19:38.349778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:19:38.354395] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:19:38.359024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:19:38.363523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:19:38.363779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:19:41.369139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:19:41.373864] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:19:41.377741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:19:41.382749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:19:41.382875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:19:44.389350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:19:44.396723] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:19:44.401270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:19:44.407013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:19:44.407308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:19:47.414030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:19:47.420312] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:19:47.424901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:19:47.430095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:19:47.430273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:19:50.437532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:19:50.443471] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:19:50.449187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:19:50.454141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:19:50.454311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:19:53.463834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:19:53.469141] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:19:53.474153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:19:53.480671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:19:53.480816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:19:56.487422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:19:56.493856] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:19:56.502843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:19:56.508606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:19:56.508786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:19:59.514754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:19:59.520272] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:19:59.524912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:19:59.529380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:19:59.529509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:20:02.535596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:20:02.542402] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:20:02.547965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:20:02.553368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:20:02.553532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:20:05.559450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:20:05.564533] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:20:05.571040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:20:05.576111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:20:05.576221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:20:08.581986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:20:08.587409] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:20:08.594029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:20:08.599775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:20:08.599934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:20:11.605272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:20:11.611128] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:20:11.616800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:20:11.622109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:20:11.622241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:20:14.628631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:20:14.633919] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:20:14.638459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:20:14.642914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:20:14.643013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:20:17.650723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:20:17.656491] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:20:17.663467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:20:17.669740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:20:17.669884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:20:20.677708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:20:20.683911] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:20:20.689998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:20:20.697541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:20:20.697740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:20:23.704809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:20:23.710823] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:20:23.717187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:20:23.722202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:20:23.722336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:20:26.730617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:20:26.737511] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:20:26.743049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:20:26.747502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:20:26.747611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:20:29.752913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:20:29.762891] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:20:29.769339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:20:29.774682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:20:29.774881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:20:32.780718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:20:32.786236] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:20:32.792397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:20:32.797786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:20:32.797947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:20:35.803170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:20:35.808250] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:20:35.814318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:20:35.820009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:20:35.820151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:20:38.825361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:20:38.830857] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:20:38.835365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:20:38.840305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:20:38.840437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:20:41.846064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:20:41.851794] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:20:41.857144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:20:41.862193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:20:41.862309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:20:44.867321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:20:44.872079] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:20:44.876624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:20:44.880508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:20:44.880617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:20:47.915676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:20:47.920957] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:20:47.926452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:20:47.933289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:20:47.933442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:20:50.938433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:20:50.973811] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:20:50.978498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:20:50.983328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:20:50.983438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:20:53.988461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:20:53.993879] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:20:53.999798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:20:54.004979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:20:54.005082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:20:57.011050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:20:57.017363] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:20:57.023906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:20:57.029041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:20:57.029172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:21:00.037517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:21:00.042379] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:21:00.047476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:21:00.056980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:21:00.057245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:21:03.159591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:21:03.165294] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:21:03.268565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:21:03.274205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:21:03.274306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:21:06.279304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:21:06.284185] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:21:06.288560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:21:06.292874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:21:06.293027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:21:09.298090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:21:09.302790] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:21:09.308215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:21:09.313569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:21:09.313723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:21:12.321305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:21:12.326901] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:21:12.331583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:21:12.336213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:21:12.336334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:21:15.340738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:21:15.344542] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:21:15.349325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:21:15.353225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:21:15.353330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:21:18.357883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:21:18.361939] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:21:18.365757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:21:18.370038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:21:18.370131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:21:21.378994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:21:21.385033] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:21:21.391692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:21:21.395459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:21:21.395542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:21:24.402266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:21:24.408863] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:21:24.413523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:21:24.417815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:21:24.417972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:21:27.423610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:21:27.433713] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:21:27.440097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:21:27.444356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:21:27.444465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:21:30.451567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:21:30.457401] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:21:30.462361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:21:30.467696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:21:30.467865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:21:33.474027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:21:33.479743] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:21:33.484679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:21:33.490219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:21:33.490342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:21:36.496549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:21:36.501492] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:21:36.506222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:21:36.510900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:21:36.511020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:21:39.517166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:21:39.522803] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:21:39.527579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:21:39.532513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:21:39.532687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:21:42.542033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:21:42.547399] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:21:42.552144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:21:42.557455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:21:42.557586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:21:45.563038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:21:45.568420] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:21:45.574742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:21:45.580267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:21:45.580376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:21:48.586405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:21:48.591314] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:21:48.595887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:21:48.600910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:21:48.600998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:21:51.606929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:21:51.613118] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:21:51.619442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:21:51.624627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:21:51.624790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:21:54.633251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:21:54.641137] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:21:54.647436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:21:54.656036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:21:54.656221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:21:57.662885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:21:57.667724] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:21:57.671925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:21:57.675636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:21:57.675766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:22:00.680366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:22:00.686468] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:22:00.692967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:22:00.697919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:22:00.698043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:22:03.704072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:22:03.708775] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:22:03.714037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:22:03.718485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:22:03.718600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:22:06.725095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:22:06.730817] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:22:06.736785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:22:06.742449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:22:06.742618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:22:09.748136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:22:09.752869] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:22:09.757542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:22:09.761539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:22:09.761666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:22:12.766494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:22:12.770855] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:22:12.775776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:22:12.780382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:22:12.780488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:22:15.785791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:22:15.794400] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:22:15.798739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:22:15.803053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:22:15.803154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:22:18.810172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:22:18.815992] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:22:18.821275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:22:18.826632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:22:18.827041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:22:21.842085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:22:21.852214] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:22:21.861410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:22:21.869069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:22:21.869570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:22:24.875963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:22:24.885554] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:22:24.891078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:22:24.896468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:22:24.896828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:22:27.902262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:22:27.908580] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:22:27.913676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:22:27.919409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:22:27.919607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:22:30.930181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:22:30.935756] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:22:30.942830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:22:30.951463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:22:30.951713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:22:33.957534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:22:33.963716] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:22:33.969006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:22:33.975122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:22:33.975267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:22:36.981874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:22:36.987573] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:22:36.993533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:22:36.998304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:22:36.998476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:22:40.003972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:22:40.008855] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:22:40.013553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:22:40.018334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:22:40.018477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:22:43.024205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:22:43.029256] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:22:43.034321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:22:43.039291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:22:43.039464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:22:46.044343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:22:46.049093] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:22:46.053320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:22:46.058087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:22:46.058304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:22:49.064301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:22:49.069851] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:22:49.074366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:22:49.080144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:22:49.080354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:22:52.088605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:22:52.093755] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:22:52.099715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:22:52.104717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:22:52.104838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:22:55.111129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:22:55.119941] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:22:55.126886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:22:55.131970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:22:55.132108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:22:58.136541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:22:58.141690] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:22:58.146510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:22:58.150865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:22:58.150987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:23:01.156272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:23:01.161280] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:23:01.166174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:23:01.171066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:23:01.171161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:23:04.176841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:23:04.183034] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:23:04.187994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:23:04.193352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:23:04.193510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:23:07.200796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:23:07.205443] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:23:07.209216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:23:07.213719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:23:07.213852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:23:10.222814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:23:10.229298] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:23:10.234516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:23:10.242750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:23:10.243278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:23:13.253603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:23:13.259005] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:23:13.264339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:23:13.269514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:23:13.269716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:23:16.275357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:23:16.280383] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:23:16.285439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:23:16.290561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:23:16.290715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:23:19.295155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:23:19.300861] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:23:19.305403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:23:19.309442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:23:19.309543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:23:22.315294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:23:22.320110] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:23:22.324218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:23:22.328963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:23:22.329116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:23:25.335352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:23:25.340129] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:23:25.344421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:23:25.349235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:23:25.349348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:23:28.354603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:23:28.361110] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:23:28.366774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:23:28.371836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:23:28.371950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:23:31.378375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:23:31.382918] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:23:31.387464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:23:31.393201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:23:31.393344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:23:34.398546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:23:34.404837] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:23:34.413079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:23:34.420248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:23:34.420416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:23:37.426435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:23:37.432271] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:23:37.436787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:23:37.441543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:23:37.441639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:23:40.447431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:23:40.453114] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:23:40.458035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:23:40.462519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:23:40.462618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:23:43.468552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:23:43.473493] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:23:43.478840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:23:43.484474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:23:43.484619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:23:46.490562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:23:46.496497] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:23:46.503517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:23:46.512174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:23:46.512377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:23:49.517678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:23:49.522377] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:23:49.527346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:23:49.531387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:23:49.531486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:23:52.537571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:23:52.542432] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:23:52.546706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:23:52.550934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:23:52.551024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:23:55.557638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:23:55.563038] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:23:55.568029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:23:55.572843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:23:55.572967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:23:58.579209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:23:58.585113] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:23:58.591725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:23:58.596776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:23:58.596907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:24:01.603282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:24:01.609321] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:24:01.614793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:24:01.620395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:24:01.620533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:24:04.626574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:24:04.632766] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:24:04.638837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:24:04.643025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:24:04.643149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:24:07.650473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:24:07.656392] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:24:07.662672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:24:07.667610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:24:07.667787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:24:10.673773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:24:10.680196] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:24:10.685583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:24:10.691201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:24:10.691343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:24:13.697579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:24:13.703685] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:24:13.709075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:24:13.713548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:24:13.713709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:24:16.720294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:24:16.727200] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:24:16.732748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:24:16.737399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:24:16.737618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:24:19.743152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:24:19.751480] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:24:19.757192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:24:19.761971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:24:19.762100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:24:22.767735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:24:22.773617] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:24:22.778561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:24:22.782967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:24:22.783070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:24:25.788585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:24:25.796639] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:24:25.801808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:24:25.805934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:24:25.806032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:24:28.812470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:24:28.818490] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:24:28.823061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:24:28.827704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:24:28.827817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:24:31.833737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:24:31.839495] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:24:31.843972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:24:31.848507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:24:31.848695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:24:34.853878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:24:34.859237] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:24:34.864163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:24:34.868949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:24:34.869079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:24:37.874272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:24:37.878982] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:24:37.883608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:24:37.890780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:24:37.890944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:24:40.896108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:24:40.901271] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:24:40.905507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:24:40.910036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:24:40.910133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:24:43.915385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:24:43.925517] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:24:43.931286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:24:43.936411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:24:43.936540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:24:46.943065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:24:46.948330] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:24:46.953546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:24:46.958633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:24:46.958961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:24:49.963817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:24:49.967893] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:24:49.974281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:24:49.979669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:24:49.979779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:24:52.985025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:24:52.989521] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:24:52.994413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:24:52.999765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:24:52.999881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:24:56.005111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:24:56.009237] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:24:56.013596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:24:56.018716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:24:56.018843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:24:59.025575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:24:59.029914] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:24:59.035697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:24:59.042635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:24:59.042811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:25:02.048910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:25:02.054022] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:25:02.058961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:25:02.064762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:25:02.064998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:25:05.164274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:25:05.169820] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:25:05.174525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:25:05.200122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:25:05.200237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:25:08.205997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:25:08.210388] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:25:08.214897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:25:08.220570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:25:08.220873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:25:11.226829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:25:11.231763] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:25:11.236294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:25:11.241148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:25:11.241262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:25:14.245755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:25:14.250022] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:25:14.253932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:25:14.257968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:25:14.258252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:25:17.267637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:25:17.276138] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:25:17.282427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:25:17.289977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:25:17.290160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:25:20.296780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:25:20.301227] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:25:20.306051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:25:20.311186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:25:20.311357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:25:23.320467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:25:23.324805] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:25:23.328917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:25:23.333749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:25:23.333924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:25:26.339613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:25:26.343813] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:25:26.348357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:25:26.353772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:25:26.353947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:25:29.360091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:25:29.365159] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:25:29.369448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:25:29.377686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:25:29.377800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:25:32.383660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:25:32.387974] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:25:32.392330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:25:32.401767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:25:32.402059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:25:35.408780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:25:35.413435] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:25:35.417706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:25:35.422789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:25:35.423357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:25:38.429508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:25:38.434480] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:25:38.439821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:25:38.444817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:25:38.444951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:25:41.452268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:25:41.457949] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:25:41.463447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:25:41.469049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:25:41.469211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:25:44.474603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:25:44.479965] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:25:44.484632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:25:44.489909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:25:44.490016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:25:47.496173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:25:47.501754] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:25:47.507638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:25:47.512949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:25:47.513067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:25:50.519928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:25:50.525321] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:25:50.530861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:25:50.535445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:25:50.535569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:25:53.541210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:25:53.546547] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:25:53.551706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:25:53.556426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:25:53.556548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:25:56.563582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:25:56.569473] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:25:56.575777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:25:56.580515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:25:56.580633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:25:59.586713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:25:59.592120] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:25:59.597202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:25:59.602786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:25:59.602917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:26:02.608956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:26:02.614038] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:26:02.619067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:26:02.624905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:26:02.625057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:26:05.631265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:26:05.636784] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:26:05.642587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:26:05.649000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:26:05.649127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:26:08.657228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:26:08.663028] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:26:08.670084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:26:08.675530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:26:08.675624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:26:11.680707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:26:11.685524] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:26:11.690851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:26:11.696095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:26:11.696239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:26:14.701965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:26:14.708078] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:26:14.713131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:26:14.717466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:26:14.717572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:26:17.728269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:26:17.733869] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:26:17.741298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:26:17.746106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:26:17.746470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:26:20.753214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:26:20.758586] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:26:20.763636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:26:20.769343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:26:20.770078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:26:23.777048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:26:23.782493] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:26:23.789422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:26:23.795673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:26:23.796247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:26:26.801298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:26:26.806434] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:26:26.811341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:26:26.816273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:26:26.816556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:26:29.822205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:26:29.827109] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:26:29.832033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:26:29.836533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:26:29.836670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:26:32.841898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:26:32.846156] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:26:32.850295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:26:32.854936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:26:32.855053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:26:35.861860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:26:35.868812] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:26:35.873663] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:26:35.878567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:26:35.878762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:26:38.884751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:26:38.890161] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:26:38.896000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:26:38.903509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:26:38.903853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:26:41.910095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:26:41.914665] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:26:41.919419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:26:41.924713] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:26:41.924826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:26:44.930977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:26:44.935908] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:26:44.940788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:26:44.945689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:26:44.945892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:26:47.951179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:26:47.955876] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:26:47.961049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:26:47.966474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:26:47.966708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:26:50.977604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:26:50.983675] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:26:50.988425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:26:50.993708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:26:50.994039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:26:54.000669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:26:54.006525] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:26:54.012255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:26:54.017332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:26:54.017463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:26:57.023067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:26:57.029152] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:26:57.034475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:26:57.039388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:26:57.039507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:27:00.044924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:27:00.050054] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:27:00.054726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:27:00.059119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:27:00.059222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:27:03.066410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:27:03.072385] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:27:03.078133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:27:03.084866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:27:03.085014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:27:06.091275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:27:06.097396] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:27:06.102547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:27:06.405040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:27:06.405171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:27:09.410123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:27:09.414315] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:27:09.419406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:27:09.424390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:27:09.424534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:27:12.432282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:27:12.437676] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:27:12.441734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:27:12.446302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:27:12.446421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:27:15.455639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:27:15.461866] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:27:15.467119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:27:15.472517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:27:15.472800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:27:18.478530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:27:18.483477] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:27:18.487633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:27:18.491601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:27:18.491727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:27:21.497913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:27:21.503745] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:27:21.508631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:27:21.515298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:27:21.515765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:27:24.520755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:27:24.525040] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:27:24.529128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:27:24.533851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:27:24.534060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:27:27.540923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:27:27.545278] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:27:27.550088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:27:27.554493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:27:27.554681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:27:30.562235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:27:30.568137] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:27:30.573260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:27:30.578573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:27:30.578851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:27:33.585021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:27:33.591145] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:27:33.595435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:27:33.601257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:27:33.601723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:27:36.608931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:27:36.615129] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:27:36.621122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:27:36.626474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:27:36.626810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:27:39.634002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:27:39.642225] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:27:39.646525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:27:39.651968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:27:39.652116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:27:42.660577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:27:42.666045] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:27:42.670527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:27:42.674347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:27:42.674443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:27:45.679412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:27:45.684114] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:27:45.689133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:27:45.694703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:27:45.694940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:27:48.700128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:27:48.704749] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:27:48.709169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:27:48.713858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:27:48.713951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:27:51.720153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:27:51.725150] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:27:51.730096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:27:51.735170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:27:51.735294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:27:54.745104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:27:54.755597] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:27:54.762569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:27:54.768858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:27:54.769019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:27:57.774614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:27:57.779034] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:27:57.783606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:27:57.788419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:27:57.788550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:28:00.793793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:28:00.798812] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:28:00.804164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:28:00.809545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:28:00.809693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:28:03.815311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:28:03.820389] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:28:03.824976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:28:03.829517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:28:03.829628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:28:06.836528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:28:06.841825] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:28:06.847013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:28:06.851636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:28:06.851771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:28:09.857365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:28:09.862523] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:28:09.866704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:28:09.870500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:28:09.870586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:28:12.876140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:28:12.881593] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:28:12.886074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:28:12.891223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:28:12.891361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:28:15.897638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:28:15.904512] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:28:15.910815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:28:15.915904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:28:15.916001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:28:18.924245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:28:18.931711] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:28:18.940608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:28:18.946215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:28:18.946372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:28:21.953120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:28:21.959542] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:28:21.965463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:28:21.970101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:28:21.970207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:28:24.975327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:28:24.980150] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:28:24.986452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:28:24.991864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:28:24.991979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:28:27.997692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:28:28.003323] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:28:28.008435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:28:28.012928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:28:28.013072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:28:31.018445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:28:31.024244] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:28:31.029220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:28:31.033394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:28:31.033535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:28:34.038926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:28:34.043978] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:28:34.048963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:28:34.053019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:28:34.053113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:28:37.060896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:28:37.067663] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:28:37.071863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:28:37.354967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:28:37.355143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:28:40.361512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:28:40.368889] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:28:40.375819] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:28:40.382990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:28:40.383172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:28:43.388215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:28:43.393237] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:28:43.397753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:28:43.402342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:28:43.402469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:28:46.407705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:28:46.412440] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:28:46.418459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:28:46.424024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:28:46.424160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:28:49.428973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:28:49.433616] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:28:49.439064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:28:49.445215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:28:49.445399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:28:52.451076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:28:52.455692] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:28:52.461616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:28:52.466902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:28:52.467044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:28:55.474473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:28:55.480011] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:28:55.485956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:28:55.491374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:28:55.491524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:28:58.500866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:28:58.506254] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:28:58.511973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:28:58.517301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:28:58.517484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:29:01.523421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:29:01.528863] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:29:01.533499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:29:01.538159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:29:01.538393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:29:04.547488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:29:04.555268] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:29:04.563519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:29:04.569560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:29:04.570083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:29:07.575832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:29:07.581848] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:29:07.587043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:29:07.593459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:29:07.593587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:29:10.599824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:29:10.605167] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:29:10.610325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:29:10.615190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:29:10.615446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:29:13.621559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:29:13.627387] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:29:13.633591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:29:13.640456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:29:13.640592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:29:16.647985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:29:16.653533] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:29:16.658683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:29:16.664033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:29:16.664189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:29:19.671054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:29:19.676845] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:29:19.682562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:29:19.687752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:29:19.687888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:29:22.694594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:29:22.700807] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:29:22.705624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:29:22.710543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:29:22.710959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:29:25.716783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:29:25.721787] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:29:25.726139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:29:25.730471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:29:25.730581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:29:28.739750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:29:28.744458] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:29:28.749849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:29:28.754560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:29:28.754765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:29:31.759894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:29:31.764936] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:29:31.770194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:29:31.776026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:29:31.776258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:29:34.782947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:29:34.788882] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:29:34.794375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:29:34.799203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:29:34.799544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:29:37.806915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:29:37.813004] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:29:37.818232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:29:37.823261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:29:37.823383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:29:40.829421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:29:40.835096] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:29:40.839474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:29:40.844615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:29:40.844740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:29:43.849964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:29:43.854388] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:29:43.859068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:29:43.863969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:29:43.864080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:29:46.873703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:29:46.878809] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:29:46.883247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:29:46.888136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:29:46.888689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:29:49.896103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:29:49.901527] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:29:49.906557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:29:49.911281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:29:49.911447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:29:52.919490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:29:52.925390] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:29:52.930271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:29:52.934975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:29:52.935212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:29:55.941202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:29:55.946548] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:29:55.951558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:29:55.956413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:29:55.956707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:29:58.963270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:29:58.967882] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:29:58.972210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:29:58.976687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:29:58.976795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:30:01.983730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:30:01.989618] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:30:01.994796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:30:01.999146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:30:01.999410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:30:05.005351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:30:05.010032] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:30:05.015262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:30:05.019269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:30:05.019373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:30:08.116922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:30:08.122786] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:30:08.215940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:30:08.220128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:30:08.220244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:30:11.225266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:30:11.230793] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:30:11.237415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:30:11.243507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:30:11.243718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:30:14.248611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:30:14.253076] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:30:14.256996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:30:14.261326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:30:14.261429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:30:17.267098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:30:17.271366] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:30:17.275287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:30:17.280386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:30:17.280505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:30:20.286291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:30:20.291574] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:30:20.296852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:30:20.302311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:30:20.302440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:30:23.307310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:30:23.312374] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:30:23.316878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:30:23.321252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:30:23.321422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:30:26.327276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:30:26.332624] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:30:26.338771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:30:26.343920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:30:26.344074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:30:29.351796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:30:29.358744] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:30:29.366494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:30:29.372402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:30:29.372521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:30:32.379115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:30:32.384903] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:30:32.389607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:30:32.394114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:30:32.394251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:30:35.405591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:30:35.411392] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:30:35.416828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:30:35.421943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:30:35.422120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:30:38.427388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:30:38.433103] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:30:38.437694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:30:38.442748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:30:38.442895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:30:41.449062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:30:41.455311] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:30:41.460581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:30:41.466137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:30:41.466543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:30:44.472713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:30:44.478848] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:30:44.486782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:30:44.492059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:30:44.492365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:30:47.497438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:30:47.502403] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:30:47.507502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:30:47.511829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:30:47.511923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:30:50.547632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:30:50.553407] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:30:50.559411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:30:50.564179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:30:50.564296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:30:53.569588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:30:53.605741] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:30:53.610979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:30:53.616076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:30:53.616222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:30:56.621060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:30:56.626025] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:30:56.631275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:30:56.636113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:30:56.636293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:30:59.644080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:30:59.651744] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:30:59.657952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:30:59.664319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:30:59.664450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:31:02.670934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:31:02.677674] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:31:02.682696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:31:02.687231] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:31:02.687376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:31:05.693043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:31:05.699849] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:31:05.705667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:31:05.709679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:31:05.709820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:31:08.715459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:31:08.721854] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:31:08.727370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:31:08.732544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:31:08.732924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:31:11.738136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:31:11.742795] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:31:11.748483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:31:11.753812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:31:11.753929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:31:14.763161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:31:14.768123] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:31:14.772879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:31:14.778921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:31:14.779074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:31:17.787100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:31:17.793117] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:31:17.801276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:31:17.806169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:31:17.806346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:31:20.812082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:31:20.816960] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:31:20.822111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:31:20.827212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:31:20.827359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:31:23.832452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:31:23.839204] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:31:23.845108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:31:23.849662] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:31:23.849772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:31:26.857532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:31:26.864669] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:31:26.869989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:31:26.874372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:31:26.874458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:31:29.882420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:31:29.887691] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:31:29.891881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:31:29.896350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:31:29.896526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:31:32.902061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:31:32.906456] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:31:32.910756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:31:32.914667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:31:32.914762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:31:35.922292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:31:35.928205] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:31:35.934728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:31:35.940392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:31:35.940550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:31:38.946579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:31:38.951515] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:31:38.956396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:31:38.961392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:31:38.961528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:31:41.966483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:31:41.972026] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:31:41.976629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:31:41.980791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:31:41.980919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:31:44.986803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:31:44.992362] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:31:44.998764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:31:45.003505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:31:45.003709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:31:48.015330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:31:48.021379] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:31:48.026974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:31:48.031220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:31:48.031327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:31:51.036771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:31:51.041068] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:31:51.046037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:31:51.051311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:31:51.051489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:31:54.056638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:31:54.063153] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:31:54.068337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:31:54.073410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:31:54.073565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:31:57.079003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:31:57.084708] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:31:57.090153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:31:57.095638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:31:57.095803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:32:00.102765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:32:00.109349] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:32:00.115856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:32:00.123606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:32:00.123834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:32:03.129595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:32:03.134524] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:32:03.139516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:32:03.145157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:32:03.145360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:32:06.150534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:32:06.154863] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:32:06.159511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:32:06.164038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:32:06.164146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:32:09.169161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:32:09.174254] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:32:09.179322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:32:09.183930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:32:09.184035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:32:12.190084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:32:12.195362] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:32:12.201265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:32:12.207061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:32:12.207217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:32:15.213281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:32:15.218414] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:32:15.224302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:32:15.229395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:32:15.229536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:32:18.236219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:32:18.241243] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:32:18.247589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:32:18.253178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:32:18.253482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:32:21.259734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:32:21.264681] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:32:21.269964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:32:21.276316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:32:21.276466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:32:24.283102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:32:24.288277] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:32:24.294403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:32:24.300340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:32:24.300572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:32:27.306037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:32:27.311263] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:32:27.316375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:32:27.321861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:32:27.321975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:32:30.327374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:32:30.332138] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:32:30.337791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:32:30.343170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:32:30.343276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:32:33.349133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:32:33.353934] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:32:33.358137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:32:33.362827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:32:33.362956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:32:36.368254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:32:36.372546] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:32:36.376906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:32:36.386478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:32:36.386902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:32:39.395292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:32:39.402324] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:32:39.408884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:32:39.413708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:32:39.413819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:32:42.419247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:32:42.424433] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:32:42.428389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:32:42.432753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:32:42.433250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:32:45.438681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:32:45.444178] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:32:45.449967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:32:45.455374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:32:45.455493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:32:48.461432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:32:48.467256] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:32:48.472822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:32:48.479526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:32:48.479727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:32:51.485045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:32:51.489548] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:32:51.494233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:32:51.499098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:32:51.499266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:32:54.505014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:32:54.509526] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:32:54.514222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:32:54.518692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:32:54.518817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:32:57.526192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:32:57.533143] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:32:57.538598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:32:57.544861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:32:57.545134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:33:00.551789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:33:00.557431] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:33:00.562486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:33:00.567118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:33:00.567595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:33:03.572632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:33:03.577668] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:33:03.582440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:33:03.587073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:33:03.587184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:33:06.593224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:33:06.598858] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:33:06.604498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:33:06.610852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:33:06.611129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:33:09.617895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:33:09.622615] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:33:09.626787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:33:09.631450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:33:09.631563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:33:12.637407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:33:12.645011] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:33:12.651509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:33:12.658254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:33:12.658547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:33:15.664676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:33:15.670131] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:33:15.676523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:33:15.681590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:33:15.681899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:33:18.687964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:33:18.692760] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:33:18.697337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:33:18.702218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:33:18.702350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:33:21.708141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:33:21.713122] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:33:21.718519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:33:21.724256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:33:21.724432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:33:24.729838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:33:24.733550] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:33:24.737820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:33:24.742204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:33:24.742288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:33:27.748049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:33:27.752373] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:33:27.756688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:33:27.760541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:33:27.760627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:33:30.765611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:33:30.774929] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:33:30.780275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:33:30.786130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:33:30.786250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:33:33.792051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:33:33.797714] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:33:33.804221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:33:33.812105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:33:33.814367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:33:36.821280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:33:36.827174] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:33:36.834192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:33:36.838883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:33:36.839245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:33:39.846462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:33:39.852242] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:33:39.856700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:33:39.862404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:33:39.862534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:33:42.868756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:33:42.873934] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:33:42.878609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:33:42.883891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:33:42.884114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:33:45.889569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:33:45.894323] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:33:45.900010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:33:45.905044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:33:45.905196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:33:48.911184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:33:48.915771] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:33:48.920574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:33:48.925573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:33:48.925711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:33:51.931081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:33:51.935940] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:33:51.940346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:33:51.944442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:33:51.944540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:33:54.950045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:33:54.955295] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:33:54.960914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:33:54.966971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:33:54.967202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:33:57.971726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:33:57.975842] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:33:57.980970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:33:57.986311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:33:57.986490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:34:00.992271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:34:00.997361] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:34:01.002629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:34:01.007565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:34:01.007720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:34:04.012890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:34:04.017499] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:34:04.021710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:34:04.027416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:34:04.027564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:34:07.036742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:34:07.041239] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:34:07.046487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:34:07.051153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:34:07.051250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:34:10.153618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:34:10.159540] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:34:10.164806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:34:10.169676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:34:10.169814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:34:13.176004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:34:13.182156] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:34:13.189463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:34:13.194305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:34:13.194727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:34:16.200593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:34:16.205435] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:34:16.210179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:34:16.214981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:34:16.215220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:34:19.220795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:34:19.226140] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:34:19.230153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:34:19.234133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:34:19.234221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:34:22.239951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:34:22.245750] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:34:22.252085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:34:22.256586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:34:22.256713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:34:25.262079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:34:25.267664] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:34:25.272216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:34:25.276244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:34:25.276337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:34:28.282291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:34:28.287680] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:34:28.292671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:34:28.297098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:34:28.297367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:34:31.303474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:34:31.308052] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:34:31.312363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:34:31.317140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:34:31.317357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:34:34.323460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:34:34.328352] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:34:34.335799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:34:34.342006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:34:34.342312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:34:37.350895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:34:37.356941] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:34:37.362711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:34:37.367632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:34:37.367769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:34:40.374287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:34:40.381114] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:34:40.387368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:34:40.393873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:34:40.394084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:34:43.400426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:34:43.405142] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:34:43.409845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:34:43.414373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:34:43.414500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:34:46.420464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:34:46.426242] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:34:46.431492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:34:46.436289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:34:46.436521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:34:49.442790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:34:49.447976] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:34:49.453228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:34:49.457856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:34:49.457996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:34:52.463411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:34:52.467984] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:34:52.472285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:34:52.476588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:34:52.476731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:34:55.482262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:34:55.487788] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:34:55.492443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:34:55.496982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:34:55.497178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:34:58.503548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:34:58.513568] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:34:58.518897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:34:58.524725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:34:58.524848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:35:01.530136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:35:01.535154] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:35:01.540324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:35:01.546183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:35:01.546300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:35:04.552852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:35:04.559347] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:35:04.565225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:35:04.570782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:35:04.570935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:35:07.578596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:35:07.583677] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:35:07.589565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:35:07.595121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:35:07.595396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:35:10.602732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:35:10.607472] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:35:10.612441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:35:10.618028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:35:10.618160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:35:13.625583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:35:13.631249] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:35:13.637568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:35:13.642453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:35:13.642761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:35:16.648735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:35:16.653299] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:35:16.658363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:35:16.664287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:35:16.664779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:35:19.670898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:35:19.675501] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:35:19.680904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:35:19.686495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:35:19.686717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:35:22.693362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:35:22.699157] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:35:22.704269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:35:22.709395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:35:22.709521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:35:25.715234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:35:25.720919] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:35:25.725675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:35:25.730963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:35:25.731245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:35:28.737494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:35:28.743577] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:35:28.747974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:35:28.752585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:35:28.752723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:35:31.762705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:35:31.770283] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:35:31.776296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:35:31.783286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:35:31.783433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:35:34.788498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:35:34.793271] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:35:34.798216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:35:34.803360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:35:34.803470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:35:37.809564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:35:37.816536] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:35:37.822251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:35:37.827241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:35:37.827527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:35:40.833822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:35:40.839437] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:35:40.844974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:35:40.849250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:35:40.849359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:35:43.855089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:35:43.860549] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:35:43.864892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:35:43.870463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:35:43.870602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:35:46.875875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:35:46.880933] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:35:46.885322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:35:46.892458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:35:46.892584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:35:49.899257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:35:49.910298] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:35:49.916002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:35:49.920982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:35:49.921108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:35:52.927155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:35:52.932938] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:35:52.937789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:35:52.942039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:35:52.942151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:35:55.947376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:35:55.952572] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:35:55.957055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:35:55.962029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:35:55.962141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:35:58.967508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:35:58.972621] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:35:58.979205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:35:58.984605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:35:58.984801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:36:01.996781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:36:02.003511] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:36:02.008846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:36:02.013400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:36:02.013555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:36:05.020538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:36:05.026207] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:36:05.031494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:36:05.036548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:36:05.037180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:36:08.042538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:36:08.048939] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:36:08.053443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:36:08.058001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:36:08.058103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:36:11.292772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:36:11.302069] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:36:11.307858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:36:11.352090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:36:11.352219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:36:14.357520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:36:14.361825] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:36:14.366547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:36:14.371987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:36:14.372129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:36:17.380627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:36:17.385154] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:36:17.390828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:36:17.395852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:36:17.395967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:36:20.401039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:36:20.405551] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:36:20.410375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:36:20.415416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:36:20.415536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:36:23.421092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:36:23.425976] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:36:23.430834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:36:23.435318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:36:23.435404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:36:26.441281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:36:26.446134] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:36:26.451375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:36:26.455560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:36:26.455858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:36:29.462345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:36:29.467764] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:36:29.472737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:36:29.476928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:36:29.477065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:36:32.482318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:36:32.487730] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:36:32.493192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:36:32.498844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:36:32.499034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:36:35.504615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:36:35.512066] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:36:35.517393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:36:35.521904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:36:35.522083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:36:38.526727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:36:38.531562] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:36:38.536780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:36:38.541832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:36:38.541985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:36:41.548960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:36:41.554043] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:36:41.559411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:36:41.564673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:36:41.564986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:36:44.573851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:36:44.581532] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:36:44.587487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:36:44.594310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:36:44.594470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:36:47.600218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:36:47.606029] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:36:47.610416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:36:47.615536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:36:47.615752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:36:50.621060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:36:50.626352] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:36:50.631481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:36:50.637539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:36:50.637710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:36:53.643543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:36:53.648317] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:36:53.653378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:36:53.658349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:36:53.658467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:36:56.671395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:36:56.679555] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:36:56.686345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:36:56.690634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:36:56.690753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:36:59.696975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:36:59.702093] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:36:59.706899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:36:59.711425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:36:59.711539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:37:02.716607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:37:02.721298] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:37:02.725626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:37:02.729977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:37:02.730102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:37:05.735558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:37:05.740262] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:37:05.745623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:37:05.750598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:37:05.750776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:37:08.756769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:37:08.761764] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:37:08.765830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:37:08.770789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:37:08.770931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:37:11.777724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:37:11.784201] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:37:11.790689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:37:11.796528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:37:11.797166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:37:14.802933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:37:14.808070] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:37:14.813813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:37:14.818517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:37:14.818600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:37:17.825741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:37:17.830946] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:37:17.836215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:37:17.840477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:37:17.840606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:37:20.847569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:37:20.852406] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:37:20.859066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:37:20.865111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:37:20.865232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:37:23.871892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:37:23.879149] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:37:23.884543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:37:23.889194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:37:23.889310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:37:26.894205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:37:26.901276] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:37:26.907699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:37:26.913426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:37:26.913548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:37:29.918723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:37:29.923155] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:37:29.927289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:37:29.931274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:37:29.931365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:37:32.936291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:37:32.943006] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:37:32.948017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:37:32.952626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:37:32.952788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:37:35.958488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:37:35.963428] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:37:35.968348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:37:35.972595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:37:35.972746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:37:38.978994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:37:38.984693] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:37:38.989378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:37:38.993929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:37:38.994028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:37:42.002086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:37:42.204833] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:37:42.209798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:37:42.213955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:37:42.214052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:37:45.219515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:37:45.223877] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:37:45.228097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:37:45.231963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:37:45.232057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:37:48.238839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:37:48.244203] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:37:48.248786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:37:48.253754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:37:48.253896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:37:51.259630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:37:51.264815] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:37:51.270295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:37:51.274763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:37:51.274869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:37:54.281183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:37:54.286570] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:37:54.291801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:37:54.297212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:37:54.297337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:37:57.303892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:37:57.310920] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:37:57.317826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:37:57.325267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:37:57.325627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:38:00.330667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:38:00.335294] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:38:00.346475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:38:00.351322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:38:00.352101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:38:03.357727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:38:03.363058] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:38:03.368816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:38:03.373257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:38:03.373374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:38:06.377924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:38:06.382756] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:38:06.387037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:38:06.390882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:38:06.391001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:38:09.397867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:38:09.403780] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:38:09.409844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:38:09.414412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:38:09.414515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:38:12.422048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:38:12.427442] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:38:12.433329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:38:12.439094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:38:12.439256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:38:15.444695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:38:15.449764] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:38:15.455828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:38:15.461794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:38:15.461958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:38:18.467750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:38:18.473156] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:38:18.480098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:38:18.484412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:38:18.484501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:38:21.492345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:38:21.498443] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:38:21.503633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:38:21.508135] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:38:21.508275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:38:24.521049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:38:24.531845] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:38:24.537802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:38:24.542325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:38:24.542437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:38:27.550977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:38:27.558370] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:38:27.565289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:38:27.573339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:38:27.573510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:38:30.579998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:38:30.585815] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:38:30.591358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:38:30.595843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:38:30.595951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:38:33.606015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:38:33.613555] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:38:33.620112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:38:33.625339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:38:33.625492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:38:36.631410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:38:36.637354] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:38:36.642266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:38:36.647029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:38:36.647149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:38:39.653721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:38:39.665076] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:38:39.670450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:38:39.675376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:38:39.675482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:38:42.680962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:38:42.685665] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:38:42.691364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:38:42.696270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:38:42.696380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:38:45.702420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:38:45.707018] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:38:45.712268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:38:45.716252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:38:45.716349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:38:48.721192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:38:48.725771] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:38:48.731362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:38:48.735525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:38:48.735628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:38:51.740990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:38:51.746171] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:38:51.751459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:38:51.756418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:38:51.756540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:38:54.763713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:38:54.770749] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:38:54.775915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:38:54.780573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:38:54.780728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:38:57.786171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:38:57.791420] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:38:57.796382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:38:57.801372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:38:57.801494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:39:00.806405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:39:00.811710] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:39:00.817049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:39:00.821723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:39:00.821887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:39:03.828066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:39:03.833298] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:39:03.842945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:39:03.848346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:39:03.848484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:39:06.854033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:39:06.859136] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:39:06.864172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:39:06.869808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:39:06.869931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:39:09.874724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:39:09.879818] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:39:09.884689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:39:09.891023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:39:09.891432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:39:12.898494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:39:12.903729] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:39:12.908027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:39:12.913491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:39:12.913698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:39:15.919465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:39:15.924299] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:39:15.932759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:39:15.937336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:39:15.937671] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:39:18.944408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:39:18.951457] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:39:18.957333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:39:18.963710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:39:18.963816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:39:21.973538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:39:21.984631] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:39:21.991104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:39:21.996944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:39:21.997181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:39:25.004180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:39:25.009761] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:39:25.014493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:39:25.019351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:39:25.019438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:39:28.025496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:39:28.030538] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:39:28.035619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:39:28.039943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:39:28.040064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:39:31.045747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:39:31.050458] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:39:31.054851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:39:31.059174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:39:31.059275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:39:34.064266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:39:34.068979] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:39:34.073464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:39:34.077917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:39:34.078017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:39:37.083482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:39:37.088740] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:39:37.093600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:39:37.098443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:39:37.098566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:39:40.103825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:39:40.109054] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:39:40.114053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:39:40.119177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:39:40.119309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:39:43.124587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:39:43.131051] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:39:43.135626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:39:43.327975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:39:43.328088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:39:46.334504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:39:46.340549] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:39:46.345624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:39:46.351775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:39:46.352177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:39:49.358735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:39:49.364283] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:39:49.369315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:39:49.374340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:39:49.374491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:39:52.381351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:39:52.385768] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:39:52.390037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:39:52.394721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:39:52.394842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:39:55.400959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:39:55.406895] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:39:55.412039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:39:55.417078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:39:55.417227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:39:58.422256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:39:58.427400] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:39:58.432873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:39:58.438122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:39:58.438465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:40:01.446513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:40:01.452677] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:40:01.457485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:40:01.463065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:40:01.463172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:40:04.469310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:40:04.474474] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:40:04.479430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:40:04.483570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:40:04.483692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:40:07.490276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:40:07.496231] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:40:07.501857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:40:07.506585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:40:07.506754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:40:10.512423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:40:10.517847] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:40:10.522591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:40:10.527013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:40:10.527124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:40:13.534920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:40:13.541079] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:40:13.546025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:40:13.550707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:40:13.550921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:40:16.564842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:40:16.572599] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:40:16.577240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:40:16.583260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:40:16.583729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:40:19.591550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:40:19.596001] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:40:19.600670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:40:19.605761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:40:19.605869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:40:22.611356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:40:22.616403] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:40:22.622037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:40:22.627356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:40:22.627464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:40:25.635051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:40:25.642913] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:40:25.648136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:40:25.653453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:40:25.653566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:40:28.661721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:40:28.673387] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:40:28.678422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:40:28.683404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:40:28.683543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:40:31.690955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:40:31.705823] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:40:31.713082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:40:31.721577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:40:31.721771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:40:34.729790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:40:34.735162] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:40:34.740683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:40:34.745133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:40:34.745231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:40:37.750924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:40:37.755404] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:40:37.759583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:40:37.764220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:40:37.764333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:40:40.768947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:40:40.773388] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:40:40.777511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:40:40.781882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:40:40.782007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:40:43.787738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:40:43.793012] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:40:43.797470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:40:43.801701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:40:43.801826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:40:46.806822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:40:46.811519] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:40:46.815957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:40:46.820682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:40:46.820791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:40:49.829511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:40:49.835081] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:40:49.840809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:40:49.848354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:40:49.848512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:40:52.884953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:40:52.891988] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:40:52.897020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:40:52.902414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:40:52.902540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:40:55.908098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:40:55.944998] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:40:55.950893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:40:55.957145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:40:55.957291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:40:58.963766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:40:58.968174] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:40:58.973907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:40:58.978526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:40:58.978671] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:41:01.983673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:41:01.989148] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:41:01.994231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:41:01.998561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:41:01.998680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:41:05.003719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:41:05.008396] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:41:05.013108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:41:05.018487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:41:05.018636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:41:08.025441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:41:08.031692] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:41:08.037389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:41:08.042755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:41:08.043232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:41:11.050741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:41:11.057305] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:41:11.062870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:41:11.069479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:41:11.069659] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:41:14.272509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:41:14.308968] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:41:14.315028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:41:14.320440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:41:14.320566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:41:17.324921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:41:17.329313] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:41:17.334333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:41:17.338428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:41:17.338513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:41:20.344099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:41:20.348231] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:41:20.353848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:41:20.358945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:41:20.359050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:41:23.365522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:41:23.371803] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:41:23.377699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:41:23.382749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:41:23.382893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:41:26.390118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:41:26.396331] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:41:26.401156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:41:26.406543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:41:26.406694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:41:29.414547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:41:29.421277] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:41:29.428124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:41:29.433351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:41:29.433885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:41:32.439934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:41:32.445344] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:41:32.450207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:41:32.455966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:41:32.456195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:41:35.461851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:41:35.465946] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:41:35.475330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:41:35.479708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:41:35.479823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:41:38.485718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:41:38.492000] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:41:38.499062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:41:38.504312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:41:38.504425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:41:41.510122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:41:41.516429] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:41:41.522926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:41:41.527755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:41:41.527862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:41:44.534499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:41:44.540696] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:41:44.545472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:41:44.550137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:41:44.550228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:41:47.555684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:41:47.561437] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:41:47.568287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:41:47.573748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:41:47.573873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:41:50.578981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:41:50.583628] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:41:50.588287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:41:50.594142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:41:50.594461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:41:53.600226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:41:53.604208] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:41:53.608699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:41:53.614119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:41:53.614255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:41:56.619928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:41:56.625117] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:41:56.630104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:41:56.635668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:41:56.635895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:41:59.641266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:41:59.646860] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:41:59.652967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:41:59.657800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:41:59.657906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:42:02.664308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:42:02.670303] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:42:02.676581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:42:02.681123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:42:02.681226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:42:05.693267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:42:05.699277] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:42:05.705508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:42:05.711331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:42:05.711493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:42:08.717490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:42:08.723261] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:42:08.728504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:42:08.733171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:42:08.733295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:42:11.738968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:42:11.744216] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:42:11.748469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:42:11.753259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:42:11.753406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:42:14.759979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:42:14.766265] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:42:14.772476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:42:14.777055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:42:14.777146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:42:17.783574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:42:17.788072] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:42:17.792716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:42:17.797717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:42:17.797838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:42:20.803233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:42:20.808313] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:42:20.812790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:42:20.818245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:42:20.818467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:42:23.824150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:42:23.829280] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:42:23.834689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:42:23.839146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:42:23.839290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:42:26.845448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:42:26.850800] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:42:26.855954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:42:26.860949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:42:26.861207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:42:29.870455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:42:29.876538] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:42:29.882803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:42:29.888550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:42:29.888838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:42:32.895781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:42:32.901310] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:42:32.907531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:42:32.911986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:42:32.912108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:42:35.918257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:42:35.923508] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:42:35.927901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:42:35.935429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:42:35.935685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:42:38.942368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:42:38.949067] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:42:38.955389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:42:38.961018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:42:38.961399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:42:41.968853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:42:41.976430] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:42:41.984064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:42:41.991198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:42:41.993361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:42:45.000090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:42:45.200767] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:42:45.206279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:42:45.312970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:42:45.313110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:42:48.318880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:42:48.324445] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:42:48.330129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:42:48.335620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:42:48.335948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:42:51.340874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:42:51.346009] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:42:51.351507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:42:51.356839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:42:51.356968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:42:54.362321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:42:54.367498] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:42:54.372907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:42:54.378450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:42:54.378589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:42:57.384759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:42:57.390471] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:42:57.395409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:42:57.399716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:42:57.399867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:43:00.407128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:43:00.413111] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:43:00.419782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:43:00.426413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:43:00.426540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:43:03.432866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:43:03.444388] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:43:03.450721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:43:03.455937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:43:03.456074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:43:06.462247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:43:06.466891] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:43:06.471968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:43:06.475844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:43:06.475936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:43:09.483700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:43:09.489793] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:43:09.495859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:43:09.500727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:43:09.500847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:43:12.507035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:43:12.512296] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:43:12.517040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:43:12.522131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:43:12.522398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:43:15.530000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:43:15.535462] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:43:15.540863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:43:15.546045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:43:15.546173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:43:18.551515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:43:18.557504] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:43:18.563796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:43:18.569944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:43:18.570477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:43:21.575579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:43:21.580629] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:43:21.586064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:43:21.591188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:43:21.591327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:43:24.599250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:43:24.603664] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:43:24.608609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:43:24.614150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:43:24.614465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:43:27.621318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:43:27.628238] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:43:27.634492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:43:27.640009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:43:27.640139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:43:30.646522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:43:30.652214] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:43:30.657675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:43:30.662235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:43:30.662334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:43:33.668416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:43:33.674722] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:43:33.680797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:43:33.686694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:43:33.686848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:43:36.693291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:43:36.698014] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:43:36.704562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:43:36.709467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:43:36.709612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:43:39.714928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:43:39.720149] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:43:39.724928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:43:39.729266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:43:39.729374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:43:42.735293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:43:42.741030] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:43:42.746015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:43:42.750568] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:43:42.750709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:43:45.763239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:43:45.774429] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:43:45.779094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:43:45.786995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:43:45.787158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:43:48.792082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:43:48.795971] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:43:48.800718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:43:48.805266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:43:48.805384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:43:51.811238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:43:51.817834] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:43:51.824826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:43:51.836117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:43:51.836272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:43:54.842582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:43:54.849532] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:43:54.856056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:43:54.861015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:43:54.861132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:43:57.867519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:43:57.872261] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:43:57.876445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:43:57.881068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:43:57.881372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:44:00.887984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:44:00.893679] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:44:00.899453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:44:00.905059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:44:00.905223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:44:03.911374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:44:03.917282] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:44:03.921995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:44:03.926398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:44:03.926539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:44:06.932917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:44:06.943587] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:44:06.949438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:44:06.954980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:44:06.955127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:44:09.961118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:44:09.967268] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:44:09.973627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:44:09.982700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:44:09.982843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:44:12.988381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:44:12.994865] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:44:13.000606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:44:13.005803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:44:13.005931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:44:16.212799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:44:16.247664] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:44:16.253052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:44:16.257769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:44:16.257951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:44:19.265604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:44:19.272392] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:44:19.278072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:44:19.283375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:44:19.283523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:44:22.291341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:44:22.296000] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:44:22.301750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:44:22.310334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:44:22.310474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:44:25.316301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:44:25.321552] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:44:25.327485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:44:25.332185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:44:25.332536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:44:28.339874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:44:28.345334] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:44:28.350312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:44:28.355858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:44:28.356012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:44:31.360830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:44:31.366023] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:44:31.370346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:44:31.375449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:44:31.375756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:44:34.381166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:44:34.386784] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:44:34.391567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:44:34.395964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:44:34.396248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:44:37.402045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:44:37.407323] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:44:37.412734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:44:37.417040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:44:37.417178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:44:40.422590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:44:40.426772] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:44:40.431282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:44:40.435576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:44:40.435728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:44:43.442973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:44:43.447542] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:44:43.452607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:44:43.460708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:44:43.460927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:44:46.470502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:44:46.475967] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:44:46.481311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:44:46.485915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:44:46.486110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:44:49.492776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:44:49.498174] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:44:49.503410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:44:49.508055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:44:49.508189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:44:52.513866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:44:52.519342] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:44:52.524240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:44:52.528776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:44:52.528861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:44:55.533239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:44:55.537487] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:44:55.541610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:44:55.546271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:44:55.546394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:44:58.554010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:44:58.559403] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:44:58.565370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:44:58.571179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:44:58.571575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:45:01.578833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:45:01.584674] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:45:01.591071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:45:01.598353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:45:01.598547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:45:04.604410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:45:04.610371] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:45:04.615104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:45:04.621944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:45:04.622171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:45:07.627012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:45:07.632129] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:45:07.638081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:45:07.643723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:45:07.643951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:45:10.649960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:45:10.655405] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:45:10.661683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:45:10.667116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:45:10.667234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:45:13.672505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:45:13.679956] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:45:13.684792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:45:13.690334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:45:13.690431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:45:16.698756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:45:16.704237] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:45:16.710771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:45:16.715228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:45:16.715332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:45:19.720135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:45:19.724424] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:45:19.728420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:45:19.732728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:45:19.732849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:45:22.738292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:45:22.743735] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:45:22.749807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:45:22.754705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:45:22.754827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:45:25.761274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:45:25.767087] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:45:25.772382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:45:25.778145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:45:25.778295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:45:28.783738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:45:28.788829] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:45:28.794336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:45:28.799315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:45:28.799601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:45:31.807492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:45:31.813631] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:45:31.820360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:45:31.827312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:45:31.827456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:45:34.832467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:45:34.837192] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:45:34.841897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:45:34.846420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:45:34.846517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:45:37.851845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:45:37.856633] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:45:37.861254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:45:37.865366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:45:37.865508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:45:40.871667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:45:40.877418] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:45:40.883956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:45:40.890487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:45:40.890621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:45:43.896077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:45:43.900879] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:45:43.905840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:45:43.910582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:45:43.910810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:45:46.920972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:45:46.926772] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:45:46.932475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:45:46.937006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:45:46.937161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:45:49.943123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:45:49.949805] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:45:49.955462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:45:49.961400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:45:49.961554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:45:52.969457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:45:52.977951] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:45:52.984321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:45:52.989213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:45:52.989378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:45:55.997083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:45:56.003926] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:45:56.010788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:45:56.016595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:45:56.016775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:45:59.022132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:45:59.027851] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:45:59.032813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:45:59.037236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:45:59.037373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:46:02.042529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:46:02.051849] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:46:02.058359] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:46:02.063482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:46:02.063587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:46:05.069337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:46:05.075406] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:46:05.081552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:46:05.086022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:46:05.086189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:46:08.091792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:46:08.096818] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:46:08.101720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:46:08.105556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:46:08.105683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:46:11.113307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:46:11.120184] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:46:11.125607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:46:11.130700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:46:11.130828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:46:14.136980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:46:14.142045] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:46:14.148353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:46:14.152964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:46:14.153103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:46:17.159512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:46:17.165174] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:46:17.170874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:46:17.175481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:46:17.175587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:46:20.183027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:46:20.189401] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:46:20.195684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:46:20.201324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:46:20.201455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:46:23.207409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:46:23.213363] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:46:23.218500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:46:23.222873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:46:23.222964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:46:26.230021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:46:26.235691] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:46:26.241625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:46:26.247268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:46:26.247428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:46:29.252591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:46:29.257209] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:46:29.261467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:46:29.266040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:46:29.266192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:46:32.272105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:46:32.276639] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:46:32.281942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:46:32.286224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:46:32.286329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:46:35.292321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:46:35.297844] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:46:35.303481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:46:35.309802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:46:35.309954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:46:38.314976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:46:38.319685] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:46:38.324748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:46:38.329228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:46:38.329330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:46:41.334454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:46:41.339828] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:46:41.345235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:46:41.349870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:46:41.350029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:46:44.354885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:46:44.359031] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:46:44.363169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:46:44.367124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:46:44.367214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:46:47.373752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:46:47.380726] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:46:47.385571] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:46:47.390451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:46:47.390567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:46:50.395637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:46:50.400771] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:46:50.405747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:46:50.410052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:46:50.410167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:46:53.424307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:46:53.430601] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:46:53.439795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:46:53.444513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:46:53.444637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:46:56.451357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:46:56.458318] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:46:56.466039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:46:56.470853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:46:56.471015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:46:59.475969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:46:59.481966] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:46:59.488368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:46:59.492963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:46:59.493069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:47:02.499106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:47:02.503143] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:47:02.508205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:47:02.512130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:47:02.512223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:47:05.517971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:47:05.523854] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:47:05.529154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:47:05.536158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:47:05.536302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:47:08.543136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:47:08.548037] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:47:08.553471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:47:08.558252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:47:08.558393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:47:11.563911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:47:11.570507] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:47:11.575710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:47:11.579714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:47:11.579815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:47:14.584745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:47:14.590152] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:47:14.594812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:47:14.599973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:47:14.600115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:47:17.609752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:47:17.617502] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:47:17.624905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:47:17.630579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:47:17.630757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:47:20.636553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:47:20.642765] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:47:20.649240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:47:20.654528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:47:20.654674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:47:23.662367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:47:23.668214] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:47:23.673337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:47:23.677459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:47:23.677544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:47:26.682092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:47:26.686354] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:47:26.690734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:47:26.695488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:47:26.695599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:47:29.701346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:47:29.707007] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:47:29.712914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:47:29.717968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:47:29.718094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:47:32.723230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:47:32.728127] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:47:32.732835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:47:32.737326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:47:32.737439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:47:35.743167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:47:35.749150] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:47:35.754477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:47:35.759285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:47:35.759399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:47:38.765182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:47:38.770171] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:47:38.775314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:47:38.779752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:47:38.779854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:47:41.787416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:47:41.793666] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:47:41.799768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:47:41.804783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:47:41.804961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:47:44.811119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:47:44.816751] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:47:44.823012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:47:44.828230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:47:44.828375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:47:47.834871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:47:47.840075] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:47:47.844751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:47:47.848894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:47:47.849697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:47:50.855395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:47:50.859701] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:47:50.863928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:47:50.867893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:47:50.867990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:47:53.874167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:47:53.879308] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:47:53.883703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:47:53.890538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:47:53.890713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:47:56.896114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:47:56.900760] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:47:56.905611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:47:56.910696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:47:56.910790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:47:59.915589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:47:59.920289] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:47:59.925034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:47:59.929736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:47:59.929853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:48:02.934856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:48:02.940375] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:48:02.944751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:48:02.948887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:48:02.948986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:48:05.954058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:48:05.959422] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:48:05.963867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:48:05.968850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:48:05.968953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:48:08.974448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:48:08.979765] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:48:08.984746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:48:08.989139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:48:08.989237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:48:11.996169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:48:12.001737] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:48:12.007499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:48:12.013334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:48:12.013778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:48:15.019599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:48:15.024581] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:48:15.029134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:48:15.033903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:48:15.034054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:48:18.042177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:48:18.143977] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:48:18.149712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:48:18.153955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:48:18.154049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:48:21.159998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:48:21.165766] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:48:21.170586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:48:21.175393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:48:21.175501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:48:24.182254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:48:24.186694] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:48:24.191928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:48:24.197757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:48:24.197959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:48:27.204084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:48:27.209216] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:48:27.215452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:48:27.221224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:48:27.221360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:48:30.227411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:48:30.232817] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:48:30.240012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:48:30.245250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:48:30.245392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:48:33.250717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:48:33.257596] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:48:33.263192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:48:33.268368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:48:33.268544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:48:36.273692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:48:36.278702] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:48:36.283501] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:48:36.288287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:48:36.288396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:48:39.293786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:48:39.303124] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:48:39.308889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:48:39.313587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:48:39.313764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:48:42.319941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:48:42.325080] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:48:42.329959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:48:42.333796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:48:42.333931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:48:45.339544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:48:45.344488] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:48:45.349336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:48:45.354212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:48:45.354368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:48:48.361930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:48:48.369478] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:48:48.374765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:48:48.380824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:48:48.380980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:48:51.386883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:48:51.391476] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:48:51.399110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:48:51.402884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:48:51.402973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:48:54.408820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:48:54.413304] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:48:54.419144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:48:54.424414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:48:54.424565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:48:57.430006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:48:57.436430] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:48:57.441464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:48:57.447080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:48:57.447243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:49:00.455611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:49:00.463153] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:49:00.470314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:49:00.475870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:49:00.476020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:49:03.481211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:49:03.487381] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:49:03.491466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:49:03.495245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:49:03.495349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:49:06.501114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:49:06.505532] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:49:06.516595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:49:06.521232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:49:06.521325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:49:09.526372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:49:09.531768] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:49:09.535700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:49:09.540006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:49:09.540149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:49:12.544833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:49:12.550082] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:49:12.555362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:49:12.561768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:49:12.562332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:49:15.568041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:49:15.573727] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:49:15.578169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:49:15.582509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:49:15.582598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:49:18.587302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:49:18.591785] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:49:18.596026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:49:18.601164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:49:18.601326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:49:21.606920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:49:21.611354] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:49:21.615540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:49:21.619625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:49:21.619748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:49:24.626383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:49:24.631405] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:49:24.635961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:49:24.640579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:49:24.640720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:49:27.646109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:49:27.650924] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:49:27.654949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:49:27.658962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:49:27.659062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:49:30.663460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:49:30.668307] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:49:30.673019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:49:30.678161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:49:30.678283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:49:33.683157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:49:33.687966] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:49:33.692342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:49:33.697535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:49:33.697677] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:49:36.702619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:49:36.706470] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:49:36.710449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:49:36.714174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:49:36.714266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:49:39.718884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:49:39.722708] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:49:39.727183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:49:39.731705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:49:39.731832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:49:42.736969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:49:42.741996] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:49:42.746416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:49:42.751177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:49:42.751386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:49:45.756338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:49:45.760412] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:49:45.764349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:49:45.769914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:49:45.770078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:49:48.774939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:49:48.779308] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:49:48.783905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:49:48.787886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:49:48.787964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:49:51.792502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:49:51.796434] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:49:51.800214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:49:51.803945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:49:51.804034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:49:54.810191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:49:54.817144] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:49:54.823044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:49:54.828340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:49:54.828604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:49:57.832929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:49:57.837108] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:49:57.841206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:49:57.845884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:49:57.845990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:50:00.851702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:50:00.856239] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:50:00.861069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:50:00.867158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:50:00.867308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:50:03.871913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:50:03.876680] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:50:03.881290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:50:03.885894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:50:03.886316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:50:06.891266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:50:06.895205] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:50:06.903266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:50:06.907778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:50:06.907917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:50:09.913531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:50:09.918047] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:50:09.923217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:50:09.927499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:50:09.927884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:50:12.933365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:50:12.937712] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:50:12.941740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:50:12.945816] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:50:12.945904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:50:15.950120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:50:15.953943] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:50:15.957920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:50:15.961746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:50:15.961840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:50:18.966671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:50:18.971024] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:50:18.975589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:50:18.980374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:50:18.980507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:50:21.985478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:50:21.991522] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:50:21.998085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:50:22.004991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:50:22.005337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:50:25.010954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:50:25.015251] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:50:25.019257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:50:25.023540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:50:25.023704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:50:28.028749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:50:28.033475] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:50:28.037572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:50:28.041518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:50:28.042354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:50:31.047151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:50:31.050922] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:50:31.054885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:50:31.059255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:50:31.059355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:50:34.064453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:50:34.072703] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:50:34.077136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:50:34.081437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:50:34.081566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:50:37.086428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:50:37.090194] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:50:37.095309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:50:37.099564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:50:37.099682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:50:40.104969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:50:40.109293] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:50:40.113285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:50:40.117326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:50:40.117431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:50:43.123114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:50:43.132457] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:50:43.137324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:50:43.141610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:50:43.141758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:50:46.147127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:50:46.151564] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:50:46.156004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:50:46.161953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:50:46.162084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:50:49.223659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:50:49.260018] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:50:49.375075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:50:49.380023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:50:49.380186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:50:52.385996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:50:52.390912] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:50:52.395328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:50:52.399214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:50:52.399299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:50:55.432229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:50:55.437318] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:50:55.441977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:50:55.446140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:50:55.446227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:50:58.451780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:50:58.487638] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:50:58.494374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:50:58.499774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:50:58.499896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:51:01.505919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:51:01.510965] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:51:01.516578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:51:01.521472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:51:01.521625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:51:04.527211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:51:04.532436] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:51:04.537174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:51:04.542062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:51:04.542185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:51:07.549700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:51:07.556758] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:51:07.563881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:51:07.570186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:51:07.570614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:51:10.575992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:51:10.580282] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:51:10.584542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:51:10.590111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:51:10.590262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:51:13.597410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:51:13.603163] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:51:13.608634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:51:13.615114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:51:13.615254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:51:16.620908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:51:16.625403] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:51:16.629698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:51:16.635172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:51:16.635303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:51:19.647026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:51:19.653351] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:51:19.660205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:51:19.665132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:51:19.665222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:51:22.669594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:51:22.674438] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:51:22.680083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:51:22.685088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:51:22.685210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:51:25.689867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:51:25.695795] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:51:25.700360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:51:25.705603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:51:25.705768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:51:28.711295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:51:28.716380] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:51:28.721805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:51:28.725963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:51:28.726078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:51:31.730878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:51:31.735421] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:51:31.739968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:51:31.744415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:51:31.744523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:51:34.749723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:51:34.754993] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:51:34.760791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:51:34.764886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:51:34.765016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:51:37.771157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:51:37.776507] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:51:37.781324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:51:37.785360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:51:37.785457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:51:40.791241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:51:40.796553] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:51:40.800770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:51:40.805792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:51:40.805889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:51:43.812662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:51:43.817511] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:51:43.822038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:51:43.827087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:51:43.827237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:51:46.832284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:51:46.837608] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:51:46.842410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:51:46.847077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:51:46.847369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:51:49.853339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:51:49.861051] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:51:49.865388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:51:49.870066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:51:49.870336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:51:52.875567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:51:52.879822] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:51:52.884433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:51:52.889011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:51:52.889120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:51:55.895584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:51:55.900975] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:51:55.906855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:51:55.913527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:51:55.913743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:51:58.918885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:51:58.923513] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:51:58.934446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:51:58.940612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:51:58.940775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:52:01.947432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:52:01.953347] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:52:01.960292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:52:01.965349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:52:01.965695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:52:04.971064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:52:04.975616] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:52:04.980187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:52:04.985134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:52:04.985237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:52:07.990898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:52:07.997259] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:52:08.002949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:52:08.008632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:52:08.008906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:52:11.014746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:52:11.020162] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:52:11.025317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:52:11.030671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:52:11.030787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:52:14.038374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:52:14.048216] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:52:14.054483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:52:14.060127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:52:14.060323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:52:17.065737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:52:17.070487] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:52:17.075429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:52:17.079547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:52:17.079627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:52:20.085907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:52:20.090953] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:52:20.392672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:52:20.397298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:52:20.397429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:52:23.403352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:52:23.409636] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:52:23.416000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:52:23.421533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:52:23.421871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:52:26.428067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:52:26.433443] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:52:26.438499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:52:26.443367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:52:26.443475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:52:29.448135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:52:29.452332] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:52:29.456632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:52:29.462914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:52:29.463164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:52:32.469247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:52:32.474123] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:52:32.479025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:52:32.485497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:52:32.485629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:52:35.492876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:52:35.499575] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:52:35.506348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:52:35.512555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:52:35.512710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:52:38.518964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:52:38.524964] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:52:38.529557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:52:38.534158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:52:38.534261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:52:41.539394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:52:41.545982] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:52:41.552275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:52:41.557720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:52:41.557838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:52:44.563172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:52:44.568972] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:52:44.575233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:52:44.579492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:52:44.579609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:52:47.590330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:52:47.597198] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:52:47.603534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:52:47.610289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:52:47.610434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:52:50.618056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:52:50.624563] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:52:50.630186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:52:50.635872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:52:50.636006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:52:53.640510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:52:53.645671] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:52:53.651711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:52:53.656711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:52:53.656986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:52:56.662970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:52:56.667978] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:52:56.673691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:52:56.680250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:52:56.680427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:52:59.688089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:52:59.698495] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:52:59.704922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:52:59.709613] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:52:59.709769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:53:02.716102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:53:02.722312] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:53:02.728081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:53:02.732505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:53:02.732635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:53:05.739200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:53:05.745828] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:53:05.750996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:53:05.755381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:53:05.755531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:53:08.761484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:53:08.766697] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:53:08.772057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:53:08.776562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:53:08.776693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:53:11.783490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:53:11.798298] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:53:11.804239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:53:11.809516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:53:11.809635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:53:14.815371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:53:14.820554] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:53:14.826357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:53:14.831073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:53:14.831194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:53:17.836975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:53:17.842958] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:53:17.850040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:53:17.855296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:53:17.855504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:53:20.862089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:53:20.867406] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:53:20.871749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:53:20.875540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:53:20.875626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:53:23.881349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:53:23.886529] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:53:23.891408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:53:23.895829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:53:23.895941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:53:26.900524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:53:26.905982] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:53:26.910032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:53:26.914199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:53:26.914318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:53:29.919030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:53:29.923922] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:53:29.928442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:53:29.932613] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:53:29.932758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:53:32.937799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:53:32.943707] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:53:32.948625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:53:32.953132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:53:32.953231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:53:35.958463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:53:35.963301] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:53:35.968172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:53:35.972997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:53:35.973113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:53:38.985857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:53:38.992390] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:53:38.997142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:53:39.001175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:53:39.001263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:53:42.011844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:53:42.015902] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:53:42.024196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:53:42.029920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:53:42.030025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:53:45.036230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:53:45.041561] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:53:45.047843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:53:45.052546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:53:45.052714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:53:48.059355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:53:48.065109] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:53:48.070012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:53:48.073928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:53:48.074023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:53:51.078779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:53:51.083844] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:53:51.088044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:53:51.092400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:53:51.092499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:53:54.101329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:53:54.107250] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:53:54.112019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:53:54.116960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:53:54.117107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:53:57.125470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:53:57.130937] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:53:57.137600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:53:57.143584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:53:57.143710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:54:00.149237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:54:00.155073] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:54:00.159838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:54:00.164751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:54:00.164879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:54:03.170305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:54:03.176611] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:54:03.182027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:54:03.186622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:54:03.186769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:54:06.192713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:54:06.198393] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:54:06.203776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:54:06.208591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:54:06.208853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:54:09.214996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:54:09.220396] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:54:09.225228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:54:09.230113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:54:09.230346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:54:12.235918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:54:12.240557] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:54:12.244712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:54:12.248985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:54:12.249081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:54:15.255056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:54:15.261534] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:54:15.267550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:54:15.275408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:54:15.275549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:54:18.281418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:54:18.286492] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:54:18.291715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:54:18.296552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:54:18.296891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:54:21.307863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:54:21.314270] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:54:21.318578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:54:21.322899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:54:21.323014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:54:24.328986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:54:24.334668] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:54:24.344462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:54:24.349744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:54:24.349879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:54:27.354421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:54:27.359980] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:54:27.365022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:54:27.369366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:54:27.369466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:54:30.375177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:54:30.380238] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:54:30.385041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:54:30.390389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:54:30.390490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:54:33.397241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:54:33.404576] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:54:33.410147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:54:33.415049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:54:33.415193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:54:36.420527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:54:36.426148] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:54:36.430940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:54:36.436007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:54:36.436395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:54:39.443538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:54:39.448984] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:54:39.453950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:54:39.460604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:54:39.460879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:54:42.466503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:54:42.471245] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:54:42.476063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:54:42.480691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:54:42.480782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:54:45.486391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:54:45.492735] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:54:45.498389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:54:45.504522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:54:45.504749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:54:48.511445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:54:48.517537] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:54:48.523602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:54:48.528561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:54:48.528791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:54:51.535438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:54:51.542139] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:54:51.552348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:54:51.558788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:54:51.559002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:54:54.564226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:54:54.568828] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:54:54.573064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:54:54.578560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:54:54.578721] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:54:57.584422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:54:57.590508] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:54:57.595230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:54:57.601793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:54:57.601962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:55:00.608518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:55:00.612816] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:55:00.618076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:55:00.624190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:55:00.624353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:55:03.630115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:55:03.634831] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:55:03.640205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:55:03.645699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:55:03.645838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:55:06.651544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:55:06.656026] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:55:06.661309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:55:06.666469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:55:06.666600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:55:09.674279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:55:09.680271] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:55:09.685336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:55:09.690530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:55:09.690804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:55:12.696959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:55:12.703515] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:55:12.708001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:55:12.712342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:55:12.712425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:55:15.717692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:55:15.722588] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:55:15.727078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:55:15.732610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:55:15.732882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:55:18.737965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:55:18.743371] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:55:18.748323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:55:18.753465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:55:18.753696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:55:21.764502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:55:21.770103] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:55:21.774875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:55:21.780494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:55:21.780697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:55:24.787880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:55:24.792884] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:55:24.797777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:55:24.802610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:55:24.802838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:55:27.808853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:55:27.813196] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:55:27.818468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:55:27.824597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:55:27.824779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:55:30.830915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:55:30.836323] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:55:30.841977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:55:30.846897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:55:30.847061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:55:33.857954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:55:33.862897] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:55:33.867557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:55:33.873465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:55:33.873605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:55:36.883502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:55:36.889978] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:55:36.897073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:55:36.905574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:55:36.905731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:55:39.914986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:55:39.919936] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:55:39.924903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:55:39.930078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:55:39.930210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:55:42.936184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:55:42.941539] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:55:42.946347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:55:42.951991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:55:42.952248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:55:45.958593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:55:45.965072] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:55:45.970141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:55:45.974599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:55:45.974886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:55:48.979712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:55:48.984240] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:55:48.988620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:55:48.992572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:55:48.992701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:55:51.999037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:55:52.004904] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:55:52.010941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:55:52.015548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:55:52.015697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:55:55.023993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:55:55.029486] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:55:55.035615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:55:55.039679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:55:55.039878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:55:58.045312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:55:58.050014] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:55:58.055152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:55:58.059877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:55:58.060015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:56:01.065702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:56:01.071425] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:56:01.076094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:56:01.080327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:56:01.080452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:56:04.085708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:56:04.090228] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:56:04.095046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:56:04.099154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:56:04.099263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:56:07.105328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:56:07.111903] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:56:07.116972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:56:07.121234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:56:07.121318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:56:10.128260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:56:10.134098] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:56:10.139398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:56:10.144143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:56:10.144289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:56:13.151997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:56:13.159720] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:56:13.168359] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:56:13.172896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:56:13.172999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:56:16.178936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:56:16.186138] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:56:16.192725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:56:16.197228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:56:16.197409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:56:19.203604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:56:19.209172] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:56:19.214271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:56:19.218801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:56:19.218900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:56:22.225126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:56:22.230772] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:56:22.235703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:56:22.240375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:56:22.240518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:56:25.246797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:56:25.251399] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:56:25.256261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:56:25.263177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:56:25.263336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:56:28.271955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:56:28.278006] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:56:28.285213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:56:28.289738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:56:28.289837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:56:31.296009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:56:31.301100] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:56:31.307007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:56:31.311918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:56:31.312036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:56:34.317471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:56:34.323006] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:56:34.327605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:56:34.332741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:56:34.332874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:56:37.340866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:56:37.348169] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:56:37.354799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:56:37.360576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:56:37.360784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:56:40.367630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:56:40.373521] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:56:40.379456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:56:40.384732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:56:40.385213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:56:43.391613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:56:43.398125] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:56:43.405106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:56:43.410633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:56:43.410817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:56:46.416386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:56:46.422745] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:56:46.427870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:56:46.432080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:56:46.432176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:56:49.437128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:56:49.442346] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:56:49.446521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:56:49.451225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:56:49.451360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:56:52.457088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:56:52.462540] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:56:52.467739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:56:52.473210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:56:52.473341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:56:55.478319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:56:55.482806] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:56:55.487212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:56:55.491333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:56:55.491432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:56:58.497633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:56:58.503125] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:56:58.509358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:56:58.514836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:56:58.515170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:57:01.521745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:57:01.527110] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:57:01.533015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:57:01.539313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:57:01.539417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:57:04.544341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:57:04.549279] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:57:04.554912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:57:04.559848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:57:04.559962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:57:07.569384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:57:07.574240] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:57:07.579312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:57:07.583420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:57:07.583543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:57:10.589160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:57:10.595200] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:57:10.600171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:57:10.604981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:57:10.605095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:57:13.610077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:57:13.614039] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:57:13.618222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:57:13.623545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:57:13.623820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:57:16.629573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:57:16.635010] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:57:16.641335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:57:16.647041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:57:16.647191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:57:19.653187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:57:19.661240] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:57:19.668230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:57:19.675177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:57:19.675302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:57:22.682104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:57:22.688020] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:57:22.692620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:57:22.697539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:57:22.697930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:57:25.704087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:57:25.710117] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:57:25.715327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:57:25.720056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:57:25.720170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:57:28.725448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:57:28.730318] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:57:28.734666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:57:28.743210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:57:28.743436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:57:31.752202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:57:31.758034] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:57:31.763437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:57:31.768788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:57:31.769151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:57:34.776341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:57:34.782789] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:57:34.788403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:57:34.793939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:57:34.794044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:57:37.800201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:57:37.806777] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:57:37.812229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:57:37.818531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:57:37.819085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:57:40.825091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:57:40.829853] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:57:40.835072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:57:40.839410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:57:40.839526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:57:43.845957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:57:43.851489] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:57:43.858086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:57:43.864433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:57:43.864590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:57:46.872090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:57:46.880134] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:57:46.886677] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:57:46.892505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:57:46.892625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:57:49.900713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:57:49.905364] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:57:49.910134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:57:49.914819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:57:49.914937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:57:52.919774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:57:52.927241] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:57:52.933767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:57:52.941783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:57:52.941909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:57:55.950733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:57:55.955894] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:57:55.961223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:57:55.965025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:57:55.965113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:57:58.971073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:57:58.976583] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:57:58.981396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:57:58.986346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:57:58.986460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:58:01.992855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:58:01.998302] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:58:02.002503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:58:02.007395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:58:02.007589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:58:05.014067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:58:05.019492] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:58:05.024977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:58:05.029680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:58:05.029806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:58:08.035866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:58:08.040917] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:58:08.048192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:58:08.053179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:58:08.053316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:58:11.058240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:58:11.063508] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:58:11.068343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:58:11.072265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:58:11.072362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:58:14.077214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:58:14.082571] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:58:14.088372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:58:14.093365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:58:14.093466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:58:17.099912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:58:17.106731] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:58:17.112392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:58:17.118176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:58:17.118334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:58:20.124372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:58:20.130608] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:58:20.135722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:58:20.140828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:58:20.140993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:58:23.147115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:58:23.152937] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:58:23.158444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:58:23.163078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:58:23.163219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:58:26.168167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:58:26.172965] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:58:26.177838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:58:26.182833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:58:26.182962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:58:29.187773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:58:29.193432] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:58:29.198398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:58:29.203176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:58:29.203309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:58:32.209365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:58:32.216316] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:58:32.223434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:58:32.230325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:58:32.230514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:58:35.237156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:58:35.242191] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:58:35.246689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:58:35.250890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:58:35.251034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:58:38.257140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:58:38.263348] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:58:38.268615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:58:38.274601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:58:38.274795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:58:41.281254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:58:41.286557] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:58:41.292013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:58:41.298029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:58:41.298177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:58:44.303451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:58:44.310269] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:58:44.315246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:58:44.320906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:58:44.321035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:58:47.326440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:58:47.336871] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:58:47.342601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:58:47.347909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:58:47.348037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:58:50.353159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:58:50.360203] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:58:50.365077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:58:50.370403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:58:50.370703] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:58:53.384178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:58:53.390778] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:58:53.400325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:58:53.424343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:58:53.424473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:58:56.430015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:58:56.435084] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:58:56.440190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:58:56.445140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:58:56.445235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:58:59.449939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:58:59.453999] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:58:59.458514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:58:59.462774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:58:59.462881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:59:02.468456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:59:02.473879] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:59:02.478949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:59:02.484508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:59:02.484619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:59:05.491242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:59:05.496429] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:59:05.501134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:59:05.508051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:59:05.508240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:59:08.513599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:59:08.518558] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:59:08.524549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:59:08.529479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:59:08.529584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:59:11.535553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:59:11.544298] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:59:11.550449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:59:11.556210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:59:11.556355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:59:14.567005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:59:14.575690] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:59:14.581741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:59:14.587569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:59:14.587769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:59:17.593227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:59:17.599690] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:59:17.604589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:59:17.608804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:59:17.608892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:59:20.615696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:59:20.620862] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:59:20.625804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:59:20.632374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:59:20.632769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:59:23.640847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:59:23.646371] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:59:23.651326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:59:23.655576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:59:23.655704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:59:26.661042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:59:26.667274] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:59:26.673110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:59:26.677508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:59:26.677599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:59:29.682547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:59:29.687880] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:59:29.693160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:59:29.697603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:59:29.697739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:59:32.702855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:59:32.707102] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:59:32.714259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:59:32.718975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:59:32.719132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:59:35.724027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:59:35.728410] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:59:35.732806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:59:35.736969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:59:35.737098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:59:38.742576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:59:38.748316] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:59:38.754212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:59:38.758301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:59:38.758421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:59:41.763838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:59:41.769448] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:59:41.773851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:59:41.778397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:59:41.778503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:59:44.783929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:59:44.789258] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:59:44.795636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:59:44.801811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:59:44.801917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:59:47.808023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:59:47.813786] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:59:47.819059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:59:47.824070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:59:47.824228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:59:50.833392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:59:50.838946] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:59:50.848697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:59:50.853214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:59:50.853407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:59:53.866559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:59:53.872089] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:59:53.878067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:59:53.884428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:59:53.884881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:59:56.893253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:59:56.898332] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:59:56.902750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:59:56.907845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:59:56.907958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T21:59:59.912456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T21:59:59.918261] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T21:59:59.923239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T21:59:59.928180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T21:59:59.928307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:00:02.935112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:00:02.940822] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:00:02.945693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:00:02.950134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:00:02.950272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:00:05.955926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:00:05.960729] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:00:05.965378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:00:05.970442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:00:05.970618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:00:08.975863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:00:08.981230] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:00:08.985834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:00:08.990560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:00:08.990706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:00:11.998228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:00:12.004888] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:00:12.010405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:00:12.016145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:00:12.016280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:00:15.024046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:00:15.032599] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:00:15.039281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:00:15.046180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:00:15.046318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:00:18.051509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:00:18.058008] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:00:18.064480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:00:18.069758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:00:18.069988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:00:21.076159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:00:21.082174] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:00:21.088275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:00:21.093715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:00:21.093844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:00:24.100165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:00:24.311088] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:00:24.316899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:00:24.321603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:00:24.321776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:00:27.329715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:00:27.336167] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:00:27.347406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:00:27.353411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:00:27.353547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:00:30.359054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:00:30.364230] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:00:30.369625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:00:30.373952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:00:30.374065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:00:33.380044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:00:33.384693] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:00:33.393159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:00:33.398182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:00:33.398272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:00:36.403292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:00:36.409254] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:00:36.414189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:00:36.419257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:00:36.419388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:00:39.425192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:00:39.430444] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:00:39.435383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:00:39.439953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:00:39.440063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:00:42.449609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:00:42.456444] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:00:42.462284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:00:42.467448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:00:42.467712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:00:45.474797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:00:45.480931] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:00:45.485441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:00:45.491065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:00:45.491349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:00:48.496974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:00:48.503434] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:00:48.508883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:00:48.515631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:00:48.515827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:00:51.522907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:00:51.528937] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:00:51.534134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:00:51.540150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:00:51.540471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:00:54.547310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:00:54.552807] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:00:54.557247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:00:54.562409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:00:54.562553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:00:57.613451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:00:57.619450] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:00:57.623965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:00:57.628564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:00:57.628695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:01:00.633348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:01:00.668909] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:01:00.674041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:01:00.678445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:01:00.678583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:01:03.684818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:01:03.690187] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:01:03.695449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:01:03.700043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:01:03.700144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:01:06.705945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:01:06.710144] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:01:06.714026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:01:06.718276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:01:06.718380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:01:09.726156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:01:09.730738] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:01:09.738318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:01:09.746481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:01:09.746609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:01:12.753630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:01:12.758558] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:01:12.763143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:01:12.768017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:01:12.768150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:01:15.775432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:01:15.781809] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:01:15.786133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:01:15.790457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:01:15.790557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:01:18.797685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:01:18.804114] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:01:18.809229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:01:18.814896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:01:18.815140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:01:21.822325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:01:21.829058] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:01:21.835017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:01:21.841209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:01:21.841316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:01:24.847199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:01:24.852806] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:01:24.858109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:01:24.862846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:01:24.862936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:01:27.871079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:01:27.876581] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:01:27.883784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:01:27.889552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:01:27.889838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:01:30.897412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:01:30.904404] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:01:30.909555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:01:30.915468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:01:30.915633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:01:33.922770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:01:33.928123] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:01:33.933412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:01:33.938250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:01:33.938400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:01:36.944318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:01:36.949165] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:01:36.953360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:01:36.958377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:01:36.958501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:01:39.963401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:01:39.968459] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:01:39.973960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:01:39.978327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:01:39.978415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:01:42.987697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:01:42.995312] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:01:43.003238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:01:43.009093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:01:43.009443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:01:46.016979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:01:46.029454] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:01:46.035248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:01:46.041617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:01:46.041810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:01:49.047275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:01:49.057189] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:01:49.063989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:01:49.068289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:01:49.068582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:01:52.074200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:01:52.080067] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:01:52.085299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:01:52.089809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:01:52.089907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:01:55.096141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:01:55.103082] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:01:55.191027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:01:55.196199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:01:55.196331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:01:58.201596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:01:58.206409] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:01:58.212607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:01:58.218990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:01:58.219139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:02:01.226522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:02:01.235198] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:02:01.247299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:02:01.253521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:02:01.253715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:02:04.262817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:02:04.270847] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:02:04.276072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:02:04.281987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:02:04.282393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:02:07.291224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:02:07.297456] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:02:07.303888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:02:07.308977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:02:07.309094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:02:10.314314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:02:10.319473] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:02:10.324059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:02:10.329016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:02:10.329318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:02:13.336330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:02:13.342556] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:02:13.347954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:02:13.352524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:02:13.352683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:02:16.358852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:02:16.364021] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:02:16.368730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:02:16.373226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:02:16.373345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:02:19.379042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:02:19.383249] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:02:19.387796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:02:19.392496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:02:19.392914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:02:22.399747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:02:22.404978] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:02:22.409629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:02:22.414037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:02:22.414152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:02:25.419371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:02:25.423705] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:02:25.428235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:02:25.432339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:02:25.432446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:02:28.439229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:02:28.445392] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:02:28.450990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:02:28.456611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:02:28.456763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:02:31.461302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:02:31.465830] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:02:31.470792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:02:31.474999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:02:31.475108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:02:34.480704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:02:34.486014] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:02:34.490343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:02:34.494565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:02:34.494737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:02:37.505909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:02:37.510635] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:02:37.515637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:02:37.520211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:02:37.520319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:02:40.525660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:02:40.530981] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:02:40.535248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:02:40.539301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:02:40.539391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:02:43.545719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:02:43.551177] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:02:43.555405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:02:43.561736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:02:43.561933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:02:46.567277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:02:46.572433] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:02:46.577044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:02:46.581672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:02:46.581774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:02:49.587692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:02:49.593993] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:02:49.599557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:02:49.605162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:02:49.605296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:02:52.610404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:02:52.615026] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:02:52.619807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:02:52.624486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:02:52.624591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:02:55.629006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:02:55.632725] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:02:55.636988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:02:55.641200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:02:55.641310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:02:58.645568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:02:58.651203] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:02:58.655777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:02:58.661047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:02:58.661265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:03:01.671421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:03:01.676000] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:03:01.681036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:03:01.686062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:03:01.686164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:03:04.691512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:03:04.695882] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:03:04.699996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:03:04.704211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:03:04.704336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:03:07.709589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:03:07.714012] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:03:07.718170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:03:07.722440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:03:07.722588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:03:10.727357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:03:10.731581] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:03:10.735885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:03:10.740189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:03:10.740294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:03:13.747481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:03:13.754087] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:03:13.760055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:03:13.765230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:03:13.765338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:03:16.773521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:03:16.778339] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:03:16.783275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:03:16.787943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:03:16.788065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:03:19.793066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:03:19.797745] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:03:19.802457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:03:19.806567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:03:19.806711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:03:22.813424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:03:22.824468] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:03:22.831982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:03:22.838234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:03:22.838418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:03:25.847262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:03:25.853250] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:03:25.858283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:03:25.863515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:03:25.863626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:03:28.868369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:03:28.872131] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:03:28.875840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:03:28.880347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:03:28.880520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:03:31.884968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:03:31.888787] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:03:31.892329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:03:31.896023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:03:31.896113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:03:34.901972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:03:34.906593] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:03:34.910540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:03:34.914455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:03:34.914551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:03:37.923453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:03:37.929674] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:03:37.935858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:03:37.941342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:03:37.941603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:03:40.948098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:03:40.953035] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:03:40.956999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:03:40.962031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:03:40.962182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:03:43.967548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:03:43.972469] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:03:43.977052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:03:43.981276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:03:43.981376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:03:46.986229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:03:46.991297] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:03:46.995732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:03:47.000113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:03:47.000231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:03:50.005115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:03:50.009630] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:03:50.013975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:03:50.018042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:03:50.018134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:03:53.026508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:03:53.031757] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:03:53.037504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:03:53.043346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:03:53.043528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:03:56.049919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:03:56.055201] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:03:56.059953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:03:56.064700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:03:56.064851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:03:59.069790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:03:59.074489] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:03:59.078823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:03:59.082817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:03:59.082902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:04:02.087754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:04:02.092293] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:04:02.096793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:04:02.105080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:04:02.105210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:04:05.111778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:04:05.117159] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:04:05.125157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:04:05.129769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:04:05.129897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:04:08.135777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:04:08.140542] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:04:08.144763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:04:08.149464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:04:08.149584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:04:11.154490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:04:11.158424] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:04:11.162799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:04:11.166924] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:04:11.167056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:04:14.172668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:04:14.177226] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:04:14.181538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:04:14.185985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:04:14.186142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:04:17.192036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:04:17.197272] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:04:17.202003] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:04:17.206309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:04:17.206530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:04:20.214573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:04:20.221096] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:04:20.226609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:04:20.231783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:04:20.232134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:04:23.237486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:04:23.244133] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:04:23.249731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:04:23.254535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:04:23.254632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:04:26.261506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:04:26.267265] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:04:26.271860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:04:26.277499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:04:26.277611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:04:29.283956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:04:29.289672] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:04:29.295086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:04:29.299744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:04:29.300007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:04:32.304825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:04:32.310246] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:04:32.315485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:04:32.319952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:04:32.320202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:04:35.326203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:04:35.331753] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:04:35.336730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:04:35.342330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:04:35.342760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:04:38.349199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:04:38.355953] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:04:38.361889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:04:38.367230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:04:38.367383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:04:41.373273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:04:41.377734] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:04:41.382025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:04:41.386245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:04:41.386484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:04:44.393478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:04:44.400209] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:04:44.405964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:04:44.411427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:04:44.411758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:04:47.421482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:04:47.427844] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:04:47.432529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:04:47.438854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:04:47.439028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:04:50.446278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:04:50.453965] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:04:50.460176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:04:50.466201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:04:50.466519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:04:53.477862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:04:53.484928] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:04:53.489495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:04:53.494600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:04:53.494971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:04:56.503968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:04:56.511155] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:04:56.516172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:04:56.520586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:04:56.520747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:04:59.529112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:04:59.536054] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:04:59.540599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:04:59.544970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:04:59.545069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:05:02.552947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:05:02.560852] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:05:02.570611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:05:02.577456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:05:02.577912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:05:05.585011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:05:05.591849] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:05:05.597378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:05:05.603069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:05:05.603408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:05:08.611248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:05:08.618917] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:05:08.626402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:05:08.634682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:05:08.635638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:05:11.642949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:05:11.648169] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:05:11.653356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:05:11.663440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:05:11.664122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:05:14.671094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:05:14.677370] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:05:14.685190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:05:14.692555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:05:14.692729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:05:17.699542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:05:17.705098] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:05:17.712319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:05:17.717981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:05:17.718311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:05:20.725060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:05:20.730796] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:05:20.737640] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:05:20.744447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:05:20.745046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:05:23.752296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:05:23.759569] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:05:23.767916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:05:23.773878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:05:23.774194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:05:26.787679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:05:26.795313] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:05:26.801306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:05:26.807087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:05:26.807364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:05:29.813248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:05:29.819011] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:05:29.825424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:05:29.831297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:05:29.831423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:05:32.837733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:05:32.843342] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:05:32.848915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:05:32.854410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:05:32.854840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:05:35.860778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:05:35.867638] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:05:35.874273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:05:35.879494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:05:35.879744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:05:38.884536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:05:38.889734] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:05:38.895049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:05:38.900392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:05:38.900704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:05:41.912222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:05:41.920004] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:05:41.924861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:05:41.929400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:05:41.929505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:05:44.936814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:05:44.943829] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:05:44.950788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:05:44.955776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:05:44.955883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:05:47.962216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:05:47.968438] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:05:47.976788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:05:47.981462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:05:47.981580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:05:50.987780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:05:50.993284] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:05:50.998794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:05:51.003068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:05:51.003174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:05:54.013465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:05:54.022786] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:05:54.029445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:05:54.034955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:05:54.035116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:05:57.043389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:05:57.344026] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:05:57.349331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:05:57.353825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:05:57.353913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:06:00.361026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:06:00.367965] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:06:00.375030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:06:00.381363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:06:00.381781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:06:03.389257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:06:03.395666] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:06:03.401920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:06:03.408840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:06:03.409014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:06:06.416212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:06:06.422963] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:06:06.428323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:06:06.433132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:06:06.433394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:06:09.441344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:06:09.449228] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:06:09.455219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:06:09.461112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:06:09.461247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:06:12.468472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:06:12.474595] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:06:12.484113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:06:12.489988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:06:12.490094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:06:15.498843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:06:15.504900] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:06:15.511896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:06:15.516191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:06:15.516337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:06:18.525037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:06:18.534396] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:06:18.541415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:06:18.547378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:06:18.547503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:06:21.564104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:06:21.572865] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:06:21.579942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:06:21.585680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:06:21.585891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:06:24.593283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:06:24.599852] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:06:24.606529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:06:24.612826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:06:24.612980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:06:27.633128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:06:27.641331] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:06:27.646331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:06:27.650946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:06:27.651245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:06:30.657014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:06:30.662683] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:06:30.667229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:06:30.672889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:06:30.673044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:06:33.680133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:06:33.689230] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:06:33.696739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:06:33.702430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:06:33.702597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:06:36.708011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:06:36.712747] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:06:36.717628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:06:36.724678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:06:36.724906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:06:39.732316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:06:39.738140] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:06:39.745719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:06:39.753513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:06:39.753629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:06:42.764786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:06:42.771186] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:06:42.775565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:06:42.779958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:06:42.780066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:06:45.786313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:06:45.792454] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:06:45.797394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:06:45.803665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:06:45.803804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:06:48.811239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:06:48.816054] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:06:48.821212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:06:48.827427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:06:48.827674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:06:51.834795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:06:51.841044] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:06:51.849178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:06:51.853689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:06:51.854033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:06:54.859718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:06:54.866460] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:06:54.872402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:06:54.877481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:06:54.877687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:06:57.884940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:06:57.891455] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:06:57.897985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:06:57.905850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:06:57.906063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:07:00.912310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:07:00.917739] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:07:00.923619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:07:00.931836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:07:00.931984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:07:03.937543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:07:03.941803] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:07:03.947454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:07:03.953030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:07:03.953424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:07:06.960710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:07:06.967997] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:07:06.973716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:07:06.980890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:07:06.982126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:07:09.990078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:07:09.997632] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:07:10.004793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:07:10.012810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:07:10.013172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:07:13.019513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:07:13.025978] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:07:13.032516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:07:13.039732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:07:13.039957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:07:16.047772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:07:16.054204] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:07:16.059394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:07:16.064355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:07:16.064509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:07:19.071945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:07:19.078786] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:07:19.084740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:07:19.089585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:07:19.089731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:07:22.096193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:07:22.101357] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:07:22.109329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:07:22.115898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:07:22.116027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:07:25.123597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:07:25.128782] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:07:25.134587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:07:25.139386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:07:25.139498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:07:28.150074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:07:28.356907] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:07:28.363556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:07:28.368069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:07:28.368201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:07:31.374630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:07:31.380015] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:07:31.386085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:07:31.390987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:07:31.391310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:07:34.397271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:07:34.404531] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:07:34.409617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:07:34.414408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:07:34.414564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:07:37.421473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:07:37.426856] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:07:37.432228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:07:37.437938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:07:37.438110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:07:40.443507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:07:40.448373] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:07:40.456367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:07:40.461622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:07:40.461946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:07:43.468840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:07:43.474676] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:07:43.480888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:07:43.487419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:07:43.487566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:07:46.493274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:07:46.497777] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:07:46.505348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:07:46.510750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:07:46.510860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:07:49.516329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:07:49.520522] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:07:49.525316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:07:49.532421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:07:49.532706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:07:52.539150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:07:52.545059] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:07:52.551241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:07:52.557481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:07:52.557720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:07:55.563213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:07:55.568252] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:07:55.572946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:07:55.579762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:07:55.579881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:07:58.586419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:07:58.594142] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:07:58.603729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:07:58.609145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:07:58.609372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:08:01.621165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:08:01.629610] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:08:01.635322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:08:01.640258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:08:01.640373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:08:04.646636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:08:04.652202] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:08:04.658545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:08:04.663419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:08:04.663543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:08:07.674768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:08:07.680687] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:08:07.685673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:08:07.690268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:08:07.690533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:08:10.697612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:08:10.703143] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:08:10.709206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:08:10.716756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:08:10.717007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:08:13.732829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:08:13.739347] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:08:13.747248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:08:13.754299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:08:13.754448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:08:16.763941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:08:16.778834] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:08:16.787015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:08:16.792533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:08:16.792907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:08:19.799568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:08:19.807112] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:08:19.812116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:08:19.816539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:08:19.816702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:08:22.822743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:08:22.831780] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:08:22.837449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:08:22.843070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:08:22.843196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:08:25.849831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:08:25.856085] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:08:25.866291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:08:25.870877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:08:25.870978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:08:28.878186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:08:28.883518] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:08:28.894178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:08:28.899038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:08:28.899147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:08:31.906218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:08:31.911776] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:08:31.918370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:08:31.924709] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:08:31.924839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:08:34.934274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:08:34.940141] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:08:34.944798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:08:34.949103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:08:34.949219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:08:37.955073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:08:37.961842] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:08:37.967534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:08:37.972161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:08:37.972282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:08:40.977561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:08:40.983921] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:08:40.990561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:08:40.996512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:08:40.996886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:08:44.003950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:08:44.009478] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:08:44.014695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:08:44.020597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:08:44.020767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:08:47.031316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:08:47.038448] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:08:47.044602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:08:47.050764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:08:47.050924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:08:50.063727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:08:50.070181] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:08:50.076005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:08:50.086144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:08:50.087564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:08:53.095099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:08:53.100182] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:08:53.105298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:08:53.110824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:08:53.111390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:08:56.120600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:08:56.127082] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:08:56.132865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:08:56.137544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:08:56.137702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:08:59.440801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:08:59.446831] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:08:59.453679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:08:59.459588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:08:59.459991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:09:02.468093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:09:02.473914] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:09:02.479059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:09:02.484226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:09:02.484520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:09:05.490780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:09:05.496084] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:09:05.502007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:09:05.508932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:09:05.509306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:09:08.515878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:09:08.521186] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:09:08.525977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:09:08.533848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:09:08.534034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:09:11.541615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:09:11.546920] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:09:11.554171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:09:11.560267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:09:11.561170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:09:14.567983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:09:14.573967] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:09:14.578576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:09:14.584563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:09:14.584884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:09:17.592342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:09:17.597989] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:09:17.603909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:09:17.609105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:09:17.609236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:09:20.615821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:09:20.621627] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:09:20.626865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:09:20.631808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:09:20.631939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:09:23.638866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:09:23.644003] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:09:23.652020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:09:23.658029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:09:23.658383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:09:26.666120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:09:26.671613] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:09:26.677042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:09:26.681999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:09:26.682229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:09:29.691082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:09:29.695900] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:09:29.701947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:09:29.708669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:09:29.708786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:09:32.715227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:09:32.719266] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:09:32.723706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:09:32.728875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:09:32.728993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:09:35.738362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:09:35.743678] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:09:35.748931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:09:35.756539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:09:35.756817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:09:38.762665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:09:38.767083] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:09:38.771368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:09:38.775614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:09:38.775797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:09:41.783702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:09:41.789117] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:09:41.793117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:09:41.796941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:09:41.797085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:09:44.805334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:09:44.810218] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:09:44.814879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:09:44.820371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:09:44.820462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:09:47.827994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:09:47.832661] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:09:47.837283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:09:47.842143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:09:47.842407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:09:50.850264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:09:50.856921] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:09:50.864248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:09:50.871271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:09:50.871446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:09:53.876962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:09:53.881218] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:09:53.886086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:09:53.895845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:09:53.896203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:09:56.902529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:09:56.906841] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:09:56.911223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:09:56.915772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:09:56.915896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:09:59.924734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:09:59.930598] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:09:59.936543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:09:59.943027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:09:59.943234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:10:02.949558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:10:02.954044] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:10:02.959392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:10:02.965294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:10:02.965452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:10:05.971935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:10:05.976392] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:10:05.980265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:10:05.984100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:10:05.984180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:10:08.990781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:10:08.996134] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:10:09.001585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:10:09.008482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:10:09.008782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:10:12.015347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:10:12.021234] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:10:12.025962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:10:12.031160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:10:12.031251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:10:15.039229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:10:15.044056] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:10:15.049309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:10:15.057477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:10:15.059409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:10:18.069081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:10:18.073413] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:10:18.080548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:10:18.087753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:10:18.087870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:10:21.093712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:10:21.098882] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:10:21.107298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:10:21.112325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:10:21.112453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:10:24.117772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:10:24.122220] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:10:24.126246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:10:24.130474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:10:24.131243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:10:27.137803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:10:27.143032] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:10:27.148263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:10:27.153831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:10:27.153940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:10:30.160235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:10:30.165540] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:10:30.170729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:10:30.175533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:10:30.175633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:10:33.180759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:10:33.186438] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:10:33.191404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:10:33.197244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:10:33.197750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:10:36.202805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:10:36.207156] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:10:36.211561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:10:36.216500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:10:36.216901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:10:39.227727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:10:39.231896] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:10:39.235949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:10:39.241046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:10:39.241277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:10:42.247292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:10:42.251220] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:10:42.254874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:10:42.259088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:10:42.259237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:10:45.265263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:10:45.269681] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:10:45.273373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:10:45.277336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:10:45.277425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:10:48.284952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:10:48.290972] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:10:48.297090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:10:48.301766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:10:48.301904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:10:51.308759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:10:51.313414] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:10:51.317283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:10:51.322430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:10:51.322697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:10:54.328891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:10:54.333465] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:10:54.338142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:10:54.342895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:10:54.343991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:10:57.350711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:10:57.355069] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:10:57.359340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:10:57.365313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:10:57.365854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:11:00.558384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:11:00.565975] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:11:00.574565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:11:00.579509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:11:00.579680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:11:03.585859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:11:03.624397] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:11:03.630173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:11:03.635909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:11:03.636035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:11:06.641981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:11:06.647152] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:11:06.652465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:11:06.658121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:11:06.658243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:11:09.664411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:11:09.671429] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:11:09.677792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:11:09.684793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:11:09.685132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:11:12.691262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:11:12.697300] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:11:12.702556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:11:12.707806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:11:12.708138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:11:15.714709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:11:15.721095] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:11:15.728136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:11:15.735311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:11:15.735770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:11:18.743311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:11:18.751320] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:11:18.757232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:11:18.763270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:11:18.763785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:11:21.770225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:11:21.775687] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:11:21.783909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:11:21.790851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:11:21.791047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:11:24.798103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:11:24.803094] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:11:24.811187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:11:24.819011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:11:24.819177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:11:27.826958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:11:27.833193] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:11:27.840832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:11:27.846228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:11:27.846335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:11:30.854415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:11:30.863504] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:11:30.871423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:11:30.878794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:11:30.879132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:11:33.885312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:11:33.892275] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:11:33.898373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:11:33.903481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:11:33.903786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:11:36.912938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:11:36.919025] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:11:36.925945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:11:36.933131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:11:36.933301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:11:39.940445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:11:39.947151] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:11:39.955672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:11:39.962177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:11:39.962354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:11:42.969634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:11:42.975942] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:11:42.983957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:11:42.993312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:11:42.993499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:11:46.001702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:11:46.008918] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:11:46.017272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:11:46.022872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:11:46.023015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:11:49.033134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:11:49.039086] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:11:49.045422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:11:49.052472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:11:49.052673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:11:52.060188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:11:52.066111] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:11:52.070914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:11:52.076079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:11:52.076279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:11:55.087518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:11:55.093634] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:11:55.098749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:11:55.103152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:11:55.103678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:11:58.110880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:11:58.117788] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:11:58.124036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:11:58.131419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:11:58.131803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:12:01.139376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:12:01.334283] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:12:01.341000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:12:01.348042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:12:01.348211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:12:04.354970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:12:04.360140] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:12:04.364578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:12:04.368931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:12:04.369051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:12:07.376718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:12:07.382272] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:12:07.386937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:12:07.392114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:12:07.392231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:12:10.400186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:12:10.406874] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:12:10.412388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:12:10.417074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:12:10.417190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:12:13.424929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:12:13.429950] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:12:13.435363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:12:13.440285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:12:13.440395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:12:16.448108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:12:16.453906] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:12:16.458399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:12:16.462279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:12:16.462363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:12:19.473630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:12:19.481376] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:12:19.488994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:12:19.493411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:12:19.493494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:12:22.501164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:12:22.509807] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:12:22.516087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:12:22.521767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:12:22.521871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:12:25.527227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:12:25.534062] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:12:25.539933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:12:25.544292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:12:25.544408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:12:28.553374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:12:28.560089] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:12:28.564893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:12:28.569178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:12:28.569294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:12:31.577381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:12:31.583208] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:12:31.588264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:12:31.593131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:12:31.593265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:12:34.599230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:12:34.605464] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:12:34.610115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:12:34.615162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:12:34.615281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:12:37.620966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:12:37.626141] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:12:37.630915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:12:37.634956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:12:37.635066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:12:40.642712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:12:40.649117] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:12:40.655107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:12:40.660629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:12:40.660806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:12:43.667026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:12:43.671425] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:12:43.675759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:12:43.680893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:12:43.681187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:12:46.689767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:12:46.696856] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:12:46.704820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:12:46.711905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:12:46.712239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:12:49.720024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:12:49.726152] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:12:49.734791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:12:49.740770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:12:49.741081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:12:52.748368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:12:52.753570] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:12:52.758963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:12:52.764382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:12:52.764568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:12:55.771985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:12:55.778345] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:12:55.783684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:12:55.789302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:12:55.789442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:12:58.795483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:12:58.799909] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:12:58.803564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:12:58.807480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:12:58.807585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:13:01.820265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:13:01.827718] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:13:01.832567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:13:01.838287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:13:01.838420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:13:04.843931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:13:04.848227] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:13:04.852303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:13:04.856463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:13:04.856562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:13:07.861465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:13:07.865618] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:13:07.869730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:13:07.873697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:13:07.873797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:13:10.879729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:13:10.884245] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:13:10.888460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:13:10.892597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:13:10.892734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:13:13.898115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:13:13.902345] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:13:13.906296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:13:13.910265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:13:13.910360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:13:16.915080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:13:16.919558] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:13:16.923800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:13:16.929110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:13:16.929261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:13:19.937273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:13:19.943427] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:13:19.948524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:13:19.952814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:13:19.952902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:13:22.962929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:13:22.967295] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:13:22.971674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:13:22.976116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:13:22.976241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:13:25.981596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:13:25.986112] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:13:25.990338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:13:25.994051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:13:25.994141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:13:29.001499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:13:29.006308] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:13:29.010704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:13:29.014555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:13:29.014704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:13:32.021946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:13:32.026773] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:13:32.031145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:13:32.035335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:13:32.035438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:13:35.049234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:13:35.054711] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:13:35.058962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:13:35.063842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:13:35.064008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:13:38.069596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:13:38.074165] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:13:38.078165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:13:38.082591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:13:38.082734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:13:41.088808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:13:41.092862] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:13:41.098161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:13:41.102735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:13:41.102839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:13:44.109061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:13:44.114879] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:13:44.119237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:13:44.123524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:13:44.123711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:13:47.129920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:13:47.134298] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:13:47.139293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:13:47.144189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:13:47.144352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:13:50.151244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:13:50.156282] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:13:50.161010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:13:50.165596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:13:50.165756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:13:53.172915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:13:53.181276] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:13:53.186851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:13:53.192146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:13:53.192275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:13:56.198563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:13:56.203555] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:13:56.207714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:13:56.211669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:13:56.211783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:13:59.218748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:13:59.222983] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:13:59.227204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:13:59.231920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:13:59.232030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:14:02.239372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:14:02.244700] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:14:02.250358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:14:02.255964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:14:02.256120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:14:05.268825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:14:05.274058] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:14:05.279141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:14:05.283819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:14:05.283944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:14:08.290607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:14:08.295830] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:14:08.300438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:14:08.304934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:14:08.305026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:14:11.311044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:14:11.315456] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:14:11.319418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:14:11.323440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:14:11.323527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:14:14.329272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:14:14.333678] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:14:14.337733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:14:14.341590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:14:14.341709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:14:17.346911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:14:17.351327] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:14:17.355544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:14:17.359700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:14:17.359791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:14:20.365118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:14:20.370110] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:14:20.375393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:14:20.380037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:14:20.380154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:14:23.386335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:14:23.391378] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:14:23.396868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:14:23.402073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:14:23.402208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:14:26.409662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:14:26.413703] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:14:26.417398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:14:26.421676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:14:26.421781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:14:29.430409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:14:29.434980] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:14:29.438911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:14:29.443121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:14:29.443243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:14:32.450356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:14:32.455607] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:14:32.460639] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:14:32.465347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:14:32.465430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:14:35.471520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:14:35.475460] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:14:35.479209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:14:35.482832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:14:35.482915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:14:38.489867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:14:38.494679] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:14:38.498675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:14:38.502402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:14:38.502501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:14:41.509838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:14:41.514675] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:14:41.519896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:14:41.525154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:14:41.525298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:14:44.531674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:14:44.535972] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:14:44.539885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:14:44.543607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:14:44.543734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:14:47.549782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:14:47.554167] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:14:47.558342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:14:47.562535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:14:47.562665] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:14:50.569981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:14:50.575916] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:14:50.581189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:14:50.586096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:14:50.586244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:14:53.592213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:14:53.596850] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:14:53.601239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:14:53.605619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:14:53.605744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:14:56.611905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:14:56.618074] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:14:56.623584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:14:56.630351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:14:56.630738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:14:59.637149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:14:59.642127] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:14:59.646554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:14:59.650457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:14:59.650547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:15:02.659061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:15:02.666070] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:15:02.672365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:15:02.682717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:15:02.682882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:15:05.688936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:15:05.693929] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:15:05.699210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:15:05.704318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:15:05.704466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:15:08.711382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:15:08.716075] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:15:08.720383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:15:08.724482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:15:08.724601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:15:11.731058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:15:11.735383] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:15:11.740212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:15:11.744829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:15:11.744919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:15:14.752829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:15:14.757434] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:15:14.761343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:15:14.765254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:15:14.765354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:15:17.771286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:15:17.776441] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:15:17.780968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:15:17.785222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:15:17.785339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:15:20.790498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:15:20.794880] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:15:20.799876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:15:20.805407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:15:20.805542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:15:23.811394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:15:23.815730] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:15:23.819859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:15:23.824337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:15:23.824439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:15:26.829986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:15:26.834351] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:15:26.838716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:15:26.842871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:15:26.842967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:15:29.848351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:15:29.852580] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:15:29.856994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:15:29.861231] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:15:29.861340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:15:32.872149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:15:32.877833] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:15:32.882895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:15:32.888701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:15:32.888846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:15:35.894479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:15:35.900408] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:15:35.905046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:15:35.909679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:15:35.909812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:15:38.916365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:15:38.921111] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:15:38.924944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:15:38.928723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:15:38.928816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:15:41.935713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:15:41.940525] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:15:41.944790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:15:41.949486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:15:41.949623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:15:44.955566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:15:44.960075] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:15:44.964239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:15:44.968608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:15:44.968727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:15:47.977430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:15:47.982995] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:15:47.989903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:15:47.995183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:15:47.995321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:15:51.002451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:15:51.008154] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:15:51.012958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:15:51.017330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:15:51.017464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:15:54.024966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:15:54.031149] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:15:54.036865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:15:54.042378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:15:54.042532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:15:57.049217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:15:57.054338] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:15:57.058809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:15:57.063078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:15:57.063265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:16:00.071215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:16:00.076913] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:16:00.082936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:16:00.088543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:16:00.088718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:16:03.096897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:16:03.102249] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:16:03.200175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:16:03.205839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:16:03.205943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:16:06.212935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:16:06.218424] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:16:06.223889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:16:06.233276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:16:06.233450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:16:09.239884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:16:09.244966] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:16:09.256065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:16:09.262751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:16:09.262917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:16:12.269250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:16:12.274132] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:16:12.279883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:16:12.285975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:16:12.286101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:16:15.293200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:16:15.299397] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:16:15.305519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:16:15.311801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:16:15.312075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:16:18.324467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:16:18.332216] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:16:18.340545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:16:18.349019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:16:18.349161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:16:21.354485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:16:21.360104] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:16:21.368322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:16:21.374105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:16:21.374260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:16:24.379841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:16:24.386195] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:16:24.393440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:16:24.402271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:16:24.402443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:16:27.413055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:16:27.421069] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:16:27.428795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:16:27.436515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:16:27.436688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:16:30.445639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:16:30.451380] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:16:30.458663] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:16:30.463364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:16:30.463527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:16:33.470171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:16:33.476606] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:16:33.482229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:16:33.487190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:16:33.487337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:16:36.494124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:16:36.502333] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:16:36.510035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:16:36.517479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:16:36.522063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:16:39.528411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:16:39.533098] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:16:39.538748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:16:39.544606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:16:39.544921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:16:42.557492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:16:42.568014] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:16:42.575183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:16:42.581971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:16:42.582217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:16:45.588451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:16:45.595417] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:16:45.602868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:16:45.608613] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:16:45.608986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:16:48.615260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:16:48.620538] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:16:48.626335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:16:48.631132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:16:48.631250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:16:51.637863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:16:51.646550] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:16:51.653561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:16:51.659047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:16:51.659209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:16:54.667403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:16:54.676030] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:16:54.684379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:16:54.689910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:16:54.690077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:16:57.700618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:16:57.709051] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:16:57.715151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:16:57.720542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:16:57.720677] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:17:00.728236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:17:00.734895] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:17:00.741432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:17:00.746463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:17:00.746684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:17:03.754797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:17:03.761932] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:17:03.767368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:17:03.773975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:17:03.774155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:17:06.782828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:17:06.791976] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:17:06.797542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:17:06.802067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:17:06.802199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:17:09.808436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:17:09.813961] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:17:09.819529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:17:09.824395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:17:09.824549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:17:12.831920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:17:12.839165] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:17:12.846240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:17:12.851627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:17:12.851809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:17:15.865359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:17:15.873076] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:17:15.879674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:17:15.884614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:17:15.884776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:17:18.893304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:17:18.900211] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:17:18.907121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:17:18.915014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:17:18.915140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:17:21.922560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:17:21.931894] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:17:21.938794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:17:21.944400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:17:21.944535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:17:24.949968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:17:24.957221] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:17:24.962999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:17:24.968988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:17:24.969132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:17:27.975375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:17:27.984089] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:17:27.991687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:17:27.999283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:17:27.999466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:17:31.006513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:17:31.013385] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:17:31.019239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:17:31.024262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:17:31.024446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:17:34.127283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:17:34.163029] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:17:34.234587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:17:34.239621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:17:34.239903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:17:37.246712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:17:37.252096] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:17:37.259191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:17:37.265394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:17:37.265914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:17:40.275576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:17:40.285257] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:17:40.290972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:17:40.296781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:17:40.297212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:17:43.302577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:17:43.308531] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:17:43.313919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:17:43.318845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:17:43.319042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:17:46.327444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:17:46.333373] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:17:46.337877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:17:46.344021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:17:46.344281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:17:49.352112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:17:49.359843] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:17:49.367173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:17:49.373883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:17:49.374079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:17:52.381166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:17:52.386869] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:17:52.392072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:17:52.398264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:17:52.398399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:17:55.405064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:17:55.410841] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:17:55.421224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:17:55.428067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:17:55.428340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:17:58.434835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:17:58.440427] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:17:58.446405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:17:58.452568] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:17:58.453050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:18:01.460058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:18:01.467073] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:18:01.474085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:18:01.482911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:18:01.483347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:18:04.491788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:18:04.499955] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:18:04.506902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:18:04.512956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:18:04.513631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:18:07.521541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:18:07.528378] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:18:07.535728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:18:07.541979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:18:07.542348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:18:10.550945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:18:10.557718] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:18:10.563381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:18:10.569305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:18:10.569607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:18:13.575177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:18:13.581175] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:18:13.587785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:18:13.593190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:18:13.593394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:18:16.600690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-09-29T22:18:16.606374] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:18:16.612321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:18:16.618405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:18:16.622939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-09-29T22:18:19.628567] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-09-29T22:18:19.633043] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-09-29), and is a dependency of this service.
[2025-09-29T22:18:19.637660] [WARN ] [sigr-status] Service 'sigr' is not running.
[2025-09-29T22:18:19.642620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-09-29T22:18:19.647221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-09-29T22:18:19.647781] [WARN ] [STATE     ] State set to: RUNNING
[2025-09-29T22:18:19.648046] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-09-29T22:18:19.648317] [INFO ] [LOCAL     ] Clearing forecasts directory: ./output/forecasts
[2025-09-29T22:18:19.753280] [INFO ] [LOCAL     ] Forecasts directory cleared and recreated
[2025-09-29T22:18:19.754753] [INFO ] [CACHE     ] Retrieved 2211 active symbols from cache
[2025-09-29T22:18:19.758743] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-09-29T22:18:19.758842] [INFO ] [sig       ] Found 2211 active symbols to forecast
[2025-09-29T22:18:19.759413] [INFO ] [sig       ] [1/2211] Forecasting A...
[2025-09-29T22:18:19.759505] [INFO ] [sig       ] Generating forecast for: A
[2025-09-29T22:18:19.759615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-09-29T22:18:19.764624] [WARN ] [REMOTE    ] Historical data not found for symbol 'A' (404).
[2025-09-29T22:18:19.764882] [FATAL] [sig       ] A: No historical data fetched.
[2025-09-29T22:18:19.765049] [WARN ] [sig       ] [1/2211] Failed A after 0.0s | 178.41 sym/s | Total: 0.0s | ETA: 12.4s
[2025-09-29T22:18:19.765151] [INFO ] [sig       ] [2/2211] Forecasting AA...
[2025-09-29T22:18:19.765223] [INFO ] [sig       ] Generating forecast for: AA
[2025-09-29T22:18:19.765282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'.
[2025-09-29T22:18:19.769742] [WARN ] [REMOTE    ] Historical data not found for symbol 'AA' (404).
[2025-09-29T22:18:19.769929] [FATAL] [sig       ] AA: No historical data fetched.
[2025-09-29T22:18:19.770051] [WARN ] [sig       ] [2/2211] Failed AA after 0.0s | 187.82 sym/s | Total: 0.0s | ETA: 11.8s
[2025-09-29T22:18:19.770133] [INFO ] [sig       ] [3/2211] Forecasting AAP...
[2025-09-29T22:18:19.770175] [INFO ] [sig       ] Generating forecast for: AAP
[2025-09-29T22:18:19.770206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-09-29T22:18:19.773845] [WARN ] [REMOTE    ] Historical data not found for symbol 'AAP' (404).
[2025-09-29T22:18:19.774032] [FATAL] [sig       ] AAP: No historical data fetched.
[2025-09-29T22:18:19.774136] [WARN ] [sig       ] [3/2211] Failed AAP after 0.0s | 203.58 sym/s | Total: 0.0s | ETA: 10.8s
[2025-09-29T22:18:19.774219] [INFO ] [sig       ] [4/2211] Forecasting AAT...
[2025-09-29T22:18:19.774262] [INFO ] [sig       ] Generating forecast for: AAT
[2025-09-29T22:18:19.774294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAT' from 'https://tdm.silogroup.org/data/derivative_storage/AAT.csv'.
[2025-09-29T22:18:19.792852] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AAT'.
[2025-09-29T22:18:19.793434] [INFO ] [FORECASTER] Starting predict_future for AAT
[2025-09-29T22:18:19.837403] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:19.838404] [DEBUG] [LOCAL     ] No optimal features file found for AAT: ./output/feature-sets/AAT.txt
[2025-09-29T22:18:19.838479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:19.838580] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:19.838637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:19.838790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:19.857908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:19.859175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:19.859570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:19.859629] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:19.906434] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:19.906633] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:19.906748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:19.906801] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:19.911944] [DEBUG] [FORECASTER] AAT: Forecast T+1@11:T+2@11: UP (p=76.90%)
[2025-09-29T22:18:19.912467] [INFO ] [FORECASTER] Completed predict_future for AAT
[2025-09-29T22:18:19.912663] [INFO ] [sig       ] AAT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:20.072677] [INFO ] [LOCAL     ] Saved forecast: AAT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AAT.txt
[2025-09-29T22:18:20.072911] [WARN ] [sig       ] [4/2211] Failed AAT after 0.3s | 12.76 sym/s | Total: 0.3s | ETA: 2.9m
[2025-09-29T22:18:20.072998] [INFO ] [sig       ] [5/2211] Forecasting AB...
[2025-09-29T22:18:20.073038] [INFO ] [sig       ] Generating forecast for: AB
[2025-09-29T22:18:20.073072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-09-29T22:18:20.083856] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AB'.
[2025-09-29T22:18:20.084208] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-09-29T22:18:20.111450] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:20.112523] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-09-29T22:18:20.112581] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:20.112618] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:20.112682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:20.112766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:20.132481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:20.133326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:20.133434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:20.133471] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:20.175492] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:20.175680] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:20.175745] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:20.175786] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:20.180015] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2025-09-29T22:18:20.180317] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-09-29T22:18:20.180504] [INFO ] [sig       ] AB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:20.360967] [INFO ] [LOCAL     ] Saved forecast: AB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AB.txt
[2025-09-29T22:18:20.361197] [WARN ] [sig       ] [5/2211] Failed AB after 0.3s | 8.31 sym/s | Total: 0.6s | ETA: 4.4m
[2025-09-29T22:18:20.361278] [INFO ] [sig       ] [6/2211] Forecasting ABBV...
[2025-09-29T22:18:20.361318] [INFO ] [sig       ] Generating forecast for: ABBV
[2025-09-29T22:18:20.361350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABBV' from 'https://tdm.silogroup.org/data/derivative_storage/ABBV.csv'.
[2025-09-29T22:18:20.373934] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ABBV'.
[2025-09-29T22:18:20.374332] [INFO ] [FORECASTER] Starting predict_future for ABBV
[2025-09-29T22:18:20.401627] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:20.402461] [DEBUG] [LOCAL     ] No optimal features file found for ABBV: ./output/feature-sets/ABBV.txt
[2025-09-29T22:18:20.402519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:20.402556] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:20.402585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:20.402664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:20.423081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:20.423811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:20.423911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:20.423952] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:20.462442] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:20.462570] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:20.462612] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:20.462671] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:20.466244] [DEBUG] [FORECASTER] ABBV: Forecast T+1@11:T+2@11: UP (p=89.86%)
[2025-09-29T22:18:20.466531] [INFO ] [FORECASTER] Completed predict_future for ABBV
[2025-09-29T22:18:20.466699] [INFO ] [sig       ] ABBV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:20.734198] [INFO ] [LOCAL     ] Saved forecast: ABBV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ABBV.txt
[2025-09-29T22:18:20.734443] [WARN ] [sig       ] [6/2211] Failed ABBV after 0.4s | 6.15 sym/s | Total: 1.0s | ETA: 6.0m
[2025-09-29T22:18:20.734534] [INFO ] [sig       ] [7/2211] Forecasting ABCB...
[2025-09-29T22:18:20.734578] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-09-29T22:18:20.734613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-09-29T22:18:20.746035] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ABCB'.
[2025-09-29T22:18:20.746451] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-09-29T22:18:20.773365] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:20.774251] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-09-29T22:18:20.774313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:20.774350] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:20.774381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:20.774440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:20.793217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:20.793957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:20.794047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:20.794084] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:20.833190] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:20.833327] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:20.833368] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:20.833400] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:20.836977] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: UP (p=58.49%)
[2025-09-29T22:18:20.837315] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-09-29T22:18:20.837467] [INFO ] [sig       ] ABCB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:20.996780] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ABCB.txt
[2025-09-29T22:18:20.997009] [WARN ] [sig       ] [7/2211] Failed ABCB after 0.3s | 5.66 sym/s | Total: 1.2s | ETA: 6.5m
[2025-09-29T22:18:20.997107] [INFO ] [sig       ] [8/2211] Forecasting ABEV...
[2025-09-29T22:18:20.997149] [INFO ] [sig       ] Generating forecast for: ABEV
[2025-09-29T22:18:20.997184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEV' from 'https://tdm.silogroup.org/data/derivative_storage/ABEV.csv'.
[2025-09-29T22:18:21.008236] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ABEV'.
[2025-09-29T22:18:21.008601] [INFO ] [FORECASTER] Starting predict_future for ABEV
[2025-09-29T22:18:21.035388] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:21.036211] [DEBUG] [LOCAL     ] No optimal features file found for ABEV: ./output/feature-sets/ABEV.txt
[2025-09-29T22:18:21.036273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:21.036354] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:21.036401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:21.036463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:21.055100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:21.055749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:21.055840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:21.055877] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:21.095063] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:21.095216] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:21.095259] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:21.095290] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:21.098821] [DEBUG] [FORECASTER] ABEV: Forecast T+1@11:T+2@11: UP (p=56.44%)
[2025-09-29T22:18:21.099110] [INFO ] [FORECASTER] Completed predict_future for ABEV
[2025-09-29T22:18:21.099258] [INFO ] [sig       ] ABEV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:21.247253] [INFO ] [LOCAL     ] Saved forecast: ABEV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ABEV.txt
[2025-09-29T22:18:21.247500] [WARN ] [sig       ] [8/2211] Failed ABEV after 0.3s | 5.38 sym/s | Total: 1.5s | ETA: 6.8m
[2025-09-29T22:18:21.247582] [INFO ] [sig       ] [9/2211] Forecasting ABG...
[2025-09-29T22:18:21.247624] [INFO ] [sig       ] Generating forecast for: ABG
[2025-09-29T22:18:21.247692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-09-29T22:18:21.252846] [WARN ] [REMOTE    ] Historical data not found for symbol 'ABG' (404).
[2025-09-29T22:18:21.253059] [FATAL] [sig       ] ABG: No historical data fetched.
[2025-09-29T22:18:21.253150] [WARN ] [sig       ] [9/2211] Failed ABG after 0.0s | 6.03 sym/s | Total: 1.5s | ETA: 6.1m
[2025-09-29T22:18:21.253225] [INFO ] [sig       ] [10/2211] Forecasting ABM...
[2025-09-29T22:18:21.253266] [INFO ] [sig       ] Generating forecast for: ABM
[2025-09-29T22:18:21.253300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-09-29T22:18:21.263095] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ABM'.
[2025-09-29T22:18:21.263508] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-09-29T22:18:21.290798] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:21.291713] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-09-29T22:18:21.291974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:21.292031] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:21.292061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:21.292120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:21.315272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:21.316372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:21.316487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:21.316538] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:21.365157] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:21.365341] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:21.365392] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:21.365430] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:21.370046] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: DOWN (p=4.12%)
[2025-09-29T22:18:21.370393] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-09-29T22:18:21.370548] [INFO ] [sig       ] ABM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:21.538256] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ABM.txt
[2025-09-29T22:18:21.538567] [WARN ] [sig       ] [10/2211] Failed ABM after 0.3s | 5.62 sym/s | Total: 1.8s | ETA: 6.5m
[2025-09-29T22:18:21.538703] [INFO ] [sig       ] [11/2211] Forecasting ABR...
[2025-09-29T22:18:21.538763] [INFO ] [sig       ] Generating forecast for: ABR
[2025-09-29T22:18:21.538810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABR' from 'https://tdm.silogroup.org/data/derivative_storage/ABR.csv'.
[2025-09-29T22:18:21.559009] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ABR'.
[2025-09-29T22:18:21.559564] [INFO ] [FORECASTER] Starting predict_future for ABR
[2025-09-29T22:18:21.590503] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:21.591500] [DEBUG] [LOCAL     ] No optimal features file found for ABR: ./output/feature-sets/ABR.txt
[2025-09-29T22:18:21.591565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:21.591604] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:21.591636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:21.591745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:21.612150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:21.612894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:21.612984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:21.613020] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:21.650787] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:21.650952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:21.650998] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:21.651030] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:21.654997] [DEBUG] [FORECASTER] ABR: Forecast T+1@11:T+2@11: UP (p=89.19%)
[2025-09-29T22:18:21.655347] [INFO ] [FORECASTER] Completed predict_future for ABR
[2025-09-29T22:18:21.655516] [INFO ] [sig       ] ABR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:21.818048] [INFO ] [LOCAL     ] Saved forecast: ABR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ABR.txt
[2025-09-29T22:18:21.818279] [WARN ] [sig       ] [11/2211] Failed ABR after 0.3s | 5.34 sym/s | Total: 2.1s | ETA: 6.9m
[2025-09-29T22:18:21.818364] [INFO ] [sig       ] [12/2211] Forecasting ABT...
[2025-09-29T22:18:21.818405] [INFO ] [sig       ] Generating forecast for: ABT
[2025-09-29T22:18:21.818437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABT' from 'https://tdm.silogroup.org/data/derivative_storage/ABT.csv'.
[2025-09-29T22:18:21.829065] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ABT'.
[2025-09-29T22:18:21.829413] [INFO ] [FORECASTER] Starting predict_future for ABT
[2025-09-29T22:18:21.857857] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:21.858686] [DEBUG] [LOCAL     ] No optimal features file found for ABT: ./output/feature-sets/ABT.txt
[2025-09-29T22:18:21.858748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:21.858787] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:21.858818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:21.858878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:21.878266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:21.879014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:21.879101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:21.879137] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:21.918086] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:21.918248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:21.918292] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:21.918323] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:21.921832] [DEBUG] [FORECASTER] ABT: Forecast T+1@11:T+2@11: DOWN (p=27.22%)
[2025-09-29T22:18:21.922112] [INFO ] [FORECASTER] Completed predict_future for ABT
[2025-09-29T22:18:21.922246] [INFO ] [sig       ] ABT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:22.082123] [INFO ] [LOCAL     ] Saved forecast: ABT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ABT.txt
[2025-09-29T22:18:22.082364] [WARN ] [sig       ] [12/2211] Failed ABT after 0.3s | 5.17 sym/s | Total: 2.3s | ETA: 7.1m
[2025-09-29T22:18:22.082455] [INFO ] [sig       ] [13/2211] Forecasting ACA...
[2025-09-29T22:18:22.082504] [INFO ] [sig       ] Generating forecast for: ACA
[2025-09-29T22:18:22.082546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-09-29T22:18:22.093075] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACA'.
[2025-09-29T22:18:22.093412] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-09-29T22:18:22.121449] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:22.122303] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-09-29T22:18:22.122359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:22.122394] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:22.122422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:22.122481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:22.140859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:22.141474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:22.141571] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:22.141610] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:22.170061] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:22.170236] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:22.170295] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:22.170346] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:22.174412] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: DOWN (p=38.96%)
[2025-09-29T22:18:22.174778] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-09-29T22:18:22.174920] [INFO ] [sig       ] ACA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:22.331728] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ACA.txt
[2025-09-29T22:18:22.331988] [WARN ] [sig       ] [13/2211] Failed ACA after 0.2s | 5.05 sym/s | Total: 2.6s | ETA: 7.2m
[2025-09-29T22:18:22.332069] [INFO ] [sig       ] [14/2211] Forecasting ACCO...
[2025-09-29T22:18:22.332110] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-09-29T22:18:22.332144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-09-29T22:18:22.342309] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACCO'.
[2025-09-29T22:18:22.342725] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-09-29T22:18:22.370821] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:22.371673] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-09-29T22:18:22.371736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:22.371773] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:22.371803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:22.371863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:22.391986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:22.393037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:22.393172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:22.393216] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:22.426098] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:22.426334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:22.426419] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:22.426469] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:22.431116] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: UP (p=63.12%)
[2025-09-29T22:18:22.431555] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-09-29T22:18:22.431750] [INFO ] [sig       ] ACCO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:22.588259] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ACCO.txt
[2025-09-29T22:18:22.588499] [WARN ] [sig       ] [14/2211] Failed ACCO after 0.3s | 4.95 sym/s | Total: 2.8s | ETA: 7.4m
[2025-09-29T22:18:22.588582] [INFO ] [sig       ] [15/2211] Forecasting ACEL...
[2025-09-29T22:18:22.588622] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-09-29T22:18:22.588693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-09-29T22:18:22.593237] [WARN ] [REMOTE    ] Historical data not found for symbol 'ACEL' (404).
[2025-09-29T22:18:22.593459] [FATAL] [sig       ] ACEL: No historical data fetched.
[2025-09-29T22:18:22.593612] [WARN ] [sig       ] [15/2211] Failed ACEL after 0.0s | 5.29 sym/s | Total: 2.8s | ETA: 6.9m
[2025-09-29T22:18:22.593748] [INFO ] [sig       ] [16/2211] Forecasting ACHR...
[2025-09-29T22:18:22.593788] [INFO ] [sig       ] Generating forecast for: ACHR
[2025-09-29T22:18:22.593820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHR' from 'https://tdm.silogroup.org/data/derivative_storage/ACHR.csv'.
[2025-09-29T22:18:22.604853] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACHR'.
[2025-09-29T22:18:22.605302] [INFO ] [FORECASTER] Starting predict_future for ACHR
[2025-09-29T22:18:22.634150] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:22.635215] [DEBUG] [LOCAL     ] No optimal features file found for ACHR: ./output/feature-sets/ACHR.txt
[2025-09-29T22:18:22.635285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:22.635348] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:22.635380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:22.635441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:22.654792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:22.655553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:22.655668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:22.655724] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:22.730563] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:22.730755] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:22.730812] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:22.730845] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:22.734517] [DEBUG] [FORECASTER] ACHR: Forecast T+1@11:T+2@11: UP (p=59.68%)
[2025-09-29T22:18:22.734843] [INFO ] [FORECASTER] Completed predict_future for ACHR
[2025-09-29T22:18:22.734989] [INFO ] [sig       ] ACHR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:22.891632] [INFO ] [LOCAL     ] Saved forecast: ACHR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ACHR.txt
[2025-09-29T22:18:22.891885] [WARN ] [sig       ] [16/2211] Failed ACHR after 0.3s | 5.11 sym/s | Total: 3.1s | ETA: 7.2m
[2025-09-29T22:18:22.891962] [INFO ] [sig       ] [17/2211] Forecasting ACI...
[2025-09-29T22:18:22.892002] [INFO ] [sig       ] Generating forecast for: ACI
[2025-09-29T22:18:22.892036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-09-29T22:18:22.903279] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACI'.
[2025-09-29T22:18:22.903785] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-09-29T22:18:22.931735] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:22.932538] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-09-29T22:18:22.932600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:22.932638] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:22.932713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:22.932808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:22.951282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:22.951922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:22.952013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:22.952054] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:22.992286] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:22.992422] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:22.992464] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:22.992495] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:22.996054] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=35.52%)
[2025-09-29T22:18:22.996345] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-09-29T22:18:22.996487] [INFO ] [sig       ] ACI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:23.150223] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ACI.txt
[2025-09-29T22:18:23.150453] [WARN ] [sig       ] [17/2211] Failed ACI after 0.3s | 5.01 sym/s | Total: 3.4s | ETA: 7.3m
[2025-09-29T22:18:23.150530] [INFO ] [sig       ] [18/2211] Forecasting ACM...
[2025-09-29T22:18:23.150571] [INFO ] [sig       ] Generating forecast for: ACM
[2025-09-29T22:18:23.150609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-09-29T22:18:23.160911] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACM'.
[2025-09-29T22:18:23.161232] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-09-29T22:18:23.187869] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:23.188873] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-09-29T22:18:23.188934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:23.188973] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:23.189009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:23.189080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:23.207625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:23.208316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:23.208404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:23.208439] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:23.248838] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:23.249001] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:23.249046] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:23.249079] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:23.252765] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=20.56%)
[2025-09-29T22:18:23.253055] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-09-29T22:18:23.253197] [INFO ] [sig       ] ACM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:23.408563] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ACM.txt
[2025-09-29T22:18:23.408832] [WARN ] [sig       ] [18/2211] Failed ACM after 0.3s | 4.93 sym/s | Total: 3.6s | ETA: 7.4m
[2025-09-29T22:18:23.408916] [INFO ] [sig       ] [19/2211] Forecasting ACN...
[2025-09-29T22:18:23.408956] [INFO ] [sig       ] Generating forecast for: ACN
[2025-09-29T22:18:23.408988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-09-29T22:18:23.419463] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACN'.
[2025-09-29T22:18:23.419823] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-09-29T22:18:23.445814] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:23.446601] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-09-29T22:18:23.446683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:23.446735] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:23.446767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:23.446827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:23.465559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:23.466353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:23.466446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:23.466484] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:23.509159] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:23.509287] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:23.509329] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:23.509368] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:23.512844] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: UP (p=55.47%)
[2025-09-29T22:18:23.513129] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-09-29T22:18:23.513269] [INFO ] [sig       ] ACN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:23.666090] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ACN.txt
[2025-09-29T22:18:23.666350] [WARN ] [sig       ] [19/2211] Failed ACN after 0.3s | 4.86 sym/s | Total: 3.9s | ETA: 7.5m
[2025-09-29T22:18:23.666436] [INFO ] [sig       ] [20/2211] Forecasting ACP...
[2025-09-29T22:18:23.666479] [INFO ] [sig       ] Generating forecast for: ACP
[2025-09-29T22:18:23.666513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-09-29T22:18:23.671264] [WARN ] [REMOTE    ] Historical data not found for symbol 'ACP' (404).
[2025-09-29T22:18:23.671455] [FATAL] [sig       ] ACP: No historical data fetched.
[2025-09-29T22:18:23.671553] [WARN ] [sig       ] [20/2211] Failed ACP after 0.0s | 5.11 sym/s | Total: 3.9s | ETA: 7.1m
[2025-09-29T22:18:23.671629] [INFO ] [sig       ] [21/2211] Forecasting ACR...
[2025-09-29T22:18:23.671706] [INFO ] [sig       ] Generating forecast for: ACR
[2025-09-29T22:18:23.671746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACR' from 'https://tdm.silogroup.org/data/derivative_storage/ACR.csv'.
[2025-09-29T22:18:23.680748] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACR'.
[2025-09-29T22:18:23.681089] [INFO ] [FORECASTER] Starting predict_future for ACR
[2025-09-29T22:18:23.707268] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:23.708126] [DEBUG] [LOCAL     ] No optimal features file found for ACR: ./output/feature-sets/ACR.txt
[2025-09-29T22:18:23.708190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:23.708233] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:23.708264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:23.708336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:23.727111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:23.727773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:23.727859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:23.727895] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:23.767204] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:23.767360] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:23.767402] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:23.767432] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:23.770954] [DEBUG] [FORECASTER] ACR: Forecast T+1@11:T+2@11: DOWN (p=47.71%)
[2025-09-29T22:18:23.771252] [INFO ] [FORECASTER] Completed predict_future for ACR
[2025-09-29T22:18:23.771404] [INFO ] [sig       ] ACR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:23.924857] [INFO ] [LOCAL     ] Saved forecast: ACR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ACR.txt
[2025-09-29T22:18:23.925120] [WARN ] [sig       ] [21/2211] Failed ACR after 0.3s | 5.04 sym/s | Total: 4.2s | ETA: 7.2m
[2025-09-29T22:18:23.925199] [INFO ] [sig       ] [22/2211] Forecasting ACRE...
[2025-09-29T22:18:23.925239] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-09-29T22:18:23.925272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-09-29T22:18:23.935968] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACRE'.
[2025-09-29T22:18:23.936420] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-09-29T22:18:23.968340] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:23.969276] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-09-29T22:18:23.969340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:23.969397] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:23.969427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:23.969485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:23.992770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:23.993677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:23.993792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:23.993863] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:24.041711] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:24.041885] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:24.041930] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:24.041998] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:24.047466] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: UP (p=93.91%)
[2025-09-29T22:18:24.047811] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-09-29T22:18:24.047964] [INFO ] [sig       ] ACRE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:24.203174] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ACRE.txt
[2025-09-29T22:18:24.203413] [WARN ] [sig       ] [22/2211] Failed ACRE after 0.3s | 4.95 sym/s | Total: 4.4s | ETA: 7.4m
[2025-09-29T22:18:24.203495] [INFO ] [sig       ] [23/2211] Forecasting ACV...
[2025-09-29T22:18:24.203536] [INFO ] [sig       ] Generating forecast for: ACV
[2025-09-29T22:18:24.203576] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACV' from 'https://tdm.silogroup.org/data/derivative_storage/ACV.csv'.
[2025-09-29T22:18:24.214207] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACV'.
[2025-09-29T22:18:24.214577] [INFO ] [FORECASTER] Starting predict_future for ACV
[2025-09-29T22:18:24.241816] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:24.242707] [DEBUG] [LOCAL     ] No optimal features file found for ACV: ./output/feature-sets/ACV.txt
[2025-09-29T22:18:24.242770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:24.242807] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:24.242835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:24.242895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:24.262911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:24.263623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:24.263738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:24.263781] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:24.305257] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:24.305500] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:24.305600] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:24.305685] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:24.311585] [DEBUG] [FORECASTER] ACV: Forecast T+1@11:T+2@11: UP (p=97.20%)
[2025-09-29T22:18:24.311992] [INFO ] [FORECASTER] Completed predict_future for ACV
[2025-09-29T22:18:24.312160] [INFO ] [sig       ] ACV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:24.474124] [INFO ] [LOCAL     ] Saved forecast: ACV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ACV.txt
[2025-09-29T22:18:24.474417] [WARN ] [sig       ] [23/2211] Failed ACV after 0.3s | 4.88 sym/s | Total: 4.7s | ETA: 7.5m
[2025-09-29T22:18:24.474519] [INFO ] [sig       ] [24/2211] Forecasting ACVA...
[2025-09-29T22:18:24.474576] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-09-29T22:18:24.474612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-09-29T22:18:24.486265] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACVA'.
[2025-09-29T22:18:24.486703] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-09-29T22:18:24.514590] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:24.515664] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-09-29T22:18:24.515728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:24.515765] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:24.515796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:24.515856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:24.535901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:24.536881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:24.536976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:24.537013] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:24.574677] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:24.574886] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:24.574949] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:24.574984] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:24.578780] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: DOWN (p=15.69%)
[2025-09-29T22:18:24.579090] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-09-29T22:18:24.579232] [INFO ] [sig       ] ACVA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:24.744836] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ACVA.txt
[2025-09-29T22:18:24.745062] [WARN ] [sig       ] [24/2211] Failed ACVA after 0.3s | 4.81 sym/s | Total: 5.0s | ETA: 7.6m
[2025-09-29T22:18:24.745138] [INFO ] [sig       ] [25/2211] Forecasting ADC...
[2025-09-29T22:18:24.745178] [INFO ] [sig       ] Generating forecast for: ADC
[2025-09-29T22:18:24.745210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-09-29T22:18:24.755351] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ADC'.
[2025-09-29T22:18:24.755760] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-09-29T22:18:24.783142] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:24.784098] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-09-29T22:18:24.784160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:24.784198] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:24.784229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:24.784288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:24.803111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:24.803852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:24.803939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:24.803974] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:24.839930] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:24.840070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:24.840110] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:24.840140] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:24.843870] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: UP (p=99.49%)
[2025-09-29T22:18:24.844158] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-09-29T22:18:24.844365] [INFO ] [sig       ] ADC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:24.996812] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ADC.txt
[2025-09-29T22:18:24.997061] [WARN ] [sig       ] [25/2211] Failed ADC after 0.3s | 4.77 sym/s | Total: 5.2s | ETA: 7.6m
[2025-09-29T22:18:24.997144] [INFO ] [sig       ] [26/2211] Forecasting ADCT...
[2025-09-29T22:18:24.997185] [INFO ] [sig       ] Generating forecast for: ADCT
[2025-09-29T22:18:24.997218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADCT' from 'https://tdm.silogroup.org/data/derivative_storage/ADCT.csv'.
[2025-09-29T22:18:25.006877] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ADCT'.
[2025-09-29T22:18:25.007279] [INFO ] [FORECASTER] Starting predict_future for ADCT
[2025-09-29T22:18:25.034135] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:25.035085] [DEBUG] [LOCAL     ] No optimal features file found for ADCT: ./output/feature-sets/ADCT.txt
[2025-09-29T22:18:25.035147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:25.035184] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:25.035213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:25.035272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:25.054185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:25.055083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:25.055186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:25.055226] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:25.093351] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:25.093501] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:25.093545] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:25.093576] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:25.097184] [DEBUG] [FORECASTER] ADCT: Forecast T+1@11:T+2@11: DOWN (p=29.42%)
[2025-09-29T22:18:25.097552] [INFO ] [FORECASTER] Completed predict_future for ADCT
[2025-09-29T22:18:25.097730] [INFO ] [sig       ] ADCT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:25.251289] [INFO ] [LOCAL     ] Saved forecast: ADCT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ADCT.txt
[2025-09-29T22:18:25.251523] [WARN ] [sig       ] [26/2211] Failed ADCT after 0.3s | 4.73 sym/s | Total: 5.5s | ETA: 7.7m
[2025-09-29T22:18:25.251602] [INFO ] [sig       ] [27/2211] Forecasting ADM...
[2025-09-29T22:18:25.251668] [INFO ] [sig       ] Generating forecast for: ADM
[2025-09-29T22:18:25.251724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-09-29T22:18:25.256541] [WARN ] [REMOTE    ] Historical data not found for symbol 'ADM' (404).
[2025-09-29T22:18:25.256767] [FATAL] [sig       ] ADM: No historical data fetched.
[2025-09-29T22:18:25.256858] [WARN ] [sig       ] [27/2211] Failed ADM after 0.0s | 4.91 sym/s | Total: 5.5s | ETA: 7.4m
[2025-09-29T22:18:25.256927] [INFO ] [sig       ] [28/2211] Forecasting ADNT...
[2025-09-29T22:18:25.256967] [INFO ] [sig       ] Generating forecast for: ADNT
[2025-09-29T22:18:25.256998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADNT' from 'https://tdm.silogroup.org/data/derivative_storage/ADNT.csv'.
[2025-09-29T22:18:25.260938] [WARN ] [REMOTE    ] Historical data not found for symbol 'ADNT' (404).
[2025-09-29T22:18:25.261128] [FATAL] [sig       ] ADNT: No historical data fetched.
[2025-09-29T22:18:25.261215] [WARN ] [sig       ] [28/2211] Failed ADNT after 0.0s | 5.09 sym/s | Total: 5.5s | ETA: 7.1m
[2025-09-29T22:18:25.261283] [INFO ] [sig       ] [29/2211] Forecasting ADT...
[2025-09-29T22:18:25.261323] [INFO ] [sig       ] Generating forecast for: ADT
[2025-09-29T22:18:25.261355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADT' from 'https://tdm.silogroup.org/data/derivative_storage/ADT.csv'.
[2025-09-29T22:18:25.270261] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ADT'.
[2025-09-29T22:18:25.270611] [INFO ] [FORECASTER] Starting predict_future for ADT
[2025-09-29T22:18:25.299977] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:25.301072] [DEBUG] [LOCAL     ] No optimal features file found for ADT: ./output/feature-sets/ADT.txt
[2025-09-29T22:18:25.301131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:25.301166] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:25.301196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:25.301253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:25.321492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:25.322134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:25.322220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:25.322256] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:25.360443] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:25.360587] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:25.360632] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:25.360703] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:25.364109] [DEBUG] [FORECASTER] ADT: Forecast T+1@11:T+2@11: UP (p=76.80%)
[2025-09-29T22:18:25.364392] [INFO ] [FORECASTER] Completed predict_future for ADT
[2025-09-29T22:18:25.364538] [INFO ] [sig       ] ADT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:25.515239] [INFO ] [LOCAL     ] Saved forecast: ADT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ADT.txt
[2025-09-29T22:18:25.515488] [WARN ] [sig       ] [29/2211] Failed ADT after 0.3s | 5.04 sym/s | Total: 5.8s | ETA: 7.2m
[2025-09-29T22:18:25.515569] [INFO ] [sig       ] [30/2211] Forecasting ADX...
[2025-09-29T22:18:25.515608] [INFO ] [sig       ] Generating forecast for: ADX
[2025-09-29T22:18:25.515663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-09-29T22:18:25.527241] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ADX'.
[2025-09-29T22:18:25.527602] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-09-29T22:18:25.554740] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:25.555514] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-09-29T22:18:25.555572] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:25.555617] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:25.555677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:25.555757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:25.575360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:25.576047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:25.576137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:25.576180] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:25.620201] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:25.620346] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:25.620392] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:25.620423] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:25.624021] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=40.74%)
[2025-09-29T22:18:25.624309] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-09-29T22:18:25.624563] [INFO ] [sig       ] ADX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:25.780034] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ADX.txt
[2025-09-29T22:18:25.780254] [WARN ] [sig       ] [30/2211] Failed ADX after 0.3s | 4.98 sym/s | Total: 6.0s | ETA: 7.3m
[2025-09-29T22:18:25.780336] [INFO ] [sig       ] [31/2211] Forecasting AEE...
[2025-09-29T22:18:25.780385] [INFO ] [sig       ] Generating forecast for: AEE
[2025-09-29T22:18:25.780421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-09-29T22:18:25.790136] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AEE'.
[2025-09-29T22:18:25.790438] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-09-29T22:18:25.817920] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:25.818711] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-09-29T22:18:25.818835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:25.818889] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:25.818921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:25.818979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:25.838462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:25.839327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:25.839417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:25.839452] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:25.872312] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:25.872473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:25.872517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:25.872548] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:25.876016] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-09-29T22:18:25.876293] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-09-29T22:18:25.876429] [INFO ] [sig       ] AEE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:26.028187] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AEE.txt
[2025-09-29T22:18:26.028469] [WARN ] [sig       ] [31/2211] Failed AEE after 0.2s | 4.94 sym/s | Total: 6.3s | ETA: 7.3m
[2025-09-29T22:18:26.028551] [INFO ] [sig       ] [32/2211] Forecasting AEFC...
[2025-09-29T22:18:26.028592] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-09-29T22:18:26.028624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-09-29T22:18:26.040106] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AEFC'.
[2025-09-29T22:18:26.040549] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-09-29T22:18:26.069791] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:26.070835] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-09-29T22:18:26.070918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:26.070973] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:26.071006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:26.071074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:26.090707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:26.091835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:26.091932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:26.091968] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:26.128983] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:26.129151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:26.129196] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:26.129227] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:26.133098] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: UP (p=67.89%)
[2025-09-29T22:18:26.133443] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-09-29T22:18:26.133614] [INFO ] [sig       ] AEFC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:26.283827] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AEFC.txt
[2025-09-29T22:18:26.284024] [WARN ] [sig       ] [32/2211] Failed AEFC after 0.3s | 4.90 sym/s | Total: 6.5s | ETA: 7.4m
[2025-09-29T22:18:26.284100] [INFO ] [sig       ] [33/2211] Forecasting AEG...
[2025-09-29T22:18:26.284139] [INFO ] [sig       ] Generating forecast for: AEG
[2025-09-29T22:18:26.284175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-09-29T22:18:26.294119] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AEG'.
[2025-09-29T22:18:26.294428] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-09-29T22:18:26.320242] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:26.321048] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-09-29T22:18:26.321107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:26.321142] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:26.321171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:26.321231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:26.338989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:26.339532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:26.339615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:26.339679] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:26.378051] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:26.378138] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:26.378175] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:26.378204] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:26.381463] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: DOWN (p=31.73%)
[2025-09-29T22:18:26.381778] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-09-29T22:18:26.381919] [INFO ] [sig       ] AEG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:26.535404] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AEG.txt
[2025-09-29T22:18:26.535628] [WARN ] [sig       ] [33/2211] Failed AEG after 0.3s | 4.87 sym/s | Total: 6.8s | ETA: 7.5m
[2025-09-29T22:18:26.535725] [INFO ] [sig       ] [34/2211] Forecasting AEM...
[2025-09-29T22:18:26.535765] [INFO ] [sig       ] Generating forecast for: AEM
[2025-09-29T22:18:26.535798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-09-29T22:18:26.545569] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AEM'.
[2025-09-29T22:18:26.545971] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-09-29T22:18:26.571374] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:26.572134] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-09-29T22:18:26.572191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:26.572240] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:26.572270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:26.572327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:26.590843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:26.591410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:26.591493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:26.591528] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:26.630119] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:26.630224] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:26.630282] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:26.631112] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:26.634680] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: UP (p=64.64%)
[2025-09-29T22:18:26.634979] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-09-29T22:18:26.635150] [INFO ] [sig       ] AEM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:26.799234] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AEM.txt
[2025-09-29T22:18:26.799436] [WARN ] [sig       ] [34/2211] Failed AEM after 0.3s | 4.83 sym/s | Total: 7.0s | ETA: 7.5m
[2025-09-29T22:18:26.799513] [INFO ] [sig       ] [35/2211] Forecasting AEO...
[2025-09-29T22:18:26.799552] [INFO ] [sig       ] Generating forecast for: AEO
[2025-09-29T22:18:26.799585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-09-29T22:18:26.809777] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AEO'.
[2025-09-29T22:18:26.810059] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-09-29T22:18:26.837272] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:26.838070] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-09-29T22:18:26.838130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:26.838165] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:26.838194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:26.838254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:26.858370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:26.859032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:26.859119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:26.859156] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:26.899940] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:26.900048] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:26.900111] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:26.900160] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:26.904050] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=84.19%)
[2025-09-29T22:18:26.904457] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-09-29T22:18:26.904669] [INFO ] [sig       ] AEO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:27.067785] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AEO.txt
[2025-09-29T22:18:27.067987] [WARN ] [sig       ] [35/2211] Failed AEO after 0.3s | 4.79 sym/s | Total: 7.3s | ETA: 7.6m
[2025-09-29T22:18:27.068062] [INFO ] [sig       ] [36/2211] Forecasting AER...
[2025-09-29T22:18:27.068102] [INFO ] [sig       ] Generating forecast for: AER
[2025-09-29T22:18:27.068133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AER' from 'https://tdm.silogroup.org/data/derivative_storage/AER.csv'.
[2025-09-29T22:18:27.078779] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AER'.
[2025-09-29T22:18:27.079088] [INFO ] [FORECASTER] Starting predict_future for AER
[2025-09-29T22:18:27.105129] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:27.105905] [DEBUG] [LOCAL     ] No optimal features file found for AER: ./output/feature-sets/AER.txt
[2025-09-29T22:18:27.105962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:27.105996] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:27.106025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:27.106083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:27.125164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:27.126103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:27.126201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:27.126237] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:27.166149] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:27.166322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:27.166366] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:27.166398] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:27.170045] [DEBUG] [FORECASTER] AER: Forecast T+1@11:T+2@11: UP (p=64.94%)
[2025-09-29T22:18:27.170326] [INFO ] [FORECASTER] Completed predict_future for AER
[2025-09-29T22:18:27.170473] [INFO ] [sig       ] AER: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:27.326464] [INFO ] [LOCAL     ] Saved forecast: AER	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AER.txt
[2025-09-29T22:18:27.326757] [WARN ] [sig       ] [36/2211] Failed AER after 0.3s | 4.76 sym/s | Total: 7.6s | ETA: 7.6m
[2025-09-29T22:18:27.326841] [INFO ] [sig       ] [37/2211] Forecasting AES...
[2025-09-29T22:18:27.326881] [INFO ] [sig       ] Generating forecast for: AES
[2025-09-29T22:18:27.326913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-09-29T22:18:27.337812] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AES'.
[2025-09-29T22:18:27.338106] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-09-29T22:18:27.363879] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:27.364678] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-09-29T22:18:27.364740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:27.364775] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:27.364804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:27.364864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:27.383638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:27.384286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:27.384371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:27.384406] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:27.426064] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:27.426223] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:27.426267] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:27.426299] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:27.430156] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=83.38%)
[2025-09-29T22:18:27.430445] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-09-29T22:18:27.430592] [INFO ] [sig       ] AES: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:27.595727] [INFO ] [LOCAL     ] Saved forecast: AES	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AES.txt
[2025-09-29T22:18:27.596034] [WARN ] [sig       ] [37/2211] Failed AES after 0.3s | 4.72 sym/s | Total: 7.8s | ETA: 7.7m
[2025-09-29T22:18:27.596123] [INFO ] [sig       ] [38/2211] Forecasting AESI...
[2025-09-29T22:18:27.596165] [INFO ] [sig       ] Generating forecast for: AESI
[2025-09-29T22:18:27.596199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-09-29T22:18:27.607426] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AESI'.
[2025-09-29T22:18:27.607801] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-09-29T22:18:27.636948] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:27.637808] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-09-29T22:18:27.637867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:27.637903] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:27.637932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:27.637991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:27.656502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:27.657174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:27.657261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:27.657296] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:27.697365] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:27.697473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:27.697512] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:27.697543] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:27.701188] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: DOWN (p=13.56%)
[2025-09-29T22:18:27.701525] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-09-29T22:18:27.701711] [INFO ] [sig       ] AESI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:27.858865] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AESI.txt
[2025-09-29T22:18:27.859066] [WARN ] [sig       ] [38/2211] Failed AESI after 0.3s | 4.69 sym/s | Total: 8.1s | ETA: 7.7m
[2025-09-29T22:18:27.859143] [INFO ] [sig       ] [39/2211] Forecasting AFB...
[2025-09-29T22:18:27.859221] [INFO ] [sig       ] Generating forecast for: AFB
[2025-09-29T22:18:27.859269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-09-29T22:18:27.869096] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AFB'.
[2025-09-29T22:18:27.869382] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-09-29T22:18:27.897111] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:27.897946] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-09-29T22:18:27.898009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:27.898045] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:27.898073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:27.898130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:27.917476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:27.918073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:27.918161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:27.918196] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:27.958024] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:27.958170] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:27.958212] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:27.958242] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:27.961777] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=65.82%)
[2025-09-29T22:18:27.962055] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-09-29T22:18:27.962196] [INFO ] [sig       ] AFB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:28.116632] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AFB.txt
[2025-09-29T22:18:28.116893] [WARN ] [sig       ] [39/2211] Failed AFB after 0.3s | 4.67 sym/s | Total: 8.4s | ETA: 7.8m
[2025-09-29T22:18:28.116975] [INFO ] [sig       ] [40/2211] Forecasting AFG...
[2025-09-29T22:18:28.117016] [INFO ] [sig       ] Generating forecast for: AFG
[2025-09-29T22:18:28.117093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-09-29T22:18:28.131108] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AFG'.
[2025-09-29T22:18:28.131683] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-09-29T22:18:28.160719] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:28.161625] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-09-29T22:18:28.161714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:28.161756] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:28.161787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:28.161847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:28.180310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:28.181136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:28.181225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:28.181261] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:28.220531] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:28.220757] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:28.220824] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:28.220864] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:28.224544] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: DOWN (p=47.08%)
[2025-09-29T22:18:28.224884] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-09-29T22:18:28.225037] [INFO ] [sig       ] AFG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:28.392473] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AFG.txt
[2025-09-29T22:18:28.392840] [WARN ] [sig       ] [40/2211] Failed AFG after 0.3s | 4.63 sym/s | Total: 8.6s | ETA: 7.8m
[2025-09-29T22:18:28.392938] [INFO ] [sig       ] [41/2211] Forecasting AFGB...
[2025-09-29T22:18:28.392981] [INFO ] [sig       ] Generating forecast for: AFGB
[2025-09-29T22:18:28.393017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGB' from 'https://tdm.silogroup.org/data/derivative_storage/AFGB.csv'.
[2025-09-29T22:18:28.404902] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AFGB'.
[2025-09-29T22:18:28.405369] [INFO ] [FORECASTER] Starting predict_future for AFGB
[2025-09-29T22:18:28.434831] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:28.435701] [DEBUG] [LOCAL     ] No optimal features file found for AFGB: ./output/feature-sets/AFGB.txt
[2025-09-29T22:18:28.435762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:28.435838] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:28.435872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:28.435932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:28.457331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:28.458349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:28.458499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:28.458592] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:28.496402] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:28.496569] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:28.496613] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:28.496682] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:28.500444] [DEBUG] [FORECASTER] AFGB: Forecast T+1@11:T+2@11: DOWN (p=7.16%)
[2025-09-29T22:18:28.500791] [INFO ] [FORECASTER] Completed predict_future for AFGB
[2025-09-29T22:18:28.500947] [INFO ] [sig       ] AFGB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:28.653067] [INFO ] [LOCAL     ] Saved forecast: AFGB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AFGB.txt
[2025-09-29T22:18:28.653285] [WARN ] [sig       ] [41/2211] Failed AFGB after 0.3s | 4.61 sym/s | Total: 8.9s | ETA: 7.8m
[2025-09-29T22:18:28.653364] [INFO ] [sig       ] [42/2211] Forecasting AFGC...
[2025-09-29T22:18:28.653404] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-09-29T22:18:28.653437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-09-29T22:18:28.664228] [DEBUG] [REMOTE    ] Successfully parsed 1792 rows of historical data for symbol 'AFGC'.
[2025-09-29T22:18:28.664580] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-09-29T22:18:28.692885] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:28.693832] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-09-29T22:18:28.693897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:28.693935] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:28.693965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:28.694028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:28.714283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:28.714979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:28.715069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:28.715103] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:28.786970] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:28.787170] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:28.787259] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:28.787305] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:28.791290] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: UP (p=73.68%)
[2025-09-29T22:18:28.791677] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-09-29T22:18:28.791839] [INFO ] [sig       ] AFGC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:28.947375] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AFGC.txt
[2025-09-29T22:18:28.947637] [WARN ] [sig       ] [42/2211] Failed AFGC after 0.3s | 4.57 sym/s | Total: 9.2s | ETA: 7.9m
[2025-09-29T22:18:28.947754] [INFO ] [sig       ] [43/2211] Forecasting AFGD...
[2025-09-29T22:18:28.947803] [INFO ] [sig       ] Generating forecast for: AFGD
[2025-09-29T22:18:28.947839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGD' from 'https://tdm.silogroup.org/data/derivative_storage/AFGD.csv'.
[2025-09-29T22:18:28.957829] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AFGD'.
[2025-09-29T22:18:28.958184] [INFO ] [FORECASTER] Starting predict_future for AFGD
[2025-09-29T22:18:28.984899] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:28.985826] [DEBUG] [LOCAL     ] No optimal features file found for AFGD: ./output/feature-sets/AFGD.txt
[2025-09-29T22:18:28.985895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:28.985941] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:28.985980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:28.986054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:29.005983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:29.006715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:29.006804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:29.006840] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:29.045565] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:29.045767] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:29.045823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:29.045855] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:29.049595] [DEBUG] [FORECASTER] AFGD: Forecast T+1@11:T+2@11: DOWN (p=6.74%)
[2025-09-29T22:18:29.049921] [INFO ] [FORECASTER] Completed predict_future for AFGD
[2025-09-29T22:18:29.050075] [INFO ] [sig       ] AFGD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:29.205766] [INFO ] [LOCAL     ] Saved forecast: AFGD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AFGD.txt
[2025-09-29T22:18:29.206094] [WARN ] [sig       ] [43/2211] Failed AFGD after 0.3s | 4.55 sym/s | Total: 9.4s | ETA: 7.9m
[2025-09-29T22:18:29.206207] [INFO ] [sig       ] [44/2211] Forecasting AFGE...
[2025-09-29T22:18:29.206280] [INFO ] [sig       ] Generating forecast for: AFGE
[2025-09-29T22:18:29.206332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGE' from 'https://tdm.silogroup.org/data/derivative_storage/AFGE.csv'.
[2025-09-29T22:18:29.217848] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AFGE'.
[2025-09-29T22:18:29.218307] [INFO ] [FORECASTER] Starting predict_future for AFGE
[2025-09-29T22:18:29.249143] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:29.250242] [DEBUG] [LOCAL     ] No optimal features file found for AFGE: ./output/feature-sets/AFGE.txt
[2025-09-29T22:18:29.250327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:29.250387] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:29.250424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:29.250486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:29.276530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:29.277788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:29.277887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:29.277924] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:29.320356] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:29.320523] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:29.320569] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:29.320601] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:29.324766] [DEBUG] [FORECASTER] AFGE: Forecast T+1@11:T+2@11: UP (p=97.55%)
[2025-09-29T22:18:29.325201] [INFO ] [FORECASTER] Completed predict_future for AFGE
[2025-09-29T22:18:29.325406] [INFO ] [sig       ] AFGE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:29.482983] [INFO ] [LOCAL     ] Saved forecast: AFGE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AFGE.txt
[2025-09-29T22:18:29.483279] [WARN ] [sig       ] [44/2211] Failed AFGE after 0.3s | 4.52 sym/s | Total: 9.7s | ETA: 8.0m
[2025-09-29T22:18:29.483333] [INFO ] [sig       ] [45/2211] Forecasting AFL...
[2025-09-29T22:18:29.483366] [INFO ] [sig       ] Generating forecast for: AFL
[2025-09-29T22:18:29.483436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-09-29T22:18:29.488362] [WARN ] [REMOTE    ] Historical data not found for symbol 'AFL' (404).
[2025-09-29T22:18:29.488618] [FATAL] [sig       ] AFL: No historical data fetched.
[2025-09-29T22:18:29.488733] [WARN ] [sig       ] [45/2211] Failed AFL after 0.0s | 4.63 sym/s | Total: 9.7s | ETA: 7.8m
[2025-09-29T22:18:29.488804] [INFO ] [sig       ] [46/2211] Forecasting AG...
[2025-09-29T22:18:29.488881] [INFO ] [sig       ] Generating forecast for: AG
[2025-09-29T22:18:29.488933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-09-29T22:18:29.492879] [WARN ] [REMOTE    ] Historical data not found for symbol 'AG' (404).
[2025-09-29T22:18:29.493172] [FATAL] [sig       ] AG: No historical data fetched.
[2025-09-29T22:18:29.493268] [WARN ] [sig       ] [46/2211] Failed AG after 0.0s | 4.73 sym/s | Total: 9.7s | ETA: 7.6m
[2025-09-29T22:18:29.493340] [INFO ] [sig       ] [47/2211] Forecasting AGCO...
[2025-09-29T22:18:29.493382] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-09-29T22:18:29.493415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-09-29T22:18:29.503851] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGCO'.
[2025-09-29T22:18:29.504320] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-09-29T22:18:29.533458] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:29.534369] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-09-29T22:18:29.534435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:29.534474] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:29.534505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:29.534566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:29.554814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:29.555766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:29.555866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:29.555903] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:29.594687] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:29.594868] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:29.594915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:29.594948] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:29.599508] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=19.92%)
[2025-09-29T22:18:29.599946] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-09-29T22:18:29.600144] [INFO ] [sig       ] AGCO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:29.782073] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AGCO.txt
[2025-09-29T22:18:29.782398] [WARN ] [sig       ] [47/2211] Failed AGCO after 0.3s | 4.69 sym/s | Total: 10.0s | ETA: 7.7m
[2025-09-29T22:18:29.782513] [INFO ] [sig       ] [48/2211] Forecasting AGD...
[2025-09-29T22:18:29.782577] [INFO ] [sig       ] Generating forecast for: AGD
[2025-09-29T22:18:29.782685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-09-29T22:18:29.794673] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGD'.
[2025-09-29T22:18:29.795168] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-09-29T22:18:29.829720] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:29.830593] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-09-29T22:18:29.830692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:29.830743] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:29.830777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:29.830842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:29.852757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:29.853788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:29.853881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:29.853918] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:29.897348] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:29.897565] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:29.897671] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:29.897755] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:29.901608] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: DOWN (p=46.48%)
[2025-09-29T22:18:29.901945] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-09-29T22:18:29.902116] [INFO ] [sig       ] AGD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:30.061372] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AGD.txt
[2025-09-29T22:18:30.061594] [WARN ] [sig       ] [48/2211] Failed AGD after 0.3s | 4.66 sym/s | Total: 10.3s | ETA: 7.7m
[2025-09-29T22:18:30.061699] [INFO ] [sig       ] [49/2211] Forecasting AGI...
[2025-09-29T22:18:30.061745] [INFO ] [sig       ] Generating forecast for: AGI
[2025-09-29T22:18:30.061780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-09-29T22:18:30.072573] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGI'.
[2025-09-29T22:18:30.072962] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-09-29T22:18:30.100496] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:30.101330] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-09-29T22:18:30.101392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:30.101429] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:30.101458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:30.101518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:30.120762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:30.121391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:30.121481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:30.121521] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:30.159714] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:30.159880] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:30.159925] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:30.159955] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:30.163843] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=61.66%)
[2025-09-29T22:18:30.164141] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-09-29T22:18:30.164296] [INFO ] [sig       ] AGI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:30.325372] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AGI.txt
[2025-09-29T22:18:30.325613] [WARN ] [sig       ] [49/2211] Failed AGI after 0.3s | 4.64 sym/s | Total: 10.6s | ETA: 7.8m
[2025-09-29T22:18:30.325712] [INFO ] [sig       ] [50/2211] Forecasting AGL...
[2025-09-29T22:18:30.325753] [INFO ] [sig       ] Generating forecast for: AGL
[2025-09-29T22:18:30.325787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGL' from 'https://tdm.silogroup.org/data/derivative_storage/AGL.csv'.
[2025-09-29T22:18:30.336710] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGL'.
[2025-09-29T22:18:30.337117] [INFO ] [FORECASTER] Starting predict_future for AGL
[2025-09-29T22:18:30.363965] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:30.364785] [DEBUG] [LOCAL     ] No optimal features file found for AGL: ./output/feature-sets/AGL.txt
[2025-09-29T22:18:30.364846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:30.364881] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:30.364910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:30.364967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:30.384052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:30.384859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:30.384951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:30.384987] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:30.423736] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:30.423897] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:30.423941] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:30.423972] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:30.428369] [DEBUG] [FORECASTER] AGL: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-09-29T22:18:30.428685] [INFO ] [FORECASTER] Completed predict_future for AGL
[2025-09-29T22:18:30.428840] [INFO ] [sig       ] AGL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:30.591867] [INFO ] [LOCAL     ] Saved forecast: AGL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AGL.txt
[2025-09-29T22:18:30.592165] [WARN ] [sig       ] [50/2211] Failed AGL after 0.3s | 4.62 sym/s | Total: 10.8s | ETA: 7.8m
[2025-09-29T22:18:30.592268] [INFO ] [sig       ] [51/2211] Forecasting AGM...
[2025-09-29T22:18:30.592313] [INFO ] [sig       ] Generating forecast for: AGM
[2025-09-29T22:18:30.592345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-09-29T22:18:30.602584] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGM'.
[2025-09-29T22:18:30.602940] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-09-29T22:18:30.630728] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:30.631590] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-09-29T22:18:30.631672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:30.631744] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:30.631805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:30.631874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:30.652777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:30.653507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:30.653596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:30.653633] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:30.690153] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:30.690345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:30.690392] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:30.690425] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:30.694346] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: UP (p=94.07%)
[2025-09-29T22:18:30.694707] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-09-29T22:18:30.694882] [INFO ] [sig       ] AGM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:30.856362] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AGM.txt
[2025-09-29T22:18:30.856720] [WARN ] [sig       ] [51/2211] Failed AGM after 0.3s | 4.60 sym/s | Total: 11.1s | ETA: 7.8m
[2025-09-29T22:18:30.856801] [INFO ] [sig       ] [52/2211] Forecasting AGO...
[2025-09-29T22:18:30.856842] [INFO ] [sig       ] Generating forecast for: AGO
[2025-09-29T22:18:30.856875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-09-29T22:18:30.867963] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGO'.
[2025-09-29T22:18:30.868345] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-09-29T22:18:30.895298] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:30.896153] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-09-29T22:18:30.896211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:30.896246] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:30.896274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:30.896331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:30.915144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:30.915812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:30.915914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:30.915967] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:30.956711] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:30.956885] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:30.956965] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:30.957013] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:30.961424] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=5.58%)
[2025-09-29T22:18:30.961782] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-09-29T22:18:30.961946] [INFO ] [sig       ] AGO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:31.124976] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AGO.txt
[2025-09-29T22:18:31.125227] [WARN ] [sig       ] [52/2211] Failed AGO after 0.3s | 4.58 sym/s | Total: 11.4s | ETA: 7.9m
[2025-09-29T22:18:31.125308] [INFO ] [sig       ] [53/2211] Forecasting AGRO...
[2025-09-29T22:18:31.125348] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-09-29T22:18:31.125379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-09-29T22:18:31.135622] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGRO'.
[2025-09-29T22:18:31.136044] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-09-29T22:18:31.161852] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:31.162633] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-09-29T22:18:31.162715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:31.162773] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:31.162803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:31.162860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:31.180811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:31.181486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:31.181572] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:31.181607] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:31.219480] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:31.219678] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:31.219741] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:31.219775] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:31.223422] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: UP (p=82.43%)
[2025-09-29T22:18:31.223769] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-09-29T22:18:31.223924] [INFO ] [sig       ] AGRO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:31.371393] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AGRO.txt
[2025-09-29T22:18:31.371637] [WARN ] [sig       ] [53/2211] Failed AGRO after 0.2s | 4.56 sym/s | Total: 11.6s | ETA: 7.9m
[2025-09-29T22:18:31.371738] [INFO ] [sig       ] [54/2211] Forecasting AGX...
[2025-09-29T22:18:31.371778] [INFO ] [sig       ] Generating forecast for: AGX
[2025-09-29T22:18:31.371811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-09-29T22:18:31.382791] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGX'.
[2025-09-29T22:18:31.383146] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-09-29T22:18:31.410608] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:31.411442] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-09-29T22:18:31.411501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:31.411536] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:31.411565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:31.411624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:31.430912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:31.431692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:31.431784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:31.431821] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:31.475450] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:31.475743] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:31.475865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:31.475923] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:31.481662] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: DOWN (p=6.27%)
[2025-09-29T22:18:31.482125] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-09-29T22:18:31.482310] [INFO ] [sig       ] AGX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:31.637146] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AGX.txt
[2025-09-29T22:18:31.637472] [WARN ] [sig       ] [54/2211] Failed AGX after 0.3s | 4.55 sym/s | Total: 11.9s | ETA: 7.9m
[2025-09-29T22:18:31.637571] [INFO ] [sig       ] [55/2211] Forecasting AHH...
[2025-09-29T22:18:31.637612] [INFO ] [sig       ] Generating forecast for: AHH
[2025-09-29T22:18:31.637670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-09-29T22:18:31.648569] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AHH'.
[2025-09-29T22:18:31.649075] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-09-29T22:18:31.679369] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:31.680403] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-09-29T22:18:31.680462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:31.680499] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:31.680530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:31.680590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:31.700581] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:31.701684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:31.701799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:31.701845] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:31.742524] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:31.742683] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:31.742742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:31.742775] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:31.746269] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2025-09-29T22:18:31.746668] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-09-29T22:18:31.746829] [INFO ] [sig       ] AHH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:31.897863] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AHH.txt
[2025-09-29T22:18:31.898132] [WARN ] [sig       ] [55/2211] Failed AHH after 0.3s | 4.53 sym/s | Total: 12.1s | ETA: 7.9m
[2025-09-29T22:18:31.898218] [INFO ] [sig       ] [56/2211] Forecasting AHR...
[2025-09-29T22:18:31.898259] [INFO ] [sig       ] Generating forecast for: AHR
[2025-09-29T22:18:31.898293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHR' from 'https://tdm.silogroup.org/data/derivative_storage/AHR.csv'.
[2025-09-29T22:18:31.908712] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AHR'.
[2025-09-29T22:18:31.909112] [INFO ] [FORECASTER] Starting predict_future for AHR
[2025-09-29T22:18:31.935906] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:31.936780] [DEBUG] [LOCAL     ] No optimal features file found for AHR: ./output/feature-sets/AHR.txt
[2025-09-29T22:18:31.936842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:31.936878] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:31.936906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:31.936969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:31.954956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:31.955766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:31.955860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:31.955897] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:31.997231] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:31.997425] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:31.997487] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:31.997521] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:32.001253] [DEBUG] [FORECASTER] AHR: Forecast T+1@11:T+2@11: DOWN (p=6.49%)
[2025-09-29T22:18:32.001591] [INFO ] [FORECASTER] Completed predict_future for AHR
[2025-09-29T22:18:32.001789] [INFO ] [sig       ] AHR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:32.167950] [INFO ] [LOCAL     ] Saved forecast: AHR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AHR.txt
[2025-09-29T22:18:32.168194] [WARN ] [sig       ] [56/2211] Failed AHR after 0.3s | 4.51 sym/s | Total: 12.4s | ETA: 8.0m
[2025-09-29T22:18:32.168272] [INFO ] [sig       ] [57/2211] Forecasting AHT...
[2025-09-29T22:18:32.168313] [INFO ] [sig       ] Generating forecast for: AHT
[2025-09-29T22:18:32.168345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHT' from 'https://tdm.silogroup.org/data/derivative_storage/AHT.csv'.
[2025-09-29T22:18:32.179437] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'AHT'.
[2025-09-29T22:18:32.179903] [INFO ] [FORECASTER] Starting predict_future for AHT
[2025-09-29T22:18:32.207378] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:32.208409] [DEBUG] [LOCAL     ] No optimal features file found for AHT: ./output/feature-sets/AHT.txt
[2025-09-29T22:18:32.208471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:32.208508] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:32.208538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:32.208599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:32.227993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:32.228884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:32.228979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:32.229015] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:32.263590] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:32.263766] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:32.263819] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:32.263851] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:32.267433] [DEBUG] [FORECASTER] AHT: Forecast T+1@11:T+2@11: DOWN (p=13.49%)
[2025-09-29T22:18:32.267759] [INFO ] [FORECASTER] Completed predict_future for AHT
[2025-09-29T22:18:32.267904] [INFO ] [sig       ] AHT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:32.420897] [INFO ] [LOCAL     ] Saved forecast: AHT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AHT.txt
[2025-09-29T22:18:32.421147] [WARN ] [sig       ] [57/2211] Failed AHT after 0.3s | 4.50 sym/s | Total: 12.7s | ETA: 8.0m
[2025-09-29T22:18:32.421228] [INFO ] [sig       ] [58/2211] Forecasting AI...
[2025-09-29T22:18:32.421268] [INFO ] [sig       ] Generating forecast for: AI
[2025-09-29T22:18:32.421302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-09-29T22:18:32.431452] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AI'.
[2025-09-29T22:18:32.431800] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-09-29T22:18:32.458519] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:32.459354] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-09-29T22:18:32.459414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:32.459457] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:32.459494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:32.459573] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:32.478782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:32.479491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:32.479579] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:32.479617] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:32.521120] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:32.521241] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:32.521325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:32.521377] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:32.524866] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=62.36%)
[2025-09-29T22:18:32.525149] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-09-29T22:18:32.525290] [INFO ] [sig       ] AI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:32.677126] [INFO ] [LOCAL     ] Saved forecast: AI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AI.txt
[2025-09-29T22:18:32.677408] [WARN ] [sig       ] [58/2211] Failed AI after 0.3s | 4.49 sym/s | Total: 12.9s | ETA: 8.0m
[2025-09-29T22:18:32.677490] [INFO ] [sig       ] [59/2211] Forecasting AIG...
[2025-09-29T22:18:32.677531] [INFO ] [sig       ] Generating forecast for: AIG
[2025-09-29T22:18:32.677565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-09-29T22:18:32.688372] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AIG'.
[2025-09-29T22:18:32.688803] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-09-29T22:18:32.715249] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:32.716110] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-09-29T22:18:32.716169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:32.716205] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:32.716235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:32.716293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:32.735171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:32.735957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:32.736050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:32.736086] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:32.776918] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:32.777129] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:32.777189] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:32.777223] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:32.781097] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: DOWN (p=20.34%)
[2025-09-29T22:18:32.781418] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-09-29T22:18:32.781566] [INFO ] [sig       ] AIG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:32.935545] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AIG.txt
[2025-09-29T22:18:32.935821] [WARN ] [sig       ] [59/2211] Failed AIG after 0.3s | 4.48 sym/s | Total: 13.2s | ETA: 8.0m
[2025-09-29T22:18:32.935905] [INFO ] [sig       ] [60/2211] Forecasting AIN...
[2025-09-29T22:18:32.935947] [INFO ] [sig       ] Generating forecast for: AIN
[2025-09-29T22:18:32.935981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIN' from 'https://tdm.silogroup.org/data/derivative_storage/AIN.csv'.
[2025-09-29T22:18:32.946493] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AIN'.
[2025-09-29T22:18:32.946837] [INFO ] [FORECASTER] Starting predict_future for AIN
[2025-09-29T22:18:32.973775] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:32.974541] [DEBUG] [LOCAL     ] No optimal features file found for AIN: ./output/feature-sets/AIN.txt
[2025-09-29T22:18:32.974633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:32.974717] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:32.974772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:32.974836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:32.994519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:32.995143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:32.995232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:32.995268] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:33.033890] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:33.034043] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:33.034097] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:33.034133] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:33.037939] [DEBUG] [FORECASTER] AIN: Forecast T+1@11:T+2@11: UP (p=64.41%)
[2025-09-29T22:18:33.038223] [INFO ] [FORECASTER] Completed predict_future for AIN
[2025-09-29T22:18:33.038363] [INFO ] [sig       ] AIN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:33.191248] [INFO ] [LOCAL     ] Saved forecast: AIN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AIN.txt
[2025-09-29T22:18:33.191486] [WARN ] [sig       ] [60/2211] Failed AIN after 0.3s | 4.47 sym/s | Total: 13.4s | ETA: 8.0m
[2025-09-29T22:18:33.191565] [INFO ] [sig       ] [61/2211] Forecasting AIO...
[2025-09-29T22:18:33.191604] [INFO ] [sig       ] Generating forecast for: AIO
[2025-09-29T22:18:33.191657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-09-29T22:18:33.201767] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AIO'.
[2025-09-29T22:18:33.202076] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-09-29T22:18:33.229144] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:33.229993] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-09-29T22:18:33.230051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:33.230088] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:33.230118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:33.230178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:33.248814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:33.249416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:33.249504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:33.249544] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:33.287157] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:33.287287] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:33.287330] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:33.287360] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:33.290847] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: DOWN (p=3.02%)
[2025-09-29T22:18:33.291121] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-09-29T22:18:33.291257] [INFO ] [sig       ] AIO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:33.441356] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AIO.txt
[2025-09-29T22:18:33.441628] [WARN ] [sig       ] [61/2211] Failed AIO after 0.3s | 4.46 sym/s | Total: 13.7s | ETA: 8.0m
[2025-09-29T22:18:33.441744] [INFO ] [sig       ] [62/2211] Forecasting AIR...
[2025-09-29T22:18:33.441786] [INFO ] [sig       ] Generating forecast for: AIR
[2025-09-29T22:18:33.441819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIR' from 'https://tdm.silogroup.org/data/derivative_storage/AIR.csv'.
[2025-09-29T22:18:33.452310] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AIR'.
[2025-09-29T22:18:33.452794] [INFO ] [FORECASTER] Starting predict_future for AIR
[2025-09-29T22:18:33.480758] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:33.481664] [DEBUG] [LOCAL     ] No optimal features file found for AIR: ./output/feature-sets/AIR.txt
[2025-09-29T22:18:33.481728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:33.481764] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:33.481794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:33.481854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:33.502235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:33.503212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:33.503328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:33.503385] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:33.545396] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:33.545574] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:33.545619] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:33.545683] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:33.549549] [DEBUG] [FORECASTER] AIR: Forecast T+1@11:T+2@11: UP (p=70.21%)
[2025-09-29T22:18:33.550013] [INFO ] [FORECASTER] Completed predict_future for AIR
[2025-09-29T22:18:33.550185] [INFO ] [sig       ] AIR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:33.717145] [INFO ] [LOCAL     ] Saved forecast: AIR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AIR.txt
[2025-09-29T22:18:33.717452] [WARN ] [sig       ] [62/2211] Failed AIR after 0.3s | 4.44 sym/s | Total: 14.0s | ETA: 8.1m
[2025-09-29T22:18:33.717579] [INFO ] [sig       ] [63/2211] Forecasting AIT...
[2025-09-29T22:18:33.717624] [INFO ] [sig       ] Generating forecast for: AIT
[2025-09-29T22:18:33.717693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIT' from 'https://tdm.silogroup.org/data/derivative_storage/AIT.csv'.
[2025-09-29T22:18:33.725573] [WARN ] [REMOTE    ] Historical data not found for symbol 'AIT' (404).
[2025-09-29T22:18:33.725939] [FATAL] [sig       ] AIT: No historical data fetched.
[2025-09-29T22:18:33.726033] [WARN ] [sig       ] [63/2211] Failed AIT after 0.0s | 4.51 sym/s | Total: 14.0s | ETA: 7.9m
[2025-09-29T22:18:33.726105] [INFO ] [sig       ] [64/2211] Forecasting AIV...
[2025-09-29T22:18:33.726147] [INFO ] [sig       ] Generating forecast for: AIV
[2025-09-29T22:18:33.726180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIV' from 'https://tdm.silogroup.org/data/derivative_storage/AIV.csv'.
[2025-09-29T22:18:33.736890] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AIV'.
[2025-09-29T22:18:33.737238] [INFO ] [FORECASTER] Starting predict_future for AIV
[2025-09-29T22:18:33.765902] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:33.766856] [DEBUG] [LOCAL     ] No optimal features file found for AIV: ./output/feature-sets/AIV.txt
[2025-09-29T22:18:33.766913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:33.766949] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:33.766979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:33.767085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:33.787168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:33.787874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:33.787963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:33.788064] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:33.830566] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:33.830730] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:33.830849] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:33.830903] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:33.834707] [DEBUG] [FORECASTER] AIV: Forecast T+1@11:T+2@11: UP (p=73.83%)
[2025-09-29T22:18:33.835026] [INFO ] [FORECASTER] Completed predict_future for AIV
[2025-09-29T22:18:33.835193] [INFO ] [sig       ] AIV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:33.992338] [INFO ] [LOCAL     ] Saved forecast: AIV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AIV.txt
[2025-09-29T22:18:33.992579] [WARN ] [sig       ] [64/2211] Failed AIV after 0.3s | 4.50 sym/s | Total: 14.2s | ETA: 8.0m
[2025-09-29T22:18:33.992686] [INFO ] [sig       ] [65/2211] Forecasting AIZ...
[2025-09-29T22:18:33.992736] [INFO ] [sig       ] Generating forecast for: AIZ
[2025-09-29T22:18:33.992771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZ' from 'https://tdm.silogroup.org/data/derivative_storage/AIZ.csv'.
[2025-09-29T22:18:34.003695] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AIZ'.
[2025-09-29T22:18:34.004045] [INFO ] [FORECASTER] Starting predict_future for AIZ
[2025-09-29T22:18:34.029895] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:34.030745] [DEBUG] [LOCAL     ] No optimal features file found for AIZ: ./output/feature-sets/AIZ.txt
[2025-09-29T22:18:34.030803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:34.030839] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:34.030867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:34.030925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:34.049473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:34.050140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:34.050230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:34.050275] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:34.093224] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:34.093401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:34.093448] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:34.093480] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:34.097354] [DEBUG] [FORECASTER] AIZ: Forecast T+1@11:T+2@11: UP (p=87.42%)
[2025-09-29T22:18:34.097682] [INFO ] [FORECASTER] Completed predict_future for AIZ
[2025-09-29T22:18:34.097842] [INFO ] [sig       ] AIZ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:34.252487] [INFO ] [LOCAL     ] Saved forecast: AIZ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AIZ.txt
[2025-09-29T22:18:34.252834] [WARN ] [sig       ] [65/2211] Failed AIZ after 0.3s | 4.48 sym/s | Total: 14.5s | ETA: 8.0m
[2025-09-29T22:18:34.252920] [INFO ] [sig       ] [66/2211] Forecasting AIZN...
[2025-09-29T22:18:34.252968] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-09-29T22:18:34.253014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-09-29T22:18:34.264253] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AIZN'.
[2025-09-29T22:18:34.264677] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-09-29T22:18:34.291289] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:34.292166] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-09-29T22:18:34.292228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:34.292271] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:34.292303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:34.292408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:34.312238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:34.313324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:34.313420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:34.313458] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:34.352303] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:34.352491] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:34.352554] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:34.352589] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:34.356367] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=96.21%)
[2025-09-29T22:18:34.356681] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-09-29T22:18:34.356846] [INFO ] [sig       ] AIZN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:34.530667] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AIZN.txt
[2025-09-29T22:18:34.530917] [WARN ] [sig       ] [66/2211] Failed AIZN after 0.3s | 4.47 sym/s | Total: 14.8s | ETA: 8.0m
[2025-09-29T22:18:34.530997] [INFO ] [sig       ] [67/2211] Forecasting AJG...
[2025-09-29T22:18:34.531037] [INFO ] [sig       ] Generating forecast for: AJG
[2025-09-29T22:18:34.531070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-09-29T22:18:34.543447] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AJG'.
[2025-09-29T22:18:34.543896] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-09-29T22:18:34.572938] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:34.573867] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-09-29T22:18:34.573926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:34.573964] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:34.573996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:34.574056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:34.593967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:34.594639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:34.594755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:34.594799] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:34.630563] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:34.630760] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:34.630822] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:34.630856] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:34.634608] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2025-09-29T22:18:34.634957] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-09-29T22:18:34.635106] [INFO ] [sig       ] AJG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:34.794679] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AJG.txt
[2025-09-29T22:18:34.794941] [WARN ] [sig       ] [67/2211] Failed AJG after 0.3s | 4.46 sym/s | Total: 15.0s | ETA: 8.0m
[2025-09-29T22:18:34.795026] [INFO ] [sig       ] [68/2211] Forecasting AKR...
[2025-09-29T22:18:34.795379] [INFO ] [sig       ] Generating forecast for: AKR
[2025-09-29T22:18:34.795416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKR' from 'https://tdm.silogroup.org/data/derivative_storage/AKR.csv'.
[2025-09-29T22:18:34.807112] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AKR'.
[2025-09-29T22:18:34.807490] [INFO ] [FORECASTER] Starting predict_future for AKR
[2025-09-29T22:18:34.835166] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:34.836101] [DEBUG] [LOCAL     ] No optimal features file found for AKR: ./output/feature-sets/AKR.txt
[2025-09-29T22:18:34.836167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:34.836205] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:34.836236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:34.836301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:34.855607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:34.856397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:34.856492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:34.856529] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:34.894465] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:34.894664] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:34.894742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:34.894781] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:34.898634] [DEBUG] [FORECASTER] AKR: Forecast T+1@11:T+2@11: UP (p=81.47%)
[2025-09-29T22:18:34.899007] [INFO ] [FORECASTER] Completed predict_future for AKR
[2025-09-29T22:18:34.899199] [INFO ] [sig       ] AKR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:35.055282] [INFO ] [LOCAL     ] Saved forecast: AKR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AKR.txt
[2025-09-29T22:18:35.055523] [WARN ] [sig       ] [68/2211] Failed AKR after 0.3s | 4.45 sym/s | Total: 15.3s | ETA: 8.0m
[2025-09-29T22:18:35.055605] [INFO ] [sig       ] [69/2211] Forecasting AL...
[2025-09-29T22:18:35.055674] [INFO ] [sig       ] Generating forecast for: AL
[2025-09-29T22:18:35.055728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-09-29T22:18:35.066543] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AL'.
[2025-09-29T22:18:35.066896] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-09-29T22:18:35.093271] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:35.094104] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-09-29T22:18:35.094165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:35.094203] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:35.094234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:35.094295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:35.112750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:35.113439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:35.113528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:35.113566] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:35.151087] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:35.151214] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:35.151254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:35.151284] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:35.154808] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=39.60%)
[2025-09-29T22:18:35.155084] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-09-29T22:18:35.155219] [INFO ] [sig       ] AL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:35.305172] [INFO ] [LOCAL     ] Saved forecast: AL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AL.txt
[2025-09-29T22:18:35.305438] [WARN ] [sig       ] [69/2211] Failed AL after 0.2s | 4.44 sym/s | Total: 15.5s | ETA: 8.0m
[2025-09-29T22:18:35.305516] [INFO ] [sig       ] [70/2211] Forecasting ALB...
[2025-09-29T22:18:35.305556] [INFO ] [sig       ] Generating forecast for: ALB
[2025-09-29T22:18:35.305588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-09-29T22:18:35.316491] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ALB'.
[2025-09-29T22:18:35.316885] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-09-29T22:18:35.345965] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:35.346884] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-09-29T22:18:35.346943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:35.346979] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:35.347010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:35.347102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:35.367156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:35.368029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:35.368125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:35.368161] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:35.409602] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:35.409876] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:35.409956] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:35.410013] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:35.415277] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=26.94%)
[2025-09-29T22:18:35.415733] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-09-29T22:18:35.415903] [INFO ] [sig       ] ALB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:35.583921] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ALB.txt
[2025-09-29T22:18:35.584171] [WARN ] [sig       ] [70/2211] Failed ALB after 0.3s | 4.42 sym/s | Total: 15.8s | ETA: 8.1m
[2025-09-29T22:18:35.584291] [INFO ] [sig       ] [71/2211] Forecasting ALC...
[2025-09-29T22:18:35.584331] [INFO ] [sig       ] Generating forecast for: ALC
[2025-09-29T22:18:35.584364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-09-29T22:18:35.597563] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ALC'.
[2025-09-29T22:18:35.597988] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-09-29T22:18:35.630733] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:35.631568] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-09-29T22:18:35.631626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:35.631735] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:35.631824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:35.631894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:35.655281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:35.656050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:35.656142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:35.656179] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:35.695912] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:35.696103] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:35.696184] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:35.696293] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:35.701500] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=33.66%)
[2025-09-29T22:18:35.701930] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-09-29T22:18:35.702133] [INFO ] [sig       ] ALC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:35.898784] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ALC.txt
[2025-09-29T22:18:35.899191] [WARN ] [sig       ] [71/2211] Failed ALC after 0.3s | 4.40 sym/s | Total: 16.1s | ETA: 8.1m
[2025-09-29T22:18:35.899315] [INFO ] [sig       ] [72/2211] Forecasting ALE...
[2025-09-29T22:18:35.899368] [INFO ] [sig       ] Generating forecast for: ALE
[2025-09-29T22:18:35.899525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'.
[2025-09-29T22:18:35.913023] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ALE'.
[2025-09-29T22:18:35.913576] [INFO ] [FORECASTER] Starting predict_future for ALE
[2025-09-29T22:18:35.957686] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:35.959132] [DEBUG] [LOCAL     ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt
[2025-09-29T22:18:35.959196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:35.959309] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:35.959364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:35.959448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:35.994184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:35.995761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:35.995912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:35.995969] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:36.059258] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:36.059524] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:36.059683] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:36.059743] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:36.066312] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2025-09-29T22:18:36.066822] [INFO ] [FORECASTER] Completed predict_future for ALE
[2025-09-29T22:18:36.067095] [INFO ] [sig       ] ALE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:36.342025] [INFO ] [LOCAL     ] Saved forecast: ALE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ALE.txt
[2025-09-29T22:18:36.342281] [WARN ] [sig       ] [72/2211] Failed ALE after 0.4s | 4.34 sym/s | Total: 16.6s | ETA: 8.2m
[2025-09-29T22:18:36.342362] [INFO ] [sig       ] [73/2211] Forecasting ALEX...
[2025-09-29T22:18:36.342403] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-09-29T22:18:36.342445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-09-29T22:18:36.354754] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ALEX'.
[2025-09-29T22:18:36.355163] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-09-29T22:18:36.385876] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:36.386820] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-09-29T22:18:36.386879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:36.386914] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:36.386944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:36.387003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:36.405552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:36.406238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:36.406323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:36.406358] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:36.449106] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:36.449316] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:36.449402] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:36.449512] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:36.455719] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: UP (p=87.70%)
[2025-09-29T22:18:36.456188] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-09-29T22:18:36.456361] [INFO ] [sig       ] ALEX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:36.615621] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ALEX.txt
[2025-09-29T22:18:36.615900] [WARN ] [sig       ] [73/2211] Failed ALEX after 0.3s | 4.33 sym/s | Total: 16.9s | ETA: 8.2m
[2025-09-29T22:18:36.615983] [INFO ] [sig       ] [74/2211] Forecasting ALG...
[2025-09-29T22:18:36.616025] [INFO ] [sig       ] Generating forecast for: ALG
[2025-09-29T22:18:36.616059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-09-29T22:18:36.626694] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ALG'.
[2025-09-29T22:18:36.627013] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-09-29T22:18:36.656148] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:36.657070] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-09-29T22:18:36.657132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:36.657169] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:36.657197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:36.657261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:36.676098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:36.676723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:36.676813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:36.676851] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:36.713311] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:36.713441] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:36.713483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:36.713514] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:36.717001] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2025-09-29T22:18:36.717803] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-09-29T22:18:36.717951] [INFO ] [sig       ] ALG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:36.871160] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ALG.txt
[2025-09-29T22:18:36.871574] [WARN ] [sig       ] [74/2211] Failed ALG after 0.3s | 4.32 sym/s | Total: 17.1s | ETA: 8.2m
[2025-09-29T22:18:36.871689] [INFO ] [sig       ] [75/2211] Forecasting ALIT...
[2025-09-29T22:18:36.871739] [INFO ] [sig       ] Generating forecast for: ALIT
[2025-09-29T22:18:36.871774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALIT' from 'https://tdm.silogroup.org/data/derivative_storage/ALIT.csv'.
[2025-09-29T22:18:36.884349] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ALIT'.
[2025-09-29T22:18:36.884855] [INFO ] [FORECASTER] Starting predict_future for ALIT
[2025-09-29T22:18:36.912581] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:36.913445] [DEBUG] [LOCAL     ] No optimal features file found for ALIT: ./output/feature-sets/ALIT.txt
[2025-09-29T22:18:36.913503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:36.913542] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:36.913572] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:36.913634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:36.932266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:36.933088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:36.933190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:36.933227] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:36.976749] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:36.976942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:36.976991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:36.977023] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:36.980930] [DEBUG] [FORECASTER] ALIT: Forecast T+1@11:T+2@11: DOWN (p=2.45%)
[2025-09-29T22:18:36.981227] [INFO ] [FORECASTER] Completed predict_future for ALIT
[2025-09-29T22:18:36.981381] [INFO ] [sig       ] ALIT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:37.133068] [INFO ] [LOCAL     ] Saved forecast: ALIT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ALIT.txt
[2025-09-29T22:18:37.133370] [WARN ] [sig       ] [75/2211] Failed ALIT after 0.3s | 4.32 sym/s | Total: 17.4s | ETA: 8.2m
[2025-09-29T22:18:37.133484] [INFO ] [sig       ] [76/2211] Forecasting ALK...
[2025-09-29T22:18:37.133525] [INFO ] [sig       ] Generating forecast for: ALK
[2025-09-29T22:18:37.133561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-09-29T22:18:37.139909] [WARN ] [REMOTE    ] Historical data not found for symbol 'ALK' (404).
[2025-09-29T22:18:37.140352] [FATAL] [sig       ] ALK: No historical data fetched.
[2025-09-29T22:18:37.140475] [WARN ] [sig       ] [76/2211] Failed ALK after 0.0s | 4.37 sym/s | Total: 17.4s | ETA: 8.1m
[2025-09-29T22:18:37.140558] [INFO ] [sig       ] [77/2211] Forecasting ALL...
[2025-09-29T22:18:37.140608] [INFO ] [sig       ] Generating forecast for: ALL
[2025-09-29T22:18:37.140679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-09-29T22:18:37.144983] [WARN ] [REMOTE    ] Historical data not found for symbol 'ALL' (404).
[2025-09-29T22:18:37.145176] [FATAL] [sig       ] ALL: No historical data fetched.
[2025-09-29T22:18:37.145269] [WARN ] [sig       ] [77/2211] Failed ALL after 0.0s | 4.43 sym/s | Total: 17.4s | ETA: 8.0m
[2025-09-29T22:18:37.145317] [INFO ] [sig       ] [78/2211] Forecasting ALLE...
[2025-09-29T22:18:37.145349] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-09-29T22:18:37.145379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-09-29T22:18:37.157738] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ALLE'.
[2025-09-29T22:18:37.158194] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-09-29T22:18:37.185037] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:37.185877] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-09-29T22:18:37.185939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:37.185979] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:37.186010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:37.186098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:37.204401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:37.205018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:37.205114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:37.205150] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:37.252848] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:37.253066] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:37.253117] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:37.253149] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:37.257252] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: UP (p=64.66%)
[2025-09-29T22:18:37.257566] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-09-29T22:18:37.257762] [INFO ] [sig       ] ALLE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:37.414690] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ALLE.txt
[2025-09-29T22:18:37.415051] [WARN ] [sig       ] [78/2211] Failed ALLE after 0.3s | 4.42 sym/s | Total: 17.7s | ETA: 8.0m
[2025-09-29T22:18:37.415133] [INFO ] [sig       ] [79/2211] Forecasting ALLY...
[2025-09-29T22:18:37.415173] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-09-29T22:18:37.415205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-09-29T22:18:37.428694] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ALLY'.
[2025-09-29T22:18:37.429390] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-09-29T22:18:37.461352] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:37.462485] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-09-29T22:18:37.462571] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:37.462608] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:37.462638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:37.462749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:37.482807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:37.483853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:37.483978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:37.484015] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:37.528992] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:37.529221] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:37.529280] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:37.529324] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:37.533587] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=17.73%)
[2025-09-29T22:18:37.533926] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-09-29T22:18:37.534093] [INFO ] [sig       ] ALLY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:37.688182] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ALLY.txt
[2025-09-29T22:18:37.688519] [WARN ] [sig       ] [79/2211] Failed ALLY after 0.3s | 4.41 sym/s | Total: 17.9s | ETA: 8.1m
[2025-09-29T22:18:37.688589] [INFO ] [sig       ] [80/2211] Forecasting ALSN...
[2025-09-29T22:18:37.688625] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-09-29T22:18:37.688696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-09-29T22:18:37.699588] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ALSN'.
[2025-09-29T22:18:37.700063] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-09-29T22:18:37.728436] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:37.729341] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-09-29T22:18:37.729401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:37.729438] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:37.729467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:37.729543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:37.748866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:37.749623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:37.749748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:37.749791] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:37.792160] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:37.792340] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:37.792387] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:37.792419] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:37.796116] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: UP (p=98.90%)
[2025-09-29T22:18:37.796400] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-09-29T22:18:37.796550] [INFO ] [sig       ] ALSN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:37.953614] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ALSN.txt
[2025-09-29T22:18:37.953966] [WARN ] [sig       ] [80/2211] Failed ALSN after 0.3s | 4.40 sym/s | Total: 18.2s | ETA: 8.1m
[2025-09-29T22:18:37.954054] [INFO ] [sig       ] [81/2211] Forecasting ALTG...
[2025-09-29T22:18:37.954096] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-09-29T22:18:37.954130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-09-29T22:18:37.965028] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ALTG'.
[2025-09-29T22:18:37.965455] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-09-29T22:18:37.993492] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:37.994389] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-09-29T22:18:37.994452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:37.994489] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:37.994521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:37.994593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:38.015037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:38.016055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:38.016191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:38.016259] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:38.060568] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:38.060693] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:38.060766] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:38.060811] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:38.064207] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: DOWN (p=49.15%)
[2025-09-29T22:18:38.064468] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-09-29T22:18:38.064609] [INFO ] [sig       ] ALTG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:38.221013] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ALTG.txt
[2025-09-29T22:18:38.221280] [WARN ] [sig       ] [81/2211] Failed ALTG after 0.3s | 4.39 sym/s | Total: 18.5s | ETA: 8.1m
[2025-09-29T22:18:38.221360] [INFO ] [sig       ] [82/2211] Forecasting ALUR...
[2025-09-29T22:18:38.221400] [INFO ] [sig       ] Generating forecast for: ALUR
[2025-09-29T22:18:38.221432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALUR' from 'https://tdm.silogroup.org/data/derivative_storage/ALUR.csv'.
[2025-09-29T22:18:38.226273] [WARN ] [REMOTE    ] Historical data not found for symbol 'ALUR' (404).
[2025-09-29T22:18:38.226458] [FATAL] [sig       ] ALUR: No historical data fetched.
[2025-09-29T22:18:38.226548] [WARN ] [sig       ] [82/2211] Failed ALUR after 0.0s | 4.44 sym/s | Total: 18.5s | ETA: 8.0m
[2025-09-29T22:18:38.226617] [INFO ] [sig       ] [83/2211] Forecasting ALV...
[2025-09-29T22:18:38.226689] [INFO ] [sig       ] Generating forecast for: ALV
[2025-09-29T22:18:38.226735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALV' from 'https://tdm.silogroup.org/data/derivative_storage/ALV.csv'.
[2025-09-29T22:18:38.237286] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ALV'.
[2025-09-29T22:18:38.237777] [INFO ] [FORECASTER] Starting predict_future for ALV
[2025-09-29T22:18:38.265404] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:38.266254] [DEBUG] [LOCAL     ] No optimal features file found for ALV: ./output/feature-sets/ALV.txt
[2025-09-29T22:18:38.266311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:38.266346] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:38.266375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:38.266435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:38.284985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:38.285616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:38.285731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:38.285774] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:38.330575] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:38.330707] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:38.330758] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:38.330792] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:38.334144] [DEBUG] [FORECASTER] ALV: Forecast T+1@11:T+2@11: UP (p=52.72%)
[2025-09-29T22:18:38.334409] [INFO ] [FORECASTER] Completed predict_future for ALV
[2025-09-29T22:18:38.334547] [INFO ] [sig       ] ALV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:38.483025] [INFO ] [LOCAL     ] Saved forecast: ALV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ALV.txt
[2025-09-29T22:18:38.483398] [WARN ] [sig       ] [83/2211] Failed ALV after 0.3s | 4.43 sym/s | Total: 18.7s | ETA: 8.0m
[2025-09-29T22:18:38.483580] [INFO ] [sig       ] [84/2211] Forecasting ALX...
[2025-09-29T22:18:38.483695] [INFO ] [sig       ] Generating forecast for: ALX
[2025-09-29T22:18:38.483823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-09-29T22:18:38.495549] [DEBUG] [REMOTE    ] Successfully parsed 1792 rows of historical data for symbol 'ALX'.
[2025-09-29T22:18:38.496011] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-09-29T22:18:38.522485] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:38.523393] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-09-29T22:18:38.523452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:38.523488] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:38.523535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:38.523596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:38.545146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:38.545943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:38.546033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:38.546068] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:38.584580] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:38.584781] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:38.584833] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:38.584865] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:38.589045] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: DOWN (p=18.08%)
[2025-09-29T22:18:38.589395] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-09-29T22:18:38.589554] [INFO ] [sig       ] ALX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:38.746477] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ALX.txt
[2025-09-29T22:18:38.746759] [WARN ] [sig       ] [84/2211] Failed ALX after 0.3s | 4.42 sym/s | Total: 19.0s | ETA: 8.0m
[2025-09-29T22:18:38.746843] [INFO ] [sig       ] [85/2211] Forecasting AM...
[2025-09-29T22:18:38.746883] [INFO ] [sig       ] Generating forecast for: AM
[2025-09-29T22:18:38.746915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-09-29T22:18:38.758623] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AM'.
[2025-09-29T22:18:38.759034] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-09-29T22:18:38.787164] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:38.788022] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-09-29T22:18:38.788084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:38.788123] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:38.788155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:38.788214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:38.808289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:38.808962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:38.809072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:38.809127] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:38.848536] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:38.848729] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:38.848785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:38.848818] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:38.852423] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: DOWN (p=13.00%)
[2025-09-29T22:18:38.852759] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-09-29T22:18:38.852914] [INFO ] [sig       ] AM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:39.006429] [INFO ] [LOCAL     ] Saved forecast: AM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AM.txt
[2025-09-29T22:18:39.006705] [WARN ] [sig       ] [85/2211] Failed AM after 0.3s | 4.42 sym/s | Total: 19.2s | ETA: 8.0m
[2025-09-29T22:18:39.006790] [INFO ] [sig       ] [86/2211] Forecasting AMBC...
[2025-09-29T22:18:39.006832] [INFO ] [sig       ] Generating forecast for: AMBC
[2025-09-29T22:18:39.006866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBC' from 'https://tdm.silogroup.org/data/derivative_storage/AMBC.csv'.
[2025-09-29T22:18:39.017549] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMBC'.
[2025-09-29T22:18:39.017936] [INFO ] [FORECASTER] Starting predict_future for AMBC
[2025-09-29T22:18:39.045948] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:39.046815] [DEBUG] [LOCAL     ] No optimal features file found for AMBC: ./output/feature-sets/AMBC.txt
[2025-09-29T22:18:39.046876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:39.046913] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:39.046942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:39.046999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:39.066615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:39.067448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:39.067540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:39.067577] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:39.108711] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:39.108889] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:39.108935] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:39.108966] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:39.112607] [DEBUG] [FORECASTER] AMBC: Forecast T+1@11:T+2@11: UP (p=75.37%)
[2025-09-29T22:18:39.112942] [INFO ] [FORECASTER] Completed predict_future for AMBC
[2025-09-29T22:18:39.113089] [INFO ] [sig       ] AMBC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:39.271524] [INFO ] [LOCAL     ] Saved forecast: AMBC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AMBC.txt
[2025-09-29T22:18:39.271786] [WARN ] [sig       ] [86/2211] Failed AMBC after 0.3s | 4.41 sym/s | Total: 19.5s | ETA: 8.0m
[2025-09-29T22:18:39.271869] [INFO ] [sig       ] [87/2211] Forecasting AMBP...
[2025-09-29T22:18:39.271909] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-09-29T22:18:39.271942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-09-29T22:18:39.282523] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMBP'.
[2025-09-29T22:18:39.282980] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-09-29T22:18:39.309603] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:39.310507] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-09-29T22:18:39.310577] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:39.310623] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:39.310690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:39.310765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:39.329895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:39.330561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:39.330679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:39.330759] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:39.364514] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:39.365084] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:39.365136] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:39.365169] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:39.368804] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: DOWN (p=27.50%)
[2025-09-29T22:18:39.369090] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-09-29T22:18:39.369238] [INFO ] [sig       ] AMBP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:39.520316] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AMBP.txt
[2025-09-29T22:18:39.520589] [WARN ] [sig       ] [87/2211] Failed AMBP after 0.2s | 4.40 sym/s | Total: 19.8s | ETA: 8.0m
[2025-09-29T22:18:39.520831] [INFO ] [sig       ] [88/2211] Forecasting AMC...
[2025-09-29T22:18:39.520878] [INFO ] [sig       ] Generating forecast for: AMC
[2025-09-29T22:18:39.520911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-09-29T22:18:39.532281] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMC'.
[2025-09-29T22:18:39.532693] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-09-29T22:18:39.559178] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:39.559992] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-09-29T22:18:39.560049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:39.560087] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:39.560157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:39.560238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:39.579055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:39.579800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:39.579890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:39.579925] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:39.613744] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:39.613910] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:39.613965] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:39.614002] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:39.618008] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-09-29T22:18:39.618294] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-09-29T22:18:39.618432] [INFO ] [sig       ] AMC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:39.773735] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AMC.txt
[2025-09-29T22:18:39.774000] [WARN ] [sig       ] [88/2211] Failed AMC after 0.3s | 4.40 sym/s | Total: 20.0s | ETA: 8.0m
[2025-09-29T22:18:39.774093] [INFO ] [sig       ] [89/2211] Forecasting AMCR...
[2025-09-29T22:18:39.774133] [INFO ] [sig       ] Generating forecast for: AMCR
[2025-09-29T22:18:39.774167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCR' from 'https://tdm.silogroup.org/data/derivative_storage/AMCR.csv'.
[2025-09-29T22:18:39.786023] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMCR'.
[2025-09-29T22:18:39.786426] [INFO ] [FORECASTER] Starting predict_future for AMCR
[2025-09-29T22:18:39.814212] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:39.815035] [DEBUG] [LOCAL     ] No optimal features file found for AMCR: ./output/feature-sets/AMCR.txt
[2025-09-29T22:18:39.815094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:39.815130] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:39.815160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:39.815224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:39.833841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:39.834442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:39.834531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:39.834566] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:39.882145] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:39.883308] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:39.883467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:39.883519] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:39.887462] [DEBUG] [FORECASTER] AMCR: Forecast T+1@11:T+2@11: UP (p=96.41%)
[2025-09-29T22:18:39.887826] [INFO ] [FORECASTER] Completed predict_future for AMCR
[2025-09-29T22:18:39.887987] [INFO ] [sig       ] AMCR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:40.044376] [INFO ] [LOCAL     ] Saved forecast: AMCR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AMCR.txt
[2025-09-29T22:18:40.044672] [WARN ] [sig       ] [89/2211] Failed AMCR after 0.3s | 4.39 sym/s | Total: 20.3s | ETA: 8.1m
[2025-09-29T22:18:40.044794] [INFO ] [sig       ] [90/2211] Forecasting AME...
[2025-09-29T22:18:40.044837] [INFO ] [sig       ] Generating forecast for: AME
[2025-09-29T22:18:40.044871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-09-29T22:18:40.057982] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AME'.
[2025-09-29T22:18:40.058326] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-09-29T22:18:40.084432] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:40.085225] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-09-29T22:18:40.085280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:40.085314] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:40.085342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:40.085399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:40.103446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:40.104091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:40.104179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:40.104212] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:40.142119] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:40.142230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:40.142268] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:40.142297] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:40.145719] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=9.71%)
[2025-09-29T22:18:40.145995] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-09-29T22:18:40.146128] [INFO ] [sig       ] AME: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:40.293629] [INFO ] [LOCAL     ] Saved forecast: AME	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AME.txt
[2025-09-29T22:18:40.293904] [WARN ] [sig       ] [90/2211] Failed AME after 0.2s | 4.38 sym/s | Total: 20.5s | ETA: 8.1m
[2025-09-29T22:18:40.293983] [INFO ] [sig       ] [91/2211] Forecasting AMG...
[2025-09-29T22:18:40.294023] [INFO ] [sig       ] Generating forecast for: AMG
[2025-09-29T22:18:40.294072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-09-29T22:18:40.305616] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMG'.
[2025-09-29T22:18:40.305988] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-09-29T22:18:40.332260] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:40.333099] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-09-29T22:18:40.333157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:40.333192] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:40.333220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:40.333295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:40.351753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:40.352369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:40.352456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:40.352491] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:40.388261] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:40.388399] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:40.388439] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:40.388494] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:40.392165] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=84.80%)
[2025-09-29T22:18:40.392494] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-09-29T22:18:40.392689] [INFO ] [sig       ] AMG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:40.546355] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AMG.txt
[2025-09-29T22:18:40.546670] [WARN ] [sig       ] [91/2211] Failed AMG after 0.3s | 4.38 sym/s | Total: 20.8s | ETA: 8.1m
[2025-09-29T22:18:40.546768] [INFO ] [sig       ] [92/2211] Forecasting AMH...
[2025-09-29T22:18:40.546812] [INFO ] [sig       ] Generating forecast for: AMH
[2025-09-29T22:18:40.546849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-09-29T22:18:40.558975] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMH'.
[2025-09-29T22:18:40.559375] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-09-29T22:18:40.587097] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:40.588010] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-09-29T22:18:40.588070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:40.588106] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:40.588134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:40.588194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:40.608949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:40.610172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:40.610284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:40.610319] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:40.652915] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:40.653127] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:40.653216] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:40.653273] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:40.657354] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: UP (p=52.86%)
[2025-09-29T22:18:40.657737] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-09-29T22:18:40.657899] [INFO ] [sig       ] AMH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:40.888232] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AMH.txt
[2025-09-29T22:18:40.888512] [WARN ] [sig       ] [92/2211] Failed AMH after 0.3s | 4.35 sym/s | Total: 21.1s | ETA: 8.1m
[2025-09-29T22:18:40.888592] [INFO ] [sig       ] [93/2211] Forecasting AMN...
[2025-09-29T22:18:40.888632] [INFO ] [sig       ] Generating forecast for: AMN
[2025-09-29T22:18:40.888721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-09-29T22:18:40.900394] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMN'.
[2025-09-29T22:18:40.900857] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-09-29T22:18:40.933629] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:40.934970] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-09-29T22:18:40.935060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:40.935102] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:40.935137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:40.935214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:40.960603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:40.961855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:40.961982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:40.962039] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:41.007744] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:41.007950] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:41.008007] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:41.008049] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:41.014256] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=66.04%)
[2025-09-29T22:18:41.014867] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-09-29T22:18:41.015093] [INFO ] [sig       ] AMN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:41.234627] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AMN.txt
[2025-09-29T22:18:41.235002] [WARN ] [sig       ] [93/2211] Failed AMN after 0.3s | 4.33 sym/s | Total: 21.5s | ETA: 8.2m
[2025-09-29T22:18:41.235105] [INFO ] [sig       ] [94/2211] Forecasting AMP...
[2025-09-29T22:18:41.235176] [INFO ] [sig       ] Generating forecast for: AMP
[2025-09-29T22:18:41.235249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-09-29T22:18:41.248590] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMP'.
[2025-09-29T22:18:41.249171] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-09-29T22:18:41.280870] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:41.281820] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-09-29T22:18:41.281887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:41.281923] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:41.281952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:41.282080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:41.302732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:41.303764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:41.303878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:41.303916] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:41.343083] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:41.343255] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:41.343303] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:41.343338] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:41.348780] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: UP (p=76.13%)
[2025-09-29T22:18:41.349170] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-09-29T22:18:41.349344] [INFO ] [sig       ] AMP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:41.510918] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AMP.txt
[2025-09-29T22:18:41.511189] [WARN ] [sig       ] [94/2211] Failed AMP after 0.3s | 4.32 sym/s | Total: 21.8s | ETA: 8.2m
[2025-09-29T22:18:41.511333] [INFO ] [sig       ] [95/2211] Forecasting AMPX...
[2025-09-29T22:18:41.511385] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-09-29T22:18:41.511420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-09-29T22:18:41.523347] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMPX'.
[2025-09-29T22:18:41.523902] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-09-29T22:18:41.555140] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:41.556413] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-09-29T22:18:41.556490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:41.556558] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:41.556602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:41.556736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:41.588628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:41.589864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:41.589990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:41.590091] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:41.647710] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:41.647926] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:41.648011] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:41.648082] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:41.654285] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-09-29T22:18:41.654794] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-09-29T22:18:41.655004] [INFO ] [sig       ] AMPX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:41.843138] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AMPX.txt
[2025-09-29T22:18:41.843476] [WARN ] [sig       ] [95/2211] Failed AMPX after 0.3s | 4.30 sym/s | Total: 22.1s | ETA: 8.2m
[2025-09-29T22:18:41.843579] [INFO ] [sig       ] [96/2211] Forecasting AMPY...
[2025-09-29T22:18:41.843636] [INFO ] [sig       ] Generating forecast for: AMPY
[2025-09-29T22:18:41.843715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPY' from 'https://tdm.silogroup.org/data/derivative_storage/AMPY.csv'.
[2025-09-29T22:18:41.849609] [WARN ] [REMOTE    ] Historical data not found for symbol 'AMPY' (404).
[2025-09-29T22:18:41.850111] [FATAL] [sig       ] AMPY: No historical data fetched.
[2025-09-29T22:18:41.850211] [WARN ] [sig       ] [96/2211] Failed AMPY after 0.0s | 4.35 sym/s | Total: 22.1s | ETA: 8.1m
[2025-09-29T22:18:41.850262] [INFO ] [sig       ] [97/2211] Forecasting AMR...
[2025-09-29T22:18:41.850295] [INFO ] [sig       ] Generating forecast for: AMR
[2025-09-29T22:18:41.850326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMR' from 'https://tdm.silogroup.org/data/derivative_storage/AMR.csv'.
[2025-09-29T22:18:41.863339] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMR'.
[2025-09-29T22:18:41.863828] [INFO ] [FORECASTER] Starting predict_future for AMR
[2025-09-29T22:18:41.891232] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:41.892155] [DEBUG] [LOCAL     ] No optimal features file found for AMR: ./output/feature-sets/AMR.txt
[2025-09-29T22:18:41.892218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:41.892278] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:41.892333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:41.892420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:41.910747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:41.911491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:41.911612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:41.911693] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:41.951918] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:41.952091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:41.952137] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:41.952168] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:41.956102] [DEBUG] [FORECASTER] AMR: Forecast T+1@11:T+2@11: UP (p=85.09%)
[2025-09-29T22:18:41.956389] [INFO ] [FORECASTER] Completed predict_future for AMR
[2025-09-29T22:18:41.956536] [INFO ] [sig       ] AMR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:42.105816] [INFO ] [LOCAL     ] Saved forecast: AMR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AMR.txt
[2025-09-29T22:18:42.106062] [WARN ] [sig       ] [97/2211] Failed AMR after 0.3s | 4.34 sym/s | Total: 22.3s | ETA: 8.1m
[2025-09-29T22:18:42.106141] [INFO ] [sig       ] [98/2211] Forecasting AMRC...
[2025-09-29T22:18:42.106180] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-09-29T22:18:42.106214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-09-29T22:18:42.117153] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMRC'.
[2025-09-29T22:18:42.117528] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-09-29T22:18:42.144445] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:42.145342] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-09-29T22:18:42.145401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:42.145437] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:42.145466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:42.145524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:42.163946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:42.164695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:42.164787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:42.164825] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:42.204821] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:42.204979] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:42.205057] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:42.205089] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:42.210772] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: UP (p=92.39%)
[2025-09-29T22:18:42.211069] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-09-29T22:18:42.211214] [INFO ] [sig       ] AMRC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:42.362204] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AMRC.txt
[2025-09-29T22:18:42.362447] [WARN ] [sig       ] [98/2211] Failed AMRC after 0.3s | 4.34 sym/s | Total: 22.6s | ETA: 8.1m
[2025-09-29T22:18:42.362526] [INFO ] [sig       ] [99/2211] Forecasting AMT...
[2025-09-29T22:18:42.362566] [INFO ] [sig       ] Generating forecast for: AMT
[2025-09-29T22:18:42.362598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMT' from 'https://tdm.silogroup.org/data/derivative_storage/AMT.csv'.
[2025-09-29T22:18:42.373981] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMT'.
[2025-09-29T22:18:42.374425] [INFO ] [FORECASTER] Starting predict_future for AMT
[2025-09-29T22:18:42.406669] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:42.407976] [DEBUG] [LOCAL     ] No optimal features file found for AMT: ./output/feature-sets/AMT.txt
[2025-09-29T22:18:42.408070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:42.408135] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:42.408173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:42.408235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:42.427400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:42.428342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:42.428444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:42.428483] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:42.471259] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:42.471466] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:42.471577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:42.471615] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:42.476591] [DEBUG] [FORECASTER] AMT: Forecast T+1@11:T+2@11: DOWN (p=17.93%)
[2025-09-29T22:18:42.477160] [INFO ] [FORECASTER] Completed predict_future for AMT
[2025-09-29T22:18:42.477337] [INFO ] [sig       ] AMT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:42.655282] [INFO ] [LOCAL     ] Saved forecast: AMT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AMT.txt
[2025-09-29T22:18:42.655586] [WARN ] [sig       ] [99/2211] Failed AMT after 0.3s | 4.32 sym/s | Total: 22.9s | ETA: 8.1m
[2025-09-29T22:18:42.655695] [INFO ] [sig       ] [100/2211] Forecasting AMTB...
[2025-09-29T22:18:42.655741] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-09-29T22:18:42.655775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-09-29T22:18:42.668993] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMTB'.
[2025-09-29T22:18:42.669417] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-09-29T22:18:42.699037] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:42.699966] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-09-29T22:18:42.700025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:42.700061] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:42.700091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:42.700150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:42.721977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:42.723197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:42.723308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:42.723347] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:42.760585] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:42.760758] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:42.760813] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:42.760850] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:42.764662] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: DOWN (p=14.88%)
[2025-09-29T22:18:42.764961] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-09-29T22:18:42.765103] [INFO ] [sig       ] AMTB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:42.920225] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AMTB.txt
[2025-09-29T22:18:42.920466] [WARN ] [sig       ] [100/2211] Failed AMTB after 0.3s | 4.32 sym/s | Total: 23.2s | ETA: 8.1m
[2025-09-29T22:18:42.920544] [INFO ] [sig       ] [101/2211] Forecasting AMTD...
[2025-09-29T22:18:42.920585] [INFO ] [sig       ] Generating forecast for: AMTD
[2025-09-29T22:18:42.920620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTD' from 'https://tdm.silogroup.org/data/derivative_storage/AMTD.csv'.
[2025-09-29T22:18:42.930342] [DEBUG] [REMOTE    ] Successfully parsed 1792 rows of historical data for symbol 'AMTD'.
[2025-09-29T22:18:42.930709] [INFO ] [FORECASTER] Starting predict_future for AMTD
[2025-09-29T22:18:42.961694] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:42.962582] [DEBUG] [LOCAL     ] No optimal features file found for AMTD: ./output/feature-sets/AMTD.txt
[2025-09-29T22:18:42.962669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:42.962735] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:42.962771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:42.962832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:42.982442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:42.983345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:42.983475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:42.983551] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:43.018211] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:43.018357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:43.018400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:43.018433] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:43.022106] [DEBUG] [FORECASTER] AMTD: Forecast T+1@11:T+2@11: DOWN (p=21.74%)
[2025-09-29T22:18:43.022386] [INFO ] [FORECASTER] Completed predict_future for AMTD
[2025-09-29T22:18:43.022525] [INFO ] [sig       ] AMTD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:43.185391] [INFO ] [LOCAL     ] Saved forecast: AMTD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AMTD.txt
[2025-09-29T22:18:43.185639] [WARN ] [sig       ] [101/2211] Failed AMTD after 0.3s | 4.31 sym/s | Total: 23.4s | ETA: 8.2m
[2025-09-29T22:18:43.185749] [INFO ] [sig       ] [102/2211] Forecasting AMTM...
[2025-09-29T22:18:43.185790] [INFO ] [sig       ] Generating forecast for: AMTM
[2025-09-29T22:18:43.185824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTM' from 'https://tdm.silogroup.org/data/derivative_storage/AMTM.csv'.
[2025-09-29T22:18:43.197413] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMTM'.
[2025-09-29T22:18:43.197820] [INFO ] [FORECASTER] Starting predict_future for AMTM
[2025-09-29T22:18:43.228828] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:43.229760] [DEBUG] [LOCAL     ] No optimal features file found for AMTM: ./output/feature-sets/AMTM.txt
[2025-09-29T22:18:43.229820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:43.229856] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:43.229884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:43.229943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:43.249631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:43.250503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:43.250602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:43.250639] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:43.290009] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:43.290190] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:43.290235] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:43.290289] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:43.294077] [DEBUG] [FORECASTER] AMTM: Forecast T+1@11:T+2@11: DOWN (p=9.94%)
[2025-09-29T22:18:43.294413] [INFO ] [FORECASTER] Completed predict_future for AMTM
[2025-09-29T22:18:43.294562] [INFO ] [sig       ] AMTM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:43.447911] [INFO ] [LOCAL     ] Saved forecast: AMTM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AMTM.txt
[2025-09-29T22:18:43.448170] [WARN ] [sig       ] [102/2211] Failed AMTM after 0.3s | 4.31 sym/s | Total: 23.7s | ETA: 8.2m
[2025-09-29T22:18:43.448251] [INFO ] [sig       ] [103/2211] Forecasting AMWL...
[2025-09-29T22:18:43.448291] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-09-29T22:18:43.448323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-09-29T22:18:43.458603] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMWL'.
[2025-09-29T22:18:43.459071] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-09-29T22:18:43.487151] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:43.488085] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-09-29T22:18:43.488148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:43.488185] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:43.488215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:43.488275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:43.507250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:43.508189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:43.508291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:43.508328] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:43.548353] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:43.548528] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:43.548573] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:43.548605] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:43.552308] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=4.23%)
[2025-09-29T22:18:43.552670] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-09-29T22:18:43.552830] [INFO ] [sig       ] AMWL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:43.710133] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AMWL.txt
[2025-09-29T22:18:43.710392] [WARN ] [sig       ] [103/2211] Failed AMWL after 0.3s | 4.30 sym/s | Total: 24.0s | ETA: 8.2m
[2025-09-29T22:18:43.710490] [INFO ] [sig       ] [104/2211] Forecasting AMX...
[2025-09-29T22:18:43.710605] [INFO ] [sig       ] Generating forecast for: AMX
[2025-09-29T22:18:43.710699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-09-29T22:18:43.723082] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMX'.
[2025-09-29T22:18:43.723573] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-09-29T22:18:43.752604] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:43.753544] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-09-29T22:18:43.753631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:43.753713] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:43.753751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:43.753834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:43.774295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:43.775330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:43.775435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:43.775475] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:43.819488] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:43.819720] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:43.819789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:43.819830] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:43.823731] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: UP (p=56.30%)
[2025-09-29T22:18:43.824061] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-09-29T22:18:43.824239] [INFO ] [sig       ] AMX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:43.991373] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AMX.txt
[2025-09-29T22:18:43.991627] [WARN ] [sig       ] [104/2211] Failed AMX after 0.3s | 4.29 sym/s | Total: 24.2s | ETA: 8.2m
[2025-09-29T22:18:43.991730] [INFO ] [sig       ] [105/2211] Forecasting AN...
[2025-09-29T22:18:43.991777] [INFO ] [sig       ] Generating forecast for: AN
[2025-09-29T22:18:43.991817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-09-29T22:18:44.003209] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AN'.
[2025-09-29T22:18:44.003552] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-09-29T22:18:44.032269] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:44.033077] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-09-29T22:18:44.033135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:44.033173] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:44.033203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:44.033263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:44.052768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:44.053480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:44.053599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:44.053671] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:44.090454] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:44.090614] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:44.090688] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:44.090777] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:44.094516] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: DOWN (p=0.62%)
[2025-09-29T22:18:44.094835] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-09-29T22:18:44.094991] [INFO ] [sig       ] AN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:44.241934] [INFO ] [LOCAL     ] Saved forecast: AN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AN.txt
[2025-09-29T22:18:44.242161] [WARN ] [sig       ] [105/2211] Failed AN after 0.3s | 4.29 sym/s | Total: 24.5s | ETA: 8.2m
[2025-09-29T22:18:44.242236] [INFO ] [sig       ] [106/2211] Forecasting ANET...
[2025-09-29T22:18:44.242276] [INFO ] [sig       ] Generating forecast for: ANET
[2025-09-29T22:18:44.242308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANET' from 'https://tdm.silogroup.org/data/derivative_storage/ANET.csv'.
[2025-09-29T22:18:44.253240] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ANET'.
[2025-09-29T22:18:44.253575] [INFO ] [FORECASTER] Starting predict_future for ANET
[2025-09-29T22:18:44.279601] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:44.280426] [DEBUG] [LOCAL     ] No optimal features file found for ANET: ./output/feature-sets/ANET.txt
[2025-09-29T22:18:44.280483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:44.280518] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:44.280547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:44.280603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:44.299634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:44.300297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:44.300418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:44.300468] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:44.338265] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:44.338400] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:44.338442] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:44.338474] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:44.342010] [DEBUG] [FORECASTER] ANET: Forecast T+1@11:T+2@11: DOWN (p=20.85%)
[2025-09-29T22:18:44.342292] [INFO ] [FORECASTER] Completed predict_future for ANET
[2025-09-29T22:18:44.342434] [INFO ] [sig       ] ANET: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:44.498131] [INFO ] [LOCAL     ] Saved forecast: ANET	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ANET.txt
[2025-09-29T22:18:44.498381] [WARN ] [sig       ] [106/2211] Failed ANET after 0.3s | 4.28 sym/s | Total: 24.7s | ETA: 8.2m
[2025-09-29T22:18:44.498464] [INFO ] [sig       ] [107/2211] Forecasting ANF...
[2025-09-29T22:18:44.498504] [INFO ] [sig       ] Generating forecast for: ANF
[2025-09-29T22:18:44.498549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-09-29T22:18:44.510118] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ANF'.
[2025-09-29T22:18:44.510438] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-09-29T22:18:44.536185] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:44.537027] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-09-29T22:18:44.537109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:44.537145] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:44.537174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:44.537238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:44.555059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:44.555667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:44.555757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:44.555792] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:44.591606] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:44.591752] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:44.591802] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:44.591835] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:44.595198] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=23.15%)
[2025-09-29T22:18:44.595475] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-09-29T22:18:44.595613] [INFO ] [sig       ] ANF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:44.746882] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ANF.txt
[2025-09-29T22:18:44.747171] [WARN ] [sig       ] [107/2211] Failed ANF after 0.2s | 4.28 sym/s | Total: 25.0s | ETA: 8.2m
[2025-09-29T22:18:44.747266] [INFO ] [sig       ] [108/2211] Forecasting ANRO...
[2025-09-29T22:18:44.747307] [INFO ] [sig       ] Generating forecast for: ANRO
[2025-09-29T22:18:44.747340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANRO' from 'https://tdm.silogroup.org/data/derivative_storage/ANRO.csv'.
[2025-09-29T22:18:44.758908] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ANRO'.
[2025-09-29T22:18:44.759275] [INFO ] [FORECASTER] Starting predict_future for ANRO
[2025-09-29T22:18:44.786963] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:44.787895] [DEBUG] [LOCAL     ] No optimal features file found for ANRO: ./output/feature-sets/ANRO.txt
[2025-09-29T22:18:44.787957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:44.787994] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:44.788025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:44.788085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:44.806294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:44.806958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:44.807083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:44.807138] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:44.842997] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:44.843170] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:44.843220] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:44.843252] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:44.846836] [DEBUG] [FORECASTER] ANRO: Forecast T+1@11:T+2@11: DOWN (p=17.97%)
[2025-09-29T22:18:44.847178] [INFO ] [FORECASTER] Completed predict_future for ANRO
[2025-09-29T22:18:44.847330] [INFO ] [sig       ] ANRO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:45.004849] [INFO ] [LOCAL     ] Saved forecast: ANRO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ANRO.txt
[2025-09-29T22:18:45.005254] [WARN ] [sig       ] [108/2211] Failed ANRO after 0.3s | 4.28 sym/s | Total: 25.2s | ETA: 8.2m
[2025-09-29T22:18:45.005342] [INFO ] [sig       ] [109/2211] Forecasting ANVS...
[2025-09-29T22:18:45.005383] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-09-29T22:18:45.005416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-09-29T22:18:45.015975] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ANVS'.
[2025-09-29T22:18:45.016316] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-09-29T22:18:45.043789] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:45.044596] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-09-29T22:18:45.044687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:45.044741] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:45.044773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:45.044884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:45.063719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:45.064401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:45.064489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:45.064525] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:45.096251] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:45.096387] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:45.096430] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:45.096478] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:45.100306] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: UP (p=71.40%)
[2025-09-29T22:18:45.100664] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-09-29T22:18:45.100820] [INFO ] [sig       ] ANVS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:45.254674] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ANVS.txt
[2025-09-29T22:18:45.254935] [WARN ] [sig       ] [109/2211] Failed ANVS after 0.2s | 4.28 sym/s | Total: 25.5s | ETA: 8.2m
[2025-09-29T22:18:45.255018] [INFO ] [sig       ] [110/2211] Forecasting AOD...
[2025-09-29T22:18:45.255059] [INFO ] [sig       ] Generating forecast for: AOD
[2025-09-29T22:18:45.255093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-09-29T22:18:45.265565] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AOD'.
[2025-09-29T22:18:45.265952] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-09-29T22:18:45.293187] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:45.294014] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-09-29T22:18:45.294071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:45.294107] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:45.294137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:45.294195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:45.313381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:45.314038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:45.314132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:45.314170] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:45.346566] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:45.346727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:45.346781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:45.346813] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:45.350261] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: UP (p=96.88%)
[2025-09-29T22:18:45.350534] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-09-29T22:18:45.350693] [INFO ] [sig       ] AOD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:45.502383] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AOD.txt
[2025-09-29T22:18:45.502637] [WARN ] [sig       ] [110/2211] Failed AOD after 0.2s | 4.27 sym/s | Total: 25.7s | ETA: 8.2m
[2025-09-29T22:18:45.502762] [INFO ] [sig       ] [111/2211] Forecasting AOMR...
[2025-09-29T22:18:45.502807] [INFO ] [sig       ] Generating forecast for: AOMR
[2025-09-29T22:18:45.502841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOMR' from 'https://tdm.silogroup.org/data/derivative_storage/AOMR.csv'.
[2025-09-29T22:18:45.513031] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AOMR'.
[2025-09-29T22:18:45.513361] [INFO ] [FORECASTER] Starting predict_future for AOMR
[2025-09-29T22:18:45.541209] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:45.542125] [DEBUG] [LOCAL     ] No optimal features file found for AOMR: ./output/feature-sets/AOMR.txt
[2025-09-29T22:18:45.542183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:45.542218] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:45.542247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:45.542326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:45.562912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:45.563571] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:45.563683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:45.563739] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:45.604576] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:45.604773] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:45.604826] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:45.604859] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:45.608967] [DEBUG] [FORECASTER] AOMR: Forecast T+1@11:T+2@11: DOWN (p=10.51%)
[2025-09-29T22:18:45.609295] [INFO ] [FORECASTER] Completed predict_future for AOMR
[2025-09-29T22:18:45.609448] [INFO ] [sig       ] AOMR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:45.769456] [INFO ] [LOCAL     ] Saved forecast: AOMR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AOMR.txt
[2025-09-29T22:18:45.769868] [WARN ] [sig       ] [111/2211] Failed AOMR after 0.3s | 4.27 sym/s | Total: 26.0s | ETA: 8.2m
[2025-09-29T22:18:45.769955] [INFO ] [sig       ] [112/2211] Forecasting AON...
[2025-09-29T22:18:45.769995] [INFO ] [sig       ] Generating forecast for: AON
[2025-09-29T22:18:45.770028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-09-29T22:18:45.782178] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AON'.
[2025-09-29T22:18:45.782547] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-09-29T22:18:45.809797] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:45.810595] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-09-29T22:18:45.810720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:45.810763] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:45.810793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:45.810854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:45.830060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:45.830762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:45.830852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:45.830888] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:45.865303] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:45.865450] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:45.865494] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:45.865524] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:45.870469] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: UP (p=90.88%)
[2025-09-29T22:18:45.870862] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-09-29T22:18:45.871035] [INFO ] [sig       ] AON: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:46.033700] [INFO ] [LOCAL     ] Saved forecast: AON	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AON.txt
[2025-09-29T22:18:46.033958] [WARN ] [sig       ] [112/2211] Failed AON after 0.3s | 4.26 sym/s | Total: 26.3s | ETA: 8.2m
[2025-09-29T22:18:46.034036] [INFO ] [sig       ] [113/2211] Forecasting AORT...
[2025-09-29T22:18:46.034078] [INFO ] [sig       ] Generating forecast for: AORT
[2025-09-29T22:18:46.034112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AORT' from 'https://tdm.silogroup.org/data/derivative_storage/AORT.csv'.
[2025-09-29T22:18:46.044453] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AORT'.
[2025-09-29T22:18:46.044780] [INFO ] [FORECASTER] Starting predict_future for AORT
[2025-09-29T22:18:46.071800] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:46.072577] [DEBUG] [LOCAL     ] No optimal features file found for AORT: ./output/feature-sets/AORT.txt
[2025-09-29T22:18:46.072636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:46.072715] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:46.072752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:46.072814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:46.092196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:46.092888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:46.092977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:46.093014] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:46.132959] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:46.133116] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:46.133195] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:46.133262] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:46.137122] [DEBUG] [FORECASTER] AORT: Forecast T+1@11:T+2@11: DOWN (p=17.29%)
[2025-09-29T22:18:46.137486] [INFO ] [FORECASTER] Completed predict_future for AORT
[2025-09-29T22:18:46.137634] [INFO ] [sig       ] AORT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:46.299090] [INFO ] [LOCAL     ] Saved forecast: AORT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AORT.txt
[2025-09-29T22:18:46.299343] [WARN ] [sig       ] [113/2211] Failed AORT after 0.3s | 4.26 sym/s | Total: 26.5s | ETA: 8.2m
[2025-09-29T22:18:46.299425] [INFO ] [sig       ] [114/2211] Forecasting AOS...
[2025-09-29T22:18:46.299465] [INFO ] [sig       ] Generating forecast for: AOS
[2025-09-29T22:18:46.299498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-09-29T22:18:46.311093] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AOS'.
[2025-09-29T22:18:46.311500] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-09-29T22:18:46.340442] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:46.341469] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-09-29T22:18:46.341531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:46.341567] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:46.341631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:46.341746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:46.361088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:46.361938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:46.362030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:46.362067] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:46.402771] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:46.402901] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:46.402943] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:46.402975] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:46.406389] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: DOWN (p=23.12%)
[2025-09-29T22:18:46.406695] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-09-29T22:18:46.406846] [INFO ] [sig       ] AOS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:46.552907] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AOS.txt
[2025-09-29T22:18:46.553139] [WARN ] [sig       ] [114/2211] Failed AOS after 0.3s | 4.25 sym/s | Total: 26.8s | ETA: 8.2m
[2025-09-29T22:18:46.553225] [INFO ] [sig       ] [115/2211] Forecasting AP...
[2025-09-29T22:18:46.553266] [INFO ] [sig       ] Generating forecast for: AP
[2025-09-29T22:18:46.553299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-09-29T22:18:46.564589] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AP'.
[2025-09-29T22:18:46.565067] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-09-29T22:18:46.592309] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:46.593384] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-09-29T22:18:46.593452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:46.593499] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:46.593537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:46.593603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:46.611954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:46.612785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:46.612876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:46.612913] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:46.650969] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:46.651141] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:46.651185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:46.651637] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:46.655861] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: UP (p=87.65%)
[2025-09-29T22:18:46.656148] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-09-29T22:18:46.656289] [INFO ] [sig       ] AP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:46.815161] [INFO ] [LOCAL     ] Saved forecast: AP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AP.txt
[2025-09-29T22:18:46.815436] [WARN ] [sig       ] [115/2211] Failed AP after 0.3s | 4.25 sym/s | Total: 27.1s | ETA: 8.2m
[2025-09-29T22:18:46.815526] [INFO ] [sig       ] [116/2211] Forecasting APAM...
[2025-09-29T22:18:46.815567] [INFO ] [sig       ] Generating forecast for: APAM
[2025-09-29T22:18:46.815602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-09-29T22:18:46.820516] [WARN ] [REMOTE    ] Historical data not found for symbol 'APAM' (404).
[2025-09-29T22:18:46.820750] [FATAL] [sig       ] APAM: No historical data fetched.
[2025-09-29T22:18:46.820844] [WARN ] [sig       ] [116/2211] Failed APAM after 0.0s | 4.29 sym/s | Total: 27.1s | ETA: 8.1m
[2025-09-29T22:18:46.820892] [INFO ] [sig       ] [117/2211] Forecasting APD...
[2025-09-29T22:18:46.820924] [INFO ] [sig       ] Generating forecast for: APD
[2025-09-29T22:18:46.820954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-09-29T22:18:46.824593] [WARN ] [REMOTE    ] Historical data not found for symbol 'APD' (404).
[2025-09-29T22:18:46.824806] [FATAL] [sig       ] APD: No historical data fetched.
[2025-09-29T22:18:46.824895] [WARN ] [sig       ] [117/2211] Failed APD after 0.0s | 4.32 sym/s | Total: 27.1s | ETA: 8.1m
[2025-09-29T22:18:46.824981] [INFO ] [sig       ] [118/2211] Forecasting APG...
[2025-09-29T22:18:46.825033] [INFO ] [sig       ] Generating forecast for: APG
[2025-09-29T22:18:46.825068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-09-29T22:18:46.828720] [WARN ] [REMOTE    ] Historical data not found for symbol 'APG' (404).
[2025-09-29T22:18:46.828936] [FATAL] [sig       ] APG: No historical data fetched.
[2025-09-29T22:18:46.829015] [WARN ] [sig       ] [118/2211] Failed APG after 0.0s | 4.36 sym/s | Total: 27.1s | ETA: 8.0m
[2025-09-29T22:18:46.829056] [INFO ] [sig       ] [119/2211] Forecasting APH...
[2025-09-29T22:18:46.829089] [INFO ] [sig       ] Generating forecast for: APH
[2025-09-29T22:18:46.829122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-09-29T22:18:46.838925] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'APH'.
[2025-09-29T22:18:46.839435] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-09-29T22:18:46.867902] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:46.868855] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-09-29T22:18:46.868927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:46.868965] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:46.868996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:46.869058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:46.889615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:46.890514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:46.890609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:46.890671] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:46.961335] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:46.961509] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:46.961555] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:46.961588] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:46.965264] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: DOWN (p=6.85%)
[2025-09-29T22:18:46.965556] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-09-29T22:18:46.965733] [INFO ] [sig       ] APH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:47.140115] [INFO ] [LOCAL     ] Saved forecast: APH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/APH.txt
[2025-09-29T22:18:47.140490] [WARN ] [sig       ] [119/2211] Failed APH after 0.3s | 4.35 sym/s | Total: 27.4s | ETA: 8.0m
[2025-09-29T22:18:47.140586] [INFO ] [sig       ] [120/2211] Forecasting APLE...
[2025-09-29T22:18:47.140633] [INFO ] [sig       ] Generating forecast for: APLE
[2025-09-29T22:18:47.140708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-09-29T22:18:47.151967] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'APLE'.
[2025-09-29T22:18:47.152428] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-09-29T22:18:47.180379] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:47.181392] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-09-29T22:18:47.181452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:47.181489] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:47.181520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:47.181585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:47.200632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:47.201400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:47.201527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:47.201583] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:47.237340] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:47.237473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:47.237535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:47.237568] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:47.241782] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: UP (p=58.15%)
[2025-09-29T22:18:47.242069] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-09-29T22:18:47.242207] [INFO ] [sig       ] APLE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:47.402054] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/APLE.txt
[2025-09-29T22:18:47.402419] [WARN ] [sig       ] [120/2211] Failed APLE after 0.3s | 4.34 sym/s | Total: 27.6s | ETA: 8.0m
[2025-09-29T22:18:47.402555] [INFO ] [sig       ] [121/2211] Forecasting APO...
[2025-09-29T22:18:47.402609] [INFO ] [sig       ] Generating forecast for: APO
[2025-09-29T22:18:47.402708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-09-29T22:18:47.414607] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'APO'.
[2025-09-29T22:18:47.414984] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-09-29T22:18:47.441744] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:47.442524] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-09-29T22:18:47.442581] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:47.442617] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:47.442674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:47.442756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:47.461012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:47.461748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:47.461838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:47.461875] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:47.498894] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:47.499039] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:47.499082] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:47.499493] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:47.503710] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=35.01%)
[2025-09-29T22:18:47.504009] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-09-29T22:18:47.504147] [INFO ] [sig       ] APO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:47.653753] [INFO ] [LOCAL     ] Saved forecast: APO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/APO.txt
[2025-09-29T22:18:47.653988] [WARN ] [sig       ] [121/2211] Failed APO after 0.3s | 4.34 sym/s | Total: 27.9s | ETA: 8.0m
[2025-09-29T22:18:47.654066] [INFO ] [sig       ] [122/2211] Forecasting APOS...
[2025-09-29T22:18:47.654106] [INFO ] [sig       ] Generating forecast for: APOS
[2025-09-29T22:18:47.654140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOS' from 'https://tdm.silogroup.org/data/derivative_storage/APOS.csv'.
[2025-09-29T22:18:47.664316] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'APOS'.
[2025-09-29T22:18:47.664639] [INFO ] [FORECASTER] Starting predict_future for APOS
[2025-09-29T22:18:47.691800] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:47.692617] [DEBUG] [LOCAL     ] No optimal features file found for APOS: ./output/feature-sets/APOS.txt
[2025-09-29T22:18:47.692700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:47.692747] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:47.692799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:47.692863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:47.711784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:47.712442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:47.712537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:47.712577] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:47.744571] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:47.744747] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:47.744802] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:47.744835] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:47.748518] [DEBUG] [FORECASTER] APOS: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-09-29T22:18:47.748892] [INFO ] [FORECASTER] Completed predict_future for APOS
[2025-09-29T22:18:47.749044] [INFO ] [sig       ] APOS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:47.902741] [INFO ] [LOCAL     ] Saved forecast: APOS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/APOS.txt
[2025-09-29T22:18:47.902986] [WARN ] [sig       ] [122/2211] Failed APOS after 0.2s | 4.33 sym/s | Total: 28.1s | ETA: 8.0m
[2025-09-29T22:18:47.903103] [INFO ] [sig       ] [123/2211] Forecasting APTV...
[2025-09-29T22:18:47.903158] [INFO ] [sig       ] Generating forecast for: APTV
[2025-09-29T22:18:47.903193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APTV' from 'https://tdm.silogroup.org/data/derivative_storage/APTV.csv'.
[2025-09-29T22:18:47.912904] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'APTV'.
[2025-09-29T22:18:47.913227] [INFO ] [FORECASTER] Starting predict_future for APTV
[2025-09-29T22:18:47.939067] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:47.939875] [DEBUG] [LOCAL     ] No optimal features file found for APTV: ./output/feature-sets/APTV.txt
[2025-09-29T22:18:47.939937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:47.939975] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:47.940006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:47.940068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:47.958418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:47.959110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:47.959198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:47.959234] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:47.998083] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:47.998264] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:47.998312] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:47.998345] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:48.002075] [DEBUG] [FORECASTER] APTV: Forecast T+1@11:T+2@11: UP (p=54.05%)
[2025-09-29T22:18:48.002367] [INFO ] [FORECASTER] Completed predict_future for APTV
[2025-09-29T22:18:48.002515] [INFO ] [sig       ] APTV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:48.151862] [INFO ] [LOCAL     ] Saved forecast: APTV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/APTV.txt
[2025-09-29T22:18:48.152105] [WARN ] [sig       ] [123/2211] Failed APTV after 0.2s | 4.33 sym/s | Total: 28.4s | ETA: 8.0m
[2025-09-29T22:18:48.152183] [INFO ] [sig       ] [124/2211] Forecasting AQN...
[2025-09-29T22:18:48.152222] [INFO ] [sig       ] Generating forecast for: AQN
[2025-09-29T22:18:48.152253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-09-29T22:18:48.157780] [WARN ] [REMOTE    ] Historical data not found for symbol 'AQN' (404).
[2025-09-29T22:18:48.158134] [FATAL] [sig       ] AQN: No historical data fetched.
[2025-09-29T22:18:48.158259] [WARN ] [sig       ] [124/2211] Failed AQN after 0.0s | 4.37 sym/s | Total: 28.4s | ETA: 8.0m
[2025-09-29T22:18:48.158334] [INFO ] [sig       ] [125/2211] Forecasting AQNB...
[2025-09-29T22:18:48.158378] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-09-29T22:18:48.158412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-09-29T22:18:48.168301] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AQNB'.
[2025-09-29T22:18:48.168705] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-09-29T22:18:48.195837] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:48.196668] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-09-29T22:18:48.196732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:48.196769] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:48.196799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:48.196860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:48.215835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:48.216579] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:48.216696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:48.216754] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:48.252721] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:48.252901] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:48.252948] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:48.252979] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:48.256798] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: DOWN (p=49.49%)
[2025-09-29T22:18:48.257140] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-09-29T22:18:48.257296] [INFO ] [sig       ] AQNB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:48.414567] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AQNB.txt
[2025-09-29T22:18:48.414848] [WARN ] [sig       ] [125/2211] Failed AQNB after 0.3s | 4.36 sym/s | Total: 28.7s | ETA: 8.0m
[2025-09-29T22:18:48.414947] [INFO ] [sig       ] [126/2211] Forecasting AR...
[2025-09-29T22:18:48.415025] [INFO ] [sig       ] Generating forecast for: AR
[2025-09-29T22:18:48.415064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AR' from 'https://tdm.silogroup.org/data/derivative_storage/AR.csv'.
[2025-09-29T22:18:48.426215] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AR'.
[2025-09-29T22:18:48.426584] [INFO ] [FORECASTER] Starting predict_future for AR
[2025-09-29T22:18:48.453937] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:48.454754] [DEBUG] [LOCAL     ] No optimal features file found for AR: ./output/feature-sets/AR.txt
[2025-09-29T22:18:48.454821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:48.454858] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:48.454888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:48.454947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:48.473928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:48.474732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:48.474826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:48.474862] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:48.515088] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:48.515238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:48.515302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:48.515335] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:48.519166] [DEBUG] [FORECASTER] AR: Forecast T+1@11:T+2@11: UP (p=63.18%)
[2025-09-29T22:18:48.519481] [INFO ] [FORECASTER] Completed predict_future for AR
[2025-09-29T22:18:48.519624] [INFO ] [sig       ] AR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:48.670165] [INFO ] [LOCAL     ] Saved forecast: AR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AR.txt
[2025-09-29T22:18:48.670447] [WARN ] [sig       ] [126/2211] Failed AR after 0.3s | 4.36 sym/s | Total: 28.9s | ETA: 8.0m
[2025-09-29T22:18:48.670531] [INFO ] [sig       ] [127/2211] Forecasting ARCO...
[2025-09-29T22:18:48.670578] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-09-29T22:18:48.670623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-09-29T22:18:48.680840] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ARCO'.
[2025-09-29T22:18:48.681200] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-09-29T22:18:48.709068] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:48.709892] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-09-29T22:18:48.709951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:48.709989] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:48.710021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:48.710081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:48.728971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:48.729586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:48.729698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:48.729753] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:48.765179] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:48.765334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:48.765379] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:48.765412] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:48.769282] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: UP (p=87.96%)
[2025-09-29T22:18:48.769686] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-09-29T22:18:48.769844] [INFO ] [sig       ] ARCO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:48.917857] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ARCO.txt
[2025-09-29T22:18:48.918090] [WARN ] [sig       ] [127/2211] Failed ARCO after 0.2s | 4.36 sym/s | Total: 29.2s | ETA: 8.0m
[2025-09-29T22:18:48.918167] [INFO ] [sig       ] [128/2211] Forecasting ARDC...
[2025-09-29T22:18:48.918208] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-09-29T22:18:48.918241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-09-29T22:18:48.928405] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ARDC'.
[2025-09-29T22:18:48.928752] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-09-29T22:18:48.954604] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:48.955403] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-09-29T22:18:48.955460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:48.955496] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:48.955545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:48.955606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:48.974299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:48.975102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:48.975191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:48.975227] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:49.014893] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:49.015084] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:49.015154] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:49.015209] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:49.018956] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: DOWN (p=39.81%)
[2025-09-29T22:18:49.019242] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-09-29T22:18:49.019400] [INFO ] [sig       ] ARDC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:49.172304] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ARDC.txt
[2025-09-29T22:18:49.172608] [WARN ] [sig       ] [128/2211] Failed ARDC after 0.3s | 4.35 sym/s | Total: 29.4s | ETA: 8.0m
[2025-09-29T22:18:49.172713] [INFO ] [sig       ] [129/2211] Forecasting ARDT...
[2025-09-29T22:18:49.172755] [INFO ] [sig       ] Generating forecast for: ARDT
[2025-09-29T22:18:49.172790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDT' from 'https://tdm.silogroup.org/data/derivative_storage/ARDT.csv'.
[2025-09-29T22:18:49.178072] [WARN ] [REMOTE    ] Historical data not found for symbol 'ARDT' (404).
[2025-09-29T22:18:49.178269] [FATAL] [sig       ] ARDT: No historical data fetched.
[2025-09-29T22:18:49.178360] [WARN ] [sig       ] [129/2211] Failed ARDT after 0.0s | 4.38 sym/s | Total: 29.4s | ETA: 7.9m
[2025-09-29T22:18:49.178431] [INFO ] [sig       ] [130/2211] Forecasting ARE...
[2025-09-29T22:18:49.178484] [INFO ] [sig       ] Generating forecast for: ARE
[2025-09-29T22:18:49.178551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-09-29T22:18:49.188671] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ARE'.
[2025-09-29T22:18:49.189011] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-09-29T22:18:49.216746] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:49.217634] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-09-29T22:18:49.217724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:49.217763] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:49.217792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:49.217850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:49.237497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:49.238444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:49.238559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:49.238609] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:49.276450] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:49.276624] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:49.276731] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:49.276784] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:49.280759] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: UP (p=87.84%)
[2025-09-29T22:18:49.281105] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-09-29T22:18:49.281272] [INFO ] [sig       ] ARE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:49.448456] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ARE.txt
[2025-09-29T22:18:49.448724] [WARN ] [sig       ] [130/2211] Failed ARE after 0.3s | 4.38 sym/s | Total: 29.7s | ETA: 7.9m
[2025-09-29T22:18:49.448825] [INFO ] [sig       ] [131/2211] Forecasting ARES...
[2025-09-29T22:18:49.448865] [INFO ] [sig       ] Generating forecast for: ARES
[2025-09-29T22:18:49.448898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-09-29T22:18:49.460238] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ARES'.
[2025-09-29T22:18:49.460623] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-09-29T22:18:49.488131] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:49.488972] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-09-29T22:18:49.489030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:49.489065] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:49.489094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:49.489152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:49.508619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:49.509349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:49.509438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:49.509474] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:49.546371] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:49.546539] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:49.546604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:49.546663] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:49.550386] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: UP (p=85.56%)
[2025-09-29T22:18:49.550697] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-09-29T22:18:49.550848] [INFO ] [sig       ] ARES: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:49.711361] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ARES.txt
[2025-09-29T22:18:49.711673] [WARN ] [sig       ] [131/2211] Failed ARES after 0.3s | 4.37 sym/s | Total: 30.0s | ETA: 7.9m
[2025-09-29T22:18:49.711778] [INFO ] [sig       ] [132/2211] Forecasting ARI...
[2025-09-29T22:18:49.711828] [INFO ] [sig       ] Generating forecast for: ARI
[2025-09-29T22:18:49.711864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-09-29T22:18:49.722767] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ARI'.
[2025-09-29T22:18:49.723117] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-09-29T22:18:49.749839] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:49.750617] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-09-29T22:18:49.750700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:49.750746] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:49.750778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:49.750838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:49.770612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:49.771385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:49.771478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:49.771514] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:49.809423] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:49.809599] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:49.809666] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:49.809724] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:49.813466] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: DOWN (p=6.80%)
[2025-09-29T22:18:49.813812] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-09-29T22:18:49.813982] [INFO ] [sig       ] ARI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:49.970580] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ARI.txt
[2025-09-29T22:18:49.970866] [WARN ] [sig       ] [132/2211] Failed ARI after 0.3s | 4.37 sym/s | Total: 30.2s | ETA: 7.9m
[2025-09-29T22:18:49.970947] [INFO ] [sig       ] [133/2211] Forecasting ARIS...
[2025-09-29T22:18:49.970989] [INFO ] [sig       ] Generating forecast for: ARIS
[2025-09-29T22:18:49.971053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARIS' from 'https://tdm.silogroup.org/data/derivative_storage/ARIS.csv'.
[2025-09-29T22:18:49.975595] [WARN ] [REMOTE    ] Historical data not found for symbol 'ARIS' (404).
[2025-09-29T22:18:49.975826] [FATAL] [sig       ] ARIS: No historical data fetched.
[2025-09-29T22:18:49.975916] [WARN ] [sig       ] [133/2211] Failed ARIS after 0.0s | 4.40 sym/s | Total: 30.2s | ETA: 7.9m
[2025-09-29T22:18:49.975986] [INFO ] [sig       ] [134/2211] Forecasting ARLO...
[2025-09-29T22:18:49.976026] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-09-29T22:18:49.976057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-09-29T22:18:49.979710] [WARN ] [REMOTE    ] Historical data not found for symbol 'ARLO' (404).
[2025-09-29T22:18:49.979897] [FATAL] [sig       ] ARLO: No historical data fetched.
[2025-09-29T22:18:49.979985] [WARN ] [sig       ] [134/2211] Failed ARLO after 0.0s | 4.43 sym/s | Total: 30.2s | ETA: 7.8m
[2025-09-29T22:18:49.980056] [INFO ] [sig       ] [135/2211] Forecasting ARMK...
[2025-09-29T22:18:49.980098] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-09-29T22:18:49.980135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-09-29T22:18:49.984209] [WARN ] [REMOTE    ] Historical data not found for symbol 'ARMK' (404).
[2025-09-29T22:18:49.984414] [FATAL] [sig       ] ARMK: No historical data fetched.
[2025-09-29T22:18:49.984507] [WARN ] [sig       ] [135/2211] Failed ARMK after 0.0s | 4.47 sym/s | Total: 30.2s | ETA: 7.7m
[2025-09-29T22:18:49.984579] [INFO ] [sig       ] [136/2211] Forecasting AROC...
[2025-09-29T22:18:49.984620] [INFO ] [sig       ] Generating forecast for: AROC
[2025-09-29T22:18:49.984687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-09-29T22:18:49.988575] [WARN ] [REMOTE    ] Historical data not found for symbol 'AROC' (404).
[2025-09-29T22:18:49.988790] [FATAL] [sig       ] AROC: No historical data fetched.
[2025-09-29T22:18:49.988877] [WARN ] [sig       ] [136/2211] Failed AROC after 0.0s | 4.50 sym/s | Total: 30.2s | ETA: 7.7m
[2025-09-29T22:18:49.988953] [INFO ] [sig       ] [137/2211] Forecasting ARR...
[2025-09-29T22:18:49.989000] [INFO ] [sig       ] Generating forecast for: ARR
[2025-09-29T22:18:49.989032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARR' from 'https://tdm.silogroup.org/data/derivative_storage/ARR.csv'.
[2025-09-29T22:18:49.999173] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ARR'.
[2025-09-29T22:18:49.999541] [INFO ] [FORECASTER] Starting predict_future for ARR
[2025-09-29T22:18:50.026783] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:50.027666] [DEBUG] [LOCAL     ] No optimal features file found for ARR: ./output/feature-sets/ARR.txt
[2025-09-29T22:18:50.027757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:50.027800] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:50.027838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:50.027907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:50.048098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:50.048872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:50.048968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:50.049005] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:50.084513] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:50.084693] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:50.084753] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:50.084788] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:50.088483] [DEBUG] [FORECASTER] ARR: Forecast T+1@11:T+2@11: UP (p=79.70%)
[2025-09-29T22:18:50.088859] [INFO ] [FORECASTER] Completed predict_future for ARR
[2025-09-29T22:18:50.089007] [INFO ] [sig       ] ARR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:50.244244] [INFO ] [LOCAL     ] Saved forecast: ARR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ARR.txt
[2025-09-29T22:18:50.244464] [WARN ] [sig       ] [137/2211] Failed ARR after 0.3s | 4.49 sym/s | Total: 30.5s | ETA: 7.7m
[2025-09-29T22:18:50.244546] [INFO ] [sig       ] [138/2211] Forecasting ARW...
[2025-09-29T22:18:50.244587] [INFO ] [sig       ] Generating forecast for: ARW
[2025-09-29T22:18:50.244620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARW' from 'https://tdm.silogroup.org/data/derivative_storage/ARW.csv'.
[2025-09-29T22:18:50.255787] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ARW'.
[2025-09-29T22:18:50.256142] [INFO ] [FORECASTER] Starting predict_future for ARW
[2025-09-29T22:18:50.282946] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:50.283744] [DEBUG] [LOCAL     ] No optimal features file found for ARW: ./output/feature-sets/ARW.txt
[2025-09-29T22:18:50.283803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:50.283846] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:50.283881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:50.283940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:50.302886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:50.303477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:50.303569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:50.303606] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:50.336514] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:50.336831] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:50.336893] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:50.336930] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:50.340509] [DEBUG] [FORECASTER] ARW: Forecast T+1@11:T+2@11: UP (p=97.24%)
[2025-09-29T22:18:50.340831] [INFO ] [FORECASTER] Completed predict_future for ARW
[2025-09-29T22:18:50.340977] [INFO ] [sig       ] ARW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:50.491697] [INFO ] [LOCAL     ] Saved forecast: ARW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ARW.txt
[2025-09-29T22:18:50.491937] [WARN ] [sig       ] [138/2211] Failed ARW after 0.2s | 4.49 sym/s | Total: 30.7s | ETA: 7.7m
[2025-09-29T22:18:50.492014] [INFO ] [sig       ] [139/2211] Forecasting AS...
[2025-09-29T22:18:50.492054] [INFO ] [sig       ] Generating forecast for: AS
[2025-09-29T22:18:50.492086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AS' from 'https://tdm.silogroup.org/data/derivative_storage/AS.csv'.
[2025-09-29T22:18:50.496639] [WARN ] [REMOTE    ] Historical data not found for symbol 'AS' (404).
[2025-09-29T22:18:50.496855] [FATAL] [sig       ] AS: No historical data fetched.
[2025-09-29T22:18:50.496944] [WARN ] [sig       ] [139/2211] Failed AS after 0.0s | 4.52 sym/s | Total: 30.7s | ETA: 7.6m
[2025-09-29T22:18:50.497012] [INFO ] [sig       ] [140/2211] Forecasting ASA...
[2025-09-29T22:18:50.497084] [INFO ] [sig       ] Generating forecast for: ASA
[2025-09-29T22:18:50.497129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-09-29T22:18:50.506358] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ASA'.
[2025-09-29T22:18:50.506717] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-09-29T22:18:50.532859] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:50.533739] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-09-29T22:18:50.533800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:50.533838] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:50.533868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:50.533928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:50.553869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:50.554599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:50.554722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:50.554778] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:50.583500] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:50.583639] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:50.583722] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:50.583760] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:50.587545] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: UP (p=88.05%)
[2025-09-29T22:18:50.588009] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-09-29T22:18:50.588189] [INFO ] [sig       ] ASA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:50.750054] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ASA.txt
[2025-09-29T22:18:50.750278] [WARN ] [sig       ] [140/2211] Failed ASA after 0.3s | 4.52 sym/s | Total: 31.0s | ETA: 7.6m
[2025-09-29T22:18:50.750355] [INFO ] [sig       ] [141/2211] Forecasting ASAN...
[2025-09-29T22:18:50.750403] [INFO ] [sig       ] Generating forecast for: ASAN
[2025-09-29T22:18:50.750437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASAN' from 'https://tdm.silogroup.org/data/derivative_storage/ASAN.csv'.
[2025-09-29T22:18:50.756635] [WARN ] [REMOTE    ] Historical data not found for symbol 'ASAN' (404).
[2025-09-29T22:18:50.762987] [FATAL] [sig       ] ASAN: No historical data fetched.
[2025-09-29T22:18:50.763420] [WARN ] [sig       ] [141/2211] Failed ASAN after 0.0s | 4.55 sym/s | Total: 31.0s | ETA: 7.6m
[2025-09-29T22:18:50.763511] [INFO ] [sig       ] [142/2211] Forecasting ASB...
[2025-09-29T22:18:50.763572] [INFO ] [sig       ] Generating forecast for: ASB
[2025-09-29T22:18:50.763614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-09-29T22:18:50.775499] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ASB'.
[2025-09-29T22:18:50.775912] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-09-29T22:18:50.802678] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:50.803533] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-09-29T22:18:50.803610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:50.803675] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:50.803726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:50.803788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:50.821330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:50.822001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:50.822092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:50.822127] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:50.861543] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:50.861749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:50.861805] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:50.861837] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:50.865483] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: UP (p=83.35%)
[2025-09-29T22:18:50.865838] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-09-29T22:18:50.865997] [INFO ] [sig       ] ASB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:51.018810] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ASB.txt
[2025-09-29T22:18:51.019118] [WARN ] [sig       ] [142/2211] Failed ASB after 0.3s | 4.54 sym/s | Total: 31.3s | ETA: 7.6m
[2025-09-29T22:18:51.019200] [INFO ] [sig       ] [143/2211] Forecasting ASBA...
[2025-09-29T22:18:51.019240] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-09-29T22:18:51.019272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-09-29T22:18:51.029488] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ASBA'.
[2025-09-29T22:18:51.029795] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-09-29T22:18:51.057862] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:51.058731] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-09-29T22:18:51.058789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:51.058824] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:51.058853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:51.058911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:51.078632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:51.079319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:51.079408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:51.079442] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:51.114689] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:51.114785] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:51.114824] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:51.114855] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:51.118351] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=91.26%)
[2025-09-29T22:18:51.118629] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-09-29T22:18:51.118849] [INFO ] [sig       ] ASBA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:51.278384] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ASBA.txt
[2025-09-29T22:18:51.278678] [WARN ] [sig       ] [143/2211] Failed ASBA after 0.3s | 4.54 sym/s | Total: 31.5s | ETA: 7.6m
[2025-09-29T22:18:51.278763] [INFO ] [sig       ] [144/2211] Forecasting ASC...
[2025-09-29T22:18:51.278809] [INFO ] [sig       ] Generating forecast for: ASC
[2025-09-29T22:18:51.278857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-09-29T22:18:51.284251] [WARN ] [REMOTE    ] Historical data not found for symbol 'ASC' (404).
[2025-09-29T22:18:51.284440] [FATAL] [sig       ] ASC: No historical data fetched.
[2025-09-29T22:18:51.284532] [WARN ] [sig       ] [144/2211] Failed ASC after 0.0s | 4.57 sym/s | Total: 31.5s | ETA: 7.5m
[2025-09-29T22:18:51.284611] [INFO ] [sig       ] [145/2211] Forecasting ASG...
[2025-09-29T22:18:51.284681] [INFO ] [sig       ] Generating forecast for: ASG
[2025-09-29T22:18:51.284731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-09-29T22:18:51.289443] [WARN ] [REMOTE    ] Historical data not found for symbol 'ASG' (404).
[2025-09-29T22:18:51.289783] [FATAL] [sig       ] ASG: No historical data fetched.
[2025-09-29T22:18:51.289881] [WARN ] [sig       ] [145/2211] Failed ASG after 0.0s | 4.60 sym/s | Total: 31.5s | ETA: 7.5m
[2025-09-29T22:18:51.289952] [INFO ] [sig       ] [146/2211] Forecasting ASGI...
[2025-09-29T22:18:51.289994] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-09-29T22:18:51.290026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-09-29T22:18:51.301516] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ASGI'.
[2025-09-29T22:18:51.302019] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-09-29T22:18:51.329394] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:51.330270] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-09-29T22:18:51.330334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:51.330373] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:51.330403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:51.330462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:51.348805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:51.349496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:51.349589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:51.349625] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:51.385346] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:51.385511] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:51.385554] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:51.385584] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:51.389228] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=40.42%)
[2025-09-29T22:18:51.389512] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-09-29T22:18:51.389718] [INFO ] [sig       ] ASGI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:51.546945] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ASGI.txt
[2025-09-29T22:18:51.547244] [WARN ] [sig       ] [146/2211] Failed ASGI after 0.3s | 4.59 sym/s | Total: 31.8s | ETA: 7.5m
[2025-09-29T22:18:51.547340] [INFO ] [sig       ] [147/2211] Forecasting ASGN...
[2025-09-29T22:18:51.547396] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-09-29T22:18:51.547432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-09-29T22:18:51.558692] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ASGN'.
[2025-09-29T22:18:51.559057] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-09-29T22:18:51.585513] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:51.586345] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-09-29T22:18:51.586402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:51.586502] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:51.586570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:51.586692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:51.610346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:51.611155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:51.611294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:51.611350] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:51.668833] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:51.669028] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:51.669086] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:51.669122] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:51.673742] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=2.33%)
[2025-09-29T22:18:51.674108] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-09-29T22:18:51.674273] [INFO ] [sig       ] ASGN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:51.826709] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ASGN.txt
[2025-09-29T22:18:51.827069] [WARN ] [sig       ] [147/2211] Failed ASGN after 0.3s | 4.58 sym/s | Total: 32.1s | ETA: 7.5m
[2025-09-29T22:18:51.827168] [INFO ] [sig       ] [148/2211] Forecasting ASH...
[2025-09-29T22:18:51.827244] [INFO ] [sig       ] Generating forecast for: ASH
[2025-09-29T22:18:51.827309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-09-29T22:18:51.838984] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ASH'.
[2025-09-29T22:18:51.839267] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-09-29T22:18:51.866003] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:51.866775] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-09-29T22:18:51.866833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:51.866867] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:51.866895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:51.866952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:51.885230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:51.885816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:51.885901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:51.885936] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:51.933226] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:51.933330] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:51.933373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:51.933435] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:51.937413] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=9.99%)
[2025-09-29T22:18:51.937801] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-09-29T22:18:51.937974] [INFO ] [sig       ] ASH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:52.088390] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ASH.txt
[2025-09-29T22:18:52.088613] [WARN ] [sig       ] [148/2211] Failed ASH after 0.3s | 4.58 sym/s | Total: 32.3s | ETA: 7.5m
[2025-09-29T22:18:52.088708] [INFO ] [sig       ] [149/2211] Forecasting ASIX...
[2025-09-29T22:18:52.088760] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-09-29T22:18:52.088821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-09-29T22:18:52.094610] [WARN ] [REMOTE    ] Historical data not found for symbol 'ASIX' (404).
[2025-09-29T22:18:52.094951] [FATAL] [sig       ] ASIX: No historical data fetched.
[2025-09-29T22:18:52.095054] [WARN ] [sig       ] [149/2211] Failed ASIX after 0.0s | 4.61 sym/s | Total: 32.3s | ETA: 7.5m
[2025-09-29T22:18:52.095184] [INFO ] [sig       ] [150/2211] Forecasting ASPN...
[2025-09-29T22:18:52.095260] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-09-29T22:18:52.095351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-09-29T22:18:52.108616] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ASPN'.
[2025-09-29T22:18:52.109050] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-09-29T22:18:52.138501] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:52.139496] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-09-29T22:18:52.139555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:52.139592] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:52.139621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:52.139721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:52.160683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:52.161408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:52.161502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:52.161581] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:52.206612] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:52.206824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:52.206875] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:52.206907] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:52.211123] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: DOWN (p=27.79%)
[2025-09-29T22:18:52.211409] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-09-29T22:18:52.211563] [INFO ] [sig       ] ASPN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:52.372254] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ASPN.txt
[2025-09-29T22:18:52.372493] [WARN ] [sig       ] [150/2211] Failed ASPN after 0.3s | 4.60 sym/s | Total: 32.6s | ETA: 7.5m
[2025-09-29T22:18:52.372568] [INFO ] [sig       ] [151/2211] Forecasting ASR...
[2025-09-29T22:18:52.372608] [INFO ] [sig       ] Generating forecast for: ASR
[2025-09-29T22:18:52.372668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASR' from 'https://tdm.silogroup.org/data/derivative_storage/ASR.csv'.
[2025-09-29T22:18:52.378276] [WARN ] [REMOTE    ] Historical data not found for symbol 'ASR' (404).
[2025-09-29T22:18:52.378578] [FATAL] [sig       ] ASR: No historical data fetched.
[2025-09-29T22:18:52.378703] [WARN ] [sig       ] [151/2211] Failed ASR after 0.0s | 4.63 sym/s | Total: 32.6s | ETA: 7.4m
[2025-09-29T22:18:52.378786] [INFO ] [sig       ] [152/2211] Forecasting ASX...
[2025-09-29T22:18:52.378834] [INFO ] [sig       ] Generating forecast for: ASX
[2025-09-29T22:18:52.378868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-09-29T22:18:52.389917] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ASX'.
[2025-09-29T22:18:52.390373] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-09-29T22:18:52.417471] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:52.418323] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-09-29T22:18:52.418383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:52.418418] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:52.418447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:52.418510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:52.437364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:52.438309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:52.438402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:52.438437] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:52.481949] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:52.482115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:52.482163] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:52.482194] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:52.486020] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: UP (p=64.68%)
[2025-09-29T22:18:52.486309] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-09-29T22:18:52.486464] [INFO ] [sig       ] ASX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:52.649691] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ASX.txt
[2025-09-29T22:18:52.650026] [WARN ] [sig       ] [152/2211] Failed ASX after 0.3s | 4.62 sym/s | Total: 32.9s | ETA: 7.4m
[2025-09-29T22:18:52.650124] [INFO ] [sig       ] [153/2211] Forecasting ATEN...
[2025-09-29T22:18:52.650180] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-09-29T22:18:52.650217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-09-29T22:18:52.662599] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ATEN'.
[2025-09-29T22:18:52.663062] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-09-29T22:18:52.691463] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:52.692447] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-09-29T22:18:52.692511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:52.692549] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:52.692580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:52.692677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:52.712213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:52.713133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:52.713264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:52.713322] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:52.753538] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:52.753717] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:52.753774] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:52.753809] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:52.757419] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: UP (p=92.95%)
[2025-09-29T22:18:52.757763] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-09-29T22:18:52.757912] [INFO ] [sig       ] ATEN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:52.912351] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ATEN.txt
[2025-09-29T22:18:52.912592] [WARN ] [sig       ] [153/2211] Failed ATEN after 0.3s | 4.61 sym/s | Total: 33.2s | ETA: 7.4m
[2025-09-29T22:18:52.912731] [INFO ] [sig       ] [154/2211] Forecasting ATGE...
[2025-09-29T22:18:52.912783] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-09-29T22:18:52.912817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-09-29T22:18:52.925462] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ATGE'.
[2025-09-29T22:18:52.925910] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-09-29T22:18:52.952722] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:52.953522] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-09-29T22:18:52.953578] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:52.953613] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:52.953669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:52.953755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:52.974464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:52.975323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:52.975417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:52.975455] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:53.016473] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:53.016679] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:53.016744] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:53.016778] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:53.020473] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: DOWN (p=16.13%)
[2025-09-29T22:18:53.020796] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-09-29T22:18:53.020966] [INFO ] [sig       ] ATGE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:53.173454] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ATGE.txt
[2025-09-29T22:18:53.173775] [WARN ] [sig       ] [154/2211] Failed ATGE after 0.3s | 4.61 sym/s | Total: 33.4s | ETA: 7.4m
[2025-09-29T22:18:53.173861] [INFO ] [sig       ] [155/2211] Forecasting ATHM...
[2025-09-29T22:18:53.173901] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-09-29T22:18:53.173935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-09-29T22:18:53.185688] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ATHM'.
[2025-09-29T22:18:53.186281] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-09-29T22:18:53.214856] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:53.215823] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-09-29T22:18:53.215881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:53.215916] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:53.215946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:53.216005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:53.236136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:53.236786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:53.236874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:53.236910] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:53.279553] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:53.279721] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:53.279777] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:53.279827] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:53.283339] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: DOWN (p=9.99%)
[2025-09-29T22:18:53.283635] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-09-29T22:18:53.283852] [INFO ] [sig       ] ATHM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:53.433844] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ATHM.txt
[2025-09-29T22:18:53.434114] [WARN ] [sig       ] [155/2211] Failed ATHM after 0.3s | 4.60 sym/s | Total: 33.7s | ETA: 7.4m
[2025-09-29T22:18:53.434198] [INFO ] [sig       ] [156/2211] Forecasting ATHS...
[2025-09-29T22:18:53.434238] [INFO ] [sig       ] Generating forecast for: ATHS
[2025-09-29T22:18:53.434270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHS' from 'https://tdm.silogroup.org/data/derivative_storage/ATHS.csv'.
[2025-09-29T22:18:53.444629] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ATHS'.
[2025-09-29T22:18:53.444987] [INFO ] [FORECASTER] Starting predict_future for ATHS
[2025-09-29T22:18:53.471122] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:53.472015] [DEBUG] [LOCAL     ] No optimal features file found for ATHS: ./output/feature-sets/ATHS.txt
[2025-09-29T22:18:53.472075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:53.472112] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:53.472142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:53.472203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:53.490581] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:53.491207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:53.491295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:53.491332] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:53.528328] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:53.528474] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:53.528517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:53.528548] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:53.532030] [DEBUG] [FORECASTER] ATHS: Forecast T+1@11:T+2@11: UP (p=88.37%)
[2025-09-29T22:18:53.532307] [INFO ] [FORECASTER] Completed predict_future for ATHS
[2025-09-29T22:18:53.532444] [INFO ] [sig       ] ATHS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:53.689467] [INFO ] [LOCAL     ] Saved forecast: ATHS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ATHS.txt
[2025-09-29T22:18:53.689840] [WARN ] [sig       ] [156/2211] Failed ATHS after 0.3s | 4.60 sym/s | Total: 33.9s | ETA: 7.4m
[2025-09-29T22:18:53.689939] [INFO ] [sig       ] [157/2211] Forecasting ATI...
[2025-09-29T22:18:53.689984] [INFO ] [sig       ] Generating forecast for: ATI
[2025-09-29T22:18:53.690029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-09-29T22:18:53.700760] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ATI'.
[2025-09-29T22:18:53.701134] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-09-29T22:18:53.729019] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:53.729945] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-09-29T22:18:53.730015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:53.730053] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:53.730081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:53.730160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:53.751415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:53.752413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:53.752532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:53.752589] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:53.798130] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:53.798308] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:53.798355] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:53.798387] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:53.802434] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: UP (p=95.19%)
[2025-09-29T22:18:53.802848] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-09-29T22:18:53.803087] [INFO ] [sig       ] ATI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:53.978380] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ATI.txt
[2025-09-29T22:18:53.978635] [WARN ] [sig       ] [157/2211] Failed ATI after 0.3s | 4.59 sym/s | Total: 34.2s | ETA: 7.5m
[2025-09-29T22:18:53.978737] [INFO ] [sig       ] [158/2211] Forecasting ATKR...
[2025-09-29T22:18:53.978778] [INFO ] [sig       ] Generating forecast for: ATKR
[2025-09-29T22:18:53.978810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATKR' from 'https://tdm.silogroup.org/data/derivative_storage/ATKR.csv'.
[2025-09-29T22:18:53.988636] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ATKR'.
[2025-09-29T22:18:53.989004] [INFO ] [FORECASTER] Starting predict_future for ATKR
[2025-09-29T22:18:54.014430] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:54.015239] [DEBUG] [LOCAL     ] No optimal features file found for ATKR: ./output/feature-sets/ATKR.txt
[2025-09-29T22:18:54.015296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:54.015331] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:54.015360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:54.015418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:54.033159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:54.034013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:54.034102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:54.034137] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:54.070460] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:54.070594] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:54.070636] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:54.070710] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:54.074138] [DEBUG] [FORECASTER] ATKR: Forecast T+1@11:T+2@11: UP (p=89.18%)
[2025-09-29T22:18:54.074412] [INFO ] [FORECASTER] Completed predict_future for ATKR
[2025-09-29T22:18:54.074544] [INFO ] [sig       ] ATKR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:54.225103] [INFO ] [LOCAL     ] Saved forecast: ATKR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ATKR.txt
[2025-09-29T22:18:54.225347] [WARN ] [sig       ] [158/2211] Failed ATKR after 0.2s | 4.58 sym/s | Total: 34.5s | ETA: 7.5m
[2025-09-29T22:18:54.225426] [INFO ] [sig       ] [159/2211] Forecasting ATMU...
[2025-09-29T22:18:54.225467] [INFO ] [sig       ] Generating forecast for: ATMU
[2025-09-29T22:18:54.225500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATMU' from 'https://tdm.silogroup.org/data/derivative_storage/ATMU.csv'.
[2025-09-29T22:18:54.237084] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ATMU'.
[2025-09-29T22:18:54.237469] [INFO ] [FORECASTER] Starting predict_future for ATMU
[2025-09-29T22:18:54.263270] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:54.264164] [DEBUG] [LOCAL     ] No optimal features file found for ATMU: ./output/feature-sets/ATMU.txt
[2025-09-29T22:18:54.264225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:54.264261] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:54.264288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:54.264346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:54.282053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:54.282708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:54.282800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:54.282835] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:54.318949] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:54.319114] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:54.319157] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:54.319187] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:54.322693] [DEBUG] [FORECASTER] ATMU: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2025-09-29T22:18:54.322980] [INFO ] [FORECASTER] Completed predict_future for ATMU
[2025-09-29T22:18:54.323120] [INFO ] [sig       ] ATMU: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:54.487612] [INFO ] [LOCAL     ] Saved forecast: ATMU	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ATMU.txt
[2025-09-29T22:18:54.487917] [WARN ] [sig       ] [159/2211] Failed ATMU after 0.3s | 4.58 sym/s | Total: 34.7s | ETA: 7.5m
[2025-09-29T22:18:54.488002] [INFO ] [sig       ] [160/2211] Forecasting ATO...
[2025-09-29T22:18:54.488042] [INFO ] [sig       ] Generating forecast for: ATO
[2025-09-29T22:18:54.488074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-09-29T22:18:54.499750] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ATO'.
[2025-09-29T22:18:54.500144] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-09-29T22:18:54.526875] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:54.527741] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-09-29T22:18:54.527800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:54.527835] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:54.527864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:54.527921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:54.547012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:54.547700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:54.547791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:54.547827] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:54.585619] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:54.585807] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:54.585855] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:54.585887] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:54.592168] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: DOWN (p=9.36%)
[2025-09-29T22:18:54.592511] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-09-29T22:18:54.592722] [INFO ] [sig       ] ATO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:54.752504] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ATO.txt
[2025-09-29T22:18:54.752828] [WARN ] [sig       ] [160/2211] Failed ATO after 0.3s | 4.57 sym/s | Total: 35.0s | ETA: 7.5m
[2025-09-29T22:18:54.752983] [INFO ] [sig       ] [161/2211] Forecasting ATR...
[2025-09-29T22:18:54.753040] [INFO ] [sig       ] Generating forecast for: ATR
[2025-09-29T22:18:54.753075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATR' from 'https://tdm.silogroup.org/data/derivative_storage/ATR.csv'.
[2025-09-29T22:18:54.765346] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ATR'.
[2025-09-29T22:18:54.765775] [INFO ] [FORECASTER] Starting predict_future for ATR
[2025-09-29T22:18:54.793493] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:54.794389] [DEBUG] [LOCAL     ] No optimal features file found for ATR: ./output/feature-sets/ATR.txt
[2025-09-29T22:18:54.794451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:54.794489] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:54.794519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:54.794579] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:54.813861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:54.814547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:54.814687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:54.814747] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:54.853095] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:54.853248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:54.853292] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:54.853325] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:54.856917] [DEBUG] [FORECASTER] ATR: Forecast T+1@11:T+2@11: UP (p=65.51%)
[2025-09-29T22:18:54.857241] [INFO ] [FORECASTER] Completed predict_future for ATR
[2025-09-29T22:18:54.857389] [INFO ] [sig       ] ATR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:55.019517] [INFO ] [LOCAL     ] Saved forecast: ATR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ATR.txt
[2025-09-29T22:18:55.019810] [WARN ] [sig       ] [161/2211] Failed ATR after 0.3s | 4.57 sym/s | Total: 35.3s | ETA: 7.5m
[2025-09-29T22:18:55.019893] [INFO ] [sig       ] [162/2211] Forecasting ATS...
[2025-09-29T22:18:55.019934] [INFO ] [sig       ] Generating forecast for: ATS
[2025-09-29T22:18:55.019967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATS' from 'https://tdm.silogroup.org/data/derivative_storage/ATS.csv'.
[2025-09-29T22:18:55.032598] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ATS'.
[2025-09-29T22:18:55.032929] [INFO ] [FORECASTER] Starting predict_future for ATS
[2025-09-29T22:18:55.060475] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:55.061348] [DEBUG] [LOCAL     ] No optimal features file found for ATS: ./output/feature-sets/ATS.txt
[2025-09-29T22:18:55.061407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:55.061442] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:55.061471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:55.061529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:55.079821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:55.080477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:55.080567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:55.080601] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:55.119859] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:55.120009] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:55.120052] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:55.120102] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:55.125771] [DEBUG] [FORECASTER] ATS: Forecast T+1@11:T+2@11: UP (p=92.04%)
[2025-09-29T22:18:55.126064] [INFO ] [FORECASTER] Completed predict_future for ATS
[2025-09-29T22:18:55.126217] [INFO ] [sig       ] ATS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:55.289370] [INFO ] [LOCAL     ] Saved forecast: ATS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ATS.txt
[2025-09-29T22:18:55.289609] [WARN ] [sig       ] [162/2211] Failed ATS after 0.3s | 4.56 sym/s | Total: 35.5s | ETA: 7.5m
[2025-09-29T22:18:55.289709] [INFO ] [sig       ] [163/2211] Forecasting ATUS...
[2025-09-29T22:18:55.289750] [INFO ] [sig       ] Generating forecast for: ATUS
[2025-09-29T22:18:55.289783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATUS' from 'https://tdm.silogroup.org/data/derivative_storage/ATUS.csv'.
[2025-09-29T22:18:55.301092] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ATUS'.
[2025-09-29T22:18:55.301518] [INFO ] [FORECASTER] Starting predict_future for ATUS
[2025-09-29T22:18:55.328556] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:55.329537] [DEBUG] [LOCAL     ] No optimal features file found for ATUS: ./output/feature-sets/ATUS.txt
[2025-09-29T22:18:55.329595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:55.329632] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:55.329701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:55.329771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:55.348566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:55.349399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:55.349497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:55.349540] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:55.388238] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:55.388412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:55.388496] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:55.388560] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:55.393079] [DEBUG] [FORECASTER] ATUS: Forecast T+1@11:T+2@11: UP (p=50.86%)
[2025-09-29T22:18:55.393419] [INFO ] [FORECASTER] Completed predict_future for ATUS
[2025-09-29T22:18:55.393570] [INFO ] [sig       ] ATUS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:55.549862] [INFO ] [LOCAL     ] Saved forecast: ATUS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ATUS.txt
[2025-09-29T22:18:55.550094] [WARN ] [sig       ] [163/2211] Failed ATUS after 0.3s | 4.55 sym/s | Total: 35.8s | ETA: 7.5m
[2025-09-29T22:18:55.550171] [INFO ] [sig       ] [164/2211] Forecasting AU...
[2025-09-29T22:18:55.550212] [INFO ] [sig       ] Generating forecast for: AU
[2025-09-29T22:18:55.550246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AU' from 'https://tdm.silogroup.org/data/derivative_storage/AU.csv'.
[2025-09-29T22:18:55.561546] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AU'.
[2025-09-29T22:18:55.562060] [INFO ] [FORECASTER] Starting predict_future for AU
[2025-09-29T22:18:55.590326] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:55.591427] [DEBUG] [LOCAL     ] No optimal features file found for AU: ./output/feature-sets/AU.txt
[2025-09-29T22:18:55.591497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:55.591536] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:55.591566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:55.591626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:55.610609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:55.611499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:55.611595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:55.611633] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:55.650227] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:55.650405] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:55.650452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:55.650484] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:55.654258] [DEBUG] [FORECASTER] AU: Forecast T+1@11:T+2@11: DOWN (p=44.89%)
[2025-09-29T22:18:55.654562] [INFO ] [FORECASTER] Completed predict_future for AU
[2025-09-29T22:18:55.654746] [INFO ] [sig       ] AU: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:55.811031] [INFO ] [LOCAL     ] Saved forecast: AU	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AU.txt
[2025-09-29T22:18:55.811319] [WARN ] [sig       ] [164/2211] Failed AU after 0.3s | 4.55 sym/s | Total: 36.1s | ETA: 7.5m
[2025-09-29T22:18:55.811402] [INFO ] [sig       ] [165/2211] Forecasting AUB...
[2025-09-29T22:18:55.811443] [INFO ] [sig       ] Generating forecast for: AUB
[2025-09-29T22:18:55.811489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-09-29T22:18:55.822520] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AUB'.
[2025-09-29T22:18:55.822878] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-09-29T22:18:55.850719] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:55.851665] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-09-29T22:18:55.851730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:55.851768] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:55.851796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:55.851854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:55.872814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:55.873478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:55.873569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:55.873606] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:55.914498] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:55.914634] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:55.914717] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:55.914756] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:55.918989] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: DOWN (p=15.27%)
[2025-09-29T22:18:55.919273] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-09-29T22:18:55.919421] [INFO ] [sig       ] AUB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:56.086496] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AUB.txt
[2025-09-29T22:18:56.086839] [WARN ] [sig       ] [165/2211] Failed AUB after 0.3s | 4.54 sym/s | Total: 36.3s | ETA: 7.5m
[2025-09-29T22:18:56.086923] [INFO ] [sig       ] [166/2211] Forecasting AUNA...
[2025-09-29T22:18:56.086965] [INFO ] [sig       ] Generating forecast for: AUNA
[2025-09-29T22:18:56.087090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUNA' from 'https://tdm.silogroup.org/data/derivative_storage/AUNA.csv'.
[2025-09-29T22:18:56.098521] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'AUNA'.
[2025-09-29T22:18:56.098885] [INFO ] [FORECASTER] Starting predict_future for AUNA
[2025-09-29T22:18:56.125598] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:56.126526] [DEBUG] [LOCAL     ] No optimal features file found for AUNA: ./output/feature-sets/AUNA.txt
[2025-09-29T22:18:56.126588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:56.126625] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:56.126691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:56.126770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:56.146345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:56.147137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:56.147227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:56.147263] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:56.182298] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:56.182480] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:56.182546] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:56.182584] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:56.186861] [DEBUG] [FORECASTER] AUNA: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-09-29T22:18:56.187258] [INFO ] [FORECASTER] Completed predict_future for AUNA
[2025-09-29T22:18:56.187422] [INFO ] [sig       ] AUNA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:56.421633] [INFO ] [LOCAL     ] Saved forecast: AUNA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AUNA.txt
[2025-09-29T22:18:56.421926] [WARN ] [sig       ] [166/2211] Failed AUNA after 0.3s | 4.53 sym/s | Total: 36.7s | ETA: 7.5m
[2025-09-29T22:18:56.422009] [INFO ] [sig       ] [167/2211] Forecasting AVA...
[2025-09-29T22:18:56.422051] [INFO ] [sig       ] Generating forecast for: AVA
[2025-09-29T22:18:56.422084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-09-29T22:18:56.432554] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AVA'.
[2025-09-29T22:18:56.432932] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-09-29T22:18:56.459740] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:56.460547] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-09-29T22:18:56.460606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:56.460665] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:56.460721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:56.460786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:56.480738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:56.481452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:56.481543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:56.481580] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:56.518337] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:56.518501] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:56.518547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:56.518580] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:56.522185] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=5.33%)
[2025-09-29T22:18:56.522467] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-09-29T22:18:56.522618] [INFO ] [sig       ] AVA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:18:56.702314] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AVA.txt
[2025-09-29T22:18:56.702540] [WARN ] [sig       ] [167/2211] Failed AVA after 0.3s | 4.52 sym/s | Total: 36.9s | ETA: 7.5m
[2025-09-29T22:18:56.702620] [INFO ] [sig       ] [168/2211] Forecasting AVAL...
[2025-09-29T22:18:56.702707] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-09-29T22:18:56.702777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-09-29T22:18:56.712382] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AVAL'.
[2025-09-29T22:18:56.712768] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-09-29T22:18:56.739586] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:56.740564] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-09-29T22:18:56.740630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:56.740754] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:56.740808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:56.740875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:56.759632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:56.760596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:56.760730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:56.760781] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:56.796437] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:56.796578] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:56.796620] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:56.796684] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:56.800417] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=84.50%)
[2025-09-29T22:18:56.800747] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-09-29T22:18:56.800907] [INFO ] [sig       ] AVAL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:56.955369] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AVAL.txt
[2025-09-29T22:18:56.955588] [WARN ] [sig       ] [168/2211] Failed AVAL after 0.3s | 4.52 sym/s | Total: 37.2s | ETA: 7.5m
[2025-09-29T22:18:56.955690] [INFO ] [sig       ] [169/2211] Forecasting AVB...
[2025-09-29T22:18:56.955740] [INFO ] [sig       ] Generating forecast for: AVB
[2025-09-29T22:18:56.955775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-09-29T22:18:56.966898] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AVB'.
[2025-09-29T22:18:56.967337] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-09-29T22:18:56.994526] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:56.995287] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-09-29T22:18:56.995346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:56.995382] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:56.995412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:56.995524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:57.014529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:57.015148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:57.015246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:57.015283] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:57.056632] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:57.056770] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:57.056817] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:57.056849] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:57.060285] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-09-29T22:18:57.060559] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-09-29T22:18:57.060734] [INFO ] [sig       ] AVB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:57.207143] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AVB.txt
[2025-09-29T22:18:57.207334] [WARN ] [sig       ] [169/2211] Failed AVB after 0.3s | 4.51 sym/s | Total: 37.4s | ETA: 7.5m
[2025-09-29T22:18:57.207410] [INFO ] [sig       ] [170/2211] Forecasting AVD...
[2025-09-29T22:18:57.207449] [INFO ] [sig       ] Generating forecast for: AVD
[2025-09-29T22:18:57.207481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-09-29T22:18:57.217909] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AVD'.
[2025-09-29T22:18:57.218231] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-09-29T22:18:57.244092] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:57.244835] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-09-29T22:18:57.244891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:57.244925] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:57.244952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:57.245041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:57.262959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:57.263576] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:57.263683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:57.263738] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:57.300853] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:57.300939] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:57.300978] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:57.301007] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:57.304323] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: UP (p=83.87%)
[2025-09-29T22:18:57.304696] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-09-29T22:18:57.304856] [INFO ] [sig       ] AVD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:57.451158] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AVD.txt
[2025-09-29T22:18:57.451366] [WARN ] [sig       ] [170/2211] Failed AVD after 0.2s | 4.51 sym/s | Total: 37.7s | ETA: 7.5m
[2025-09-29T22:18:57.451442] [INFO ] [sig       ] [171/2211] Forecasting AVK...
[2025-09-29T22:18:57.451482] [INFO ] [sig       ] Generating forecast for: AVK
[2025-09-29T22:18:57.451515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-09-29T22:18:57.464110] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AVK'.
[2025-09-29T22:18:57.464496] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-09-29T22:18:57.491914] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:57.492720] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-09-29T22:18:57.492779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:57.492816] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:57.492845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:57.492906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:57.511812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:57.512497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:57.512588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:57.512624] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:57.558130] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:57.558300] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:57.558346] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:57.558378] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:57.562411] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=98.76%)
[2025-09-29T22:18:57.562733] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-09-29T22:18:57.562912] [INFO ] [sig       ] AVK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:57.768717] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AVK.txt
[2025-09-29T22:18:57.769052] [WARN ] [sig       ] [171/2211] Failed AVK after 0.3s | 4.50 sym/s | Total: 38.0s | ETA: 7.6m
[2025-09-29T22:18:57.769137] [INFO ] [sig       ] [172/2211] Forecasting AVNS...
[2025-09-29T22:18:57.769179] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-09-29T22:18:57.769239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-09-29T22:18:57.780877] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AVNS'.
[2025-09-29T22:18:57.781198] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-09-29T22:18:57.809452] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:57.810291] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-09-29T22:18:57.810349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:57.810385] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:57.810414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:57.810472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:57.831632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:57.832376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:57.832463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:57.832497] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:57.872339] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:57.872550] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:57.872618] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:57.872698] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:57.876315] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=64.52%)
[2025-09-29T22:18:57.876598] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-09-29T22:18:57.877193] [INFO ] [sig       ] AVNS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:58.026664] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AVNS.txt
[2025-09-29T22:18:58.026909] [WARN ] [sig       ] [172/2211] Failed AVNS after 0.3s | 4.49 sym/s | Total: 38.3s | ETA: 7.6m
[2025-09-29T22:18:58.026990] [INFO ] [sig       ] [173/2211] Forecasting AVNT...
[2025-09-29T22:18:58.027030] [INFO ] [sig       ] Generating forecast for: AVNT
[2025-09-29T22:18:58.027105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNT' from 'https://tdm.silogroup.org/data/derivative_storage/AVNT.csv'.
[2025-09-29T22:18:58.032451] [WARN ] [REMOTE    ] Historical data not found for symbol 'AVNT' (404).
[2025-09-29T22:18:58.032779] [FATAL] [sig       ] AVNT: No historical data fetched.
[2025-09-29T22:18:58.032874] [WARN ] [sig       ] [173/2211] Failed AVNT after 0.0s | 4.52 sym/s | Total: 38.3s | ETA: 7.5m
[2025-09-29T22:18:58.032946] [INFO ] [sig       ] [174/2211] Forecasting AVTR...
[2025-09-29T22:18:58.033006] [INFO ] [sig       ] Generating forecast for: AVTR
[2025-09-29T22:18:58.033041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTR' from 'https://tdm.silogroup.org/data/derivative_storage/AVTR.csv'.
[2025-09-29T22:18:58.037456] [WARN ] [REMOTE    ] Historical data not found for symbol 'AVTR' (404).
[2025-09-29T22:18:58.037637] [FATAL] [sig       ] AVTR: No historical data fetched.
[2025-09-29T22:18:58.037745] [WARN ] [sig       ] [174/2211] Failed AVTR after 0.0s | 4.55 sym/s | Total: 38.3s | ETA: 7.5m
[2025-09-29T22:18:58.037815] [INFO ] [sig       ] [175/2211] Forecasting AVY...
[2025-09-29T22:18:58.037855] [INFO ] [sig       ] Generating forecast for: AVY
[2025-09-29T22:18:58.037886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-09-29T22:18:58.049991] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AVY'.
[2025-09-29T22:18:58.050331] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-09-29T22:18:58.076447] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:58.077246] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-09-29T22:18:58.077303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:58.077339] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:58.077368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:58.077441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:58.097125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:58.097861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:58.097957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:58.098000] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:58.138710] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:58.138811] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:58.138850] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:58.138881] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:58.142146] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: UP (p=97.64%)
[2025-09-29T22:18:58.142419] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-09-29T22:18:58.142551] [INFO ] [sig       ] AVY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:58.297250] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AVY.txt
[2025-09-29T22:18:58.297452] [WARN ] [sig       ] [175/2211] Failed AVY after 0.3s | 4.54 sym/s | Total: 38.5s | ETA: 7.5m
[2025-09-29T22:18:58.297527] [INFO ] [sig       ] [176/2211] Forecasting AWF...
[2025-09-29T22:18:58.297566] [INFO ] [sig       ] Generating forecast for: AWF
[2025-09-29T22:18:58.297601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-09-29T22:18:58.308922] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AWF'.
[2025-09-29T22:18:58.309213] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-09-29T22:18:58.334497] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:58.335255] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-09-29T22:18:58.335312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:58.335345] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:58.335374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:58.335432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:58.353513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:58.354165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:58.354263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:58.354300] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:58.391673] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:58.391764] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:58.391801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:58.391831] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:58.395088] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: UP (p=55.17%)
[2025-09-29T22:18:58.395380] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-09-29T22:18:58.395532] [INFO ] [sig       ] AWF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:58.541181] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AWF.txt
[2025-09-29T22:18:58.541428] [WARN ] [sig       ] [176/2211] Failed AWF after 0.2s | 4.54 sym/s | Total: 38.8s | ETA: 7.5m
[2025-09-29T22:18:58.541509] [INFO ] [sig       ] [177/2211] Forecasting AWI...
[2025-09-29T22:18:58.541549] [INFO ] [sig       ] Generating forecast for: AWI
[2025-09-29T22:18:58.541582] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-09-29T22:18:58.546360] [WARN ] [REMOTE    ] Historical data not found for symbol 'AWI' (404).
[2025-09-29T22:18:58.546580] [FATAL] [sig       ] AWI: No historical data fetched.
[2025-09-29T22:18:58.546699] [WARN ] [sig       ] [177/2211] Failed AWI after 0.0s | 4.56 sym/s | Total: 38.8s | ETA: 7.4m
[2025-09-29T22:18:58.546772] [INFO ] [sig       ] [178/2211] Forecasting AWK...
[2025-09-29T22:18:58.546812] [INFO ] [sig       ] Generating forecast for: AWK
[2025-09-29T22:18:58.546843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-09-29T22:18:58.556521] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AWK'.
[2025-09-29T22:18:58.556966] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-09-29T22:18:58.583534] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:58.584265] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-09-29T22:18:58.584321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:58.584356] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:58.584386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:58.584449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:58.603379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:58.603994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:58.604093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:58.604147] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:58.640619] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:58.640753] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:58.640799] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:58.640832] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:58.644237] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: UP (p=88.62%)
[2025-09-29T22:18:58.644550] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-09-29T22:18:58.645140] [INFO ] [sig       ] AWK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:58.806038] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AWK.txt
[2025-09-29T22:18:58.806279] [WARN ] [sig       ] [178/2211] Failed AWK after 0.3s | 4.56 sym/s | Total: 39.0s | ETA: 7.4m
[2025-09-29T22:18:58.806385] [INFO ] [sig       ] [179/2211] Forecasting AWP...
[2025-09-29T22:18:58.806432] [INFO ] [sig       ] Generating forecast for: AWP
[2025-09-29T22:18:58.806466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-09-29T22:18:58.818429] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AWP'.
[2025-09-29T22:18:58.818831] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-09-29T22:18:58.845925] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:58.846694] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-09-29T22:18:58.846755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:58.846792] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:58.846821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:58.846879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:58.865552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:58.866181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:58.866304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:58.866360] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:58.899311] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:58.899432] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:58.899472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:58.899502] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:58.902935] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: UP (p=86.19%)
[2025-09-29T22:18:58.903216] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-09-29T22:18:58.903354] [INFO ] [sig       ] AWP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:59.066709] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AWP.txt
[2025-09-29T22:18:59.067000] [WARN ] [sig       ] [179/2211] Failed AWP after 0.3s | 4.55 sym/s | Total: 39.3s | ETA: 7.4m
[2025-09-29T22:18:59.067097] [INFO ] [sig       ] [180/2211] Forecasting AWR...
[2025-09-29T22:18:59.067139] [INFO ] [sig       ] Generating forecast for: AWR
[2025-09-29T22:18:59.067174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWR' from 'https://tdm.silogroup.org/data/derivative_storage/AWR.csv'.
[2025-09-29T22:18:59.080892] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AWR'.
[2025-09-29T22:18:59.081309] [INFO ] [FORECASTER] Starting predict_future for AWR
[2025-09-29T22:18:59.117901] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:59.118950] [DEBUG] [LOCAL     ] No optimal features file found for AWR: ./output/feature-sets/AWR.txt
[2025-09-29T22:18:59.119018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:59.119060] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:59.119096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:59.119177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:59.146076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:59.146857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:59.146959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:59.147001] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:59.201668] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:59.201796] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:59.201842] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:59.201897] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:59.206252] [DEBUG] [FORECASTER] AWR: Forecast T+1@11:T+2@11: UP (p=57.98%)
[2025-09-29T22:18:59.206592] [INFO ] [FORECASTER] Completed predict_future for AWR
[2025-09-29T22:18:59.206807] [INFO ] [sig       ] AWR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:59.422298] [INFO ] [LOCAL     ] Saved forecast: AWR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AWR.txt
[2025-09-29T22:18:59.422555] [WARN ] [sig       ] [180/2211] Failed AWR after 0.4s | 4.54 sym/s | Total: 39.7s | ETA: 7.5m
[2025-09-29T22:18:59.422677] [INFO ] [sig       ] [181/2211] Forecasting AX...
[2025-09-29T22:18:59.422739] [INFO ] [sig       ] Generating forecast for: AX
[2025-09-29T22:18:59.422781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AX' from 'https://tdm.silogroup.org/data/derivative_storage/AX.csv'.
[2025-09-29T22:18:59.435681] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AX'.
[2025-09-29T22:18:59.436016] [INFO ] [FORECASTER] Starting predict_future for AX
[2025-09-29T22:18:59.471174] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:59.472153] [DEBUG] [LOCAL     ] No optimal features file found for AX: ./output/feature-sets/AX.txt
[2025-09-29T22:18:59.472219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:59.472259] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:59.472296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:59.472378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:59.498454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:59.499181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:59.499284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:59.499349] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:59.551328] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:59.551440] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:59.551484] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:59.551521] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:59.555882] [DEBUG] [FORECASTER] AX: Forecast T+1@11:T+2@11: UP (p=65.21%)
[2025-09-29T22:18:59.556234] [INFO ] [FORECASTER] Completed predict_future for AX
[2025-09-29T22:18:59.556402] [INFO ] [sig       ] AX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:18:59.790488] [INFO ] [LOCAL     ] Saved forecast: AX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AX.txt
[2025-09-29T22:18:59.790938] [WARN ] [sig       ] [181/2211] Failed AX after 0.4s | 4.52 sym/s | Total: 40.0s | ETA: 7.5m
[2025-09-29T22:18:59.791041] [INFO ] [sig       ] [182/2211] Forecasting AXL...
[2025-09-29T22:18:59.791089] [INFO ] [sig       ] Generating forecast for: AXL
[2025-09-29T22:18:59.791130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-09-29T22:18:59.805351] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AXL'.
[2025-09-29T22:18:59.805865] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-09-29T22:18:59.840525] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:18:59.841433] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-09-29T22:18:59.841545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:18:59.841615] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:18:59.841693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:18:59.841794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:18:59.868554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:18:59.869279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:18:59.869391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:18:59.869445] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:18:59.906839] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:18:59.906935] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:18:59.906974] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:18:59.907004] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:18:59.910242] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-09-29T22:18:59.910573] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-09-29T22:18:59.910747] [INFO ] [sig       ] AXL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:00.062462] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AXL.txt
[2025-09-29T22:19:00.062694] [WARN ] [sig       ] [182/2211] Failed AXL after 0.3s | 4.52 sym/s | Total: 40.3s | ETA: 7.5m
[2025-09-29T22:19:00.062777] [INFO ] [sig       ] [183/2211] Forecasting AXP...
[2025-09-29T22:19:00.062818] [INFO ] [sig       ] Generating forecast for: AXP
[2025-09-29T22:19:00.062852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-09-29T22:19:00.073882] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AXP'.
[2025-09-29T22:19:00.074223] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-09-29T22:19:00.102722] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:00.103524] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-09-29T22:19:00.103626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:00.103706] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:00.103744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:00.103810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:00.124998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:00.125710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:00.129263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:00.129317] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:00.169179] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:00.169290] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:00.169329] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:00.169359] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:00.172839] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: UP (p=55.30%)
[2025-09-29T22:19:00.173121] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-09-29T22:19:00.173266] [INFO ] [sig       ] AXP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:00.326157] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AXP.txt
[2025-09-29T22:19:00.326372] [WARN ] [sig       ] [183/2211] Failed AXP after 0.3s | 4.51 sym/s | Total: 40.6s | ETA: 7.5m
[2025-09-29T22:19:00.326452] [INFO ] [sig       ] [184/2211] Forecasting AXR...
[2025-09-29T22:19:00.326493] [INFO ] [sig       ] Generating forecast for: AXR
[2025-09-29T22:19:00.326525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXR' from 'https://tdm.silogroup.org/data/derivative_storage/AXR.csv'.
[2025-09-29T22:19:00.336501] [DEBUG] [REMOTE    ] Successfully parsed 1792 rows of historical data for symbol 'AXR'.
[2025-09-29T22:19:00.336825] [INFO ] [FORECASTER] Starting predict_future for AXR
[2025-09-29T22:19:00.363763] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:00.364498] [DEBUG] [LOCAL     ] No optimal features file found for AXR: ./output/feature-sets/AXR.txt
[2025-09-29T22:19:00.364555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:00.364590] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:00.364618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:00.364708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:00.383395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:00.384017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:00.384137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:00.384229] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:00.421918] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:00.422019] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:00.422064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:00.422105] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:00.425541] [DEBUG] [FORECASTER] AXR: Forecast T+1@11:T+2@11: DOWN (p=23.06%)
[2025-09-29T22:19:00.425859] [INFO ] [FORECASTER] Completed predict_future for AXR
[2025-09-29T22:19:00.426010] [INFO ] [sig       ] AXR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:00.585950] [INFO ] [LOCAL     ] Saved forecast: AXR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AXR.txt
[2025-09-29T22:19:00.586208] [WARN ] [sig       ] [184/2211] Failed AXR after 0.3s | 4.51 sym/s | Total: 40.8s | ETA: 7.5m
[2025-09-29T22:19:00.586291] [INFO ] [sig       ] [185/2211] Forecasting AXS...
[2025-09-29T22:19:00.586332] [INFO ] [sig       ] Generating forecast for: AXS
[2025-09-29T22:19:00.586367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-09-29T22:19:00.599024] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AXS'.
[2025-09-29T22:19:00.599461] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-09-29T22:19:00.627509] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:00.628388] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-09-29T22:19:00.628448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:00.628484] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:00.628513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:00.628573] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:00.651134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:00.652039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:00.652165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:00.652222] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:00.692415] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:00.692609] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:00.692708] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:00.692789] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:00.699311] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=99.02%)
[2025-09-29T22:19:00.699625] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-09-29T22:19:00.699817] [INFO ] [sig       ] AXS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:00.862908] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AXS.txt
[2025-09-29T22:19:00.863164] [WARN ] [sig       ] [185/2211] Failed AXS after 0.3s | 4.50 sym/s | Total: 41.1s | ETA: 7.5m
[2025-09-29T22:19:00.863248] [INFO ] [sig       ] [186/2211] Forecasting AXTA...
[2025-09-29T22:19:00.863300] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-09-29T22:19:00.863336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-09-29T22:19:00.873577] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AXTA'.
[2025-09-29T22:19:00.873961] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-09-29T22:19:00.900895] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:00.901744] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-09-29T22:19:00.901804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:00.901841] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:00.901874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:00.901934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:00.920410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:00.921135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:00.921226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:00.921264] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:00.959003] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:00.959168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:00.959212] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:00.959244] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:00.962855] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=19.86%)
[2025-09-29T22:19:00.963141] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-09-29T22:19:00.963283] [INFO ] [sig       ] AXTA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:01.114605] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AXTA.txt
[2025-09-29T22:19:01.114862] [WARN ] [sig       ] [186/2211] Failed AXTA after 0.3s | 4.50 sym/s | Total: 41.4s | ETA: 7.5m
[2025-09-29T22:19:01.114942] [INFO ] [sig       ] [187/2211] Forecasting AYI...
[2025-09-29T22:19:01.114983] [INFO ] [sig       ] Generating forecast for: AYI
[2025-09-29T22:19:01.115016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-09-29T22:19:01.125810] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AYI'.
[2025-09-29T22:19:01.126126] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-09-29T22:19:01.153286] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:01.154366] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-09-29T22:19:01.154462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:01.154502] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:01.154533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:01.154593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:01.173629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:01.174437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:01.174531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:01.174567] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:01.215789] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:01.215951] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:01.215997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:01.216030] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:01.219851] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=17.44%)
[2025-09-29T22:19:01.220166] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-09-29T22:19:01.220323] [INFO ] [sig       ] AYI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:01.383836] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AYI.txt
[2025-09-29T22:19:01.384177] [WARN ] [sig       ] [187/2211] Failed AYI after 0.3s | 4.49 sym/s | Total: 41.6s | ETA: 7.5m
[2025-09-29T22:19:01.384264] [INFO ] [sig       ] [188/2211] Forecasting AZO...
[2025-09-29T22:19:01.384305] [INFO ] [sig       ] Generating forecast for: AZO
[2025-09-29T22:19:01.384340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-09-29T22:19:01.400997] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AZO'.
[2025-09-29T22:19:01.401846] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-09-29T22:19:01.438841] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:01.440184] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-09-29T22:19:01.440277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:01.440333] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:01.440377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:01.440465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:01.467333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:01.468483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:01.468614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:01.468701] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:01.524863] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:01.525045] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:01.525090] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:01.525121] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:01.528964] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: UP (p=94.99%)
[2025-09-29T22:19:01.529284] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-09-29T22:19:01.529434] [INFO ] [sig       ] AZO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:01.686891] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/AZO.txt
[2025-09-29T22:19:01.687151] [WARN ] [sig       ] [188/2211] Failed AZO after 0.3s | 4.48 sym/s | Total: 41.9s | ETA: 7.5m
[2025-09-29T22:19:01.687244] [INFO ] [sig       ] [189/2211] Forecasting AZZ...
[2025-09-29T22:19:01.687284] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-09-29T22:19:01.687317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-09-29T22:19:01.698514] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AZZ'.
[2025-09-29T22:19:01.698954] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-09-29T22:19:01.726801] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:01.728555] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-09-29T22:19:01.728732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:01.728781] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:01.728813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:01.728874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:01.746522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:01.747276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:01.747407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:01.747459] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:01.785434] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:01.785556] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:01.785595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:01.785626] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:01.789016] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=31.68%)
[2025-09-29T22:19:01.789293] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-09-29T22:19:01.789437] [INFO ] [sig       ] AZZ: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:01.954012] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/AZZ.txt
[2025-09-29T22:19:01.954275] [WARN ] [sig       ] [189/2211] Failed AZZ after 0.3s | 4.48 sym/s | Total: 42.2s | ETA: 7.5m
[2025-09-29T22:19:01.954361] [INFO ] [sig       ] [190/2211] Forecasting BA...
[2025-09-29T22:19:01.954433] [INFO ] [sig       ] Generating forecast for: BA
[2025-09-29T22:19:01.954485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-09-29T22:19:01.966397] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BA'.
[2025-09-29T22:19:01.966821] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-09-29T22:19:01.993565] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:01.994525] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-09-29T22:19:01.994604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:01.994690] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:01.994736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:01.994798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:02.018488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:02.019319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:02.019427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:02.019483] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:02.097732] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:02.097886] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:02.097932] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:02.097963] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:02.101605] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: DOWN (p=46.62%)
[2025-09-29T22:19:02.101981] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-09-29T22:19:02.102134] [INFO ] [sig       ] BA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:02.256868] [INFO ] [LOCAL     ] Saved forecast: BA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BA.txt
[2025-09-29T22:19:02.257122] [WARN ] [sig       ] [190/2211] Failed BA after 0.3s | 4.47 sym/s | Total: 42.5s | ETA: 7.5m
[2025-09-29T22:19:02.257219] [INFO ] [sig       ] [191/2211] Forecasting BABA...
[2025-09-29T22:19:02.257260] [INFO ] [sig       ] Generating forecast for: BABA
[2025-09-29T22:19:02.257292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-09-29T22:19:02.268890] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BABA'.
[2025-09-29T22:19:02.269218] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-09-29T22:19:02.295117] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:02.295854] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-09-29T22:19:02.295928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:02.295964] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:02.295999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:02.296063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:02.315348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:02.315971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:02.316060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:02.316103] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:02.361962] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:02.362078] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:02.362117] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:02.362149] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:02.365666] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: UP (p=99.69%)
[2025-09-29T22:19:02.365949] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-09-29T22:19:02.366088] [INFO ] [sig       ] BABA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:02.515204] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BABA.txt
[2025-09-29T22:19:02.515419] [WARN ] [sig       ] [191/2211] Failed BABA after 0.3s | 4.47 sym/s | Total: 42.8s | ETA: 7.5m
[2025-09-29T22:19:02.515500] [INFO ] [sig       ] [192/2211] Forecasting BAC...
[2025-09-29T22:19:02.515542] [INFO ] [sig       ] Generating forecast for: BAC
[2025-09-29T22:19:02.515576] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-09-29T22:19:02.527862] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BAC'.
[2025-09-29T22:19:02.528175] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-09-29T22:19:02.555470] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:02.556313] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-09-29T22:19:02.556370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:02.556407] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:02.556444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:02.556511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:02.576022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:02.576986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:02.577119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:02.577217] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:02.617610] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:02.617754] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:02.617801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:02.617836] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:02.621192] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: UP (p=74.03%)
[2025-09-29T22:19:02.621471] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-09-29T22:19:02.621611] [INFO ] [sig       ] BAC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:02.770207] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BAC.txt
[2025-09-29T22:19:02.770410] [WARN ] [sig       ] [192/2211] Failed BAC after 0.3s | 4.46 sym/s | Total: 43.0s | ETA: 7.5m
[2025-09-29T22:19:02.770489] [INFO ] [sig       ] [193/2211] Forecasting BAH...
[2025-09-29T22:19:02.770532] [INFO ] [sig       ] Generating forecast for: BAH
[2025-09-29T22:19:02.770576] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-09-29T22:19:02.781495] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BAH'.
[2025-09-29T22:19:02.781835] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-09-29T22:19:02.808572] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:02.809399] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-09-29T22:19:02.809461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:02.809497] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:02.809526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:02.809588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:02.828634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:02.829226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:02.829314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:02.829350] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:02.869846] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:02.869970] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:02.870014] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:02.870051] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:02.873526] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: UP (p=95.13%)
[2025-09-29T22:19:02.873841] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-09-29T22:19:02.873988] [INFO ] [sig       ] BAH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:03.030327] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BAH.txt
[2025-09-29T22:19:03.030573] [WARN ] [sig       ] [193/2211] Failed BAH after 0.3s | 4.46 sym/s | Total: 43.3s | ETA: 7.5m
[2025-09-29T22:19:03.030686] [INFO ] [sig       ] [194/2211] Forecasting BAK...
[2025-09-29T22:19:03.030738] [INFO ] [sig       ] Generating forecast for: BAK
[2025-09-29T22:19:03.030774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-09-29T22:19:03.041616] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BAK'.
[2025-09-29T22:19:03.041943] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-09-29T22:19:03.068348] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:03.069117] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-09-29T22:19:03.069173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:03.069208] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:03.069236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:03.069296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:03.088632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:03.089267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:03.089365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:03.089435] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:03.128446] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:03.128551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:03.128589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:03.128620] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:03.131858] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: UP (p=60.42%)
[2025-09-29T22:19:03.132171] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-09-29T22:19:03.132314] [INFO ] [sig       ] BAK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:03.280845] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BAK.txt
[2025-09-29T22:19:03.281058] [WARN ] [sig       ] [194/2211] Failed BAK after 0.3s | 4.46 sym/s | Total: 43.5s | ETA: 7.5m
[2025-09-29T22:19:03.281188] [INFO ] [sig       ] [195/2211] Forecasting BALL...
[2025-09-29T22:19:03.281241] [INFO ] [sig       ] Generating forecast for: BALL
[2025-09-29T22:19:03.281276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-09-29T22:19:03.291958] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BALL'.
[2025-09-29T22:19:03.292246] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-09-29T22:19:03.318859] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:03.319587] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-09-29T22:19:03.319670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:03.319724] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:03.319757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:03.319816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:03.338200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:03.338791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:03.338875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:03.338911] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:03.376098] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:03.376186] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:03.376222] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:03.376251] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:03.379524] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: DOWN (p=0.78%)
[2025-09-29T22:19:03.379828] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-09-29T22:19:03.379976] [INFO ] [sig       ] BALL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:03.527937] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BALL.txt
[2025-09-29T22:19:03.528131] [WARN ] [sig       ] [195/2211] Failed BALL after 0.2s | 4.46 sym/s | Total: 43.8s | ETA: 7.5m
[2025-09-29T22:19:03.528207] [INFO ] [sig       ] [196/2211] Forecasting BAM...
[2025-09-29T22:19:03.528261] [INFO ] [sig       ] Generating forecast for: BAM
[2025-09-29T22:19:03.528295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-09-29T22:19:03.538547] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BAM'.
[2025-09-29T22:19:03.538853] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-09-29T22:19:03.565707] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:03.566440] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-09-29T22:19:03.566498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:03.566533] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:03.566567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:03.566636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:03.585984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:03.586925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:03.587065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:03.587122] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:03.623444] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:03.623551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:03.623589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:03.623619] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:03.626963] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: DOWN (p=44.17%)
[2025-09-29T22:19:03.627264] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-09-29T22:19:03.627406] [INFO ] [sig       ] BAM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:03.779019] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BAM.txt
[2025-09-29T22:19:03.779224] [WARN ] [sig       ] [196/2211] Failed BAM after 0.3s | 4.45 sym/s | Total: 44.0s | ETA: 7.5m
[2025-09-29T22:19:03.779304] [INFO ] [sig       ] [197/2211] Forecasting BANC...
[2025-09-29T22:19:03.779349] [INFO ] [sig       ] Generating forecast for: BANC
[2025-09-29T22:19:03.779384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-09-29T22:19:03.789755] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BANC'.
[2025-09-29T22:19:03.790031] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-09-29T22:19:03.816489] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:03.817373] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-09-29T22:19:03.817434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:03.817506] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:03.817550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:03.817610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:03.837159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:03.837771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:03.837856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:03.837890] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:03.875740] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:03.875892] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:03.875935] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:03.875967] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:03.879727] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=26.56%)
[2025-09-29T22:19:03.880121] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-09-29T22:19:03.880279] [INFO ] [sig       ] BANC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:04.032534] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BANC.txt
[2025-09-29T22:19:04.032818] [WARN ] [sig       ] [197/2211] Failed BANC after 0.3s | 4.45 sym/s | Total: 44.3s | ETA: 7.5m
[2025-09-29T22:19:04.032909] [INFO ] [sig       ] [198/2211] Forecasting BAP...
[2025-09-29T22:19:04.032952] [INFO ] [sig       ] Generating forecast for: BAP
[2025-09-29T22:19:04.032986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-09-29T22:19:04.044239] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BAP'.
[2025-09-29T22:19:04.044691] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-09-29T22:19:04.072693] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:04.073524] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-09-29T22:19:04.073631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:04.073712] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:04.073749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:04.073810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:04.097007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:04.097792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:04.097891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:04.097946] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:04.135112] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:04.135290] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:04.135341] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:04.135378] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:04.139331] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: DOWN (p=49.87%)
[2025-09-29T22:19:04.139613] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-09-29T22:19:04.139796] [INFO ] [sig       ] BAP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:04.297589] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BAP.txt
[2025-09-29T22:19:04.297833] [WARN ] [sig       ] [198/2211] Failed BAP after 0.3s | 4.45 sym/s | Total: 44.5s | ETA: 7.5m
[2025-09-29T22:19:04.297914] [INFO ] [sig       ] [199/2211] Forecasting BARK...
[2025-09-29T22:19:04.297954] [INFO ] [sig       ] Generating forecast for: BARK
[2025-09-29T22:19:04.297987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BARK' from 'https://tdm.silogroup.org/data/derivative_storage/BARK.csv'.
[2025-09-29T22:19:04.309194] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BARK'.
[2025-09-29T22:19:04.309472] [INFO ] [FORECASTER] Starting predict_future for BARK
[2025-09-29T22:19:04.336325] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:04.337400] [DEBUG] [LOCAL     ] No optimal features file found for BARK: ./output/feature-sets/BARK.txt
[2025-09-29T22:19:04.337490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:04.337548] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:04.337634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:04.337743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:04.356141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:04.356782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:04.356871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:04.356905] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:04.394324] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:04.394417] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:04.394455] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:04.394486] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:04.398162] [DEBUG] [FORECASTER] BARK: Forecast T+1@11:T+2@11: DOWN (p=35.20%)
[2025-09-29T22:19:04.398467] [INFO ] [FORECASTER] Completed predict_future for BARK
[2025-09-29T22:19:04.398608] [INFO ] [sig       ] BARK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:04.551844] [INFO ] [LOCAL     ] Saved forecast: BARK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BARK.txt
[2025-09-29T22:19:04.552091] [WARN ] [sig       ] [199/2211] Failed BARK after 0.3s | 4.44 sym/s | Total: 44.8s | ETA: 7.5m
[2025-09-29T22:19:04.552171] [INFO ] [sig       ] [200/2211] Forecasting BAX...
[2025-09-29T22:19:04.552211] [INFO ] [sig       ] Generating forecast for: BAX
[2025-09-29T22:19:04.552253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-09-29T22:19:04.557833] [WARN ] [REMOTE    ] Historical data not found for symbol 'BAX' (404).
[2025-09-29T22:19:04.558017] [FATAL] [sig       ] BAX: No historical data fetched.
[2025-09-29T22:19:04.558104] [WARN ] [sig       ] [200/2211] Failed BAX after 0.0s | 4.46 sym/s | Total: 44.8s | ETA: 7.5m
[2025-09-29T22:19:04.558172] [INFO ] [sig       ] [201/2211] Forecasting BB...
[2025-09-29T22:19:04.558211] [INFO ] [sig       ] Generating forecast for: BB
[2025-09-29T22:19:04.558243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-09-29T22:19:04.567410] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BB'.
[2025-09-29T22:19:04.567704] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-09-29T22:19:04.594713] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:04.595667] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-09-29T22:19:04.595729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:04.595765] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:04.595796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:04.595856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:04.614891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:04.615456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:04.615544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:04.615578] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:04.654629] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:04.654831] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:04.654879] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:04.654914] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:04.658759] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=87.15%)
[2025-09-29T22:19:04.659039] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-09-29T22:19:04.659174] [INFO ] [sig       ] BB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:04.818690] [INFO ] [LOCAL     ] Saved forecast: BB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BB.txt
[2025-09-29T22:19:04.818919] [WARN ] [sig       ] [201/2211] Failed BB after 0.3s | 4.46 sym/s | Total: 45.1s | ETA: 7.5m
[2025-09-29T22:19:04.819005] [INFO ] [sig       ] [202/2211] Forecasting BBAI...
[2025-09-29T22:19:04.819047] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-09-29T22:19:04.819080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-09-29T22:19:04.830454] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BBAI'.
[2025-09-29T22:19:04.830900] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-09-29T22:19:04.864158] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:04.865161] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-09-29T22:19:04.865221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:04.865266] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:04.865321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:04.865384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:04.883942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:04.884675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:04.884794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:04.884849] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:04.926126] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:04.926295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:04.926340] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:04.926372] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:04.930221] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=17.61%)
[2025-09-29T22:19:04.930560] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-09-29T22:19:04.930746] [INFO ] [sig       ] BBAI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:05.085325] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BBAI.txt
[2025-09-29T22:19:05.085583] [WARN ] [sig       ] [202/2211] Failed BBAI after 0.3s | 4.46 sym/s | Total: 45.3s | ETA: 7.5m
[2025-09-29T22:19:05.085693] [INFO ] [sig       ] [203/2211] Forecasting BBAR...
[2025-09-29T22:19:05.085740] [INFO ] [sig       ] Generating forecast for: BBAR
[2025-09-29T22:19:05.085775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAR' from 'https://tdm.silogroup.org/data/derivative_storage/BBAR.csv'.
[2025-09-29T22:19:05.096729] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BBAR'.
[2025-09-29T22:19:05.097186] [INFO ] [FORECASTER] Starting predict_future for BBAR
[2025-09-29T22:19:05.126042] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:05.126906] [DEBUG] [LOCAL     ] No optimal features file found for BBAR: ./output/feature-sets/BBAR.txt
[2025-09-29T22:19:05.126966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:05.127001] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:05.127031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:05.127139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:05.145993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:05.146705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:05.146795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:05.146830] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:05.197712] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:05.197813] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:05.198347] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:05.198388] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:05.202743] [DEBUG] [FORECASTER] BBAR: Forecast T+1@11:T+2@11: UP (p=64.90%)
[2025-09-29T22:19:05.203072] [INFO ] [FORECASTER] Completed predict_future for BBAR
[2025-09-29T22:19:05.203217] [INFO ] [sig       ] BBAR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:05.353353] [INFO ] [LOCAL     ] Saved forecast: BBAR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BBAR.txt
[2025-09-29T22:19:05.353617] [WARN ] [sig       ] [203/2211] Failed BBAR after 0.3s | 4.45 sym/s | Total: 45.6s | ETA: 7.5m
[2025-09-29T22:19:05.353722] [INFO ] [sig       ] [204/2211] Forecasting BBD...
[2025-09-29T22:19:05.353764] [INFO ] [sig       ] Generating forecast for: BBD
[2025-09-29T22:19:05.353799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-09-29T22:19:05.365097] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BBD'.
[2025-09-29T22:19:05.365491] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-09-29T22:19:05.395713] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:05.396897] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-09-29T22:19:05.397002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:05.397095] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:05.397153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:05.397243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:05.426052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:05.427232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:05.427346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:05.427387] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:05.466233] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:05.466417] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:05.466463] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:05.466495] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:05.470363] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=40.93%)
[2025-09-29T22:19:05.470805] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-09-29T22:19:05.470964] [INFO ] [sig       ] BBD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:05.647954] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BBD.txt
[2025-09-29T22:19:05.648716] [WARN ] [sig       ] [204/2211] Failed BBD after 0.3s | 4.45 sym/s | Total: 45.9s | ETA: 7.5m
[2025-09-29T22:19:05.648805] [INFO ] [sig       ] [205/2211] Forecasting BBDC...
[2025-09-29T22:19:05.648847] [INFO ] [sig       ] Generating forecast for: BBDC
[2025-09-29T22:19:05.648882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDC' from 'https://tdm.silogroup.org/data/derivative_storage/BBDC.csv'.
[2025-09-29T22:19:05.665568] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BBDC'.
[2025-09-29T22:19:05.666096] [INFO ] [FORECASTER] Starting predict_future for BBDC
[2025-09-29T22:19:05.698343] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:05.699315] [DEBUG] [LOCAL     ] No optimal features file found for BBDC: ./output/feature-sets/BBDC.txt
[2025-09-29T22:19:05.699377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:05.699414] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:05.699447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:05.699508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:05.718027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:05.718961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:05.719060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:05.719097] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:05.759785] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:05.759970] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:05.760020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:05.760053] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:05.764131] [DEBUG] [FORECASTER] BBDC: Forecast T+1@11:T+2@11: DOWN (p=1.05%)
[2025-09-29T22:19:05.764500] [INFO ] [FORECASTER] Completed predict_future for BBDC
[2025-09-29T22:19:05.764714] [INFO ] [sig       ] BBDC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:05.927789] [INFO ] [LOCAL     ] Saved forecast: BBDC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BBDC.txt
[2025-09-29T22:19:05.928046] [WARN ] [sig       ] [205/2211] Failed BBDC after 0.3s | 4.44 sym/s | Total: 46.2s | ETA: 7.5m
[2025-09-29T22:19:05.928127] [INFO ] [sig       ] [206/2211] Forecasting BBDO...
[2025-09-29T22:19:05.928168] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-09-29T22:19:05.928277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-09-29T22:19:05.938297] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BBDO'.
[2025-09-29T22:19:05.938639] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-09-29T22:19:05.964932] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:05.965958] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-09-29T22:19:05.966024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:05.966061] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:05.966093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:05.966153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:05.990225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:05.991155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:05.991249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:05.991285] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:06.023669] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:06.023850] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:06.023899] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:06.023932] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:06.028416] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: UP (p=67.78%)
[2025-09-29T22:19:06.028793] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-09-29T22:19:06.028980] [INFO ] [sig       ] BBDO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:06.188086] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BBDO.txt
[2025-09-29T22:19:06.188298] [WARN ] [sig       ] [206/2211] Failed BBDO after 0.3s | 4.44 sym/s | Total: 46.4s | ETA: 7.5m
[2025-09-29T22:19:06.188388] [INFO ] [sig       ] [207/2211] Forecasting BBN...
[2025-09-29T22:19:06.188459] [INFO ] [sig       ] Generating forecast for: BBN
[2025-09-29T22:19:06.188509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-09-29T22:19:06.199521] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BBN'.
[2025-09-29T22:19:06.199897] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-09-29T22:19:06.226404] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:06.227278] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-09-29T22:19:06.227337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:06.227380] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:06.227410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:06.227471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:06.245908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:06.246667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:06.246766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:06.246802] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:06.279030] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:06.279158] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:06.279201] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:06.279235] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:06.283116] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: UP (p=66.38%)
[2025-09-29T22:19:06.283439] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-09-29T22:19:06.283582] [INFO ] [sig       ] BBN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:06.439385] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BBN.txt
[2025-09-29T22:19:06.439682] [WARN ] [sig       ] [207/2211] Failed BBN after 0.3s | 4.43 sym/s | Total: 46.7s | ETA: 7.5m
[2025-09-29T22:19:06.439776] [INFO ] [sig       ] [208/2211] Forecasting BBU...
[2025-09-29T22:19:06.439842] [INFO ] [sig       ] Generating forecast for: BBU
[2025-09-29T22:19:06.439886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBU' from 'https://tdm.silogroup.org/data/derivative_storage/BBU.csv'.
[2025-09-29T22:19:06.453021] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'BBU'.
[2025-09-29T22:19:06.453388] [INFO ] [FORECASTER] Starting predict_future for BBU
[2025-09-29T22:19:06.480189] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:06.480993] [DEBUG] [LOCAL     ] No optimal features file found for BBU: ./output/feature-sets/BBU.txt
[2025-09-29T22:19:06.481051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:06.481086] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:06.481116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:06.481173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:06.500789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:06.501404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:06.501490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:06.501525] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:06.542729] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:06.542950] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:06.543001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:06.543036] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:06.546780] [DEBUG] [FORECASTER] BBU: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2025-09-29T22:19:06.547108] [INFO ] [FORECASTER] Completed predict_future for BBU
[2025-09-29T22:19:06.547259] [INFO ] [sig       ] BBU: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:06.717865] [INFO ] [LOCAL     ] Saved forecast: BBU	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BBU.txt
[2025-09-29T22:19:06.718122] [WARN ] [sig       ] [208/2211] Failed BBU after 0.3s | 4.43 sym/s | Total: 47.0s | ETA: 7.5m
[2025-09-29T22:19:06.718206] [INFO ] [sig       ] [209/2211] Forecasting BBUC...
[2025-09-29T22:19:06.718248] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-09-29T22:19:06.718283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-09-29T22:19:06.723291] [WARN ] [REMOTE    ] Historical data not found for symbol 'BBUC' (404).
[2025-09-29T22:19:06.723479] [FATAL] [sig       ] BBUC: No historical data fetched.
[2025-09-29T22:19:06.723569] [WARN ] [sig       ] [209/2211] Failed BBUC after 0.0s | 4.45 sym/s | Total: 47.0s | ETA: 7.5m
[2025-09-29T22:19:06.723639] [INFO ] [sig       ] [210/2211] Forecasting BBVA...
[2025-09-29T22:19:06.723719] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-09-29T22:19:06.723756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-09-29T22:19:06.734764] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BBVA'.
[2025-09-29T22:19:06.735084] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-09-29T22:19:06.762196] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:06.763024] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-09-29T22:19:06.763104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:06.763142] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:06.763172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:06.763237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:06.782168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:06.782788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:06.782915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:06.782964] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:06.818316] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:06.818483] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:06.818531] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:06.818565] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:06.821977] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: UP (p=55.03%)
[2025-09-29T22:19:06.822256] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-09-29T22:19:06.822392] [INFO ] [sig       ] BBVA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:06.972621] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BBVA.txt
[2025-09-29T22:19:06.972881] [WARN ] [sig       ] [210/2211] Failed BBVA after 0.2s | 4.45 sym/s | Total: 47.2s | ETA: 7.5m
[2025-09-29T22:19:06.972961] [INFO ] [sig       ] [211/2211] Forecasting BBW...
[2025-09-29T22:19:06.973001] [INFO ] [sig       ] Generating forecast for: BBW
[2025-09-29T22:19:06.973034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBW' from 'https://tdm.silogroup.org/data/derivative_storage/BBW.csv'.
[2025-09-29T22:19:06.984349] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BBW'.
[2025-09-29T22:19:06.984730] [INFO ] [FORECASTER] Starting predict_future for BBW
[2025-09-29T22:19:07.011410] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:07.012287] [DEBUG] [LOCAL     ] No optimal features file found for BBW: ./output/feature-sets/BBW.txt
[2025-09-29T22:19:07.012349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:07.012445] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:07.012491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:07.012555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:07.031102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:07.031814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:07.031903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:07.031939] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:07.060321] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:07.060461] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:07.060502] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:07.060532] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:07.064031] [DEBUG] [FORECASTER] BBW: Forecast T+1@11:T+2@11: UP (p=92.36%)
[2025-09-29T22:19:07.064315] [INFO ] [FORECASTER] Completed predict_future for BBW
[2025-09-29T22:19:07.064445] [INFO ] [sig       ] BBW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:07.215455] [INFO ] [LOCAL     ] Saved forecast: BBW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BBW.txt
[2025-09-29T22:19:07.215708] [WARN ] [sig       ] [211/2211] Failed BBW after 0.2s | 4.45 sym/s | Total: 47.5s | ETA: 7.5m
[2025-09-29T22:19:07.215791] [INFO ] [sig       ] [212/2211] Forecasting BBWI...
[2025-09-29T22:19:07.215843] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-09-29T22:19:07.215880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-09-29T22:19:07.226910] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BBWI'.
[2025-09-29T22:19:07.227301] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-09-29T22:19:07.254587] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:07.255971] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-09-29T22:19:07.256033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:07.256070] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:07.256104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:07.256178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:07.274946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:07.275566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:07.275677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:07.275734] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:07.307111] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:07.307243] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:07.307286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:07.307318] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:07.311040] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: UP (p=56.00%)
[2025-09-29T22:19:07.311316] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-09-29T22:19:07.311449] [INFO ] [sig       ] BBWI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:07.464158] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BBWI.txt
[2025-09-29T22:19:07.464417] [WARN ] [sig       ] [212/2211] Failed BBWI after 0.2s | 4.44 sym/s | Total: 47.7s | ETA: 7.5m
[2025-09-29T22:19:07.464523] [INFO ] [sig       ] [213/2211] Forecasting BBY...
[2025-09-29T22:19:07.464574] [INFO ] [sig       ] Generating forecast for: BBY
[2025-09-29T22:19:07.464611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-09-29T22:19:07.475303] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BBY'.
[2025-09-29T22:19:07.475715] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-09-29T22:19:07.501819] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:07.502629] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-09-29T22:19:07.502716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:07.502759] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:07.502790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:07.502851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:07.521828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:07.522509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:07.522599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:07.522636] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:07.572768] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:07.572977] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:07.573052] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:07.573118] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:07.578485] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=64.78%)
[2025-09-29T22:19:07.578957] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-09-29T22:19:07.579149] [INFO ] [sig       ] BBY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:07.776975] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BBY.txt
[2025-09-29T22:19:07.777272] [WARN ] [sig       ] [213/2211] Failed BBY after 0.3s | 4.44 sym/s | Total: 48.0s | ETA: 7.5m
[2025-09-29T22:19:07.777358] [INFO ] [sig       ] [214/2211] Forecasting BC...
[2025-09-29T22:19:07.777401] [INFO ] [sig       ] Generating forecast for: BC
[2025-09-29T22:19:07.777437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-09-29T22:19:07.787817] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BC'.
[2025-09-29T22:19:07.788162] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-09-29T22:19:07.814119] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:07.814950] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-09-29T22:19:07.815010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:07.815045] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:07.815074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:07.815131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:07.832910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:07.833608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:07.833725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:07.833771] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:07.870770] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:07.870929] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:07.870972] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:07.871002] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:07.876325] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=8.84%)
[2025-09-29T22:19:07.876610] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-09-29T22:19:07.876788] [INFO ] [sig       ] BC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:08.028707] [INFO ] [LOCAL     ] Saved forecast: BC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BC.txt
[2025-09-29T22:19:08.028963] [WARN ] [sig       ] [214/2211] Failed BC after 0.3s | 4.43 sym/s | Total: 48.3s | ETA: 7.5m
[2025-09-29T22:19:08.029044] [INFO ] [sig       ] [215/2211] Forecasting BCAT...
[2025-09-29T22:19:08.029085] [INFO ] [sig       ] Generating forecast for: BCAT
[2025-09-29T22:19:08.029119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAT' from 'https://tdm.silogroup.org/data/derivative_storage/BCAT.csv'.
[2025-09-29T22:19:08.033742] [WARN ] [REMOTE    ] Historical data not found for symbol 'BCAT' (404).
[2025-09-29T22:19:08.033929] [FATAL] [sig       ] BCAT: No historical data fetched.
[2025-09-29T22:19:08.034019] [WARN ] [sig       ] [215/2211] Failed BCAT after 0.0s | 4.45 sym/s | Total: 48.3s | ETA: 7.5m
[2025-09-29T22:19:08.034092] [INFO ] [sig       ] [216/2211] Forecasting BCC...
[2025-09-29T22:19:08.034131] [INFO ] [sig       ] Generating forecast for: BCC
[2025-09-29T22:19:08.034161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-09-29T22:19:08.043320] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BCC'.
[2025-09-29T22:19:08.043690] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-09-29T22:19:08.069536] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:08.070390] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-09-29T22:19:08.070506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:08.070559] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:08.070592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:08.070671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:08.089777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:08.090399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:08.090484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:08.090519] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:08.126954] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:08.127128] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:08.127188] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:08.127221] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:08.130812] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=4.56%)
[2025-09-29T22:19:08.131091] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-09-29T22:19:08.131229] [INFO ] [sig       ] BCC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:08.283129] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BCC.txt
[2025-09-29T22:19:08.283365] [WARN ] [sig       ] [216/2211] Failed BCC after 0.2s | 4.45 sym/s | Total: 48.5s | ETA: 7.5m
[2025-09-29T22:19:08.283452] [INFO ] [sig       ] [217/2211] Forecasting BCE...
[2025-09-29T22:19:08.283494] [INFO ] [sig       ] Generating forecast for: BCE
[2025-09-29T22:19:08.283528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-09-29T22:19:08.293467] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BCE'.
[2025-09-29T22:19:08.293819] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-09-29T22:19:08.320727] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:08.321463] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-09-29T22:19:08.321519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:08.321556] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:08.321585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:08.321667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:08.339949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:08.340529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:08.340614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:08.340677] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:08.378201] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:08.378401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:08.378452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:08.378485] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:08.381928] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=9.73%)
[2025-09-29T22:19:08.382204] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-09-29T22:19:08.382341] [INFO ] [sig       ] BCE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:08.539799] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BCE.txt
[2025-09-29T22:19:08.540022] [WARN ] [sig       ] [217/2211] Failed BCE after 0.3s | 4.45 sym/s | Total: 48.8s | ETA: 7.5m
[2025-09-29T22:19:08.540101] [INFO ] [sig       ] [218/2211] Forecasting BCH...
[2025-09-29T22:19:08.540154] [INFO ] [sig       ] Generating forecast for: BCH
[2025-09-29T22:19:08.540188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-09-29T22:19:08.550473] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BCH'.
[2025-09-29T22:19:08.550816] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-09-29T22:19:08.577512] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:08.578539] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-09-29T22:19:08.578600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:08.578636] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:08.578708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:08.578774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:08.597926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:08.598607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:08.598721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:08.598767] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:08.633558] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:08.633757] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:08.633813] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:08.633846] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:08.637591] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: DOWN (p=25.42%)
[2025-09-29T22:19:08.637909] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-09-29T22:19:08.638055] [INFO ] [sig       ] BCH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:08.792607] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BCH.txt
[2025-09-29T22:19:08.792944] [WARN ] [sig       ] [218/2211] Failed BCH after 0.3s | 4.45 sym/s | Total: 49.0s | ETA: 7.5m
[2025-09-29T22:19:08.793026] [INFO ] [sig       ] [219/2211] Forecasting BCO...
[2025-09-29T22:19:08.793066] [INFO ] [sig       ] Generating forecast for: BCO
[2025-09-29T22:19:08.793117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-09-29T22:19:08.805397] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BCO'.
[2025-09-29T22:19:08.805860] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-09-29T22:19:08.833736] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:08.834595] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-09-29T22:19:08.834682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:08.834734] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:08.834766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:08.834827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:08.853338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:08.854203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:08.854297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:08.854336] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:08.890453] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:08.890636] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:08.890728] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:08.890768] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:08.894723] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: UP (p=60.51%)
[2025-09-29T22:19:08.895102] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-09-29T22:19:08.895257] [INFO ] [sig       ] BCO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:09.054065] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BCO.txt
[2025-09-29T22:19:09.054314] [WARN ] [sig       ] [219/2211] Failed BCO after 0.3s | 4.44 sym/s | Total: 49.3s | ETA: 7.5m
[2025-09-29T22:19:09.054398] [INFO ] [sig       ] [220/2211] Forecasting BCS...
[2025-09-29T22:19:09.054439] [INFO ] [sig       ] Generating forecast for: BCS
[2025-09-29T22:19:09.054473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-09-29T22:19:09.065109] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BCS'.
[2025-09-29T22:19:09.065558] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-09-29T22:19:09.092407] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:09.093382] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-09-29T22:19:09.093445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:09.093484] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:09.093515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:09.093576] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:09.112672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:09.113483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:09.113574] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:09.113611] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:09.149990] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:09.150120] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:09.150163] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:09.150196] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:09.154531] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: DOWN (p=18.10%)
[2025-09-29T22:19:09.154860] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-09-29T22:19:09.155010] [INFO ] [sig       ] BCS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:09.315214] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BCS.txt
[2025-09-29T22:19:09.315451] [WARN ] [sig       ] [220/2211] Failed BCS after 0.3s | 4.44 sym/s | Total: 49.6s | ETA: 7.5m
[2025-09-29T22:19:09.315547] [INFO ] [sig       ] [221/2211] Forecasting BCSF...
[2025-09-29T22:19:09.315594] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-09-29T22:19:09.315630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-09-29T22:19:09.326031] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BCSF'.
[2025-09-29T22:19:09.326350] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-09-29T22:19:09.353163] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:09.353972] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-09-29T22:19:09.354029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:09.354065] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:09.354096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:09.354158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:09.373881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:09.374753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:09.374876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:09.374921] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:09.413914] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:09.414081] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:09.414126] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:09.414157] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:09.418035] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=35.92%)
[2025-09-29T22:19:09.418347] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-09-29T22:19:09.418502] [INFO ] [sig       ] BCSF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:09.574667] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BCSF.txt
[2025-09-29T22:19:09.574923] [WARN ] [sig       ] [221/2211] Failed BCSF after 0.3s | 4.44 sym/s | Total: 49.8s | ETA: 7.5m
[2025-09-29T22:19:09.575013] [INFO ] [sig       ] [222/2211] Forecasting BCX...
[2025-09-29T22:19:09.575054] [INFO ] [sig       ] Generating forecast for: BCX
[2025-09-29T22:19:09.575088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-09-29T22:19:09.585489] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BCX'.
[2025-09-29T22:19:09.585848] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-09-29T22:19:09.613775] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:09.614617] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-09-29T22:19:09.614704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:09.614749] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:09.614780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:09.614894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:09.634122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:09.634798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:09.634884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:09.634918] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:09.674508] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:09.674634] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:09.674714] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:09.674753] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:09.678099] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: UP (p=77.98%)
[2025-09-29T22:19:09.678369] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-09-29T22:19:09.678509] [INFO ] [sig       ] BCX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:09.833849] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BCX.txt
[2025-09-29T22:19:09.834095] [WARN ] [sig       ] [222/2211] Failed BCX after 0.3s | 4.43 sym/s | Total: 50.1s | ETA: 7.5m
[2025-09-29T22:19:09.834173] [INFO ] [sig       ] [223/2211] Forecasting BDC...
[2025-09-29T22:19:09.834212] [INFO ] [sig       ] Generating forecast for: BDC
[2025-09-29T22:19:09.834245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-09-29T22:19:09.845132] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BDC'.
[2025-09-29T22:19:09.845637] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-09-29T22:19:09.874051] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:09.874893] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-09-29T22:19:09.874996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:09.875050] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:09.875082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:09.875142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:09.894008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:09.894722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:09.894809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:09.894844] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:09.934756] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:09.934859] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:09.934898] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:09.934929] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:09.938255] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: UP (p=90.69%)
[2025-09-29T22:19:09.938519] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-09-29T22:19:09.938681] [INFO ] [sig       ] BDC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:10.089293] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BDC.txt
[2025-09-29T22:19:10.089499] [WARN ] [sig       ] [223/2211] Failed BDC after 0.3s | 4.43 sym/s | Total: 50.3s | ETA: 7.5m
[2025-09-29T22:19:10.089577] [INFO ] [sig       ] [224/2211] Forecasting BDJ...
[2025-09-29T22:19:10.089617] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-09-29T22:19:10.089680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-09-29T22:19:10.100011] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BDJ'.
[2025-09-29T22:19:10.100302] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-09-29T22:19:10.127198] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:10.128063] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-09-29T22:19:10.128132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:10.128181] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:10.128241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:10.128309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:10.147694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:10.148444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:10.148538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:10.148620] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:10.187888] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:10.188023] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:10.188064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:10.188096] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:10.191671] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: UP (p=85.55%)
[2025-09-29T22:19:10.191960] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-09-29T22:19:10.192105] [INFO ] [sig       ] BDJ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:10.345166] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BDJ.txt
[2025-09-29T22:19:10.345380] [WARN ] [sig       ] [224/2211] Failed BDJ after 0.3s | 4.43 sym/s | Total: 50.6s | ETA: 7.5m
[2025-09-29T22:19:10.345457] [INFO ] [sig       ] [225/2211] Forecasting BDN...
[2025-09-29T22:19:10.345497] [INFO ] [sig       ] Generating forecast for: BDN
[2025-09-29T22:19:10.345540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-09-29T22:19:10.355601] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BDN'.
[2025-09-29T22:19:10.355912] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-09-29T22:19:10.382352] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:10.383184] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-09-29T22:19:10.383246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:10.383283] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:10.383313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:10.383378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:10.401615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:10.402447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:10.402542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:10.402579] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:10.442483] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:10.442684] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:10.442747] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:10.442781] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:10.446493] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: DOWN (p=41.49%)
[2025-09-29T22:19:10.446846] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-09-29T22:19:10.447053] [INFO ] [sig       ] BDN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:10.598497] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BDN.txt
[2025-09-29T22:19:10.598756] [WARN ] [sig       ] [225/2211] Failed BDN after 0.3s | 4.43 sym/s | Total: 50.8s | ETA: 7.5m
[2025-09-29T22:19:10.598852] [INFO ] [sig       ] [226/2211] Forecasting BDX...
[2025-09-29T22:19:10.598893] [INFO ] [sig       ] Generating forecast for: BDX
[2025-09-29T22:19:10.598926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-09-29T22:19:10.611301] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BDX'.
[2025-09-29T22:19:10.611769] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-09-29T22:19:10.638310] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:10.639129] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-09-29T22:19:10.639191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:10.639229] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:10.639258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:10.639318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:10.659008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:10.659770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:10.659861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:10.659899] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:10.700157] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:10.700325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:10.700369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:10.700402] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:10.703964] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: DOWN (p=4.75%)
[2025-09-29T22:19:10.704245] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-09-29T22:19:10.704414] [INFO ] [sig       ] BDX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:10.856487] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BDX.txt
[2025-09-29T22:19:10.856741] [WARN ] [sig       ] [226/2211] Failed BDX after 0.3s | 4.42 sym/s | Total: 51.1s | ETA: 7.5m
[2025-09-29T22:19:10.856824] [INFO ] [sig       ] [227/2211] Forecasting BE...
[2025-09-29T22:19:10.856865] [INFO ] [sig       ] Generating forecast for: BE
[2025-09-29T22:19:10.856898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-09-29T22:19:10.867998] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BE'.
[2025-09-29T22:19:10.868408] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-09-29T22:19:10.895541] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:10.896402] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-09-29T22:19:10.896462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:10.896497] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:10.896525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:10.896584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:10.915225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:10.915919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:10.916007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:10.916042] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:10.967496] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:10.967677] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:10.967741] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:10.967774] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:10.971379] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: UP (p=99.34%)
[2025-09-29T22:19:10.971681] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-09-29T22:19:10.971832] [INFO ] [sig       ] BE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:11.126194] [INFO ] [LOCAL     ] Saved forecast: BE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BE.txt
[2025-09-29T22:19:11.126451] [WARN ] [sig       ] [227/2211] Failed BE after 0.3s | 4.42 sym/s | Total: 51.4s | ETA: 7.5m
[2025-09-29T22:19:11.126541] [INFO ] [sig       ] [228/2211] Forecasting BEKE...
[2025-09-29T22:19:11.126583] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-09-29T22:19:11.126616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-09-29T22:19:11.137018] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BEKE'.
[2025-09-29T22:19:11.137340] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-09-29T22:19:11.163883] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:11.164723] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-09-29T22:19:11.164781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:11.164815] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:11.164844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:11.164902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:11.184087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:11.184689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:11.184840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:11.184900] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:11.258266] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:11.258433] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:11.258502] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:11.258557] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:11.262764] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: DOWN (p=19.32%)
[2025-09-29T22:19:11.263063] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-09-29T22:19:11.263217] [INFO ] [sig       ] BEKE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:11.413970] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BEKE.txt
[2025-09-29T22:19:11.414217] [WARN ] [sig       ] [228/2211] Failed BEKE after 0.3s | 4.41 sym/s | Total: 51.7s | ETA: 7.5m
[2025-09-29T22:19:11.414299] [INFO ] [sig       ] [229/2211] Forecasting BEN...
[2025-09-29T22:19:11.414339] [INFO ] [sig       ] Generating forecast for: BEN
[2025-09-29T22:19:11.414372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-09-29T22:19:11.430171] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BEN'.
[2025-09-29T22:19:11.430536] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-09-29T22:19:11.457548] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:11.458354] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-09-29T22:19:11.458449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:11.458492] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:11.458522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:11.458583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:11.477972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:11.478954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:11.479051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:11.479088] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:11.523356] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:11.523530] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:11.523577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:11.523608] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:11.527375] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=22.61%)
[2025-09-29T22:19:11.527683] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-09-29T22:19:11.527843] [INFO ] [sig       ] BEN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:11.683104] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BEN.txt
[2025-09-29T22:19:11.683325] [WARN ] [sig       ] [229/2211] Failed BEN after 0.3s | 4.41 sym/s | Total: 51.9s | ETA: 7.5m
[2025-09-29T22:19:11.683402] [INFO ] [sig       ] [230/2211] Forecasting BEP...
[2025-09-29T22:19:11.683444] [INFO ] [sig       ] Generating forecast for: BEP
[2025-09-29T22:19:11.683478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-09-29T22:19:11.693702] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BEP'.
[2025-09-29T22:19:11.693990] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-09-29T22:19:11.721202] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:11.722070] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-09-29T22:19:11.722127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:11.722180] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:11.722211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:11.722270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:11.741483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:11.742084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:11.742171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:11.742207] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:11.781639] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:11.781817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:11.781864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:11.781897] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:11.786001] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2025-09-29T22:19:11.786281] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-09-29T22:19:11.786441] [INFO ] [sig       ] BEP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:11.948282] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BEP.txt
[2025-09-29T22:19:11.948552] [WARN ] [sig       ] [230/2211] Failed BEP after 0.3s | 4.41 sym/s | Total: 52.2s | ETA: 7.5m
[2025-09-29T22:19:11.948656] [INFO ] [sig       ] [231/2211] Forecasting BEPC...
[2025-09-29T22:19:11.948717] [INFO ] [sig       ] Generating forecast for: BEPC
[2025-09-29T22:19:11.948755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPC' from 'https://tdm.silogroup.org/data/derivative_storage/BEPC.csv'.
[2025-09-29T22:19:11.958957] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BEPC'.
[2025-09-29T22:19:11.959237] [INFO ] [FORECASTER] Starting predict_future for BEPC
[2025-09-29T22:19:11.987163] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:11.988050] [DEBUG] [LOCAL     ] No optimal features file found for BEPC: ./output/feature-sets/BEPC.txt
[2025-09-29T22:19:11.988112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:11.988148] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:11.988178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:11.988237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:12.008179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:12.008906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:12.008993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:12.009028] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:12.051007] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:12.051166] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:12.051210] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:12.051240] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:12.054853] [DEBUG] [FORECASTER] BEPC: Forecast T+1@11:T+2@11: UP (p=93.33%)
[2025-09-29T22:19:12.055133] [INFO ] [FORECASTER] Completed predict_future for BEPC
[2025-09-29T22:19:12.055274] [INFO ] [sig       ] BEPC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:12.211938] [INFO ] [LOCAL     ] Saved forecast: BEPC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BEPC.txt
[2025-09-29T22:19:12.212175] [WARN ] [sig       ] [231/2211] Failed BEPC after 0.3s | 4.40 sym/s | Total: 52.5s | ETA: 7.5m
[2025-09-29T22:19:12.212252] [INFO ] [sig       ] [232/2211] Forecasting BEPH...
[2025-09-29T22:19:12.212291] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-09-29T22:19:12.212331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-09-29T22:19:12.217443] [WARN ] [REMOTE    ] Historical data not found for symbol 'BEPH' (404).
[2025-09-29T22:19:12.217633] [FATAL] [sig       ] BEPH: No historical data fetched.
[2025-09-29T22:19:12.217745] [WARN ] [sig       ] [232/2211] Failed BEPH after 0.0s | 4.42 sym/s | Total: 52.5s | ETA: 7.5m
[2025-09-29T22:19:12.217820] [INFO ] [sig       ] [233/2211] Forecasting BEPI...
[2025-09-29T22:19:12.217866] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-09-29T22:19:12.217898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-09-29T22:19:12.226822] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BEPI'.
[2025-09-29T22:19:12.227139] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-09-29T22:19:12.254535] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:12.255359] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-09-29T22:19:12.255418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:12.255455] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:12.255486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:12.255546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:12.275296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:12.275938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:12.276066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:12.276109] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:12.313148] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:12.313323] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:12.313368] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:12.313398] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:12.317107] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-09-29T22:19:12.317393] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-09-29T22:19:12.317544] [INFO ] [sig       ] BEPI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:12.479510] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BEPI.txt
[2025-09-29T22:19:12.479804] [WARN ] [sig       ] [233/2211] Failed BEPI after 0.3s | 4.42 sym/s | Total: 52.7s | ETA: 7.5m
[2025-09-29T22:19:12.479913] [INFO ] [sig       ] [234/2211] Forecasting BEPJ...
[2025-09-29T22:19:12.479965] [INFO ] [sig       ] Generating forecast for: BEPJ
[2025-09-29T22:19:12.480001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPJ' from 'https://tdm.silogroup.org/data/derivative_storage/BEPJ.csv'.
[2025-09-29T22:19:12.490464] [DEBUG] [REMOTE    ] Successfully parsed 1792 rows of historical data for symbol 'BEPJ'.
[2025-09-29T22:19:12.490973] [INFO ] [FORECASTER] Starting predict_future for BEPJ
[2025-09-29T22:19:12.519626] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:12.520534] [DEBUG] [LOCAL     ] No optimal features file found for BEPJ: ./output/feature-sets/BEPJ.txt
[2025-09-29T22:19:12.520604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:12.520682] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:12.520745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:12.520822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:12.539842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:12.540768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:12.540862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:12.540920] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:12.579403] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:12.579577] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:12.579667] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:12.579738] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:12.583800] [DEBUG] [FORECASTER] BEPJ: Forecast T+1@11:T+2@11: UP (p=72.21%)
[2025-09-29T22:19:12.584201] [INFO ] [FORECASTER] Completed predict_future for BEPJ
[2025-09-29T22:19:12.584392] [INFO ] [sig       ] BEPJ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:12.742404] [INFO ] [LOCAL     ] Saved forecast: BEPJ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BEPJ.txt
[2025-09-29T22:19:12.742664] [WARN ] [sig       ] [234/2211] Failed BEPJ after 0.3s | 4.42 sym/s | Total: 53.0s | ETA: 7.5m
[2025-09-29T22:19:12.742748] [INFO ] [sig       ] [235/2211] Forecasting BFAM...
[2025-09-29T22:19:12.742789] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-09-29T22:19:12.742822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-09-29T22:19:12.753578] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BFAM'.
[2025-09-29T22:19:12.753933] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-09-29T22:19:12.780557] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:12.781388] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-09-29T22:19:12.781454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:12.781491] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:12.781520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:12.781580] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:12.799628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:12.800323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:12.800413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:12.800448] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:12.841523] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:12.841705] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:12.841765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:12.841799] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:12.845695] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: DOWN (p=18.88%)
[2025-09-29T22:19:12.845983] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-09-29T22:19:12.846131] [INFO ] [sig       ] BFAM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:13.002770] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BFAM.txt
[2025-09-29T22:19:13.003034] [WARN ] [sig       ] [235/2211] Failed BFAM after 0.3s | 4.41 sym/s | Total: 53.2s | ETA: 7.5m
[2025-09-29T22:19:13.003118] [INFO ] [sig       ] [236/2211] Forecasting BFH...
[2025-09-29T22:19:13.003158] [INFO ] [sig       ] Generating forecast for: BFH
[2025-09-29T22:19:13.003191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-09-29T22:19:13.014760] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BFH'.
[2025-09-29T22:19:13.015081] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-09-29T22:19:13.042408] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:13.043275] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-09-29T22:19:13.043360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:13.043398] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:13.043427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:13.043486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:13.061946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:13.062763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:13.062855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:13.062892] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:13.103326] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:13.103467] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:13.103508] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:13.103542] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:13.106947] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: UP (p=57.55%)
[2025-09-29T22:19:13.107249] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-09-29T22:19:13.107394] [INFO ] [sig       ] BFH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:13.257822] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BFH.txt
[2025-09-29T22:19:13.258110] [WARN ] [sig       ] [236/2211] Failed BFH after 0.3s | 4.41 sym/s | Total: 53.5s | ETA: 7.5m
[2025-09-29T22:19:13.258168] [INFO ] [sig       ] [237/2211] Forecasting BFK...
[2025-09-29T22:19:13.258201] [INFO ] [sig       ] Generating forecast for: BFK
[2025-09-29T22:19:13.258233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-09-29T22:19:13.268428] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BFK'.
[2025-09-29T22:19:13.268769] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-09-29T22:19:13.295135] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:13.295990] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-09-29T22:19:13.296048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:13.296084] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:13.296114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:13.296174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:13.315526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:13.316178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:13.316268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:13.316302] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:13.355437] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:13.355580] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:13.355622] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:13.355684] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:13.359613] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: DOWN (p=4.98%)
[2025-09-29T22:19:13.359941] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-09-29T22:19:13.360097] [INFO ] [sig       ] BFK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:13.517796] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BFK.txt
[2025-09-29T22:19:13.518026] [WARN ] [sig       ] [237/2211] Failed BFK after 0.3s | 4.41 sym/s | Total: 53.8s | ETA: 7.5m
[2025-09-29T22:19:13.518108] [INFO ] [sig       ] [238/2211] Forecasting BFLY...
[2025-09-29T22:19:13.518148] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-09-29T22:19:13.518192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-09-29T22:19:13.528528] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BFLY'.
[2025-09-29T22:19:13.528901] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-09-29T22:19:13.558591] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:13.559853] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-09-29T22:19:13.559926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:13.559976] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:13.560044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:13.560159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:13.583163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:13.584591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:13.584753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:13.584818] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:13.630557] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:13.630756] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:13.630813] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:13.630848] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:13.634861] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=24.65%)
[2025-09-29T22:19:13.635196] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-09-29T22:19:13.635351] [INFO ] [sig       ] BFLY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:13.789846] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BFLY.txt
[2025-09-29T22:19:13.790057] [WARN ] [sig       ] [238/2211] Failed BFLY after 0.3s | 4.40 sym/s | Total: 54.0s | ETA: 7.5m
[2025-09-29T22:19:13.790135] [INFO ] [sig       ] [239/2211] Forecasting BFS...
[2025-09-29T22:19:13.790176] [INFO ] [sig       ] Generating forecast for: BFS
[2025-09-29T22:19:13.790209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-09-29T22:19:13.794803] [WARN ] [REMOTE    ] Historical data not found for symbol 'BFS' (404).
[2025-09-29T22:19:13.794986] [FATAL] [sig       ] BFS: No historical data fetched.
[2025-09-29T22:19:13.795074] [WARN ] [sig       ] [239/2211] Failed BFS after 0.0s | 4.42 sym/s | Total: 54.0s | ETA: 7.4m
[2025-09-29T22:19:13.795142] [INFO ] [sig       ] [240/2211] Forecasting BFZ...
[2025-09-29T22:19:13.795182] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-09-29T22:19:13.795214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-09-29T22:19:13.798735] [WARN ] [REMOTE    ] Historical data not found for symbol 'BFZ' (404).
[2025-09-29T22:19:13.798906] [FATAL] [sig       ] BFZ: No historical data fetched.
[2025-09-29T22:19:13.799007] [WARN ] [sig       ] [240/2211] Failed BFZ after 0.0s | 4.44 sym/s | Total: 54.0s | ETA: 7.4m
[2025-09-29T22:19:13.799117] [INFO ] [sig       ] [241/2211] Forecasting BG...
[2025-09-29T22:19:13.799175] [INFO ] [sig       ] Generating forecast for: BG
[2025-09-29T22:19:13.799211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-09-29T22:19:13.808588] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BG'.
[2025-09-29T22:19:13.808918] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-09-29T22:19:13.835197] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:13.835959] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-09-29T22:19:13.836031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:13.836068] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:13.836099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:13.836160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:13.855535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:13.856169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:13.856255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:13.856290] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:13.896081] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:13.896193] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:13.896233] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:13.896265] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:13.899733] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: UP (p=95.04%)
[2025-09-29T22:19:13.900017] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-09-29T22:19:13.900157] [INFO ] [sig       ] BG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:14.049139] [INFO ] [LOCAL     ] Saved forecast: BG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BG.txt
[2025-09-29T22:19:14.049348] [WARN ] [sig       ] [241/2211] Failed BG after 0.3s | 4.44 sym/s | Total: 54.3s | ETA: 7.4m
[2025-09-29T22:19:14.049426] [INFO ] [sig       ] [242/2211] Forecasting BGB...
[2025-09-29T22:19:14.049465] [INFO ] [sig       ] Generating forecast for: BGB
[2025-09-29T22:19:14.049498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-09-29T22:19:14.060102] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BGB'.
[2025-09-29T22:19:14.060428] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-09-29T22:19:14.087302] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:14.088077] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-09-29T22:19:14.088134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:14.088168] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:14.088196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:14.088253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:14.107153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:14.107840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:14.107930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:14.107967] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:14.146531] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:14.146691] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:14.146746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:14.146778] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:14.150300] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=75.04%)
[2025-09-29T22:19:14.150578] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-09-29T22:19:14.150752] [INFO ] [sig       ] BGB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:14.298000] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BGB.txt
[2025-09-29T22:19:14.298205] [WARN ] [sig       ] [242/2211] Failed BGB after 0.2s | 4.44 sym/s | Total: 54.5s | ETA: 7.4m
[2025-09-29T22:19:14.298279] [INFO ] [sig       ] [243/2211] Forecasting BGH...
[2025-09-29T22:19:14.298318] [INFO ] [sig       ] Generating forecast for: BGH
[2025-09-29T22:19:14.298361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-09-29T22:19:14.308929] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BGH'.
[2025-09-29T22:19:14.309210] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-09-29T22:19:14.335007] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:14.335817] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-09-29T22:19:14.335873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:14.335907] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:14.335934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:14.335992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:14.355003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:14.355570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:14.355679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:14.355735] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:14.391982] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:14.392068] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:14.392105] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:14.392137] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:14.395239] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: UP (p=72.98%)
[2025-09-29T22:19:14.395503] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-09-29T22:19:14.395664] [INFO ] [sig       ] BGH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:14.546212] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BGH.txt
[2025-09-29T22:19:14.546443] [WARN ] [sig       ] [243/2211] Failed BGH after 0.2s | 4.44 sym/s | Total: 54.8s | ETA: 7.4m
[2025-09-29T22:19:14.546532] [INFO ] [sig       ] [244/2211] Forecasting BGR...
[2025-09-29T22:19:14.546593] [INFO ] [sig       ] Generating forecast for: BGR
[2025-09-29T22:19:14.546628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGR' from 'https://tdm.silogroup.org/data/derivative_storage/BGR.csv'.
[2025-09-29T22:19:14.557710] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BGR'.
[2025-09-29T22:19:14.558031] [INFO ] [FORECASTER] Starting predict_future for BGR
[2025-09-29T22:19:14.585554] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:14.586489] [DEBUG] [LOCAL     ] No optimal features file found for BGR: ./output/feature-sets/BGR.txt
[2025-09-29T22:19:14.586554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:14.586591] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:14.586621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:14.586711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:14.605082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:14.605929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:14.606031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:14.606067] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:14.642157] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:14.642332] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:14.642398] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:14.642433] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:14.646396] [DEBUG] [FORECASTER] BGR: Forecast T+1@11:T+2@11: UP (p=89.71%)
[2025-09-29T22:19:14.646722] [INFO ] [FORECASTER] Completed predict_future for BGR
[2025-09-29T22:19:14.646872] [INFO ] [sig       ] BGR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:14.801520] [INFO ] [LOCAL     ] Saved forecast: BGR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BGR.txt
[2025-09-29T22:19:14.801748] [WARN ] [sig       ] [244/2211] Failed BGR after 0.3s | 4.43 sym/s | Total: 55.0s | ETA: 7.4m
[2025-09-29T22:19:14.801831] [INFO ] [sig       ] [245/2211] Forecasting BGS...
[2025-09-29T22:19:14.801870] [INFO ] [sig       ] Generating forecast for: BGS
[2025-09-29T22:19:14.801904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-09-29T22:19:14.811786] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BGS'.
[2025-09-29T22:19:14.812061] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-09-29T22:19:14.838201] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:14.838965] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-09-29T22:19:14.839021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:14.839057] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:14.839094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:14.839152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:14.856758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:14.857386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:14.857473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:14.857508] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:14.895042] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:14.895140] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:14.895179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:14.895209] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:14.898437] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: DOWN (p=28.54%)
[2025-09-29T22:19:14.898752] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-09-29T22:19:14.898904] [INFO ] [sig       ] BGS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:15.054202] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BGS.txt
[2025-09-29T22:19:15.054422] [WARN ] [sig       ] [245/2211] Failed BGS after 0.3s | 4.43 sym/s | Total: 55.3s | ETA: 7.4m
[2025-09-29T22:19:15.054498] [INFO ] [sig       ] [246/2211] Forecasting BGSF...
[2025-09-29T22:19:15.054538] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-09-29T22:19:15.054573] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-09-29T22:19:15.059325] [WARN ] [REMOTE    ] Historical data not found for symbol 'BGSF' (404).
[2025-09-29T22:19:15.059511] [FATAL] [sig       ] BGSF: No historical data fetched.
[2025-09-29T22:19:15.059601] [WARN ] [sig       ] [246/2211] Failed BGSF after 0.0s | 4.45 sym/s | Total: 55.3s | ETA: 7.4m
[2025-09-29T22:19:15.059695] [INFO ] [sig       ] [247/2211] Forecasting BGT...
[2025-09-29T22:19:15.059740] [INFO ] [sig       ] Generating forecast for: BGT
[2025-09-29T22:19:15.059772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGT' from 'https://tdm.silogroup.org/data/derivative_storage/BGT.csv'.
[2025-09-29T22:19:15.069172] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BGT'.
[2025-09-29T22:19:15.069460] [INFO ] [FORECASTER] Starting predict_future for BGT
[2025-09-29T22:19:15.096164] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:15.096945] [DEBUG] [LOCAL     ] No optimal features file found for BGT: ./output/feature-sets/BGT.txt
[2025-09-29T22:19:15.097022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:15.097106] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:15.097147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:15.097206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:15.115781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:15.116410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:15.116494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:15.116528] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:15.155482] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:15.155584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:15.155622] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:15.155685] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:15.159236] [DEBUG] [FORECASTER] BGT: Forecast T+1@11:T+2@11: UP (p=95.52%)
[2025-09-29T22:19:15.159508] [INFO ] [FORECASTER] Completed predict_future for BGT
[2025-09-29T22:19:15.159669] [INFO ] [sig       ] BGT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:15.312684] [INFO ] [LOCAL     ] Saved forecast: BGT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BGT.txt
[2025-09-29T22:19:15.312900] [WARN ] [sig       ] [247/2211] Failed BGT after 0.3s | 4.45 sym/s | Total: 55.6s | ETA: 7.4m
[2025-09-29T22:19:15.312990] [INFO ] [sig       ] [248/2211] Forecasting BGX...
[2025-09-29T22:19:15.313031] [INFO ] [sig       ] Generating forecast for: BGX
[2025-09-29T22:19:15.313065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-09-29T22:19:15.323449] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BGX'.
[2025-09-29T22:19:15.323811] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-09-29T22:19:15.352837] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:15.353809] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-09-29T22:19:15.353868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:15.353905] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:15.353935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:15.353994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:15.374141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:15.375001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:15.375100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:15.375135] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:15.413256] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:15.413445] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:15.413492] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:15.413523] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:15.417777] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2025-09-29T22:19:15.418117] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-09-29T22:19:15.418280] [INFO ] [sig       ] BGX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:15.592574] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BGX.txt
[2025-09-29T22:19:15.592969] [WARN ] [sig       ] [248/2211] Failed BGX after 0.3s | 4.44 sym/s | Total: 55.8s | ETA: 7.4m
[2025-09-29T22:19:15.593077] [INFO ] [sig       ] [249/2211] Forecasting BGY...
[2025-09-29T22:19:15.593148] [INFO ] [sig       ] Generating forecast for: BGY
[2025-09-29T22:19:15.593233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-09-29T22:19:15.606583] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BGY'.
[2025-09-29T22:19:15.607233] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-09-29T22:19:15.639246] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:15.640136] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-09-29T22:19:15.640196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:15.640233] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:15.640263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:15.640323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:15.659913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:15.660753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:15.660847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:15.660883] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:15.704002] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:15.704154] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:15.704198] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:15.704228] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:15.710737] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=28.56%)
[2025-09-29T22:19:15.711073] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-09-29T22:19:15.711226] [INFO ] [sig       ] BGY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:15.870268] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BGY.txt
[2025-09-29T22:19:15.870519] [WARN ] [sig       ] [249/2211] Failed BGY after 0.3s | 4.44 sym/s | Total: 56.1s | ETA: 7.4m
[2025-09-29T22:19:15.870601] [INFO ] [sig       ] [250/2211] Forecasting BH...
[2025-09-29T22:19:15.870679] [INFO ] [sig       ] Generating forecast for: BH
[2025-09-29T22:19:15.870769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BH' from 'https://tdm.silogroup.org/data/derivative_storage/BH.csv'.
[2025-09-29T22:19:15.875548] [WARN ] [REMOTE    ] Historical data not found for symbol 'BH' (404).
[2025-09-29T22:19:15.875772] [FATAL] [sig       ] BH: No historical data fetched.
[2025-09-29T22:19:15.875864] [WARN ] [sig       ] [250/2211] Failed BH after 0.0s | 4.46 sym/s | Total: 56.1s | ETA: 7.3m
[2025-09-29T22:19:15.875934] [INFO ] [sig       ] [251/2211] Forecasting BHC...
[2025-09-29T22:19:15.875976] [INFO ] [sig       ] Generating forecast for: BHC
[2025-09-29T22:19:15.876008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-09-29T22:19:15.879479] [WARN ] [REMOTE    ] Historical data not found for symbol 'BHC' (404).
[2025-09-29T22:19:15.879670] [FATAL] [sig       ] BHC: No historical data fetched.
[2025-09-29T22:19:15.879753] [WARN ] [sig       ] [251/2211] Failed BHC after 0.0s | 4.47 sym/s | Total: 56.1s | ETA: 7.3m
[2025-09-29T22:19:15.879794] [INFO ] [sig       ] [252/2211] Forecasting BHE...
[2025-09-29T22:19:15.879823] [INFO ] [sig       ] Generating forecast for: BHE
[2025-09-29T22:19:15.879856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-09-29T22:19:15.883558] [WARN ] [REMOTE    ] Historical data not found for symbol 'BHE' (404).
[2025-09-29T22:19:15.883750] [FATAL] [sig       ] BHE: No historical data fetched.
[2025-09-29T22:19:15.883837] [WARN ] [sig       ] [252/2211] Failed BHE after 0.0s | 4.49 sym/s | Total: 56.1s | ETA: 7.3m
[2025-09-29T22:19:15.883882] [INFO ] [sig       ] [253/2211] Forecasting BHK...
[2025-09-29T22:19:15.883928] [INFO ] [sig       ] Generating forecast for: BHK
[2025-09-29T22:19:15.883960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-09-29T22:19:15.892387] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BHK'.
[2025-09-29T22:19:15.892782] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-09-29T22:19:15.919127] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:15.919946] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-09-29T22:19:15.920004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:15.920039] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:15.920069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:15.920130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:15.941187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:15.942097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:15.942195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:15.942232] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:15.984310] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:15.984487] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:15.984531] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:15.984562] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:15.988427] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-09-29T22:19:15.988793] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-09-29T22:19:15.988948] [INFO ] [sig       ] BHK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:16.167936] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BHK.txt
[2025-09-29T22:19:16.168165] [WARN ] [sig       ] [253/2211] Failed BHK after 0.3s | 4.49 sym/s | Total: 56.4s | ETA: 7.3m
[2025-09-29T22:19:16.168242] [INFO ] [sig       ] [254/2211] Forecasting BHP...
[2025-09-29T22:19:16.168282] [INFO ] [sig       ] Generating forecast for: BHP
[2025-09-29T22:19:16.168316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-09-29T22:19:16.179130] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BHP'.
[2025-09-29T22:19:16.179440] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-09-29T22:19:16.208255] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:16.209101] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-09-29T22:19:16.209162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:16.209199] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:16.209228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:16.209286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:16.231093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:16.231784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:16.231873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:16.231908] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:16.272783] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:16.272900] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:16.272954] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:16.272987] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:16.276956] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=2.71%)
[2025-09-29T22:19:16.277272] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-09-29T22:19:16.277422] [INFO ] [sig       ] BHP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:16.439331] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BHP.txt
[2025-09-29T22:19:16.439551] [WARN ] [sig       ] [254/2211] Failed BHP after 0.3s | 4.48 sym/s | Total: 56.7s | ETA: 7.3m
[2025-09-29T22:19:16.439630] [INFO ] [sig       ] [255/2211] Forecasting BHR...
[2025-09-29T22:19:16.439712] [INFO ] [sig       ] Generating forecast for: BHR
[2025-09-29T22:19:16.439757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHR' from 'https://tdm.silogroup.org/data/derivative_storage/BHR.csv'.
[2025-09-29T22:19:16.449664] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BHR'.
[2025-09-29T22:19:16.449971] [INFO ] [FORECASTER] Starting predict_future for BHR
[2025-09-29T22:19:16.477334] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:16.478153] [DEBUG] [LOCAL     ] No optimal features file found for BHR: ./output/feature-sets/BHR.txt
[2025-09-29T22:19:16.478211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:16.478245] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:16.478275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:16.478333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:16.496931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:16.497525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:16.497609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:16.497664] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:16.542713] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:16.542835] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:16.542876] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:16.543262] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:16.547679] [DEBUG] [FORECASTER] BHR: Forecast T+1@11:T+2@11: DOWN (p=24.01%)
[2025-09-29T22:19:16.548051] [INFO ] [FORECASTER] Completed predict_future for BHR
[2025-09-29T22:19:16.548210] [INFO ] [sig       ] BHR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:16.708373] [INFO ] [LOCAL     ] Saved forecast: BHR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BHR.txt
[2025-09-29T22:19:16.708703] [WARN ] [sig       ] [255/2211] Failed BHR after 0.3s | 4.48 sym/s | Total: 56.9s | ETA: 7.3m
[2025-09-29T22:19:16.708793] [INFO ] [sig       ] [256/2211] Forecasting BHVN...
[2025-09-29T22:19:16.708832] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-09-29T22:19:16.708867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-09-29T22:19:16.719295] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BHVN'.
[2025-09-29T22:19:16.719724] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-09-29T22:19:16.749012] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:16.749841] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-09-29T22:19:16.749897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:16.749932] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:16.749959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:16.750016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:16.771282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:16.771964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:16.772054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:16.772090] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:16.813542] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:16.813689] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:16.813744] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:16.813777] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:16.817365] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-09-29T22:19:16.817670] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-09-29T22:19:16.817822] [INFO ] [sig       ] BHVN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:16.977787] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BHVN.txt
[2025-09-29T22:19:16.977986] [WARN ] [sig       ] [256/2211] Failed BHVN after 0.3s | 4.47 sym/s | Total: 57.2s | ETA: 7.3m
[2025-09-29T22:19:16.978063] [INFO ] [sig       ] [257/2211] Forecasting BILL...
[2025-09-29T22:19:16.978127] [INFO ] [sig       ] Generating forecast for: BILL
[2025-09-29T22:19:16.978182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-09-29T22:19:16.988189] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BILL'.
[2025-09-29T22:19:16.988551] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-09-29T22:19:17.018761] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:17.019560] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-09-29T22:19:17.019618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:17.019685] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:17.019731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:17.019793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:17.039619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:17.040220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:17.040306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:17.040340] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:17.084638] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:17.084813] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:17.084858] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:17.084891] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:17.088578] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=91.08%)
[2025-09-29T22:19:17.088882] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-09-29T22:19:17.089028] [INFO ] [sig       ] BILL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:17.251275] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BILL.txt
[2025-09-29T22:19:17.251484] [WARN ] [sig       ] [257/2211] Failed BILL after 0.3s | 4.47 sym/s | Total: 57.5s | ETA: 7.3m
[2025-09-29T22:19:17.251561] [INFO ] [sig       ] [258/2211] Forecasting BIO...
[2025-09-29T22:19:17.251601] [INFO ] [sig       ] Generating forecast for: BIO
[2025-09-29T22:19:17.251636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-09-29T22:19:17.262575] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BIO'.
[2025-09-29T22:19:17.263025] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-09-29T22:19:17.291508] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:17.292555] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-09-29T22:19:17.292616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:17.292685] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:17.292740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:17.292807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:17.311940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:17.312619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:17.312773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:17.312816] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:17.351899] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:17.352056] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:17.352100] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:17.352131] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:17.355924] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=14.38%)
[2025-09-29T22:19:17.356223] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-09-29T22:19:17.356371] [INFO ] [sig       ] BIO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:17.522455] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BIO.txt
[2025-09-29T22:19:17.522739] [WARN ] [sig       ] [258/2211] Failed BIO after 0.3s | 4.47 sym/s | Total: 57.8s | ETA: 7.3m
[2025-09-29T22:19:17.522825] [INFO ] [sig       ] [259/2211] Forecasting BIP...
[2025-09-29T22:19:17.522865] [INFO ] [sig       ] Generating forecast for: BIP
[2025-09-29T22:19:17.522899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-09-29T22:19:17.533469] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BIP'.
[2025-09-29T22:19:17.534018] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-09-29T22:19:17.560661] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:17.561630] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-09-29T22:19:17.561734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:17.561773] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:17.561803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:17.561861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:17.580792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:17.581678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:17.581777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:17.581812] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:17.620872] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:17.621037] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:17.621086] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:17.621117] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:17.624630] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: UP (p=81.58%)
[2025-09-29T22:19:17.624941] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-09-29T22:19:17.625083] [INFO ] [sig       ] BIP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:17.774621] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BIP.txt
[2025-09-29T22:19:17.774946] [WARN ] [sig       ] [259/2211] Failed BIP after 0.3s | 4.46 sym/s | Total: 58.0s | ETA: 7.3m
[2025-09-29T22:19:17.775042] [INFO ] [sig       ] [260/2211] Forecasting BIPC...
[2025-09-29T22:19:17.775100] [INFO ] [sig       ] Generating forecast for: BIPC
[2025-09-29T22:19:17.775145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPC' from 'https://tdm.silogroup.org/data/derivative_storage/BIPC.csv'.
[2025-09-29T22:19:17.780440] [WARN ] [REMOTE    ] Historical data not found for symbol 'BIPC' (404).
[2025-09-29T22:19:17.780732] [FATAL] [sig       ] BIPC: No historical data fetched.
[2025-09-29T22:19:17.780830] [WARN ] [sig       ] [260/2211] Failed BIPC after 0.0s | 4.48 sym/s | Total: 58.0s | ETA: 7.3m
[2025-09-29T22:19:17.780931] [INFO ] [sig       ] [261/2211] Forecasting BIPH...
[2025-09-29T22:19:17.780975] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-09-29T22:19:17.781009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-09-29T22:19:17.790473] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'BIPH'.
[2025-09-29T22:19:17.790830] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-09-29T22:19:17.817965] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:17.818817] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-09-29T22:19:17.818880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:17.818919] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:17.818951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:17.819026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:17.837883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:17.838614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:17.838737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:17.838782] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:17.876113] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:17.876289] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:17.876339] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:17.876427] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:17.880223] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: DOWN (p=45.26%)
[2025-09-29T22:19:17.880512] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-09-29T22:19:17.880687] [INFO ] [sig       ] BIPH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:18.032114] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BIPH.txt
[2025-09-29T22:19:18.032365] [WARN ] [sig       ] [261/2211] Failed BIPH after 0.3s | 4.48 sym/s | Total: 58.3s | ETA: 7.3m
[2025-09-29T22:19:18.032443] [INFO ] [sig       ] [262/2211] Forecasting BIPI...
[2025-09-29T22:19:18.032485] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-09-29T22:19:18.032526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-09-29T22:19:18.042477] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BIPI'.
[2025-09-29T22:19:18.042804] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-09-29T22:19:18.068743] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:18.069560] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-09-29T22:19:18.069618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:18.069693] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:18.069740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:18.069801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:18.088480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:18.089330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:18.089427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:18.089464] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:18.126782] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:18.126956] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:18.127006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:18.127066] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:18.130848] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=86.09%)
[2025-09-29T22:19:18.131141] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-09-29T22:19:18.131287] [INFO ] [sig       ] BIPI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:18.279415] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BIPI.txt
[2025-09-29T22:19:18.279679] [WARN ] [sig       ] [262/2211] Failed BIPI after 0.2s | 4.48 sym/s | Total: 58.5s | ETA: 7.3m
[2025-09-29T22:19:18.279764] [INFO ] [sig       ] [263/2211] Forecasting BIPJ...
[2025-09-29T22:19:18.279805] [INFO ] [sig       ] Generating forecast for: BIPJ
[2025-09-29T22:19:18.279838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPJ' from 'https://tdm.silogroup.org/data/derivative_storage/BIPJ.csv'.
[2025-09-29T22:19:18.289805] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BIPJ'.
[2025-09-29T22:19:18.290152] [INFO ] [FORECASTER] Starting predict_future for BIPJ
[2025-09-29T22:19:18.316297] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:18.317177] [DEBUG] [LOCAL     ] No optimal features file found for BIPJ: ./output/feature-sets/BIPJ.txt
[2025-09-29T22:19:18.317242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:18.317284] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:18.317367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:18.317438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:18.335928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:18.336600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:18.336748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:18.336798] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:18.374768] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:18.374928] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:18.375012] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:18.375055] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:18.378897] [DEBUG] [FORECASTER] BIPJ: Forecast T+1@11:T+2@11: UP (p=81.10%)
[2025-09-29T22:19:18.379198] [INFO ] [FORECASTER] Completed predict_future for BIPJ
[2025-09-29T22:19:18.379339] [INFO ] [sig       ] BIPJ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:18.532666] [INFO ] [LOCAL     ] Saved forecast: BIPJ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BIPJ.txt
[2025-09-29T22:19:18.532918] [WARN ] [sig       ] [263/2211] Failed BIPJ after 0.3s | 4.47 sym/s | Total: 58.8s | ETA: 7.3m
[2025-09-29T22:19:18.532998] [INFO ] [sig       ] [264/2211] Forecasting BIRK...
[2025-09-29T22:19:18.533039] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-09-29T22:19:18.533073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-09-29T22:19:18.545583] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BIRK'.
[2025-09-29T22:19:18.545962] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-09-29T22:19:18.573463] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:18.574412] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-09-29T22:19:18.574475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:18.574512] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:18.574542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:18.574607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:18.593030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:18.593913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:18.594014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:18.594051] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:18.632810] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:18.632974] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:18.633022] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:18.633056] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:18.636943] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: DOWN (p=9.13%)
[2025-09-29T22:19:18.637302] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-09-29T22:19:18.637454] [INFO ] [sig       ] BIRK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:18.788201] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BIRK.txt
[2025-09-29T22:19:18.788450] [WARN ] [sig       ] [264/2211] Failed BIRK after 0.3s | 4.47 sym/s | Total: 59.0s | ETA: 7.3m
[2025-09-29T22:19:18.788532] [INFO ] [sig       ] [265/2211] Forecasting BIT...
[2025-09-29T22:19:18.788575] [INFO ] [sig       ] Generating forecast for: BIT
[2025-09-29T22:19:18.788611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIT' from 'https://tdm.silogroup.org/data/derivative_storage/BIT.csv'.
[2025-09-29T22:19:18.801263] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BIT'.
[2025-09-29T22:19:18.801601] [INFO ] [FORECASTER] Starting predict_future for BIT
[2025-09-29T22:19:18.828383] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:18.829199] [DEBUG] [LOCAL     ] No optimal features file found for BIT: ./output/feature-sets/BIT.txt
[2025-09-29T22:19:18.829262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:18.829298] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:18.829330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:18.829389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:18.847925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:18.849261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:18.849355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:18.849395] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:18.884587] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:18.884755] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:18.884814] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:18.884847] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:18.888450] [DEBUG] [FORECASTER] BIT: Forecast T+1@11:T+2@11: DOWN (p=15.50%)
[2025-09-29T22:19:18.888775] [INFO ] [FORECASTER] Completed predict_future for BIT
[2025-09-29T22:19:18.888921] [INFO ] [sig       ] BIT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:19.048805] [INFO ] [LOCAL     ] Saved forecast: BIT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BIT.txt
[2025-09-29T22:19:19.049051] [WARN ] [sig       ] [265/2211] Failed BIT after 0.3s | 4.47 sym/s | Total: 59.3s | ETA: 7.3m
[2025-09-29T22:19:19.049142] [INFO ] [sig       ] [266/2211] Forecasting BJ...
[2025-09-29T22:19:19.049183] [INFO ] [sig       ] Generating forecast for: BJ
[2025-09-29T22:19:19.049215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-09-29T22:19:19.054013] [WARN ] [REMOTE    ] Historical data not found for symbol 'BJ' (404).
[2025-09-29T22:19:19.054201] [FATAL] [sig       ] BJ: No historical data fetched.
[2025-09-29T22:19:19.054296] [WARN ] [sig       ] [266/2211] Failed BJ after 0.0s | 4.49 sym/s | Total: 59.3s | ETA: 7.2m
[2025-09-29T22:19:19.054392] [INFO ] [sig       ] [267/2211] Forecasting BK...
[2025-09-29T22:19:19.054432] [INFO ] [sig       ] Generating forecast for: BK
[2025-09-29T22:19:19.054464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-09-29T22:19:19.064460] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BK'.
[2025-09-29T22:19:19.064874] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-09-29T22:19:19.091228] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:19.092039] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-09-29T22:19:19.092099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:19.092133] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:19.092162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:19.092218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:19.110529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:19.111154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:19.111241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:19.111275] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:19.153955] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:19.154105] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:19.154183] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:19.154215] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:19.159769] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: UP (p=77.64%)
[2025-09-29T22:19:19.160053] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-09-29T22:19:19.160191] [INFO ] [sig       ] BK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:19.320036] [INFO ] [LOCAL     ] Saved forecast: BK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BK.txt
[2025-09-29T22:19:19.320273] [WARN ] [sig       ] [267/2211] Failed BK after 0.3s | 4.48 sym/s | Total: 59.6s | ETA: 7.2m
[2025-09-29T22:19:19.320352] [INFO ] [sig       ] [268/2211] Forecasting BKD...
[2025-09-29T22:19:19.320391] [INFO ] [sig       ] Generating forecast for: BKD
[2025-09-29T22:19:19.320425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-09-29T22:19:19.330854] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BKD'.
[2025-09-29T22:19:19.331222] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-09-29T22:19:19.356672] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:19.357433] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-09-29T22:19:19.357490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:19.357525] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:19.357554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:19.357612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:19.375552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:19.376248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:19.376338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:19.376381] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:19.415025] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:19.415211] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:19.415262] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:19.415299] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:19.419189] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: DOWN (p=20.48%)
[2025-09-29T22:19:19.419524] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-09-29T22:19:19.419712] [INFO ] [sig       ] BKD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:19.586812] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BKD.txt
[2025-09-29T22:19:19.587090] [WARN ] [sig       ] [268/2211] Failed BKD after 0.3s | 4.48 sym/s | Total: 59.8s | ETA: 7.2m
[2025-09-29T22:19:19.587177] [INFO ] [sig       ] [269/2211] Forecasting BKE...
[2025-09-29T22:19:19.587219] [INFO ] [sig       ] Generating forecast for: BKE
[2025-09-29T22:19:19.587253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-09-29T22:19:19.597817] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BKE'.
[2025-09-29T22:19:19.598165] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-09-29T22:19:19.625245] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:19.626109] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-09-29T22:19:19.626172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:19.626209] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:19.626240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:19.626301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:19.645497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:19.646179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:19.646270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:19.646308] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:19.687847] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:19.688008] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:19.688055] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:19.688090] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:19.691761] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=31.94%)
[2025-09-29T22:19:19.692049] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-09-29T22:19:19.692197] [INFO ] [sig       ] BKE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:19.849892] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BKE.txt
[2025-09-29T22:19:19.850107] [WARN ] [sig       ] [269/2211] Failed BKE after 0.3s | 4.48 sym/s | Total: 1.0m | ETA: 7.2m
[2025-09-29T22:19:19.850184] [INFO ] [sig       ] [270/2211] Forecasting BKH...
[2025-09-29T22:19:19.850224] [INFO ] [sig       ] Generating forecast for: BKH
[2025-09-29T22:19:19.850257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-09-29T22:19:19.860752] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BKH'.
[2025-09-29T22:19:19.861049] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-09-29T22:19:19.887216] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:19.888043] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-09-29T22:19:19.888099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:19.888134] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:19.888162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:19.888220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:19.906002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:19.906595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:19.906702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:19.906752] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:19.946901] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:19.947083] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:19.947142] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:19.947175] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:19.950634] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: DOWN (p=23.07%)
[2025-09-29T22:19:19.951060] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-09-29T22:19:19.951220] [INFO ] [sig       ] BKH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:20.105481] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BKH.txt
[2025-09-29T22:19:20.105758] [WARN ] [sig       ] [270/2211] Failed BKH after 0.3s | 4.47 sym/s | Total: 1.0m | ETA: 7.2m
[2025-09-29T22:19:20.105849] [INFO ] [sig       ] [271/2211] Forecasting BKKT...
[2025-09-29T22:19:20.105892] [INFO ] [sig       ] Generating forecast for: BKKT
[2025-09-29T22:19:20.105927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKKT.csv'.
[2025-09-29T22:19:20.117310] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BKKT'.
[2025-09-29T22:19:20.117797] [INFO ] [FORECASTER] Starting predict_future for BKKT
[2025-09-29T22:19:20.145270] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:20.146144] [DEBUG] [LOCAL     ] No optimal features file found for BKKT: ./output/feature-sets/BKKT.txt
[2025-09-29T22:19:20.146205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:20.146242] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:20.146274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:20.146339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:20.165361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:20.166155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:20.166261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:20.166352] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:20.208061] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:20.208228] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:20.208274] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:20.208304] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:20.211979] [DEBUG] [FORECASTER] BKKT: Forecast T+1@11:T+2@11: UP (p=61.87%)
[2025-09-29T22:19:20.212258] [INFO ] [FORECASTER] Completed predict_future for BKKT
[2025-09-29T22:19:20.212396] [INFO ] [sig       ] BKKT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:20.368403] [INFO ] [LOCAL     ] Saved forecast: BKKT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BKKT.txt
[2025-09-29T22:19:20.368697] [WARN ] [sig       ] [271/2211] Failed BKKT after 0.3s | 4.47 sym/s | Total: 1.0m | ETA: 7.2m
[2025-09-29T22:19:20.368780] [INFO ] [sig       ] [272/2211] Forecasting BKN...
[2025-09-29T22:19:20.368864] [INFO ] [sig       ] Generating forecast for: BKN
[2025-09-29T22:19:20.368918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-09-29T22:19:20.378998] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BKN'.
[2025-09-29T22:19:20.379356] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-09-29T22:19:20.405887] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:20.406892] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-09-29T22:19:20.406950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:20.406985] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:20.407014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:20.407118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:20.425517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:20.426244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:20.426335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:20.426371] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:20.472264] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:20.472482] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:20.472546] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:20.472583] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:20.477077] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: UP (p=84.37%)
[2025-09-29T22:19:20.477413] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-09-29T22:19:20.477569] [INFO ] [sig       ] BKN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:20.632058] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BKN.txt
[2025-09-29T22:19:20.632301] [WARN ] [sig       ] [272/2211] Failed BKN after 0.3s | 4.47 sym/s | Total: 1.0m | ETA: 7.2m
[2025-09-29T22:19:20.632396] [INFO ] [sig       ] [273/2211] Forecasting BKSY...
[2025-09-29T22:19:20.632467] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-09-29T22:19:20.632523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-09-29T22:19:20.643087] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BKSY'.
[2025-09-29T22:19:20.643548] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-09-29T22:19:20.669979] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:20.670877] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-09-29T22:19:20.670969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:20.671019] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:20.671057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:20.671123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:20.691190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:20.692008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:20.692101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:20.692137] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:20.743058] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:20.743244] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:20.743293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:20.743328] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:20.747701] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: DOWN (p=26.76%)
[2025-09-29T22:19:20.748053] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-09-29T22:19:20.748209] [INFO ] [sig       ] BKSY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:20.909928] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BKSY.txt
[2025-09-29T22:19:20.910174] [WARN ] [sig       ] [273/2211] Failed BKSY after 0.3s | 4.46 sym/s | Total: 1.0m | ETA: 7.2m
[2025-09-29T22:19:20.910261] [INFO ] [sig       ] [274/2211] Forecasting BKT...
[2025-09-29T22:19:20.910301] [INFO ] [sig       ] Generating forecast for: BKT
[2025-09-29T22:19:20.910333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKT.csv'.
[2025-09-29T22:19:20.920494] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BKT'.
[2025-09-29T22:19:20.920957] [INFO ] [FORECASTER] Starting predict_future for BKT
[2025-09-29T22:19:20.946732] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:20.947591] [DEBUG] [LOCAL     ] No optimal features file found for BKT: ./output/feature-sets/BKT.txt
[2025-09-29T22:19:20.947679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:20.947733] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:20.947765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:20.947823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:20.965392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:20.966301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:20.966392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:20.966431] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:21.003011] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:21.003213] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:21.003282] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:21.003319] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:21.007666] [DEBUG] [FORECASTER] BKT: Forecast T+1@11:T+2@11: UP (p=95.18%)
[2025-09-29T22:19:21.008018] [INFO ] [FORECASTER] Completed predict_future for BKT
[2025-09-29T22:19:21.008177] [INFO ] [sig       ] BKT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:21.157012] [INFO ] [LOCAL     ] Saved forecast: BKT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BKT.txt
[2025-09-29T22:19:21.157291] [WARN ] [sig       ] [274/2211] Failed BKT after 0.2s | 4.46 sym/s | Total: 1.0m | ETA: 7.2m
[2025-09-29T22:19:21.157389] [INFO ] [sig       ] [275/2211] Forecasting BKU...
[2025-09-29T22:19:21.157459] [INFO ] [sig       ] Generating forecast for: BKU
[2025-09-29T22:19:21.157529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKU' from 'https://tdm.silogroup.org/data/derivative_storage/BKU.csv'.
[2025-09-29T22:19:21.167689] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BKU'.
[2025-09-29T22:19:21.168052] [INFO ] [FORECASTER] Starting predict_future for BKU
[2025-09-29T22:19:21.196212] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:21.197175] [DEBUG] [LOCAL     ] No optimal features file found for BKU: ./output/feature-sets/BKU.txt
[2025-09-29T22:19:21.197282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:21.197340] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:21.197377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:21.197444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:21.217994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:21.218723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:21.218814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:21.218851] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:21.252514] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:21.252697] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:21.252755] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:21.252788] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:21.256288] [DEBUG] [FORECASTER] BKU: Forecast T+1@11:T+2@11: UP (p=59.02%)
[2025-09-29T22:19:21.256578] [INFO ] [FORECASTER] Completed predict_future for BKU
[2025-09-29T22:19:21.256751] [INFO ] [sig       ] BKU: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:21.410398] [INFO ] [LOCAL     ] Saved forecast: BKU	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BKU.txt
[2025-09-29T22:19:21.410632] [WARN ] [sig       ] [275/2211] Failed BKU after 0.3s | 4.46 sym/s | Total: 1.0m | ETA: 7.2m
[2025-09-29T22:19:21.410736] [INFO ] [sig       ] [276/2211] Forecasting BKV...
[2025-09-29T22:19:21.410777] [INFO ] [sig       ] Generating forecast for: BKV
[2025-09-29T22:19:21.410811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKV' from 'https://tdm.silogroup.org/data/derivative_storage/BKV.csv'.
[2025-09-29T22:19:21.421826] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BKV'.
[2025-09-29T22:19:21.422156] [INFO ] [FORECASTER] Starting predict_future for BKV
[2025-09-29T22:19:21.451113] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:21.451948] [DEBUG] [LOCAL     ] No optimal features file found for BKV: ./output/feature-sets/BKV.txt
[2025-09-29T22:19:21.452007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:21.452044] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:21.452074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:21.452134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:21.470721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:21.471362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:21.471447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:21.471481] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:21.516586] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:21.516757] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:21.516808] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:21.516838] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:21.520439] [DEBUG] [FORECASTER] BKV: Forecast T+1@11:T+2@11: DOWN (p=28.56%)
[2025-09-29T22:19:21.520796] [INFO ] [FORECASTER] Completed predict_future for BKV
[2025-09-29T22:19:21.520953] [INFO ] [sig       ] BKV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:21.670883] [INFO ] [LOCAL     ] Saved forecast: BKV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BKV.txt
[2025-09-29T22:19:21.671111] [WARN ] [sig       ] [276/2211] Failed BKV after 0.3s | 4.46 sym/s | Total: 1.0m | ETA: 7.2m
[2025-09-29T22:19:21.671191] [INFO ] [sig       ] [277/2211] Forecasting BLCO...
[2025-09-29T22:19:21.671230] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-09-29T22:19:21.671262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-09-29T22:19:21.682434] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BLCO'.
[2025-09-29T22:19:21.682860] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-09-29T22:19:21.717518] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:21.718426] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-09-29T22:19:21.718486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:21.718521] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:21.718550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:21.718607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:21.742709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:21.743555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:21.743679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:21.743737] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:21.781279] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:21.781436] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:21.781482] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:21.781513] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:21.785338] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=4.58%)
[2025-09-29T22:19:21.785697] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-09-29T22:19:21.785849] [INFO ] [sig       ] BLCO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:21.942767] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BLCO.txt
[2025-09-29T22:19:21.943010] [WARN ] [sig       ] [277/2211] Failed BLCO after 0.3s | 4.45 sym/s | Total: 1.0m | ETA: 7.2m
[2025-09-29T22:19:21.943088] [INFO ] [sig       ] [278/2211] Forecasting BLD...
[2025-09-29T22:19:21.943128] [INFO ] [sig       ] Generating forecast for: BLD
[2025-09-29T22:19:21.943160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-09-29T22:19:21.953577] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BLD'.
[2025-09-29T22:19:21.953979] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-09-29T22:19:21.980873] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:21.981692] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-09-29T22:19:21.981755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:21.981793] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:21.981823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:21.981887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:22.000972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:22.001855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:22.001955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:22.001991] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:22.038929] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:22.039082] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:22.039127] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:22.039159] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:22.042765] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: UP (p=88.66%)
[2025-09-29T22:19:22.043056] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-09-29T22:19:22.043194] [INFO ] [sig       ] BLD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:22.201808] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BLD.txt
[2025-09-29T22:19:22.202109] [WARN ] [sig       ] [278/2211] Failed BLD after 0.3s | 4.45 sym/s | Total: 1.0m | ETA: 7.2m
[2025-09-29T22:19:22.202197] [INFO ] [sig       ] [279/2211] Forecasting BLDR...
[2025-09-29T22:19:22.202248] [INFO ] [sig       ] Generating forecast for: BLDR
[2025-09-29T22:19:22.202283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDR' from 'https://tdm.silogroup.org/data/derivative_storage/BLDR.csv'.
[2025-09-29T22:19:22.212520] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BLDR'.
[2025-09-29T22:19:22.212906] [INFO ] [FORECASTER] Starting predict_future for BLDR
[2025-09-29T22:19:22.239398] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:22.240303] [DEBUG] [LOCAL     ] No optimal features file found for BLDR: ./output/feature-sets/BLDR.txt
[2025-09-29T22:19:22.240367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:22.240405] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:22.240434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:22.240492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:22.259003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:22.259615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:22.259751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:22.259795] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:22.297519] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:22.297695] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:22.297761] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:22.297797] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:22.301453] [DEBUG] [FORECASTER] BLDR: Forecast T+1@11:T+2@11: DOWN (p=35.22%)
[2025-09-29T22:19:22.301792] [INFO ] [FORECASTER] Completed predict_future for BLDR
[2025-09-29T22:19:22.301964] [INFO ] [sig       ] BLDR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:22.456222] [INFO ] [LOCAL     ] Saved forecast: BLDR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BLDR.txt
[2025-09-29T22:19:22.456461] [WARN ] [sig       ] [279/2211] Failed BLDR after 0.3s | 4.45 sym/s | Total: 1.0m | ETA: 7.2m
[2025-09-29T22:19:22.456540] [INFO ] [sig       ] [280/2211] Forecasting BLE...
[2025-09-29T22:19:22.456581] [INFO ] [sig       ] Generating forecast for: BLE
[2025-09-29T22:19:22.456615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-09-29T22:19:22.466293] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BLE'.
[2025-09-29T22:19:22.466618] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-09-29T22:19:22.492904] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:22.493684] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-09-29T22:19:22.493744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:22.493780] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:22.493809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:22.493878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:22.512272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:22.512957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:22.513048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:22.513090] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:22.540391] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:22.540523] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:22.540566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:22.540597] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:22.544027] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: DOWN (p=9.88%)
[2025-09-29T22:19:22.544349] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-09-29T22:19:22.544482] [INFO ] [sig       ] BLE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:22.696476] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BLE.txt
[2025-09-29T22:19:22.696722] [WARN ] [sig       ] [280/2211] Failed BLE after 0.2s | 4.45 sym/s | Total: 1.0m | ETA: 7.2m
[2025-09-29T22:19:22.696832] [INFO ] [sig       ] [281/2211] Forecasting BLK...
[2025-09-29T22:19:22.696873] [INFO ] [sig       ] Generating forecast for: BLK
[2025-09-29T22:19:22.696907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-09-29T22:19:22.708622] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BLK'.
[2025-09-29T22:19:22.709027] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-09-29T22:19:22.735890] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:22.736808] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-09-29T22:19:22.736931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:22.736974] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:22.737005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:22.737091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:22.756863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:22.757833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:22.757926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:22.757963] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:22.786882] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:22.787065] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:22.787132] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:22.787168] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:22.790982] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: UP (p=93.99%)
[2025-09-29T22:19:22.791288] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-09-29T22:19:22.791426] [INFO ] [sig       ] BLK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:22.946922] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BLK.txt
[2025-09-29T22:19:22.947197] [WARN ] [sig       ] [281/2211] Failed BLK after 0.3s | 4.45 sym/s | Total: 1.1m | ETA: 7.2m
[2025-09-29T22:19:22.947283] [INFO ] [sig       ] [282/2211] Forecasting BLND...
[2025-09-29T22:19:22.947325] [INFO ] [sig       ] Generating forecast for: BLND
[2025-09-29T22:19:22.947360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-09-29T22:19:22.957093] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BLND'.
[2025-09-29T22:19:22.957427] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-09-29T22:19:22.983997] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:22.984810] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-09-29T22:19:22.984868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:22.984903] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:22.984933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:22.984994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:23.003225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:23.004124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:23.004241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:23.004278] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:23.032136] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:23.032274] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:23.032316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:23.032348] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:23.036083] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=25.78%)
[2025-09-29T22:19:23.036369] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-09-29T22:19:23.036500] [INFO ] [sig       ] BLND: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:23.193747] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BLND.txt
[2025-09-29T22:19:23.194008] [WARN ] [sig       ] [282/2211] Failed BLND after 0.2s | 4.45 sym/s | Total: 1.1m | ETA: 7.2m
[2025-09-29T22:19:23.194103] [INFO ] [sig       ] [283/2211] Forecasting BLW...
[2025-09-29T22:19:23.194186] [INFO ] [sig       ] Generating forecast for: BLW
[2025-09-29T22:19:23.194272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLW' from 'https://tdm.silogroup.org/data/derivative_storage/BLW.csv'.
[2025-09-29T22:19:23.205014] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BLW'.
[2025-09-29T22:19:23.205479] [INFO ] [FORECASTER] Starting predict_future for BLW
[2025-09-29T22:19:23.236605] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:23.237701] [DEBUG] [LOCAL     ] No optimal features file found for BLW: ./output/feature-sets/BLW.txt
[2025-09-29T22:19:23.237789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:23.237858] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:23.237929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:23.238042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:23.265468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:23.266522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:23.266634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:23.266723] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:23.305722] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:23.305918] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:23.305991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:23.306042] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:23.316740] [DEBUG] [FORECASTER] BLW: Forecast T+1@11:T+2@11: UP (p=84.25%)
[2025-09-29T22:19:23.317341] [INFO ] [FORECASTER] Completed predict_future for BLW
[2025-09-29T22:19:23.318585] [INFO ] [sig       ] BLW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:23.483741] [INFO ] [LOCAL     ] Saved forecast: BLW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BLW.txt
[2025-09-29T22:19:23.483975] [WARN ] [sig       ] [283/2211] Failed BLW after 0.3s | 4.44 sym/s | Total: 1.1m | ETA: 7.2m
[2025-09-29T22:19:23.484053] [INFO ] [sig       ] [284/2211] Forecasting BLX...
[2025-09-29T22:19:23.484092] [INFO ] [sig       ] Generating forecast for: BLX
[2025-09-29T22:19:23.484126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-09-29T22:19:23.493913] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BLX'.
[2025-09-29T22:19:23.494229] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-09-29T22:19:23.520895] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:23.521689] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-09-29T22:19:23.521768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:23.521805] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:23.521836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:23.521897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:23.540893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:23.541500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:23.541593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:23.541629] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:23.579545] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:23.579720] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:23.579772] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:23.579833] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:23.585408] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-09-29T22:19:23.585733] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-09-29T22:19:23.585880] [INFO ] [sig       ] BLX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:23.739436] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BLX.txt
[2025-09-29T22:19:23.739669] [WARN ] [sig       ] [284/2211] Failed BLX after 0.3s | 4.44 sym/s | Total: 1.1m | ETA: 7.2m
[2025-09-29T22:19:23.739753] [INFO ] [sig       ] [285/2211] Forecasting BMA...
[2025-09-29T22:19:23.739797] [INFO ] [sig       ] Generating forecast for: BMA
[2025-09-29T22:19:23.739832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-09-29T22:19:23.749014] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BMA'.
[2025-09-29T22:19:23.749310] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-09-29T22:19:23.774899] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:23.775628] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-09-29T22:19:23.775711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:23.775752] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:23.775781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:23.775839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:23.794353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:23.794951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:23.795040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:23.795078] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:23.831817] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:23.831920] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:23.831957] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:23.831987] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:23.835393] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=7.25%)
[2025-09-29T22:19:23.835701] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-09-29T22:19:23.835848] [INFO ] [sig       ] BMA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:23.985472] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BMA.txt
[2025-09-29T22:19:23.985747] [WARN ] [sig       ] [285/2211] Failed BMA after 0.2s | 4.44 sym/s | Total: 1.1m | ETA: 7.2m
[2025-09-29T22:19:23.985884] [INFO ] [sig       ] [286/2211] Forecasting BME...
[2025-09-29T22:19:23.985927] [INFO ] [sig       ] Generating forecast for: BME
[2025-09-29T22:19:23.985970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-09-29T22:19:23.995632] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BME'.
[2025-09-29T22:19:23.996069] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-09-29T22:19:24.023780] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:24.024684] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-09-29T22:19:24.024746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:24.024782] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:24.024813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:24.024875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:24.043757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:24.044446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:24.044535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:24.044571] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:24.081105] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:24.081207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:24.081247] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:24.081280] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:24.084760] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: UP (p=77.62%)
[2025-09-29T22:19:24.085054] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-09-29T22:19:24.085192] [INFO ] [sig       ] BME: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:24.237795] [INFO ] [LOCAL     ] Saved forecast: BME	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BME.txt
[2025-09-29T22:19:24.238009] [WARN ] [sig       ] [286/2211] Failed BME after 0.3s | 4.44 sym/s | Total: 1.1m | ETA: 7.2m
[2025-09-29T22:19:24.238086] [INFO ] [sig       ] [287/2211] Forecasting BMEZ...
[2025-09-29T22:19:24.238125] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-09-29T22:19:24.238158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-09-29T22:19:24.248425] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BMEZ'.
[2025-09-29T22:19:24.248763] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-09-29T22:19:24.274907] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:24.275795] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-09-29T22:19:24.275854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:24.275891] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:24.275920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:24.275981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:24.294952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:24.295555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:24.295665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:24.295722] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:24.340976] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:24.341090] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:24.341131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:24.341163] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:24.344720] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: DOWN (p=11.90%)
[2025-09-29T22:19:24.345073] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-09-29T22:19:24.345215] [INFO ] [sig       ] BMEZ: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:24.490826] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BMEZ.txt
[2025-09-29T22:19:24.491043] [WARN ] [sig       ] [287/2211] Failed BMEZ after 0.3s | 4.43 sym/s | Total: 1.1m | ETA: 7.2m
[2025-09-29T22:19:24.491118] [INFO ] [sig       ] [288/2211] Forecasting BMI...
[2025-09-29T22:19:24.491158] [INFO ] [sig       ] Generating forecast for: BMI
[2025-09-29T22:19:24.491190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-09-29T22:19:24.501119] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BMI'.
[2025-09-29T22:19:24.501482] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-09-29T22:19:24.528065] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:24.528845] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-09-29T22:19:24.528904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:24.528947] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:24.528981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:24.529048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:24.547695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:24.548252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:24.548338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:24.548372] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:24.588970] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:24.589086] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:24.589126] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:24.589156] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:24.592472] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: UP (p=86.76%)
[2025-09-29T22:19:24.592799] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-09-29T22:19:24.592940] [INFO ] [sig       ] BMI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:24.738942] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BMI.txt
[2025-09-29T22:19:24.739168] [WARN ] [sig       ] [288/2211] Failed BMI after 0.2s | 4.43 sym/s | Total: 1.1m | ETA: 7.2m
[2025-09-29T22:19:24.739250] [INFO ] [sig       ] [289/2211] Forecasting BMN...
[2025-09-29T22:19:24.739292] [INFO ] [sig       ] Generating forecast for: BMN
[2025-09-29T22:19:24.739325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMN' from 'https://tdm.silogroup.org/data/derivative_storage/BMN.csv'.
[2025-09-29T22:19:24.748424] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BMN'.
[2025-09-29T22:19:24.748746] [INFO ] [FORECASTER] Starting predict_future for BMN
[2025-09-29T22:19:24.775300] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:24.776110] [DEBUG] [LOCAL     ] No optimal features file found for BMN: ./output/feature-sets/BMN.txt
[2025-09-29T22:19:24.776167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:24.776203] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:24.776231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:24.776289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:24.795017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:24.795618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:24.795736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:24.795802] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:24.832358] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:24.832543] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:24.832591] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:24.832623] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:24.836484] [DEBUG] [FORECASTER] BMN: Forecast T+1@11:T+2@11: UP (p=93.27%)
[2025-09-29T22:19:24.836850] [INFO ] [FORECASTER] Completed predict_future for BMN
[2025-09-29T22:19:24.837080] [INFO ] [sig       ] BMN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:24.989838] [INFO ] [LOCAL     ] Saved forecast: BMN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BMN.txt
[2025-09-29T22:19:24.990105] [WARN ] [sig       ] [289/2211] Failed BMN after 0.3s | 4.43 sym/s | Total: 1.1m | ETA: 7.2m
[2025-09-29T22:19:24.990186] [INFO ] [sig       ] [290/2211] Forecasting BMO...
[2025-09-29T22:19:24.990226] [INFO ] [sig       ] Generating forecast for: BMO
[2025-09-29T22:19:24.990260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-09-29T22:19:25.001351] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BMO'.
[2025-09-29T22:19:25.001759] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-09-29T22:19:25.030447] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:25.031307] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-09-29T22:19:25.031366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:25.031403] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:25.031433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:25.031493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:25.050403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:25.051128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:25.051218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:25.051254] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:25.092536] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:25.092712] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:25.092769] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:25.092801] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:25.096313] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=98.55%)
[2025-09-29T22:19:25.096602] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-09-29T22:19:25.096783] [INFO ] [sig       ] BMO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:25.246986] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BMO.txt
[2025-09-29T22:19:25.247368] [WARN ] [sig       ] [290/2211] Failed BMO after 0.3s | 4.43 sym/s | Total: 1.1m | ETA: 7.2m
[2025-09-29T22:19:25.247449] [INFO ] [sig       ] [291/2211] Forecasting BMY...
[2025-09-29T22:19:25.247490] [INFO ] [sig       ] Generating forecast for: BMY
[2025-09-29T22:19:25.247522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-09-29T22:19:25.258623] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BMY'.
[2025-09-29T22:19:25.259007] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-09-29T22:19:25.286676] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:25.287592] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-09-29T22:19:25.287699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:25.287754] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:25.287789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:25.287850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:25.306266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:25.307023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:25.307152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:25.307243] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:25.346625] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:25.346793] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:25.346840] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:25.346871] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:25.350584] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: DOWN (p=45.09%)
[2025-09-29T22:19:25.350947] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-09-29T22:19:25.351101] [INFO ] [sig       ] BMY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:25.497531] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BMY.txt
[2025-09-29T22:19:25.497791] [WARN ] [sig       ] [291/2211] Failed BMY after 0.3s | 4.43 sym/s | Total: 1.1m | ETA: 7.2m
[2025-09-29T22:19:25.497878] [INFO ] [sig       ] [292/2211] Forecasting BN...
[2025-09-29T22:19:25.497919] [INFO ] [sig       ] Generating forecast for: BN
[2025-09-29T22:19:25.497952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-09-29T22:19:25.508433] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BN'.
[2025-09-29T22:19:25.508878] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-09-29T22:19:25.535085] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:25.535953] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-09-29T22:19:25.536016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:25.536054] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:25.536084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:25.536143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:25.554067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:25.554745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:25.554832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:25.554904] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:25.591247] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:25.591417] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:25.591462] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:25.591493] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:25.595421] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: UP (p=96.75%)
[2025-09-29T22:19:25.595809] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-09-29T22:19:25.596003] [INFO ] [sig       ] BN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:25.749297] [INFO ] [LOCAL     ] Saved forecast: BN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BN.txt
[2025-09-29T22:19:25.749555] [WARN ] [sig       ] [292/2211] Failed BN after 0.3s | 4.42 sym/s | Total: 1.1m | ETA: 7.2m
[2025-09-29T22:19:25.749681] [INFO ] [sig       ] [293/2211] Forecasting BNED...
[2025-09-29T22:19:25.749738] [INFO ] [sig       ] Generating forecast for: BNED
[2025-09-29T22:19:25.749773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-09-29T22:19:25.760144] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BNED'.
[2025-09-29T22:19:25.760455] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-09-29T22:19:25.787518] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:25.788386] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-09-29T22:19:25.788443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:25.788479] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:25.788509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:25.788627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:25.807240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:25.808094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:25.808190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:25.808228] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:25.849023] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:25.849201] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:25.849246] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:25.849278] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:25.852967] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: DOWN (p=49.49%)
[2025-09-29T22:19:25.853276] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-09-29T22:19:25.853428] [INFO ] [sig       ] BNED: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:26.003544] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BNED.txt
[2025-09-29T22:19:26.003824] [WARN ] [sig       ] [293/2211] Failed BNED after 0.3s | 4.42 sym/s | Total: 1.1m | ETA: 7.2m
[2025-09-29T22:19:26.003930] [INFO ] [sig       ] [294/2211] Forecasting BNH...
[2025-09-29T22:19:26.003976] [INFO ] [sig       ] Generating forecast for: BNH
[2025-09-29T22:19:26.004012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-09-29T22:19:26.014389] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BNH'.
[2025-09-29T22:19:26.014859] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-09-29T22:19:26.041811] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:26.042851] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-09-29T22:19:26.042911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:26.042947] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:26.042977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:26.043036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:26.063244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:26.064395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:26.064529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:26.064606] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:26.106485] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:26.106724] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:26.106791] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:26.106825] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:26.112082] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=42.44%)
[2025-09-29T22:19:26.112476] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-09-29T22:19:26.112868] [INFO ] [sig       ] BNH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:26.291761] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BNH.txt
[2025-09-29T22:19:26.291994] [WARN ] [sig       ] [294/2211] Failed BNH after 0.3s | 4.42 sym/s | Total: 1.1m | ETA: 7.2m
[2025-09-29T22:19:26.292071] [INFO ] [sig       ] [295/2211] Forecasting BNJ...
[2025-09-29T22:19:26.292126] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-09-29T22:19:26.292159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-09-29T22:19:26.302623] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BNJ'.
[2025-09-29T22:19:26.303038] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-09-29T22:19:26.330448] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:26.331317] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-09-29T22:19:26.331379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:26.331417] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:26.331448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:26.331509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:26.350815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:26.351437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:26.351525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:26.351562] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:26.405854] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:26.406045] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:26.406091] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:26.406122] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:26.409893] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: DOWN (p=19.20%)
[2025-09-29T22:19:26.410199] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-09-29T22:19:26.410357] [INFO ] [sig       ] BNJ: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:26.570750] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BNJ.txt
[2025-09-29T22:19:26.571008] [WARN ] [sig       ] [295/2211] Failed BNJ after 0.3s | 4.42 sym/s | Total: 1.1m | ETA: 7.2m
[2025-09-29T22:19:26.571087] [INFO ] [sig       ] [296/2211] Forecasting BNL...
[2025-09-29T22:19:26.571127] [INFO ] [sig       ] Generating forecast for: BNL
[2025-09-29T22:19:26.571160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-09-29T22:19:26.581170] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BNL'.
[2025-09-29T22:19:26.581506] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-09-29T22:19:26.608396] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:26.609428] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-09-29T22:19:26.609490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:26.609526] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:26.609556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:26.609617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:26.628934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:26.629757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:26.629856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:26.629890] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:26.670835] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:26.671014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:26.671060] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:26.671091] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:26.674901] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: DOWN (p=24.39%)
[2025-09-29T22:19:26.675220] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-09-29T22:19:26.675366] [INFO ] [sig       ] BNL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:26.832349] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BNL.txt
[2025-09-29T22:19:26.832594] [WARN ] [sig       ] [296/2211] Failed BNL after 0.3s | 4.41 sym/s | Total: 1.1m | ETA: 7.2m
[2025-09-29T22:19:26.832700] [INFO ] [sig       ] [297/2211] Forecasting BNS...
[2025-09-29T22:19:26.832748] [INFO ] [sig       ] Generating forecast for: BNS
[2025-09-29T22:19:26.832783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-09-29T22:19:26.842480] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BNS'.
[2025-09-29T22:19:26.842792] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-09-29T22:19:26.868630] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:26.869432] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-09-29T22:19:26.869488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:26.869523] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:26.869554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:26.869613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:26.887434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:26.888084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:26.888168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:26.888202] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:26.923600] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:26.923742] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:26.923791] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:26.923824] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:26.927209] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: DOWN (p=25.43%)
[2025-09-29T22:19:26.927487] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-09-29T22:19:26.927622] [INFO ] [sig       ] BNS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:27.074593] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BNS.txt
[2025-09-29T22:19:27.074894] [WARN ] [sig       ] [297/2211] Failed BNS after 0.2s | 4.41 sym/s | Total: 1.1m | ETA: 7.2m
[2025-09-29T22:19:27.075034] [INFO ] [sig       ] [298/2211] Forecasting BNT...
[2025-09-29T22:19:27.075148] [INFO ] [sig       ] Generating forecast for: BNT
[2025-09-29T22:19:27.075187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNT' from 'https://tdm.silogroup.org/data/derivative_storage/BNT.csv'.
[2025-09-29T22:19:27.084890] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BNT'.
[2025-09-29T22:19:27.085195] [INFO ] [FORECASTER] Starting predict_future for BNT
[2025-09-29T22:19:27.111866] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:27.112637] [DEBUG] [LOCAL     ] No optimal features file found for BNT: ./output/feature-sets/BNT.txt
[2025-09-29T22:19:27.112725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:27.112782] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:27.112861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:27.112931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:27.131051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:27.131740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:27.131827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:27.131864] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:27.168432] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:27.168564] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:27.168607] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:27.168671] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:27.172198] [DEBUG] [FORECASTER] BNT: Forecast T+1@11:T+2@11: DOWN (p=24.63%)
[2025-09-29T22:19:27.172495] [INFO ] [FORECASTER] Completed predict_future for BNT
[2025-09-29T22:19:27.172678] [INFO ] [sig       ] BNT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:27.328067] [INFO ] [LOCAL     ] Saved forecast: BNT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BNT.txt
[2025-09-29T22:19:27.328287] [WARN ] [sig       ] [298/2211] Failed BNT after 0.3s | 4.41 sym/s | Total: 1.1m | ETA: 7.2m
[2025-09-29T22:19:27.328362] [INFO ] [sig       ] [299/2211] Forecasting BNY...
[2025-09-29T22:19:27.328401] [INFO ] [sig       ] Generating forecast for: BNY
[2025-09-29T22:19:27.328434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-09-29T22:19:27.338278] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BNY'.
[2025-09-29T22:19:27.338564] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-09-29T22:19:27.366547] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:27.367394] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-09-29T22:19:27.367450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:27.367525] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:27.367567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:27.367626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:27.386698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:27.387292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:27.387376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:27.387410] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:27.425819] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:27.425942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:27.426018] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:27.426123] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:27.429434] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: UP (p=80.11%)
[2025-09-29T22:19:27.429731] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-09-29T22:19:27.429878] [INFO ] [sig       ] BNY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:27.586499] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BNY.txt
[2025-09-29T22:19:27.586754] [WARN ] [sig       ] [299/2211] Failed BNY after 0.3s | 4.41 sym/s | Total: 1.1m | ETA: 7.2m
[2025-09-29T22:19:27.586838] [INFO ] [sig       ] [300/2211] Forecasting BOC...
[2025-09-29T22:19:27.586881] [INFO ] [sig       ] Generating forecast for: BOC
[2025-09-29T22:19:27.586916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-09-29T22:19:27.597693] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BOC'.
[2025-09-29T22:19:27.598079] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-09-29T22:19:27.629508] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:27.630587] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-09-29T22:19:27.630680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:27.630744] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:27.630787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:27.630870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:27.656119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:27.657212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:27.657312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:27.657348] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:27.694729] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:27.694909] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:27.694968] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:27.695032] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:27.698903] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=90.22%)
[2025-09-29T22:19:27.699197] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-09-29T22:19:27.699352] [INFO ] [sig       ] BOC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:27.851890] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BOC.txt
[2025-09-29T22:19:27.852101] [WARN ] [sig       ] [300/2211] Failed BOC after 0.3s | 4.41 sym/s | Total: 1.1m | ETA: 7.2m
[2025-09-29T22:19:27.852177] [INFO ] [sig       ] [301/2211] Forecasting BOE...
[2025-09-29T22:19:27.852218] [INFO ] [sig       ] Generating forecast for: BOE
[2025-09-29T22:19:27.852250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-09-29T22:19:27.861784] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BOE'.
[2025-09-29T22:19:27.862139] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-09-29T22:19:27.889391] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:27.890204] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-09-29T22:19:27.890261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:27.890297] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:27.890328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:27.890388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:27.909418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:27.910045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:27.910156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:27.910213] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:27.948288] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:27.948472] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:27.948519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:27.948550] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:27.952331] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: UP (p=95.14%)
[2025-09-29T22:19:27.953030] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-09-29T22:19:27.953206] [INFO ] [sig       ] BOE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:28.162500] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BOE.txt
[2025-09-29T22:19:28.162794] [WARN ] [sig       ] [301/2211] Failed BOE after 0.3s | 4.40 sym/s | Total: 1.1m | ETA: 7.2m
[2025-09-29T22:19:28.162907] [INFO ] [sig       ] [302/2211] Forecasting BOH...
[2025-09-29T22:19:28.162987] [INFO ] [sig       ] Generating forecast for: BOH
[2025-09-29T22:19:28.163066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-09-29T22:19:28.174226] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BOH'.
[2025-09-29T22:19:28.174667] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-09-29T22:19:28.203705] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:28.204558] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-09-29T22:19:28.204629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:28.204709] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:28.204750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:28.204813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:28.223785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:28.224755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:28.224854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:28.224891] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:28.262444] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:28.262612] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:28.262687] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:28.262739] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:28.266742] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: UP (p=77.63%)
[2025-09-29T22:19:28.267033] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-09-29T22:19:28.267209] [INFO ] [sig       ] BOH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:28.422764] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BOH.txt
[2025-09-29T22:19:28.422993] [WARN ] [sig       ] [302/2211] Failed BOH after 0.3s | 4.40 sym/s | Total: 1.1m | ETA: 7.2m
[2025-09-29T22:19:28.423071] [INFO ] [sig       ] [303/2211] Forecasting BOND...
[2025-09-29T22:19:28.423112] [INFO ] [sig       ] Generating forecast for: BOND
[2025-09-29T22:19:28.423144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-09-29T22:19:28.432534] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BOND'.
[2025-09-29T22:19:28.432850] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-09-29T22:19:28.458763] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:28.459570] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-09-29T22:19:28.459631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:28.459707] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:28.459746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:28.459806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:28.478051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:28.478736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:28.478826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:28.478861] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:28.513232] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:28.513461] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:28.513519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:28.513553] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:28.517143] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: DOWN (p=33.28%)
[2025-09-29T22:19:28.517425] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-09-29T22:19:28.517562] [INFO ] [sig       ] BOND: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:28.667687] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BOND.txt
[2025-09-29T22:19:28.667938] [WARN ] [sig       ] [303/2211] Failed BOND after 0.2s | 4.40 sym/s | Total: 1.1m | ETA: 7.2m
[2025-09-29T22:19:28.668017] [INFO ] [sig       ] [304/2211] Forecasting BOOT...
[2025-09-29T22:19:28.668057] [INFO ] [sig       ] Generating forecast for: BOOT
[2025-09-29T22:19:28.668089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOT' from 'https://tdm.silogroup.org/data/derivative_storage/BOOT.csv'.
[2025-09-29T22:19:28.678179] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BOOT'.
[2025-09-29T22:19:28.678485] [INFO ] [FORECASTER] Starting predict_future for BOOT
[2025-09-29T22:19:28.704586] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:28.705507] [DEBUG] [LOCAL     ] No optimal features file found for BOOT: ./output/feature-sets/BOOT.txt
[2025-09-29T22:19:28.705574] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:28.705610] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:28.705679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:28.705767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:28.724431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:28.725065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:28.725151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:28.725185] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:28.760599] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:28.760744] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:28.760792] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:28.760857] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:28.764310] [DEBUG] [FORECASTER] BOOT: Forecast T+1@11:T+2@11: UP (p=91.97%)
[2025-09-29T22:19:28.764575] [INFO ] [FORECASTER] Completed predict_future for BOOT
[2025-09-29T22:19:28.764739] [INFO ] [sig       ] BOOT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:28.917569] [INFO ] [LOCAL     ] Saved forecast: BOOT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BOOT.txt
[2025-09-29T22:19:28.917931] [WARN ] [sig       ] [304/2211] Failed BOOT after 0.2s | 4.40 sym/s | Total: 1.2m | ETA: 7.2m
[2025-09-29T22:19:28.918036] [INFO ] [sig       ] [305/2211] Forecasting BORR...
[2025-09-29T22:19:28.918081] [INFO ] [sig       ] Generating forecast for: BORR
[2025-09-29T22:19:28.918115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BORR' from 'https://tdm.silogroup.org/data/derivative_storage/BORR.csv'.
[2025-09-29T22:19:28.929241] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BORR'.
[2025-09-29T22:19:28.929682] [INFO ] [FORECASTER] Starting predict_future for BORR
[2025-09-29T22:19:28.956563] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:28.957441] [DEBUG] [LOCAL     ] No optimal features file found for BORR: ./output/feature-sets/BORR.txt
[2025-09-29T22:19:28.957498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:28.957551] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:28.957582] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:28.957664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:28.976537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:28.977317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:28.977408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:28.977444] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:29.014779] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:29.014916] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:29.014960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:29.014990] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:29.018463] [DEBUG] [FORECASTER] BORR: Forecast T+1@11:T+2@11: DOWN (p=7.91%)
[2025-09-29T22:19:29.018795] [INFO ] [FORECASTER] Completed predict_future for BORR
[2025-09-29T22:19:29.018942] [INFO ] [sig       ] BORR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:29.171968] [INFO ] [LOCAL     ] Saved forecast: BORR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BORR.txt
[2025-09-29T22:19:29.172210] [WARN ] [sig       ] [305/2211] Failed BORR after 0.3s | 4.39 sym/s | Total: 1.2m | ETA: 7.2m
[2025-09-29T22:19:29.172309] [INFO ] [sig       ] [306/2211] Forecasting BOW...
[2025-09-29T22:19:29.172365] [INFO ] [sig       ] Generating forecast for: BOW
[2025-09-29T22:19:29.172400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOW' from 'https://tdm.silogroup.org/data/derivative_storage/BOW.csv'.
[2025-09-29T22:19:29.182836] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BOW'.
[2025-09-29T22:19:29.183223] [INFO ] [FORECASTER] Starting predict_future for BOW
[2025-09-29T22:19:29.210390] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:29.211223] [DEBUG] [LOCAL     ] No optimal features file found for BOW: ./output/feature-sets/BOW.txt
[2025-09-29T22:19:29.211281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:29.211317] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:29.211346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:29.211405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:29.230343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:29.231065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:29.231159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:29.231195] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:29.270273] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:29.270430] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:29.270473] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:29.270504] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:29.274278] [DEBUG] [FORECASTER] BOW: Forecast T+1@11:T+2@11: DOWN (p=13.35%)
[2025-09-29T22:19:29.274573] [INFO ] [FORECASTER] Completed predict_future for BOW
[2025-09-29T22:19:29.274753] [INFO ] [sig       ] BOW: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:29.428243] [INFO ] [LOCAL     ] Saved forecast: BOW	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BOW.txt
[2025-09-29T22:19:29.428495] [WARN ] [sig       ] [306/2211] Failed BOW after 0.3s | 4.39 sym/s | Total: 1.2m | ETA: 7.2m
[2025-09-29T22:19:29.428577] [INFO ] [sig       ] [307/2211] Forecasting BOX...
[2025-09-29T22:19:29.428618] [INFO ] [sig       ] Generating forecast for: BOX
[2025-09-29T22:19:29.428695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-09-29T22:19:29.438989] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BOX'.
[2025-09-29T22:19:29.439362] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-09-29T22:19:29.466303] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:29.467203] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-09-29T22:19:29.467268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:29.467306] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:29.467336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:29.467395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:29.486008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:29.486702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:29.486796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:29.486834] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:29.528241] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:29.528405] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:29.528451] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:29.528483] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:29.532241] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: DOWN (p=30.00%)
[2025-09-29T22:19:29.532533] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-09-29T22:19:29.532711] [INFO ] [sig       ] BOX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:29.697008] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BOX.txt
[2025-09-29T22:19:29.697301] [WARN ] [sig       ] [307/2211] Failed BOX after 0.3s | 4.39 sym/s | Total: 1.2m | ETA: 7.2m
[2025-09-29T22:19:29.697388] [INFO ] [sig       ] [308/2211] Forecasting BP...
[2025-09-29T22:19:29.697429] [INFO ] [sig       ] Generating forecast for: BP
[2025-09-29T22:19:29.697462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-09-29T22:19:29.707852] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BP'.
[2025-09-29T22:19:29.708206] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-09-29T22:19:29.740763] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:29.741628] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-09-29T22:19:29.741715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:29.741758] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:29.741789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:29.741848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:29.761876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:29.762570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:29.762699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:29.762765] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:29.803526] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:29.804068] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:29.804124] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:29.804156] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:29.808291] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: UP (p=60.12%)
[2025-09-29T22:19:29.808583] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-09-29T22:19:29.808766] [INFO ] [sig       ] BP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:29.962203] [INFO ] [LOCAL     ] Saved forecast: BP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BP.txt
[2025-09-29T22:19:29.962424] [WARN ] [sig       ] [308/2211] Failed BP after 0.3s | 4.39 sym/s | Total: 1.2m | ETA: 7.2m
[2025-09-29T22:19:29.962506] [INFO ] [sig       ] [309/2211] Forecasting BR...
[2025-09-29T22:19:29.962548] [INFO ] [sig       ] Generating forecast for: BR
[2025-09-29T22:19:29.962583] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BR' from 'https://tdm.silogroup.org/data/derivative_storage/BR.csv'.
[2025-09-29T22:19:29.972661] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BR'.
[2025-09-29T22:19:29.972955] [INFO ] [FORECASTER] Starting predict_future for BR
[2025-09-29T22:19:29.999080] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:29.999887] [DEBUG] [LOCAL     ] No optimal features file found for BR: ./output/feature-sets/BR.txt
[2025-09-29T22:19:29.999945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:30.000032] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:30.000076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:30.000139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:30.019118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:30.019833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:30.019922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:30.019958] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:30.063561] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:30.063743] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:30.063799] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:30.063833] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:30.067823] [DEBUG] [FORECASTER] BR: Forecast T+1@11:T+2@11: DOWN (p=24.50%)
[2025-09-29T22:19:30.068127] [INFO ] [FORECASTER] Completed predict_future for BR
[2025-09-29T22:19:30.068288] [INFO ] [sig       ] BR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:30.223584] [INFO ] [LOCAL     ] Saved forecast: BR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BR.txt
[2025-09-29T22:19:30.223849] [WARN ] [sig       ] [309/2211] Failed BR after 0.3s | 4.39 sym/s | Total: 1.2m | ETA: 7.2m
[2025-09-29T22:19:30.223932] [INFO ] [sig       ] [310/2211] Forecasting BRBR...
[2025-09-29T22:19:30.223974] [INFO ] [sig       ] Generating forecast for: BRBR
[2025-09-29T22:19:30.224009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRBR' from 'https://tdm.silogroup.org/data/derivative_storage/BRBR.csv'.
[2025-09-29T22:19:30.234294] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BRBR'.
[2025-09-29T22:19:30.234665] [INFO ] [FORECASTER] Starting predict_future for BRBR
[2025-09-29T22:19:30.261633] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:30.262475] [DEBUG] [LOCAL     ] No optimal features file found for BRBR: ./output/feature-sets/BRBR.txt
[2025-09-29T22:19:30.262537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:30.262575] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:30.262604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:30.262685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:30.282140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:30.282787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:30.282879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:30.282916] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:30.323621] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:30.323784] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:30.323849] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:30.323883] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:30.327596] [DEBUG] [FORECASTER] BRBR: Forecast T+1@11:T+2@11: DOWN (p=27.26%)
[2025-09-29T22:19:30.327904] [INFO ] [FORECASTER] Completed predict_future for BRBR
[2025-09-29T22:19:30.328054] [INFO ] [sig       ] BRBR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:30.489738] [INFO ] [LOCAL     ] Saved forecast: BRBR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BRBR.txt
[2025-09-29T22:19:30.490009] [WARN ] [sig       ] [310/2211] Failed BRBR after 0.3s | 4.38 sym/s | Total: 1.2m | ETA: 7.2m
[2025-09-29T22:19:30.490102] [INFO ] [sig       ] [311/2211] Forecasting BRC...
[2025-09-29T22:19:30.490173] [INFO ] [sig       ] Generating forecast for: BRC
[2025-09-29T22:19:30.490225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-09-29T22:19:30.500465] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BRC'.
[2025-09-29T22:19:30.501070] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-09-29T22:19:30.532556] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:30.533812] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-09-29T22:19:30.533886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:30.533965] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:30.534026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:30.534138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:30.561965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:30.562957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:30.563060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:30.563096] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:30.606840] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:30.607022] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:30.607111] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:30.607157] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:30.611004] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: UP (p=75.84%)
[2025-09-29T22:19:30.611332] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-09-29T22:19:30.611491] [INFO ] [sig       ] BRC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:30.768538] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BRC.txt
[2025-09-29T22:19:30.768844] [WARN ] [sig       ] [311/2211] Failed BRC after 0.3s | 4.38 sym/s | Total: 1.2m | ETA: 7.2m
[2025-09-29T22:19:30.768932] [INFO ] [sig       ] [312/2211] Forecasting BRCC...
[2025-09-29T22:19:30.768977] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-09-29T22:19:30.769057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-09-29T22:19:30.779429] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BRCC'.
[2025-09-29T22:19:30.779775] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-09-29T22:19:30.807933] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:30.808855] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-09-29T22:19:30.808926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:30.808967] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:30.809018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:30.809081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:30.828733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:30.829734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:30.829841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:30.829919] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:30.871398] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:30.871558] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:30.871606] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:30.871638] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:30.875403] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: DOWN (p=20.02%)
[2025-09-29T22:19:30.875727] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-09-29T22:19:30.875891] [INFO ] [sig       ] BRCC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:31.028815] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BRCC.txt
[2025-09-29T22:19:31.029059] [WARN ] [sig       ] [312/2211] Failed BRCC after 0.3s | 4.38 sym/s | Total: 1.2m | ETA: 7.2m
[2025-09-29T22:19:31.029140] [INFO ] [sig       ] [313/2211] Forecasting BRO...
[2025-09-29T22:19:31.029179] [INFO ] [sig       ] Generating forecast for: BRO
[2025-09-29T22:19:31.029212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-09-29T22:19:31.039408] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BRO'.
[2025-09-29T22:19:31.039838] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-09-29T22:19:31.066490] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:31.067414] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-09-29T22:19:31.067510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:31.067559] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:31.067594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:31.067682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:31.087306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:31.087969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:31.088057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:31.088093] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:31.133818] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:31.133977] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:31.134024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:31.134056] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:31.138043] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2025-09-29T22:19:31.138328] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-09-29T22:19:31.138484] [INFO ] [sig       ] BRO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:31.290935] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BRO.txt
[2025-09-29T22:19:31.291178] [WARN ] [sig       ] [313/2211] Failed BRO after 0.3s | 4.38 sym/s | Total: 1.2m | ETA: 7.2m
[2025-09-29T22:19:31.291259] [INFO ] [sig       ] [314/2211] Forecasting BROS...
[2025-09-29T22:19:31.291299] [INFO ] [sig       ] Generating forecast for: BROS
[2025-09-29T22:19:31.291338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-09-29T22:19:31.302059] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BROS'.
[2025-09-29T22:19:31.302382] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-09-29T22:19:31.330583] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:31.331446] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-09-29T22:19:31.331508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:31.331545] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:31.331575] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:31.331693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:31.350798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:31.351375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:31.351463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:31.351499] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:31.395498] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:31.395679] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:31.395743] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:31.395779] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:31.399527] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: DOWN (p=16.37%)
[2025-09-29T22:19:31.399922] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-09-29T22:19:31.400089] [INFO ] [sig       ] BROS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:31.618402] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BROS.txt
[2025-09-29T22:19:31.618665] [WARN ] [sig       ] [314/2211] Failed BROS after 0.3s | 4.37 sym/s | Total: 1.2m | ETA: 7.2m
[2025-09-29T22:19:31.618750] [INFO ] [sig       ] [315/2211] Forecasting BRSP...
[2025-09-29T22:19:31.618789] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-09-29T22:19:31.618822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-09-29T22:19:31.628859] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BRSP'.
[2025-09-29T22:19:31.629203] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-09-29T22:19:31.655771] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:31.656584] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-09-29T22:19:31.656666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:31.656724] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:31.656757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:31.656877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:31.676559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:31.677424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:31.677520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:31.677558] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:31.719629] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:31.719833] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:31.719883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:31.719917] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:31.723805] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: DOWN (p=16.52%)
[2025-09-29T22:19:31.724091] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-09-29T22:19:31.724230] [INFO ] [sig       ] BRSP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:31.884873] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BRSP.txt
[2025-09-29T22:19:31.885136] [WARN ] [sig       ] [315/2211] Failed BRSP after 0.3s | 4.37 sym/s | Total: 1.2m | ETA: 7.2m
[2025-09-29T22:19:31.885219] [INFO ] [sig       ] [316/2211] Forecasting BRT...
[2025-09-29T22:19:31.885261] [INFO ] [sig       ] Generating forecast for: BRT
[2025-09-29T22:19:31.885296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRT' from 'https://tdm.silogroup.org/data/derivative_storage/BRT.csv'.
[2025-09-29T22:19:31.895301] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BRT'.
[2025-09-29T22:19:31.895671] [INFO ] [FORECASTER] Starting predict_future for BRT
[2025-09-29T22:19:31.922400] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:31.923245] [DEBUG] [LOCAL     ] No optimal features file found for BRT: ./output/feature-sets/BRT.txt
[2025-09-29T22:19:31.923306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:31.923344] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:31.923376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:31.923436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:31.942106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:31.942798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:31.942887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:31.942924] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:31.980237] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:31.980387] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:31.980429] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:31.980459] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:31.983923] [DEBUG] [FORECASTER] BRT: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2025-09-29T22:19:31.984208] [INFO ] [FORECASTER] Completed predict_future for BRT
[2025-09-29T22:19:31.984347] [INFO ] [sig       ] BRT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:32.138193] [INFO ] [LOCAL     ] Saved forecast: BRT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BRT.txt
[2025-09-29T22:19:32.138422] [WARN ] [sig       ] [316/2211] Failed BRT after 0.3s | 4.37 sym/s | Total: 1.2m | ETA: 7.2m
[2025-09-29T22:19:32.138505] [INFO ] [sig       ] [317/2211] Forecasting BRW...
[2025-09-29T22:19:32.138545] [INFO ] [sig       ] Generating forecast for: BRW
[2025-09-29T22:19:32.138579] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRW' from 'https://tdm.silogroup.org/data/derivative_storage/BRW.csv'.
[2025-09-29T22:19:32.148693] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BRW'.
[2025-09-29T22:19:32.149046] [INFO ] [FORECASTER] Starting predict_future for BRW
[2025-09-29T22:19:32.174639] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:32.175488] [DEBUG] [LOCAL     ] No optimal features file found for BRW: ./output/feature-sets/BRW.txt
[2025-09-29T22:19:32.175548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:32.175583] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:32.175612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:32.175691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:32.193521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:32.194217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:32.194305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:32.194340] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:32.229896] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:32.230026] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:32.230092] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:32.230127] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:32.233522] [DEBUG] [FORECASTER] BRW: Forecast T+1@11:T+2@11: DOWN (p=36.06%)
[2025-09-29T22:19:32.233839] [INFO ] [FORECASTER] Completed predict_future for BRW
[2025-09-29T22:19:32.233986] [INFO ] [sig       ] BRW: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:32.387497] [INFO ] [LOCAL     ] Saved forecast: BRW	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BRW.txt
[2025-09-29T22:19:32.387786] [WARN ] [sig       ] [317/2211] Failed BRW after 0.2s | 4.36 sym/s | Total: 1.2m | ETA: 7.2m
[2025-09-29T22:19:32.387876] [INFO ] [sig       ] [318/2211] Forecasting BRX...
[2025-09-29T22:19:32.387918] [INFO ] [sig       ] Generating forecast for: BRX
[2025-09-29T22:19:32.387954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-09-29T22:19:32.397747] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BRX'.
[2025-09-29T22:19:32.398049] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-09-29T22:19:32.426287] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:32.427217] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-09-29T22:19:32.427284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:32.427326] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:32.427357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:32.427418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:32.447209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:32.448017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:32.448115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:32.448153] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:32.485099] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:32.485277] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:32.485334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:32.485368] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:32.489511] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: DOWN (p=22.70%)
[2025-09-29T22:19:32.489863] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-09-29T22:19:32.490077] [INFO ] [sig       ] BRX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:32.653638] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BRX.txt
[2025-09-29T22:19:32.653879] [WARN ] [sig       ] [318/2211] Failed BRX after 0.3s | 4.36 sym/s | Total: 1.2m | ETA: 7.2m
[2025-09-29T22:19:32.653955] [INFO ] [sig       ] [319/2211] Forecasting BSAC...
[2025-09-29T22:19:32.653995] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-09-29T22:19:32.654028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-09-29T22:19:32.663754] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BSAC'.
[2025-09-29T22:19:32.664111] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-09-29T22:19:32.690179] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:32.690975] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-09-29T22:19:32.691031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:32.691065] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:32.691111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:32.691172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:32.709822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:32.710428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:32.710514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:32.710551] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:32.747118] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:32.747259] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:32.747301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:32.747333] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:32.750782] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: DOWN (p=3.82%)
[2025-09-29T22:19:32.751057] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-09-29T22:19:32.751192] [INFO ] [sig       ] BSAC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:32.899194] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BSAC.txt
[2025-09-29T22:19:32.899425] [WARN ] [sig       ] [319/2211] Failed BSAC after 0.2s | 4.36 sym/s | Total: 1.2m | ETA: 7.2m
[2025-09-29T22:19:32.899505] [INFO ] [sig       ] [320/2211] Forecasting BSBR...
[2025-09-29T22:19:32.899545] [INFO ] [sig       ] Generating forecast for: BSBR
[2025-09-29T22:19:32.899577] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSBR' from 'https://tdm.silogroup.org/data/derivative_storage/BSBR.csv'.
[2025-09-29T22:19:32.909619] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BSBR'.
[2025-09-29T22:19:32.910033] [INFO ] [FORECASTER] Starting predict_future for BSBR
[2025-09-29T22:19:32.936816] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:32.937692] [DEBUG] [LOCAL     ] No optimal features file found for BSBR: ./output/feature-sets/BSBR.txt
[2025-09-29T22:19:32.937754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:32.937791] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:32.937822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:32.937883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:32.959235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:32.960108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:32.960207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:32.960244] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:32.992467] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:32.992624] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:32.992705] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:32.992751] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:32.997006] [DEBUG] [FORECASTER] BSBR: Forecast T+1@11:T+2@11: UP (p=82.28%)
[2025-09-29T22:19:32.997350] [INFO ] [FORECASTER] Completed predict_future for BSBR
[2025-09-29T22:19:32.997518] [INFO ] [sig       ] BSBR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:33.174917] [INFO ] [LOCAL     ] Saved forecast: BSBR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BSBR.txt
[2025-09-29T22:19:33.175220] [WARN ] [sig       ] [320/2211] Failed BSBR after 0.3s | 4.36 sym/s | Total: 1.2m | ETA: 7.2m
[2025-09-29T22:19:33.175306] [INFO ] [sig       ] [321/2211] Forecasting BSL...
[2025-09-29T22:19:33.175350] [INFO ] [sig       ] Generating forecast for: BSL
[2025-09-29T22:19:33.175385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-09-29T22:19:33.186993] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BSL'.
[2025-09-29T22:19:33.187733] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-09-29T22:19:33.215699] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:33.216546] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-09-29T22:19:33.216605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:33.216660] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:33.216717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:33.216782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:33.236611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:33.237622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:33.237754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:33.237832] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:33.287397] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:33.287578] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:33.287623] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:33.287695] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:33.292353] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-09-29T22:19:33.292874] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-09-29T22:19:33.293079] [INFO ] [sig       ] BSL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:33.497807] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BSL.txt
[2025-09-29T22:19:33.498176] [WARN ] [sig       ] [321/2211] Failed BSL after 0.3s | 4.35 sym/s | Total: 1.2m | ETA: 7.2m
[2025-09-29T22:19:33.498276] [INFO ] [sig       ] [322/2211] Forecasting BSM...
[2025-09-29T22:19:33.498322] [INFO ] [sig       ] Generating forecast for: BSM
[2025-09-29T22:19:33.498361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-09-29T22:19:33.510962] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BSM'.
[2025-09-29T22:19:33.511504] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-09-29T22:19:33.545913] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:33.547029] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-09-29T22:19:33.547136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:33.547181] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:33.547216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:33.547286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:33.567604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:33.568738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:33.568845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:33.568881] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:33.612593] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:33.612831] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:33.612889] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:33.612925] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:33.618049] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-09-29T22:19:33.618592] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-09-29T22:19:33.618847] [INFO ] [sig       ] BSM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:33.841998] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BSM.txt
[2025-09-29T22:19:33.842312] [WARN ] [sig       ] [322/2211] Failed BSM after 0.3s | 4.35 sym/s | Total: 1.2m | ETA: 7.2m
[2025-09-29T22:19:33.842402] [INFO ] [sig       ] [323/2211] Forecasting BST...
[2025-09-29T22:19:33.842470] [INFO ] [sig       ] Generating forecast for: BST
[2025-09-29T22:19:33.842519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BST' from 'https://tdm.silogroup.org/data/derivative_storage/BST.csv'.
[2025-09-29T22:19:33.853822] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BST'.
[2025-09-29T22:19:33.854373] [INFO ] [FORECASTER] Starting predict_future for BST
[2025-09-29T22:19:33.887492] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:33.888715] [DEBUG] [LOCAL     ] No optimal features file found for BST: ./output/feature-sets/BST.txt
[2025-09-29T22:19:33.888793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:33.888836] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:33.888873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:33.888949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:33.909739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:33.910799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:33.910931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:33.910982] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:33.944812] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:33.944995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:33.945044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:33.945079] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:33.949685] [DEBUG] [FORECASTER] BST: Forecast T+1@11:T+2@11: UP (p=82.70%)
[2025-09-29T22:19:33.950041] [INFO ] [FORECASTER] Completed predict_future for BST
[2025-09-29T22:19:33.950198] [INFO ] [sig       ] BST: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:34.117714] [INFO ] [LOCAL     ] Saved forecast: BST	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BST.txt
[2025-09-29T22:19:34.118009] [WARN ] [sig       ] [323/2211] Failed BST after 0.3s | 4.34 sym/s | Total: 1.2m | ETA: 7.2m
[2025-09-29T22:19:34.118093] [INFO ] [sig       ] [324/2211] Forecasting BSTZ...
[2025-09-29T22:19:34.118137] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-09-29T22:19:34.118172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-09-29T22:19:34.128914] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BSTZ'.
[2025-09-29T22:19:34.129470] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-09-29T22:19:34.158311] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:34.159204] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-09-29T22:19:34.159275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:34.159340] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:34.159377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:34.159439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:34.180618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:34.181593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:34.181730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:34.181779] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:34.216365] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:34.216547] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:34.216619] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:34.216691] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:34.220962] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: DOWN (p=3.91%)
[2025-09-29T22:19:34.221292] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-09-29T22:19:34.221442] [INFO ] [sig       ] BSTZ: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:34.386501] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BSTZ.txt
[2025-09-29T22:19:34.386771] [WARN ] [sig       ] [324/2211] Failed BSTZ after 0.3s | 4.34 sym/s | Total: 1.2m | ETA: 7.2m
[2025-09-29T22:19:34.386858] [INFO ] [sig       ] [325/2211] Forecasting BSX...
[2025-09-29T22:19:34.386901] [INFO ] [sig       ] Generating forecast for: BSX
[2025-09-29T22:19:34.386936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-09-29T22:19:34.397838] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BSX'.
[2025-09-29T22:19:34.398266] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-09-29T22:19:34.424320] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:34.425140] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-09-29T22:19:34.425197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:34.425231] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:34.425260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:34.425318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:34.443914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:34.444824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:34.444916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:34.444953] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:34.480938] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:34.481115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:34.481163] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:34.481197] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:34.487506] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: DOWN (p=29.33%)
[2025-09-29T22:19:34.487928] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-09-29T22:19:34.488086] [INFO ] [sig       ] BSX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:34.638383] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BSX.txt
[2025-09-29T22:19:34.638633] [WARN ] [sig       ] [325/2211] Failed BSX after 0.3s | 4.34 sym/s | Total: 1.2m | ETA: 7.2m
[2025-09-29T22:19:34.638744] [INFO ] [sig       ] [326/2211] Forecasting BTA...
[2025-09-29T22:19:34.638786] [INFO ] [sig       ] Generating forecast for: BTA
[2025-09-29T22:19:34.638819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-09-29T22:19:34.649834] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BTA'.
[2025-09-29T22:19:34.650404] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-09-29T22:19:34.685319] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:34.686604] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-09-29T22:19:34.686711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:34.686781] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:34.686846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:34.686992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:34.713850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:34.714600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:34.714726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:34.714772] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:34.742465] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:34.742609] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:34.742677] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:34.742730] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:34.746613] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: UP (p=76.12%)
[2025-09-29T22:19:34.746946] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-09-29T22:19:34.747113] [INFO ] [sig       ] BTA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:34.903570] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BTA.txt
[2025-09-29T22:19:34.903823] [WARN ] [sig       ] [326/2211] Failed BTA after 0.3s | 4.34 sym/s | Total: 1.3m | ETA: 7.2m
[2025-09-29T22:19:34.903907] [INFO ] [sig       ] [327/2211] Forecasting BTCM...
[2025-09-29T22:19:34.903948] [INFO ] [sig       ] Generating forecast for: BTCM
[2025-09-29T22:19:34.903980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCM' from 'https://tdm.silogroup.org/data/derivative_storage/BTCM.csv'.
[2025-09-29T22:19:34.913123] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BTCM'.
[2025-09-29T22:19:34.913434] [INFO ] [FORECASTER] Starting predict_future for BTCM
[2025-09-29T22:19:34.939935] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:34.940718] [DEBUG] [LOCAL     ] No optimal features file found for BTCM: ./output/feature-sets/BTCM.txt
[2025-09-29T22:19:34.940776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:34.940813] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:34.940842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:34.940901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:34.959559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:34.960204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:34.960291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:34.960327] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:35.004761] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:35.005057] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:35.005158] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:35.005210] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:35.011567] [DEBUG] [FORECASTER] BTCM: Forecast T+1@11:T+2@11: DOWN (p=17.19%)
[2025-09-29T22:19:35.012007] [INFO ] [FORECASTER] Completed predict_future for BTCM
[2025-09-29T22:19:35.012221] [INFO ] [sig       ] BTCM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:35.218173] [INFO ] [LOCAL     ] Saved forecast: BTCM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BTCM.txt
[2025-09-29T22:19:35.218442] [WARN ] [sig       ] [327/2211] Failed BTCM after 0.3s | 4.33 sym/s | Total: 1.3m | ETA: 7.2m
[2025-09-29T22:19:35.218527] [INFO ] [sig       ] [328/2211] Forecasting BTE...
[2025-09-29T22:19:35.218573] [INFO ] [sig       ] Generating forecast for: BTE
[2025-09-29T22:19:35.218611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-09-29T22:19:35.229152] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BTE'.
[2025-09-29T22:19:35.229547] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-09-29T22:19:35.255525] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:35.256365] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-09-29T22:19:35.256423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:35.256459] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:35.256488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:35.256547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:35.274496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:35.275282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:35.275373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:35.275410] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:35.313143] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:35.313315] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:35.313361] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:35.313393] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:35.317129] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=1.43%)
[2025-09-29T22:19:35.317421] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-09-29T22:19:35.317573] [INFO ] [sig       ] BTE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:35.467126] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BTE.txt
[2025-09-29T22:19:35.467418] [WARN ] [sig       ] [328/2211] Failed BTE after 0.2s | 4.33 sym/s | Total: 1.3m | ETA: 7.2m
[2025-09-29T22:19:35.467503] [INFO ] [sig       ] [329/2211] Forecasting BTI...
[2025-09-29T22:19:35.467544] [INFO ] [sig       ] Generating forecast for: BTI
[2025-09-29T22:19:35.467625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-09-29T22:19:35.478791] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BTI'.
[2025-09-29T22:19:35.479268] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-09-29T22:19:35.506747] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:35.507631] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-09-29T22:19:35.507718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:35.507765] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:35.507798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:35.507859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:35.526399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:35.527499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:35.527747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:35.527799] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:35.568401] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:35.568572] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:35.568617] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:35.568682] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:35.572550] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: DOWN (p=17.57%)
[2025-09-29T22:19:35.573005] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-09-29T22:19:35.573198] [INFO ] [sig       ] BTI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:35.737399] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BTI.txt
[2025-09-29T22:19:35.737698] [WARN ] [sig       ] [329/2211] Failed BTI after 0.3s | 4.33 sym/s | Total: 1.3m | ETA: 7.2m
[2025-09-29T22:19:35.737786] [INFO ] [sig       ] [330/2211] Forecasting BTO...
[2025-09-29T22:19:35.737829] [INFO ] [sig       ] Generating forecast for: BTO
[2025-09-29T22:19:35.737866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTO' from 'https://tdm.silogroup.org/data/derivative_storage/BTO.csv'.
[2025-09-29T22:19:35.749152] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BTO'.
[2025-09-29T22:19:35.749483] [INFO ] [FORECASTER] Starting predict_future for BTO
[2025-09-29T22:19:35.775729] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:35.776463] [DEBUG] [LOCAL     ] No optimal features file found for BTO: ./output/feature-sets/BTO.txt
[2025-09-29T22:19:35.776518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:35.776553] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:35.776580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:35.776638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:35.794850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:35.795472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:35.795560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:35.795597] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:35.834876] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:35.835024] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:35.835067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:35.835098] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:35.838715] [DEBUG] [FORECASTER] BTO: Forecast T+1@11:T+2@11: DOWN (p=8.63%)
[2025-09-29T22:19:35.838995] [INFO ] [FORECASTER] Completed predict_future for BTO
[2025-09-29T22:19:35.839130] [INFO ] [sig       ] BTO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:36.006674] [INFO ] [LOCAL     ] Saved forecast: BTO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BTO.txt
[2025-09-29T22:19:36.006981] [WARN ] [sig       ] [330/2211] Failed BTO after 0.3s | 4.33 sym/s | Total: 1.3m | ETA: 7.2m
[2025-09-29T22:19:36.007091] [INFO ] [sig       ] [331/2211] Forecasting BTT...
[2025-09-29T22:19:36.007173] [INFO ] [sig       ] Generating forecast for: BTT
[2025-09-29T22:19:36.007223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTT' from 'https://tdm.silogroup.org/data/derivative_storage/BTT.csv'.
[2025-09-29T22:19:36.012559] [WARN ] [REMOTE    ] Historical data not found for symbol 'BTT' (404).
[2025-09-29T22:19:36.012872] [FATAL] [sig       ] BTT: No historical data fetched.
[2025-09-29T22:19:36.012974] [WARN ] [sig       ] [331/2211] Failed BTT after 0.0s | 4.34 sym/s | Total: 1.3m | ETA: 7.2m
[2025-09-29T22:19:36.013049] [INFO ] [sig       ] [332/2211] Forecasting BTU...
[2025-09-29T22:19:36.013090] [INFO ] [sig       ] Generating forecast for: BTU
[2025-09-29T22:19:36.013122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTU' from 'https://tdm.silogroup.org/data/derivative_storage/BTU.csv'.
[2025-09-29T22:19:36.023683] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BTU'.
[2025-09-29T22:19:36.024123] [INFO ] [FORECASTER] Starting predict_future for BTU
[2025-09-29T22:19:36.051593] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:36.052562] [DEBUG] [LOCAL     ] No optimal features file found for BTU: ./output/feature-sets/BTU.txt
[2025-09-29T22:19:36.052625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:36.052696] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:36.052739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:36.052822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:36.071810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:36.072612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:36.072731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:36.072775] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:36.112518] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:36.112732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:36.112791] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:36.112824] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:36.116820] [DEBUG] [FORECASTER] BTU: Forecast T+1@11:T+2@11: UP (p=82.65%)
[2025-09-29T22:19:36.117165] [INFO ] [FORECASTER] Completed predict_future for BTU
[2025-09-29T22:19:36.117379] [INFO ] [sig       ] BTU: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:36.270748] [INFO ] [LOCAL     ] Saved forecast: BTU	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BTU.txt
[2025-09-29T22:19:36.271085] [WARN ] [sig       ] [332/2211] Failed BTU after 0.3s | 4.34 sym/s | Total: 1.3m | ETA: 7.2m
[2025-09-29T22:19:36.271168] [INFO ] [sig       ] [333/2211] Forecasting BTZ...
[2025-09-29T22:19:36.271211] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-09-29T22:19:36.271247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-09-29T22:19:36.282404] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BTZ'.
[2025-09-29T22:19:36.282812] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-09-29T22:19:36.309539] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:36.310308] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-09-29T22:19:36.310406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:36.310448] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:36.310478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:36.310537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:36.329326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:36.329937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:36.330023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:36.330059] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:36.369249] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:36.369352] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:36.369390] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:36.369420] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:36.372722] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: UP (p=71.11%)
[2025-09-29T22:19:36.373022] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-09-29T22:19:36.373170] [INFO ] [sig       ] BTZ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:36.525326] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BTZ.txt
[2025-09-29T22:19:36.525609] [WARN ] [sig       ] [333/2211] Failed BTZ after 0.3s | 4.34 sym/s | Total: 1.3m | ETA: 7.2m
[2025-09-29T22:19:36.525723] [INFO ] [sig       ] [334/2211] Forecasting BUD...
[2025-09-29T22:19:36.525766] [INFO ] [sig       ] Generating forecast for: BUD
[2025-09-29T22:19:36.525801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-09-29T22:19:36.536737] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BUD'.
[2025-09-29T22:19:36.537201] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-09-29T22:19:36.564235] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:36.565151] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-09-29T22:19:36.565216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:36.565254] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:36.565284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:36.565344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:36.585045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:36.585933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:36.586026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:36.586062] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:36.628311] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:36.628488] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:36.628534] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:36.628566] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:36.632442] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: UP (p=63.41%)
[2025-09-29T22:19:36.632819] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-09-29T22:19:36.632976] [INFO ] [sig       ] BUD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:36.787410] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BUD.txt
[2025-09-29T22:19:36.787695] [WARN ] [sig       ] [334/2211] Failed BUD after 0.3s | 4.34 sym/s | Total: 1.3m | ETA: 7.2m
[2025-09-29T22:19:36.787778] [INFO ] [sig       ] [335/2211] Forecasting BUI...
[2025-09-29T22:19:36.787819] [INFO ] [sig       ] Generating forecast for: BUI
[2025-09-29T22:19:36.787852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-09-29T22:19:36.798707] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BUI'.
[2025-09-29T22:19:36.799054] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-09-29T22:19:36.827743] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:36.828670] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-09-29T22:19:36.828745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:36.828799] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:36.828832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:36.828892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:36.849236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:36.849880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:36.849967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:36.850002] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:36.888586] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:36.888715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:36.888766] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:36.888798] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:36.892372] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=92.45%)
[2025-09-29T22:19:36.892691] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-09-29T22:19:36.892853] [INFO ] [sig       ] BUI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:37.043852] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BUI.txt
[2025-09-29T22:19:37.044154] [WARN ] [sig       ] [335/2211] Failed BUI after 0.3s | 4.33 sym/s | Total: 1.3m | ETA: 7.2m
[2025-09-29T22:19:37.044237] [INFO ] [sig       ] [336/2211] Forecasting BUR...
[2025-09-29T22:19:37.044279] [INFO ] [sig       ] Generating forecast for: BUR
[2025-09-29T22:19:37.044315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUR' from 'https://tdm.silogroup.org/data/derivative_storage/BUR.csv'.
[2025-09-29T22:19:37.049165] [WARN ] [REMOTE    ] Historical data not found for symbol 'BUR' (404).
[2025-09-29T22:19:37.049403] [FATAL] [sig       ] BUR: No historical data fetched.
[2025-09-29T22:19:37.049702] [WARN ] [sig       ] [336/2211] Failed BUR after 0.0s | 4.35 sym/s | Total: 1.3m | ETA: 7.2m
[2025-09-29T22:19:37.049776] [INFO ] [sig       ] [337/2211] Forecasting BURL...
[2025-09-29T22:19:37.049820] [INFO ] [sig       ] Generating forecast for: BURL
[2025-09-29T22:19:37.049857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-09-29T22:19:37.059709] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BURL'.
[2025-09-29T22:19:37.060196] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-09-29T22:19:37.088170] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:37.089080] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-09-29T22:19:37.089148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:37.089191] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:37.089232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:37.089297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:37.109419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:37.110325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:37.110418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:37.110513] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:37.148158] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:37.148332] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:37.148379] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:37.148409] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:37.152118] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: UP (p=78.30%)
[2025-09-29T22:19:37.152443] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-09-29T22:19:37.152602] [INFO ] [sig       ] BURL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:37.307767] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BURL.txt
[2025-09-29T22:19:37.308023] [WARN ] [sig       ] [337/2211] Failed BURL after 0.3s | 4.35 sym/s | Total: 1.3m | ETA: 7.2m
[2025-09-29T22:19:37.308105] [INFO ] [sig       ] [338/2211] Forecasting BUXX...
[2025-09-29T22:19:37.308145] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-09-29T22:19:37.308178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-09-29T22:19:37.318736] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'BUXX'.
[2025-09-29T22:19:37.319088] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-09-29T22:19:37.346400] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:37.347301] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-09-29T22:19:37.347400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:37.347442] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:37.347473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:37.347553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:37.366179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:37.366839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:37.366928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:37.366963] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:37.400473] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:37.400670] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:37.400738] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:37.400775] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:37.404544] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-09-29T22:19:37.404892] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-09-29T22:19:37.405053] [INFO ] [sig       ] BUXX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:37.569191] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BUXX.txt
[2025-09-29T22:19:37.569446] [WARN ] [sig       ] [338/2211] Failed BUXX after 0.3s | 4.34 sym/s | Total: 1.3m | ETA: 7.2m
[2025-09-29T22:19:37.569531] [INFO ] [sig       ] [339/2211] Forecasting BV...
[2025-09-29T22:19:37.569573] [INFO ] [sig       ] Generating forecast for: BV
[2025-09-29T22:19:37.569607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BV' from 'https://tdm.silogroup.org/data/derivative_storage/BV.csv'.
[2025-09-29T22:19:37.574557] [WARN ] [REMOTE    ] Historical data not found for symbol 'BV' (404).
[2025-09-29T22:19:37.574817] [FATAL] [sig       ] BV: No historical data fetched.
[2025-09-29T22:19:37.574919] [WARN ] [sig       ] [339/2211] Failed BV after 0.0s | 4.36 sym/s | Total: 1.3m | ETA: 7.2m
[2025-09-29T22:19:37.574988] [INFO ] [sig       ] [340/2211] Forecasting BVN...
[2025-09-29T22:19:37.575029] [INFO ] [sig       ] Generating forecast for: BVN
[2025-09-29T22:19:37.575060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-09-29T22:19:37.584802] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BVN'.
[2025-09-29T22:19:37.585151] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-09-29T22:19:37.613036] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:37.613906] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-09-29T22:19:37.613964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:37.614002] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:37.614032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:37.614091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:37.633168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:37.633884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:37.633970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:37.634006] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:37.676055] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:37.676219] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:37.676265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:37.676297] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:37.680017] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=85.77%)
[2025-09-29T22:19:37.680299] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-09-29T22:19:37.680437] [INFO ] [sig       ] BVN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:37.835249] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BVN.txt
[2025-09-29T22:19:37.835564] [WARN ] [sig       ] [340/2211] Failed BVN after 0.3s | 4.35 sym/s | Total: 1.3m | ETA: 7.2m
[2025-09-29T22:19:37.835682] [INFO ] [sig       ] [341/2211] Forecasting BW...
[2025-09-29T22:19:37.835738] [INFO ] [sig       ] Generating forecast for: BW
[2025-09-29T22:19:37.835778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BW' from 'https://tdm.silogroup.org/data/derivative_storage/BW.csv'.
[2025-09-29T22:19:37.846943] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BW'.
[2025-09-29T22:19:37.847360] [INFO ] [FORECASTER] Starting predict_future for BW
[2025-09-29T22:19:37.874415] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:37.875254] [DEBUG] [LOCAL     ] No optimal features file found for BW: ./output/feature-sets/BW.txt
[2025-09-29T22:19:37.875312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:37.875349] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:37.875379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:37.875439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:37.894115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:37.894887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:37.894981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:37.895016] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:37.936015] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:37.936175] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:37.936223] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:37.936291] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:37.939997] [DEBUG] [FORECASTER] BW: Forecast T+1@11:T+2@11: DOWN (p=11.95%)
[2025-09-29T22:19:37.940279] [INFO ] [FORECASTER] Completed predict_future for BW
[2025-09-29T22:19:37.940864] [INFO ] [sig       ] BW: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:38.089124] [INFO ] [LOCAL     ] Saved forecast: BW	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BW.txt
[2025-09-29T22:19:38.089358] [WARN ] [sig       ] [341/2211] Failed BW after 0.3s | 4.35 sym/s | Total: 1.3m | ETA: 7.2m
[2025-09-29T22:19:38.089438] [INFO ] [sig       ] [342/2211] Forecasting BWA...
[2025-09-29T22:19:38.089478] [INFO ] [sig       ] Generating forecast for: BWA
[2025-09-29T22:19:38.089511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-09-29T22:19:38.100039] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BWA'.
[2025-09-29T22:19:38.100413] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-09-29T22:19:38.126376] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:38.127287] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-09-29T22:19:38.127348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:38.127383] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:38.127411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:38.127470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:38.145867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:38.146443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:38.146527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:38.146562] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:38.184785] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:38.184902] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:38.184958] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:38.184990] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:38.188330] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: DOWN (p=12.26%)
[2025-09-29T22:19:38.188603] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-09-29T22:19:38.188772] [INFO ] [sig       ] BWA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:38.340402] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BWA.txt
[2025-09-29T22:19:38.340724] [WARN ] [sig       ] [342/2211] Failed BWA after 0.3s | 4.35 sym/s | Total: 1.3m | ETA: 7.2m
[2025-09-29T22:19:38.340849] [INFO ] [sig       ] [343/2211] Forecasting BWG...
[2025-09-29T22:19:38.340891] [INFO ] [sig       ] Generating forecast for: BWG
[2025-09-29T22:19:38.340924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-09-29T22:19:38.351826] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BWG'.
[2025-09-29T22:19:38.352212] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-09-29T22:19:38.383032] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:38.384056] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-09-29T22:19:38.384120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:38.384157] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:38.384186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:38.384245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:38.405991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:38.406765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:38.406855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:38.406889] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:38.446039] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:38.446218] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:38.446267] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:38.446299] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:38.451015] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: UP (p=95.87%)
[2025-09-29T22:19:38.451306] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-09-29T22:19:38.451453] [INFO ] [sig       ] BWG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:38.601138] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BWG.txt
[2025-09-29T22:19:38.601415] [WARN ] [sig       ] [343/2211] Failed BWG after 0.3s | 4.35 sym/s | Total: 1.3m | ETA: 7.2m
[2025-09-29T22:19:38.601497] [INFO ] [sig       ] [344/2211] Forecasting BWLP...
[2025-09-29T22:19:38.601538] [INFO ] [sig       ] Generating forecast for: BWLP
[2025-09-29T22:19:38.601570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWLP' from 'https://tdm.silogroup.org/data/derivative_storage/BWLP.csv'.
[2025-09-29T22:19:38.613173] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BWLP'.
[2025-09-29T22:19:38.613694] [INFO ] [FORECASTER] Starting predict_future for BWLP
[2025-09-29T22:19:38.641769] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:38.642682] [DEBUG] [LOCAL     ] No optimal features file found for BWLP: ./output/feature-sets/BWLP.txt
[2025-09-29T22:19:38.642743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:38.642780] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:38.642810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:38.642935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:38.662374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:38.663088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:38.663179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:38.663214] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:38.706981] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:38.707216] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:38.707366] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:38.707414] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:38.711853] [DEBUG] [FORECASTER] BWLP: Forecast T+1@11:T+2@11: UP (p=81.49%)
[2025-09-29T22:19:38.712176] [INFO ] [FORECASTER] Completed predict_future for BWLP
[2025-09-29T22:19:38.712355] [INFO ] [sig       ] BWLP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:38.874186] [INFO ] [LOCAL     ] Saved forecast: BWLP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BWLP.txt
[2025-09-29T22:19:38.874478] [WARN ] [sig       ] [344/2211] Failed BWLP after 0.3s | 4.35 sym/s | Total: 1.3m | ETA: 7.2m
[2025-09-29T22:19:38.874560] [INFO ] [sig       ] [345/2211] Forecasting BWMX...
[2025-09-29T22:19:38.874601] [INFO ] [sig       ] Generating forecast for: BWMX
[2025-09-29T22:19:38.874635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMX' from 'https://tdm.silogroup.org/data/derivative_storage/BWMX.csv'.
[2025-09-29T22:19:38.885036] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BWMX'.
[2025-09-29T22:19:38.885430] [INFO ] [FORECASTER] Starting predict_future for BWMX
[2025-09-29T22:19:38.913720] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:38.914678] [DEBUG] [LOCAL     ] No optimal features file found for BWMX: ./output/feature-sets/BWMX.txt
[2025-09-29T22:19:38.914741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:38.914778] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:38.914808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:38.914869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:38.933757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:38.934418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:38.934508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:38.934543] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:38.980841] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:38.981042] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:38.981101] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:38.981144] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:38.986978] [DEBUG] [FORECASTER] BWMX: Forecast T+1@11:T+2@11: UP (p=77.80%)
[2025-09-29T22:19:38.987632] [INFO ] [FORECASTER] Completed predict_future for BWMX
[2025-09-29T22:19:38.987881] [INFO ] [sig       ] BWMX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:39.161816] [INFO ] [LOCAL     ] Saved forecast: BWMX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BWMX.txt
[2025-09-29T22:19:39.162082] [WARN ] [sig       ] [345/2211] Failed BWMX after 0.3s | 4.34 sym/s | Total: 1.3m | ETA: 7.2m
[2025-09-29T22:19:39.162159] [INFO ] [sig       ] [346/2211] Forecasting BWNB...
[2025-09-29T22:19:39.162199] [INFO ] [sig       ] Generating forecast for: BWNB
[2025-09-29T22:19:39.162231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWNB' from 'https://tdm.silogroup.org/data/derivative_storage/BWNB.csv'.
[2025-09-29T22:19:39.167382] [WARN ] [REMOTE    ] Historical data not found for symbol 'BWNB' (404).
[2025-09-29T22:19:39.167622] [FATAL] [sig       ] BWNB: No historical data fetched.
[2025-09-29T22:19:39.167765] [WARN ] [sig       ] [346/2211] Failed BWNB after 0.0s | 4.36 sym/s | Total: 1.3m | ETA: 7.1m
[2025-09-29T22:19:39.167841] [INFO ] [sig       ] [347/2211] Forecasting BWSN...
[2025-09-29T22:19:39.167886] [INFO ] [sig       ] Generating forecast for: BWSN
[2025-09-29T22:19:39.167922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWSN' from 'https://tdm.silogroup.org/data/derivative_storage/BWSN.csv'.
[2025-09-29T22:19:39.172402] [WARN ] [REMOTE    ] Historical data not found for symbol 'BWSN' (404).
[2025-09-29T22:19:39.172682] [FATAL] [sig       ] BWSN: No historical data fetched.
[2025-09-29T22:19:39.172778] [WARN ] [sig       ] [347/2211] Failed BWSN after 0.0s | 4.37 sym/s | Total: 1.3m | ETA: 7.1m
[2025-09-29T22:19:39.172847] [INFO ] [sig       ] [348/2211] Forecasting BWXT...
[2025-09-29T22:19:39.172890] [INFO ] [sig       ] Generating forecast for: BWXT
[2025-09-29T22:19:39.172922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWXT' from 'https://tdm.silogroup.org/data/derivative_storage/BWXT.csv'.
[2025-09-29T22:19:39.182913] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BWXT'.
[2025-09-29T22:19:39.183268] [INFO ] [FORECASTER] Starting predict_future for BWXT
[2025-09-29T22:19:39.209321] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:39.210120] [DEBUG] [LOCAL     ] No optimal features file found for BWXT: ./output/feature-sets/BWXT.txt
[2025-09-29T22:19:39.210187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:39.210241] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:39.210274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:39.210333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:39.229131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:39.229740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:39.229827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:39.229863] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:39.268613] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:39.268724] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:39.268770] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:39.268801] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:39.271910] [DEBUG] [FORECASTER] BWXT: Forecast T+1@11:T+2@11: UP (p=86.38%)
[2025-09-29T22:19:39.272189] [INFO ] [FORECASTER] Completed predict_future for BWXT
[2025-09-29T22:19:39.272347] [INFO ] [sig       ] BWXT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:39.425365] [INFO ] [LOCAL     ] Saved forecast: BWXT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BWXT.txt
[2025-09-29T22:19:39.425609] [WARN ] [sig       ] [348/2211] Failed BWXT after 0.3s | 4.37 sym/s | Total: 1.3m | ETA: 7.1m
[2025-09-29T22:19:39.425709] [INFO ] [sig       ] [349/2211] Forecasting BX...
[2025-09-29T22:19:39.425751] [INFO ] [sig       ] Generating forecast for: BX
[2025-09-29T22:19:39.425785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BX' from 'https://tdm.silogroup.org/data/derivative_storage/BX.csv'.
[2025-09-29T22:19:39.438188] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BX'.
[2025-09-29T22:19:39.438600] [INFO ] [FORECASTER] Starting predict_future for BX
[2025-09-29T22:19:39.472470] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:39.473828] [DEBUG] [LOCAL     ] No optimal features file found for BX: ./output/feature-sets/BX.txt
[2025-09-29T22:19:39.473905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:39.473972] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:39.474080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:39.474206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:39.496111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:39.496776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:39.496871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:39.496909] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:39.534485] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:39.534586] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:39.534624] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:39.534690] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:39.537993] [DEBUG] [FORECASTER] BX: Forecast T+1@11:T+2@11: UP (p=63.92%)
[2025-09-29T22:19:39.538262] [INFO ] [FORECASTER] Completed predict_future for BX
[2025-09-29T22:19:39.538399] [INFO ] [sig       ] BX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:39.689385] [INFO ] [LOCAL     ] Saved forecast: BX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BX.txt
[2025-09-29T22:19:39.689610] [WARN ] [sig       ] [349/2211] Failed BX after 0.3s | 4.37 sym/s | Total: 1.3m | ETA: 7.1m
[2025-09-29T22:19:39.689708] [INFO ] [sig       ] [350/2211] Forecasting BXC...
[2025-09-29T22:19:39.689756] [INFO ] [sig       ] Generating forecast for: BXC
[2025-09-29T22:19:39.689788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-09-29T22:19:39.700420] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BXC'.
[2025-09-29T22:19:39.700894] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-09-29T22:19:39.727743] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:39.728678] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-09-29T22:19:39.728742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:39.728836] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:39.728876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:39.728938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:39.751406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:39.752405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:39.752510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:39.752546] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:39.795064] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:39.795243] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:39.795298] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:39.795330] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:39.799187] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: DOWN (p=43.07%)
[2025-09-29T22:19:39.799477] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-09-29T22:19:39.799622] [INFO ] [sig       ] BXC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:39.959563] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BXC.txt
[2025-09-29T22:19:39.959816] [WARN ] [sig       ] [350/2211] Failed BXC after 0.3s | 4.36 sym/s | Total: 1.3m | ETA: 7.1m
[2025-09-29T22:19:39.959897] [INFO ] [sig       ] [351/2211] Forecasting BXMT...
[2025-09-29T22:19:39.959938] [INFO ] [sig       ] Generating forecast for: BXMT
[2025-09-29T22:19:39.959997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMT' from 'https://tdm.silogroup.org/data/derivative_storage/BXMT.csv'.
[2025-09-29T22:19:39.970746] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BXMT'.
[2025-09-29T22:19:39.971165] [INFO ] [FORECASTER] Starting predict_future for BXMT
[2025-09-29T22:19:39.997875] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:39.998624] [DEBUG] [LOCAL     ] No optimal features file found for BXMT: ./output/feature-sets/BXMT.txt
[2025-09-29T22:19:39.998706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:39.998748] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:39.998778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:39.998834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:40.017525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:40.018305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:40.018395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:40.018430] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:40.066497] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:40.066604] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:40.066700] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:40.066761] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:40.070961] [DEBUG] [FORECASTER] BXMT: Forecast T+1@11:T+2@11: UP (p=92.18%)
[2025-09-29T22:19:40.071302] [INFO ] [FORECASTER] Completed predict_future for BXMT
[2025-09-29T22:19:40.071453] [INFO ] [sig       ] BXMT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:40.219725] [INFO ] [LOCAL     ] Saved forecast: BXMT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BXMT.txt
[2025-09-29T22:19:40.219941] [WARN ] [sig       ] [351/2211] Failed BXMT after 0.3s | 4.36 sym/s | Total: 1.3m | ETA: 7.1m
[2025-09-29T22:19:40.220017] [INFO ] [sig       ] [352/2211] Forecasting BXMX...
[2025-09-29T22:19:40.220056] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-09-29T22:19:40.220089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-09-29T22:19:40.230893] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BXMX'.
[2025-09-29T22:19:40.231232] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-09-29T22:19:40.258593] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:40.259367] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-09-29T22:19:40.259424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:40.259460] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:40.259488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:40.259546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:40.280193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:40.281212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:40.281312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:40.281359] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:40.322195] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:40.322391] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:40.322444] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:40.322476] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:40.326509] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=32.79%)
[2025-09-29T22:19:40.326880] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-09-29T22:19:40.327112] [INFO ] [sig       ] BXMX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:40.492814] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BXMX.txt
[2025-09-29T22:19:40.493144] [WARN ] [sig       ] [352/2211] Failed BXMX after 0.3s | 4.36 sym/s | Total: 1.3m | ETA: 7.1m
[2025-09-29T22:19:40.493226] [INFO ] [sig       ] [353/2211] Forecasting BXP...
[2025-09-29T22:19:40.493267] [INFO ] [sig       ] Generating forecast for: BXP
[2025-09-29T22:19:40.493302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-09-29T22:19:40.498482] [WARN ] [REMOTE    ] Historical data not found for symbol 'BXP' (404).
[2025-09-29T22:19:40.498861] [FATAL] [sig       ] BXP: No historical data fetched.
[2025-09-29T22:19:40.498982] [WARN ] [sig       ] [353/2211] Failed BXP after 0.0s | 4.37 sym/s | Total: 1.3m | ETA: 7.1m
[2025-09-29T22:19:40.499071] [INFO ] [sig       ] [354/2211] Forecasting BXSL...
[2025-09-29T22:19:40.499127] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-09-29T22:19:40.499197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-09-29T22:19:40.508581] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BXSL'.
[2025-09-29T22:19:40.508903] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-09-29T22:19:40.535854] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:40.536631] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-09-29T22:19:40.536714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:40.536751] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:40.536779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:40.536838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:40.556523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:40.557168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:40.557257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:40.557292] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:40.605135] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:40.605250] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:40.605296] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:40.605328] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:40.613688] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: DOWN (p=7.23%)
[2025-09-29T22:19:40.614056] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-09-29T22:19:40.614248] [INFO ] [sig       ] BXSL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:40.766836] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BXSL.txt
[2025-09-29T22:19:40.767118] [WARN ] [sig       ] [354/2211] Failed BXSL after 0.3s | 4.37 sym/s | Total: 1.4m | ETA: 7.1m
[2025-09-29T22:19:40.767217] [INFO ] [sig       ] [355/2211] Forecasting BY...
[2025-09-29T22:19:40.767258] [INFO ] [sig       ] Generating forecast for: BY
[2025-09-29T22:19:40.767311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BY' from 'https://tdm.silogroup.org/data/derivative_storage/BY.csv'.
[2025-09-29T22:19:40.779608] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BY'.
[2025-09-29T22:19:40.779931] [INFO ] [FORECASTER] Starting predict_future for BY
[2025-09-29T22:19:40.811330] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:40.812293] [DEBUG] [LOCAL     ] No optimal features file found for BY: ./output/feature-sets/BY.txt
[2025-09-29T22:19:40.812370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:40.812429] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:40.812519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:40.812617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:40.832486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:40.833385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:40.833485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:40.833539] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:40.880126] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:40.880324] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:40.880373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:40.880407] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:40.885103] [DEBUG] [FORECASTER] BY: Forecast T+1@11:T+2@11: DOWN (p=8.95%)
[2025-09-29T22:19:40.885482] [INFO ] [FORECASTER] Completed predict_future for BY
[2025-09-29T22:19:40.885673] [INFO ] [sig       ] BY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:41.036806] [INFO ] [LOCAL     ] Saved forecast: BY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BY.txt
[2025-09-29T22:19:41.037073] [WARN ] [sig       ] [355/2211] Failed BY after 0.3s | 4.37 sym/s | Total: 1.4m | ETA: 7.1m
[2025-09-29T22:19:41.037169] [INFO ] [sig       ] [356/2211] Forecasting BYD...
[2025-09-29T22:19:41.037243] [INFO ] [sig       ] Generating forecast for: BYD
[2025-09-29T22:19:41.037304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-09-29T22:19:41.047826] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BYD'.
[2025-09-29T22:19:41.048192] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-09-29T22:19:41.075308] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:41.076174] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-09-29T22:19:41.076234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:41.076270] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:41.076301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:41.076363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:41.094758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:41.095448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:41.095540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:41.095575] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:41.138937] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:41.139149] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:41.139205] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:41.139238] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:41.143021] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2025-09-29T22:19:41.143315] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-09-29T22:19:41.143462] [INFO ] [sig       ] BYD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:41.297532] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BYD.txt
[2025-09-29T22:19:41.297864] [WARN ] [sig       ] [356/2211] Failed BYD after 0.3s | 4.37 sym/s | Total: 1.4m | ETA: 7.1m
[2025-09-29T22:19:41.297953] [INFO ] [sig       ] [357/2211] Forecasting BYM...
[2025-09-29T22:19:41.297995] [INFO ] [sig       ] Generating forecast for: BYM
[2025-09-29T22:19:41.298028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-09-29T22:19:41.308581] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BYM'.
[2025-09-29T22:19:41.309003] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-09-29T22:19:41.336569] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:41.337559] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-09-29T22:19:41.337621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:41.337699] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:41.337744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:41.337806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:41.357186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:41.358244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:41.358338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:41.358376] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:41.399924] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:41.400105] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:41.400151] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:41.400181] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:41.403965] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: UP (p=70.31%)
[2025-09-29T22:19:41.404319] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-09-29T22:19:41.404483] [INFO ] [sig       ] BYM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:41.561337] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/BYM.txt
[2025-09-29T22:19:41.561637] [WARN ] [sig       ] [357/2211] Failed BYM after 0.3s | 4.36 sym/s | Total: 1.4m | ETA: 7.1m
[2025-09-29T22:19:41.561755] [INFO ] [sig       ] [358/2211] Forecasting BZH...
[2025-09-29T22:19:41.561801] [INFO ] [sig       ] Generating forecast for: BZH
[2025-09-29T22:19:41.561887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-09-29T22:19:41.573061] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'BZH'.
[2025-09-29T22:19:41.573413] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-09-29T22:19:41.601557] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:41.602613] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-09-29T22:19:41.602696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:41.602779] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:41.602821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:41.602882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:41.621556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:41.622163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:41.622253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:41.622288] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:41.666125] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:41.666233] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:41.666273] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:41.666303] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:41.669845] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: DOWN (p=37.51%)
[2025-09-29T22:19:41.670271] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-09-29T22:19:41.670438] [INFO ] [sig       ] BZH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:41.840017] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/BZH.txt
[2025-09-29T22:19:41.840289] [WARN ] [sig       ] [358/2211] Failed BZH after 0.3s | 4.36 sym/s | Total: 1.4m | ETA: 7.1m
[2025-09-29T22:19:41.840376] [INFO ] [sig       ] [359/2211] Forecasting C...
[2025-09-29T22:19:41.840421] [INFO ] [sig       ] Generating forecast for: C
[2025-09-29T22:19:41.840454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-09-29T22:19:41.852152] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'C'.
[2025-09-29T22:19:41.852683] [INFO ] [FORECASTER] Starting predict_future for C
[2025-09-29T22:19:41.883159] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:41.884230] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-09-29T22:19:41.884296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:41.884333] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:41.884362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:41.884425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:41.905544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:41.906708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:41.906839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:41.906910] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:41.946853] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:41.947007] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:41.947080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:41.947135] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:41.950665] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: UP (p=77.52%)
[2025-09-29T22:19:41.950950] [INFO ] [FORECASTER] Completed predict_future for C
[2025-09-29T22:19:41.951090] [INFO ] [sig       ] C: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:42.106808] [INFO ] [LOCAL     ] Saved forecast: C	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/C.txt
[2025-09-29T22:19:42.107186] [WARN ] [sig       ] [359/2211] Failed C after 0.3s | 4.36 sym/s | Total: 1.4m | ETA: 7.1m
[2025-09-29T22:19:42.107283] [INFO ] [sig       ] [360/2211] Forecasting CAAP...
[2025-09-29T22:19:42.107338] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-09-29T22:19:42.107405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-09-29T22:19:42.121304] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CAAP'.
[2025-09-29T22:19:42.121754] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-09-29T22:19:42.149340] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:42.150227] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-09-29T22:19:42.150288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:42.150340] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:42.150396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:42.150494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:42.169248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:42.170013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:42.170176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:42.170231] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:42.210491] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:42.210627] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:42.210736] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:42.210777] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:42.214560] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: DOWN (p=20.78%)
[2025-09-29T22:19:42.214868] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-09-29T22:19:42.215018] [INFO ] [sig       ] CAAP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:42.370367] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CAAP.txt
[2025-09-29T22:19:42.370585] [WARN ] [sig       ] [360/2211] Failed CAAP after 0.3s | 4.36 sym/s | Total: 1.4m | ETA: 7.1m
[2025-09-29T22:19:42.370688] [INFO ] [sig       ] [361/2211] Forecasting CABO...
[2025-09-29T22:19:42.370736] [INFO ] [sig       ] Generating forecast for: CABO
[2025-09-29T22:19:42.370770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-09-29T22:19:42.375738] [WARN ] [REMOTE    ] Historical data not found for symbol 'CABO' (404).
[2025-09-29T22:19:42.375929] [FATAL] [sig       ] CABO: No historical data fetched.
[2025-09-29T22:19:42.376018] [WARN ] [sig       ] [361/2211] Failed CABO after 0.0s | 4.37 sym/s | Total: 1.4m | ETA: 7.1m
[2025-09-29T22:19:42.376088] [INFO ] [sig       ] [362/2211] Forecasting CACI...
[2025-09-29T22:19:42.376127] [INFO ] [sig       ] Generating forecast for: CACI
[2025-09-29T22:19:42.376158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-09-29T22:19:42.379710] [WARN ] [REMOTE    ] Historical data not found for symbol 'CACI' (404).
[2025-09-29T22:19:42.379887] [FATAL] [sig       ] CACI: No historical data fetched.
[2025-09-29T22:19:42.379973] [WARN ] [sig       ] [362/2211] Failed CACI after 0.0s | 4.38 sym/s | Total: 1.4m | ETA: 7.0m
[2025-09-29T22:19:42.380043] [INFO ] [sig       ] [363/2211] Forecasting CADE...
[2025-09-29T22:19:42.380083] [INFO ] [sig       ] Generating forecast for: CADE
[2025-09-29T22:19:42.380116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-09-29T22:19:42.383519] [WARN ] [REMOTE    ] Historical data not found for symbol 'CADE' (404).
[2025-09-29T22:19:42.383721] [FATAL] [sig       ] CADE: No historical data fetched.
[2025-09-29T22:19:42.383810] [WARN ] [sig       ] [363/2211] Failed CADE after 0.0s | 4.39 sym/s | Total: 1.4m | ETA: 7.0m
[2025-09-29T22:19:42.383889] [INFO ] [sig       ] [364/2211] Forecasting CAE...
[2025-09-29T22:19:42.383994] [INFO ] [sig       ] Generating forecast for: CAE
[2025-09-29T22:19:42.384086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-09-29T22:19:42.393358] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CAE'.
[2025-09-29T22:19:42.393690] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-09-29T22:19:42.420783] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:42.421523] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-09-29T22:19:42.421584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:42.421620] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:42.421677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:42.421756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:42.440783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:42.441400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:42.441487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:42.441523] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:42.482226] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:42.482392] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:42.482473] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:42.482542] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:42.487310] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: UP (p=75.81%)
[2025-09-29T22:19:42.487597] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-09-29T22:19:42.487799] [INFO ] [sig       ] CAE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:42.645582] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CAE.txt
[2025-09-29T22:19:42.645847] [WARN ] [sig       ] [364/2211] Failed CAE after 0.3s | 4.39 sym/s | Total: 1.4m | ETA: 7.0m
[2025-09-29T22:19:42.645929] [INFO ] [sig       ] [365/2211] Forecasting CAF...
[2025-09-29T22:19:42.645970] [INFO ] [sig       ] Generating forecast for: CAF
[2025-09-29T22:19:42.646003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-09-29T22:19:42.650851] [WARN ] [REMOTE    ] Historical data not found for symbol 'CAF' (404).
[2025-09-29T22:19:42.651038] [FATAL] [sig       ] CAF: No historical data fetched.
[2025-09-29T22:19:42.651132] [WARN ] [sig       ] [365/2211] Failed CAF after 0.0s | 4.40 sym/s | Total: 1.4m | ETA: 7.0m
[2025-09-29T22:19:42.651213] [INFO ] [sig       ] [366/2211] Forecasting CAG...
[2025-09-29T22:19:42.651261] [INFO ] [sig       ] Generating forecast for: CAG
[2025-09-29T22:19:42.651296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-09-29T22:19:42.660358] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CAG'.
[2025-09-29T22:19:42.660638] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-09-29T22:19:42.687339] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:42.688105] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-09-29T22:19:42.688161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:42.688197] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:42.688228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:42.688291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:42.707322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:42.708081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:42.708176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:42.708217] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:42.749592] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:42.749776] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:42.749827] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:42.749858] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:42.753736] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: DOWN (p=7.07%)
[2025-09-29T22:19:42.754019] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-09-29T22:19:42.754163] [INFO ] [sig       ] CAG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:42.907319] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CAG.txt
[2025-09-29T22:19:42.907588] [WARN ] [sig       ] [366/2211] Failed CAG after 0.3s | 4.40 sym/s | Total: 1.4m | ETA: 7.0m
[2025-09-29T22:19:42.907703] [INFO ] [sig       ] [367/2211] Forecasting CAH...
[2025-09-29T22:19:42.907793] [INFO ] [sig       ] Generating forecast for: CAH
[2025-09-29T22:19:42.907857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-09-29T22:19:42.918815] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CAH'.
[2025-09-29T22:19:42.919129] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-09-29T22:19:42.946457] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:42.947468] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-09-29T22:19:42.947529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:42.947565] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:42.947593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:42.947684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:42.966804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:42.967846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:42.967950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:42.967990] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:43.011758] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:43.011968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:43.012033] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:43.012067] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:43.016418] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: UP (p=77.13%)
[2025-09-29T22:19:43.016814] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-09-29T22:19:43.017005] [INFO ] [sig       ] CAH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:43.176172] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CAH.txt
[2025-09-29T22:19:43.176424] [WARN ] [sig       ] [367/2211] Failed CAH after 0.3s | 4.40 sym/s | Total: 1.4m | ETA: 7.0m
[2025-09-29T22:19:43.176517] [INFO ] [sig       ] [368/2211] Forecasting CAL...
[2025-09-29T22:19:43.176564] [INFO ] [sig       ] Generating forecast for: CAL
[2025-09-29T22:19:43.176600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-09-29T22:19:43.181669] [WARN ] [REMOTE    ] Historical data not found for symbol 'CAL' (404).
[2025-09-29T22:19:43.181870] [FATAL] [sig       ] CAL: No historical data fetched.
[2025-09-29T22:19:43.181968] [WARN ] [sig       ] [368/2211] Failed CAL after 0.0s | 4.41 sym/s | Total: 1.4m | ETA: 7.0m
[2025-09-29T22:19:43.182044] [INFO ] [sig       ] [369/2211] Forecasting CALX...
[2025-09-29T22:19:43.182089] [INFO ] [sig       ] Generating forecast for: CALX
[2025-09-29T22:19:43.182131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-09-29T22:19:43.185771] [WARN ] [REMOTE    ] Historical data not found for symbol 'CALX' (404).
[2025-09-29T22:19:43.185959] [FATAL] [sig       ] CALX: No historical data fetched.
[2025-09-29T22:19:43.186052] [WARN ] [sig       ] [369/2211] Failed CALX after 0.0s | 4.42 sym/s | Total: 1.4m | ETA: 6.9m
[2025-09-29T22:19:43.186126] [INFO ] [sig       ] [370/2211] Forecasting CANG...
[2025-09-29T22:19:43.186209] [INFO ] [sig       ] Generating forecast for: CANG
[2025-09-29T22:19:43.186256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CANG' from 'https://tdm.silogroup.org/data/derivative_storage/CANG.csv'.
[2025-09-29T22:19:43.195374] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CANG'.
[2025-09-29T22:19:43.195736] [INFO ] [FORECASTER] Starting predict_future for CANG
[2025-09-29T22:19:43.225555] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:43.226425] [DEBUG] [LOCAL     ] No optimal features file found for CANG: ./output/feature-sets/CANG.txt
[2025-09-29T22:19:43.226483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:43.226534] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:43.226565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:43.226625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:43.246089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:43.246825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:43.246913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:43.246955] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:43.287774] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:43.287879] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:43.287916] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:43.287946] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:43.291356] [DEBUG] [FORECASTER] CANG: Forecast T+1@11:T+2@11: DOWN (p=36.71%)
[2025-09-29T22:19:43.291637] [INFO ] [FORECASTER] Completed predict_future for CANG
[2025-09-29T22:19:43.291816] [INFO ] [sig       ] CANG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:43.445103] [INFO ] [LOCAL     ] Saved forecast: CANG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CANG.txt
[2025-09-29T22:19:43.445309] [WARN ] [sig       ] [370/2211] Failed CANG after 0.3s | 4.42 sym/s | Total: 1.4m | ETA: 6.9m
[2025-09-29T22:19:43.445384] [INFO ] [sig       ] [371/2211] Forecasting CAPL...
[2025-09-29T22:19:43.445424] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-09-29T22:19:43.445455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-09-29T22:19:43.450542] [WARN ] [REMOTE    ] Historical data not found for symbol 'CAPL' (404).
[2025-09-29T22:19:43.450841] [FATAL] [sig       ] CAPL: No historical data fetched.
[2025-09-29T22:19:43.450937] [WARN ] [sig       ] [371/2211] Failed CAPL after 0.0s | 4.43 sym/s | Total: 1.4m | ETA: 6.9m
[2025-09-29T22:19:43.451010] [INFO ] [sig       ] [372/2211] Forecasting CARR...
[2025-09-29T22:19:43.451052] [INFO ] [sig       ] Generating forecast for: CARR
[2025-09-29T22:19:43.451084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARR' from 'https://tdm.silogroup.org/data/derivative_storage/CARR.csv'.
[2025-09-29T22:19:43.461380] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CARR'.
[2025-09-29T22:19:43.461777] [INFO ] [FORECASTER] Starting predict_future for CARR
[2025-09-29T22:19:43.496384] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:43.497268] [DEBUG] [LOCAL     ] No optimal features file found for CARR: ./output/feature-sets/CARR.txt
[2025-09-29T22:19:43.497328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:43.497366] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:43.497398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:43.497459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:43.520216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:43.520926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:43.521017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:43.521054] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:43.559561] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:43.559734] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:43.559788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:43.559822] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:43.563614] [DEBUG] [FORECASTER] CARR: Forecast T+1@11:T+2@11: DOWN (p=13.15%)
[2025-09-29T22:19:43.563961] [INFO ] [FORECASTER] Completed predict_future for CARR
[2025-09-29T22:19:43.564192] [INFO ] [sig       ] CARR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:43.720118] [INFO ] [LOCAL     ] Saved forecast: CARR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CARR.txt
[2025-09-29T22:19:43.720358] [WARN ] [sig       ] [372/2211] Failed CARR after 0.3s | 4.43 sym/s | Total: 1.4m | ETA: 6.9m
[2025-09-29T22:19:43.720436] [INFO ] [sig       ] [373/2211] Forecasting CARS...
[2025-09-29T22:19:43.720476] [INFO ] [sig       ] Generating forecast for: CARS
[2025-09-29T22:19:43.720508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-09-29T22:19:43.731124] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CARS'.
[2025-09-29T22:19:43.731487] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-09-29T22:19:43.758102] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:43.758968] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-09-29T22:19:43.759027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:43.759065] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:43.759095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:43.759156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:43.777230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:43.778076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:43.778197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:43.778253] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:43.818134] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:43.818351] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:43.818445] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:43.818499] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:43.822802] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=83.08%)
[2025-09-29T22:19:43.823145] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-09-29T22:19:43.823312] [INFO ] [sig       ] CARS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:43.981105] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CARS.txt
[2025-09-29T22:19:43.981348] [WARN ] [sig       ] [373/2211] Failed CARS after 0.3s | 4.43 sym/s | Total: 1.4m | ETA: 6.9m
[2025-09-29T22:19:43.981445] [INFO ] [sig       ] [374/2211] Forecasting CAT...
[2025-09-29T22:19:43.981501] [INFO ] [sig       ] Generating forecast for: CAT
[2025-09-29T22:19:43.981537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAT' from 'https://tdm.silogroup.org/data/derivative_storage/CAT.csv'.
[2025-09-29T22:19:43.995101] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CAT'.
[2025-09-29T22:19:43.995565] [INFO ] [FORECASTER] Starting predict_future for CAT
[2025-09-29T22:19:44.024029] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:44.024970] [DEBUG] [LOCAL     ] No optimal features file found for CAT: ./output/feature-sets/CAT.txt
[2025-09-29T22:19:44.025042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:44.025081] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:44.025112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:44.025175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:44.045151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:44.045920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:44.046012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:44.046120] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:44.080365] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:44.080527] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:44.080575] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:44.080609] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:44.084429] [DEBUG] [FORECASTER] CAT: Forecast T+1@11:T+2@11: UP (p=96.61%)
[2025-09-29T22:19:44.084782] [INFO ] [FORECASTER] Completed predict_future for CAT
[2025-09-29T22:19:44.084946] [INFO ] [sig       ] CAT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:44.241484] [INFO ] [LOCAL     ] Saved forecast: CAT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CAT.txt
[2025-09-29T22:19:44.241751] [WARN ] [sig       ] [374/2211] Failed CAT after 0.3s | 4.43 sym/s | Total: 1.4m | ETA: 6.9m
[2025-09-29T22:19:44.241838] [INFO ] [sig       ] [375/2211] Forecasting CATO...
[2025-09-29T22:19:44.241878] [INFO ] [sig       ] Generating forecast for: CATO
[2025-09-29T22:19:44.241912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-09-29T22:19:44.251435] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CATO'.
[2025-09-29T22:19:44.251785] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-09-29T22:19:44.277553] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:44.278359] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-09-29T22:19:44.278415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:44.278450] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:44.278480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:44.278538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:44.296175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:44.296790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:44.296876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:44.296911] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:44.327313] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:44.327465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:44.327511] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:44.327543] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:44.331821] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-09-29T22:19:44.332106] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-09-29T22:19:44.332269] [INFO ] [sig       ] CATO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:44.512401] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CATO.txt
[2025-09-29T22:19:44.512718] [WARN ] [sig       ] [375/2211] Failed CATO after 0.3s | 4.42 sym/s | Total: 1.4m | ETA: 6.9m
[2025-09-29T22:19:44.512823] [INFO ] [sig       ] [376/2211] Forecasting CAVA...
[2025-09-29T22:19:44.512895] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-09-29T22:19:44.512951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-09-29T22:19:44.525396] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CAVA'.
[2025-09-29T22:19:44.525827] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-09-29T22:19:44.558202] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:44.559064] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-09-29T22:19:44.559144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:44.559183] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:44.559215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:44.559276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:44.578249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:44.578969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:44.579057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:44.579093] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:44.611078] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:44.611262] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:44.611356] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:44.611411] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:44.616028] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: UP (p=85.02%)
[2025-09-29T22:19:44.616400] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-09-29T22:19:44.616590] [INFO ] [sig       ] CAVA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:44.781484] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CAVA.txt
[2025-09-29T22:19:44.781815] [WARN ] [sig       ] [376/2211] Failed CAVA after 0.3s | 4.42 sym/s | Total: 1.4m | ETA: 6.9m
[2025-09-29T22:19:44.781916] [INFO ] [sig       ] [377/2211] Forecasting CB...
[2025-09-29T22:19:44.781982] [INFO ] [sig       ] Generating forecast for: CB
[2025-09-29T22:19:44.782054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-09-29T22:19:44.793105] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CB'.
[2025-09-29T22:19:44.793430] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-09-29T22:19:44.820198] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:44.821060] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-09-29T22:19:44.821130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:44.821169] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:44.821200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:44.821266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:44.840109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:44.840946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:44.841048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:44.841089] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:44.875076] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:44.875293] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:44.875384] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:44.875459] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:44.880843] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=48.88%)
[2025-09-29T22:19:44.881152] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-09-29T22:19:44.881289] [INFO ] [sig       ] CB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:45.036914] [INFO ] [LOCAL     ] Saved forecast: CB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CB.txt
[2025-09-29T22:19:45.037163] [WARN ] [sig       ] [377/2211] Failed CB after 0.3s | 4.42 sym/s | Total: 1.4m | ETA: 6.9m
[2025-09-29T22:19:45.037247] [INFO ] [sig       ] [378/2211] Forecasting CBAN...
[2025-09-29T22:19:45.037286] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-09-29T22:19:45.037321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-09-29T22:19:45.042685] [WARN ] [REMOTE    ] Historical data not found for symbol 'CBAN' (404).
[2025-09-29T22:19:45.042948] [FATAL] [sig       ] CBAN: No historical data fetched.
[2025-09-29T22:19:45.043067] [WARN ] [sig       ] [378/2211] Failed CBAN after 0.0s | 4.43 sym/s | Total: 1.4m | ETA: 6.9m
[2025-09-29T22:19:45.043159] [INFO ] [sig       ] [379/2211] Forecasting CBL...
[2025-09-29T22:19:45.043227] [INFO ] [sig       ] Generating forecast for: CBL
[2025-09-29T22:19:45.043267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-09-29T22:19:45.053557] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CBL'.
[2025-09-29T22:19:45.053981] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-09-29T22:19:45.081671] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:45.082437] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-09-29T22:19:45.082493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:45.082529] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:45.082556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:45.082614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:45.104342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:45.105203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:45.105300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:45.105340] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:45.146623] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:45.146801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:45.146851] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:45.146885] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:45.151031] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=98.07%)
[2025-09-29T22:19:45.151328] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-09-29T22:19:45.151489] [INFO ] [sig       ] CBL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:45.339632] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CBL.txt
[2025-09-29T22:19:45.340021] [WARN ] [sig       ] [379/2211] Failed CBL after 0.3s | 4.43 sym/s | Total: 1.4m | ETA: 6.9m
[2025-09-29T22:19:45.340109] [INFO ] [sig       ] [380/2211] Forecasting CBNA...
[2025-09-29T22:19:45.340149] [INFO ] [sig       ] Generating forecast for: CBNA
[2025-09-29T22:19:45.340183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNA' from 'https://tdm.silogroup.org/data/derivative_storage/CBNA.csv'.
[2025-09-29T22:19:45.350871] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'CBNA'.
[2025-09-29T22:19:45.351195] [INFO ] [FORECASTER] Starting predict_future for CBNA
[2025-09-29T22:19:45.377011] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:45.377791] [DEBUG] [LOCAL     ] No optimal features file found for CBNA: ./output/feature-sets/CBNA.txt
[2025-09-29T22:19:45.377848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:45.377883] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:45.377911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:45.377969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:45.395154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:45.395750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:45.395842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:45.395899] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:45.439207] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:45.439323] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:45.439362] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:45.439392] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:45.442766] [DEBUG] [FORECASTER] CBNA: Forecast T+1@11:T+2@11: UP (p=91.35%)
[2025-09-29T22:19:45.443048] [INFO ] [FORECASTER] Completed predict_future for CBNA
[2025-09-29T22:19:45.443192] [INFO ] [sig       ] CBNA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:45.586367] [INFO ] [LOCAL     ] Saved forecast: CBNA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CBNA.txt
[2025-09-29T22:19:45.586696] [WARN ] [sig       ] [380/2211] Failed CBNA after 0.2s | 4.43 sym/s | Total: 1.4m | ETA: 6.9m
[2025-09-29T22:19:45.586782] [INFO ] [sig       ] [381/2211] Forecasting CBRE...
[2025-09-29T22:19:45.586821] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-09-29T22:19:45.586854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-09-29T22:19:45.598541] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CBRE'.
[2025-09-29T22:19:45.598899] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-09-29T22:19:45.625223] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:45.626176] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-09-29T22:19:45.626242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:45.626280] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:45.626309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:45.626371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:45.644037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:45.645150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:45.645260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:45.645295] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:45.690015] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:45.690257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:45.690309] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:45.690343] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:45.694253] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: UP (p=89.16%)
[2025-09-29T22:19:45.694563] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-09-29T22:19:45.694750] [INFO ] [sig       ] CBRE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:45.843959] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CBRE.txt
[2025-09-29T22:19:45.844349] [WARN ] [sig       ] [381/2211] Failed CBRE after 0.3s | 4.43 sym/s | Total: 1.4m | ETA: 6.9m
[2025-09-29T22:19:45.844447] [INFO ] [sig       ] [382/2211] Forecasting CBT...
[2025-09-29T22:19:45.844489] [INFO ] [sig       ] Generating forecast for: CBT
[2025-09-29T22:19:45.844523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBT' from 'https://tdm.silogroup.org/data/derivative_storage/CBT.csv'.
[2025-09-29T22:19:45.855968] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CBT'.
[2025-09-29T22:19:45.856315] [INFO ] [FORECASTER] Starting predict_future for CBT
[2025-09-29T22:19:45.882560] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:45.883339] [DEBUG] [LOCAL     ] No optimal features file found for CBT: ./output/feature-sets/CBT.txt
[2025-09-29T22:19:45.883437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:45.883491] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:45.883523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:45.883583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:45.901199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:45.901856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:45.901952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:45.901986] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:45.947247] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:45.947372] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:45.947409] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:45.947439] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:45.950909] [DEBUG] [FORECASTER] CBT: Forecast T+1@11:T+2@11: DOWN (p=19.84%)
[2025-09-29T22:19:45.951225] [INFO ] [FORECASTER] Completed predict_future for CBT
[2025-09-29T22:19:45.951385] [INFO ] [sig       ] CBT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:46.096854] [INFO ] [LOCAL     ] Saved forecast: CBT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CBT.txt
[2025-09-29T22:19:46.097219] [WARN ] [sig       ] [382/2211] Failed CBT after 0.3s | 4.42 sym/s | Total: 1.4m | ETA: 6.9m
[2025-09-29T22:19:46.097313] [INFO ] [sig       ] [383/2211] Forecasting CBU...
[2025-09-29T22:19:46.097354] [INFO ] [sig       ] Generating forecast for: CBU
[2025-09-29T22:19:46.097389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBU' from 'https://tdm.silogroup.org/data/derivative_storage/CBU.csv'.
[2025-09-29T22:19:46.109802] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CBU'.
[2025-09-29T22:19:46.110287] [INFO ] [FORECASTER] Starting predict_future for CBU
[2025-09-29T22:19:46.142330] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:46.143279] [DEBUG] [LOCAL     ] No optimal features file found for CBU: ./output/feature-sets/CBU.txt
[2025-09-29T22:19:46.143357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:46.143437] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:46.143495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:46.143563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:46.167172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:46.168239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:46.168341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:46.168379] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:46.210356] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:46.210566] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:46.210683] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:46.210757] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:46.215569] [DEBUG] [FORECASTER] CBU: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-09-29T22:19:46.216019] [INFO ] [FORECASTER] Completed predict_future for CBU
[2025-09-29T22:19:46.216190] [INFO ] [sig       ] CBU: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:46.367741] [INFO ] [LOCAL     ] Saved forecast: CBU	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CBU.txt
[2025-09-29T22:19:46.367994] [WARN ] [sig       ] [383/2211] Failed CBU after 0.3s | 4.42 sym/s | Total: 1.4m | ETA: 6.9m
[2025-09-29T22:19:46.368072] [INFO ] [sig       ] [384/2211] Forecasting CBZ...
[2025-09-29T22:19:46.368113] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-09-29T22:19:46.368146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-09-29T22:19:46.378707] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CBZ'.
[2025-09-29T22:19:46.379009] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-09-29T22:19:46.409773] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:46.410594] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-09-29T22:19:46.410676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:46.410732] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:46.410765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:46.410824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:46.430150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:46.430791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:46.430880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:46.430914] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:46.479323] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:46.479466] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:46.479544] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:46.479612] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:46.484527] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: DOWN (p=39.50%)
[2025-09-29T22:19:46.484851] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-09-29T22:19:46.485013] [INFO ] [sig       ] CBZ: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:46.638110] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CBZ.txt
[2025-09-29T22:19:46.638404] [WARN ] [sig       ] [384/2211] Failed CBZ after 0.3s | 4.42 sym/s | Total: 1.4m | ETA: 6.9m
[2025-09-29T22:19:46.638484] [INFO ] [sig       ] [385/2211] Forecasting CC...
[2025-09-29T22:19:46.638525] [INFO ] [sig       ] Generating forecast for: CC
[2025-09-29T22:19:46.638559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-09-29T22:19:46.649408] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CC'.
[2025-09-29T22:19:46.649803] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-09-29T22:19:46.676228] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:46.677016] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-09-29T22:19:46.677130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:46.677172] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:46.677202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:46.677261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:46.696676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:46.697341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:46.697432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:46.697466] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:46.741718] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:46.741899] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:46.741947] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:46.741978] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:46.745859] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: UP (p=57.58%)
[2025-09-29T22:19:46.746189] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-09-29T22:19:46.746395] [INFO ] [sig       ] CC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:46.898743] [INFO ] [LOCAL     ] Saved forecast: CC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CC.txt
[2025-09-29T22:19:46.899028] [WARN ] [sig       ] [385/2211] Failed CC after 0.3s | 4.42 sym/s | Total: 1.5m | ETA: 6.9m
[2025-09-29T22:19:46.899119] [INFO ] [sig       ] [386/2211] Forecasting CCI...
[2025-09-29T22:19:46.899161] [INFO ] [sig       ] Generating forecast for: CCI
[2025-09-29T22:19:46.899226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-09-29T22:19:46.909754] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CCI'.
[2025-09-29T22:19:46.910103] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-09-29T22:19:46.937275] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:46.938213] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-09-29T22:19:46.938272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:46.938308] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:46.938337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:46.938394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:46.956923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:46.957620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:46.957734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:46.957776] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:46.998810] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:46.998976] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:46.999022] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:46.999053] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:47.002950] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: DOWN (p=44.72%)
[2025-09-29T22:19:47.003329] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-09-29T22:19:47.003531] [INFO ] [sig       ] CCI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:47.160198] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CCI.txt
[2025-09-29T22:19:47.160464] [WARN ] [sig       ] [386/2211] Failed CCI after 0.3s | 4.42 sym/s | Total: 1.5m | ETA: 6.9m
[2025-09-29T22:19:47.160546] [INFO ] [sig       ] [387/2211] Forecasting CCIF...
[2025-09-29T22:19:47.160586] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-09-29T22:19:47.160618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-09-29T22:19:47.172221] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CCIF'.
[2025-09-29T22:19:47.172834] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-09-29T22:19:47.199074] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:47.199916] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-09-29T22:19:47.199975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:47.200011] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:47.200040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:47.200099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:47.217554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:47.218160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:47.218253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:47.218288] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:47.261257] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:47.261384] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:47.261423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:47.261453] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:47.264863] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: UP (p=90.97%)
[2025-09-29T22:19:47.265143] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-09-29T22:19:47.265300] [INFO ] [sig       ] CCIF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:47.427542] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CCIF.txt
[2025-09-29T22:19:47.427970] [WARN ] [sig       ] [387/2211] Failed CCIF after 0.3s | 4.41 sym/s | Total: 1.5m | ETA: 6.9m
[2025-09-29T22:19:47.428070] [INFO ] [sig       ] [388/2211] Forecasting CCJ...
[2025-09-29T22:19:47.428114] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-09-29T22:19:47.428150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-09-29T22:19:47.440111] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CCJ'.
[2025-09-29T22:19:47.440563] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-09-29T22:19:47.468673] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:47.469614] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-09-29T22:19:47.469700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:47.469745] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:47.469777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:47.469840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:47.488728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:47.489473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:47.489563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:47.489598] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:47.531927] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:47.532125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:47.532193] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:47.532296] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:47.537488] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: UP (p=88.00%)
[2025-09-29T22:19:47.537900] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-09-29T22:19:47.538075] [INFO ] [sig       ] CCJ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:47.692591] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CCJ.txt
[2025-09-29T22:19:47.692916] [WARN ] [sig       ] [388/2211] Failed CCJ after 0.3s | 4.41 sym/s | Total: 1.5m | ETA: 6.9m
[2025-09-29T22:19:47.693002] [INFO ] [sig       ] [389/2211] Forecasting CCK...
[2025-09-29T22:19:47.693044] [INFO ] [sig       ] Generating forecast for: CCK
[2025-09-29T22:19:47.693078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-09-29T22:19:47.704279] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CCK'.
[2025-09-29T22:19:47.704758] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-09-29T22:19:47.733402] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:47.734441] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-09-29T22:19:47.734500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:47.734607] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:47.734717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:47.734803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:47.753975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:47.754822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:47.754914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:47.754950] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:47.796717] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:47.796897] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:47.796945] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:47.796976] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:47.800762] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=78.59%)
[2025-09-29T22:19:47.801075] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-09-29T22:19:47.801234] [INFO ] [sig       ] CCK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:47.953879] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CCK.txt
[2025-09-29T22:19:47.954220] [WARN ] [sig       ] [389/2211] Failed CCK after 0.3s | 4.41 sym/s | Total: 1.5m | ETA: 6.9m
[2025-09-29T22:19:47.954308] [INFO ] [sig       ] [390/2211] Forecasting CCL...
[2025-09-29T22:19:47.954350] [INFO ] [sig       ] Generating forecast for: CCL
[2025-09-29T22:19:47.954384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-09-29T22:19:47.965019] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CCL'.
[2025-09-29T22:19:47.965419] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-09-29T22:19:47.992397] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:47.993228] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-09-29T22:19:47.993286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:47.993322] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:47.993352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:47.993412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:48.012371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:48.013013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:48.013102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:48.013137] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:48.053884] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:48.054015] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:48.054085] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:48.054125] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:48.057637] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=9.96%)
[2025-09-29T22:19:48.057954] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-09-29T22:19:48.058096] [INFO ] [sig       ] CCL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:48.226261] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CCL.txt
[2025-09-29T22:19:48.226530] [WARN ] [sig       ] [390/2211] Failed CCL after 0.3s | 4.41 sym/s | Total: 1.5m | ETA: 6.9m
[2025-09-29T22:19:48.226615] [INFO ] [sig       ] [391/2211] Forecasting CCO...
[2025-09-29T22:19:48.226688] [INFO ] [sig       ] Generating forecast for: CCO
[2025-09-29T22:19:48.226737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-09-29T22:19:48.238013] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CCO'.
[2025-09-29T22:19:48.238455] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-09-29T22:19:48.264021] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:48.264818] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-09-29T22:19:48.264875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:48.264910] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:48.264939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:48.264998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:48.284942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:48.285596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:48.285722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:48.285777] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:48.324695] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:48.324865] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:48.324913] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:48.324948] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:48.329405] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: UP (p=82.09%)
[2025-09-29T22:19:48.329784] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-09-29T22:19:48.329944] [INFO ] [sig       ] CCO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:48.495513] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CCO.txt
[2025-09-29T22:19:48.495795] [WARN ] [sig       ] [391/2211] Failed CCO after 0.3s | 4.41 sym/s | Total: 1.5m | ETA: 6.9m
[2025-09-29T22:19:48.495928] [INFO ] [sig       ] [392/2211] Forecasting CCRD...
[2025-09-29T22:19:48.495994] [INFO ] [sig       ] Generating forecast for: CCRD
[2025-09-29T22:19:48.496037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRD' from 'https://tdm.silogroup.org/data/derivative_storage/CCRD.csv'.
[2025-09-29T22:19:48.506146] [DEBUG] [REMOTE    ] Successfully parsed 1791 rows of historical data for symbol 'CCRD'.
[2025-09-29T22:19:48.506608] [INFO ] [FORECASTER] Starting predict_future for CCRD
[2025-09-29T22:19:48.534167] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:48.535034] [DEBUG] [LOCAL     ] No optimal features file found for CCRD: ./output/feature-sets/CCRD.txt
[2025-09-29T22:19:48.535092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:48.535129] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:48.535159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:48.535221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:48.554963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:48.555608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:48.555723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:48.555789] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:48.593554] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:48.593770] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:48.593833] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:48.593868] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:48.598152] [DEBUG] [FORECASTER] CCRD: Forecast T+1@11:T+2@11: UP (p=77.35%)
[2025-09-29T22:19:48.598469] [INFO ] [FORECASTER] Completed predict_future for CCRD
[2025-09-29T22:19:48.598618] [INFO ] [sig       ] CCRD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:48.752419] [INFO ] [LOCAL     ] Saved forecast: CCRD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CCRD.txt
[2025-09-29T22:19:48.752722] [WARN ] [sig       ] [392/2211] Failed CCRD after 0.3s | 4.40 sym/s | Total: 1.5m | ETA: 6.9m
[2025-09-29T22:19:48.752819] [INFO ] [sig       ] [393/2211] Forecasting CCS...
[2025-09-29T22:19:48.752892] [INFO ] [sig       ] Generating forecast for: CCS
[2025-09-29T22:19:48.752947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-09-29T22:19:48.762952] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CCS'.
[2025-09-29T22:19:48.763318] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-09-29T22:19:48.791002] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:48.791861] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-09-29T22:19:48.791922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:48.791959] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:48.792037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:48.792134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:48.810607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:48.811235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:48.811325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:48.811362] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:48.846552] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:48.846877] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:48.846997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:48.847107] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:48.852554] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: UP (p=69.10%)
[2025-09-29T22:19:48.852999] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-09-29T22:19:48.853159] [INFO ] [sig       ] CCS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:49.007448] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CCS.txt
[2025-09-29T22:19:49.007769] [WARN ] [sig       ] [393/2211] Failed CCS after 0.3s | 4.40 sym/s | Total: 1.5m | ETA: 6.9m
[2025-09-29T22:19:49.007856] [INFO ] [sig       ] [394/2211] Forecasting CCU...
[2025-09-29T22:19:49.007897] [INFO ] [sig       ] Generating forecast for: CCU
[2025-09-29T22:19:49.007934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCU' from 'https://tdm.silogroup.org/data/derivative_storage/CCU.csv'.
[2025-09-29T22:19:49.018745] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CCU'.
[2025-09-29T22:19:49.019121] [INFO ] [FORECASTER] Starting predict_future for CCU
[2025-09-29T22:19:49.047879] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:49.048720] [DEBUG] [LOCAL     ] No optimal features file found for CCU: ./output/feature-sets/CCU.txt
[2025-09-29T22:19:49.048777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:49.048813] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:49.048842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:49.048901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:49.067005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:49.067819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:49.067912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:49.067947] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:49.098253] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:49.098409] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:49.098452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:49.098483] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:49.102000] [DEBUG] [FORECASTER] CCU: Forecast T+1@11:T+2@11: DOWN (p=26.84%)
[2025-09-29T22:19:49.102290] [INFO ] [FORECASTER] Completed predict_future for CCU
[2025-09-29T22:19:49.102429] [INFO ] [sig       ] CCU: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:49.254371] [INFO ] [LOCAL     ] Saved forecast: CCU	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CCU.txt
[2025-09-29T22:19:49.254762] [WARN ] [sig       ] [394/2211] Failed CCU after 0.2s | 4.40 sym/s | Total: 1.5m | ETA: 6.9m
[2025-09-29T22:19:49.254868] [INFO ] [sig       ] [395/2211] Forecasting CDE...
[2025-09-29T22:19:49.254936] [INFO ] [sig       ] Generating forecast for: CDE
[2025-09-29T22:19:49.254995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-09-29T22:19:49.265915] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CDE'.
[2025-09-29T22:19:49.266372] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-09-29T22:19:49.293473] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:49.294350] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-09-29T22:19:49.294409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:49.294445] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:49.294476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:49.294536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:49.313056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:49.313979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:49.314075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:49.314166] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:49.350258] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:49.350364] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:49.350402] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:49.350433] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:49.353788] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=65.18%)
[2025-09-29T22:19:49.354081] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-09-29T22:19:49.354218] [INFO ] [sig       ] CDE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:49.506574] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CDE.txt
[2025-09-29T22:19:49.506864] [WARN ] [sig       ] [395/2211] Failed CDE after 0.3s | 4.40 sym/s | Total: 1.5m | ETA: 6.9m
[2025-09-29T22:19:49.506943] [INFO ] [sig       ] [396/2211] Forecasting CDLR...
[2025-09-29T22:19:49.506985] [INFO ] [sig       ] Generating forecast for: CDLR
[2025-09-29T22:19:49.507019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDLR' from 'https://tdm.silogroup.org/data/derivative_storage/CDLR.csv'.
[2025-09-29T22:19:49.517273] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CDLR'.
[2025-09-29T22:19:49.517632] [INFO ] [FORECASTER] Starting predict_future for CDLR
[2025-09-29T22:19:49.544526] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:49.545430] [DEBUG] [LOCAL     ] No optimal features file found for CDLR: ./output/feature-sets/CDLR.txt
[2025-09-29T22:19:49.545488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:49.545546] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:49.545578] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:49.545637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:49.563744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:49.564378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:49.564468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:49.564505] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:49.599005] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:49.599189] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:49.599236] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:49.599268] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:49.602952] [DEBUG] [FORECASTER] CDLR: Forecast T+1@11:T+2@11: UP (p=99.16%)
[2025-09-29T22:19:49.603345] [INFO ] [FORECASTER] Completed predict_future for CDLR
[2025-09-29T22:19:49.603507] [INFO ] [sig       ] CDLR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:49.756155] [INFO ] [LOCAL     ] Saved forecast: CDLR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CDLR.txt
[2025-09-29T22:19:49.756475] [WARN ] [sig       ] [396/2211] Failed CDLR after 0.2s | 4.40 sym/s | Total: 1.5m | ETA: 6.9m
[2025-09-29T22:19:49.756564] [INFO ] [sig       ] [397/2211] Forecasting CDP...
[2025-09-29T22:19:49.756612] [INFO ] [sig       ] Generating forecast for: CDP
[2025-09-29T22:19:49.756675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-09-29T22:19:49.767488] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CDP'.
[2025-09-29T22:19:49.767949] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-09-29T22:19:49.798334] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:49.799618] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-09-29T22:19:49.799700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:49.799746] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:49.799778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:49.799837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:49.817625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:49.818425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:49.818519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:49.818557] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:49.857483] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:49.857678] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:49.857741] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:49.857775] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:49.861371] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: DOWN (p=3.59%)
[2025-09-29T22:19:49.861682] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-09-29T22:19:49.861840] [INFO ] [sig       ] CDP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:50.009598] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CDP.txt
[2025-09-29T22:19:50.009927] [WARN ] [sig       ] [397/2211] Failed CDP after 0.3s | 4.40 sym/s | Total: 1.5m | ETA: 6.9m
[2025-09-29T22:19:50.010011] [INFO ] [sig       ] [398/2211] Forecasting CDRE...
[2025-09-29T22:19:50.010053] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-09-29T22:19:50.010088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-09-29T22:19:50.020829] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CDRE'.
[2025-09-29T22:19:50.021313] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-09-29T22:19:50.048801] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:50.049613] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-09-29T22:19:50.049697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:50.049744] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:50.049776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:50.049836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:50.068395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:50.069168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:50.069261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:50.069297] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:50.108111] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:50.108571] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:50.108638] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:50.108722] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:50.113424] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=54.60%)
[2025-09-29T22:19:50.113822] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-09-29T22:19:50.113999] [INFO ] [sig       ] CDRE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:50.270149] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CDRE.txt
[2025-09-29T22:19:50.270580] [WARN ] [sig       ] [398/2211] Failed CDRE after 0.3s | 4.40 sym/s | Total: 1.5m | ETA: 6.9m
[2025-09-29T22:19:50.270682] [INFO ] [sig       ] [399/2211] Forecasting CE...
[2025-09-29T22:19:50.270735] [INFO ] [sig       ] Generating forecast for: CE
[2025-09-29T22:19:50.270772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-09-29T22:19:50.282197] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CE'.
[2025-09-29T22:19:50.282544] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-09-29T22:19:50.308894] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:50.309983] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-09-29T22:19:50.310043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:50.310079] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:50.310109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:50.310170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:50.328820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:50.329500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:50.329589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:50.329626] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:50.359058] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:50.359177] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:50.359218] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:50.359249] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:50.362615] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: DOWN (p=36.94%)
[2025-09-29T22:19:50.362923] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-09-29T22:19:50.363057] [INFO ] [sig       ] CE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:50.515714] [INFO ] [LOCAL     ] Saved forecast: CE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CE.txt
[2025-09-29T22:19:50.515981] [WARN ] [sig       ] [399/2211] Failed CE after 0.2s | 4.40 sym/s | Total: 1.5m | ETA: 6.9m
[2025-09-29T22:19:50.516061] [INFO ] [sig       ] [400/2211] Forecasting CEE...
[2025-09-29T22:19:50.516103] [INFO ] [sig       ] Generating forecast for: CEE
[2025-09-29T22:19:50.516137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEE' from 'https://tdm.silogroup.org/data/derivative_storage/CEE.csv'.
[2025-09-29T22:19:50.526032] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CEE'.
[2025-09-29T22:19:50.526397] [INFO ] [FORECASTER] Starting predict_future for CEE
[2025-09-29T22:19:50.554467] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:50.555699] [DEBUG] [LOCAL     ] No optimal features file found for CEE: ./output/feature-sets/CEE.txt
[2025-09-29T22:19:50.555782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:50.555846] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:50.555882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:50.555948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:50.574290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:50.575080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:50.575172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:50.575210] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:50.633984] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:50.634112] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:50.634155] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:50.634187] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:50.637933] [DEBUG] [FORECASTER] CEE: Forecast T+1@11:T+2@11: UP (p=96.64%)
[2025-09-29T22:19:50.638225] [INFO ] [FORECASTER] Completed predict_future for CEE
[2025-09-29T22:19:50.638359] [INFO ] [sig       ] CEE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:50.792139] [INFO ] [LOCAL     ] Saved forecast: CEE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CEE.txt
[2025-09-29T22:19:50.792379] [WARN ] [sig       ] [400/2211] Failed CEE after 0.3s | 4.39 sym/s | Total: 1.5m | ETA: 6.9m
[2025-09-29T22:19:50.792459] [INFO ] [sig       ] [401/2211] Forecasting CEPU...
[2025-09-29T22:19:50.792499] [INFO ] [sig       ] Generating forecast for: CEPU
[2025-09-29T22:19:50.792533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEPU' from 'https://tdm.silogroup.org/data/derivative_storage/CEPU.csv'.
[2025-09-29T22:19:50.802989] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CEPU'.
[2025-09-29T22:19:50.803372] [INFO ] [FORECASTER] Starting predict_future for CEPU
[2025-09-29T22:19:50.830682] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:50.831616] [DEBUG] [LOCAL     ] No optimal features file found for CEPU: ./output/feature-sets/CEPU.txt
[2025-09-29T22:19:50.831702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:50.831748] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:50.831779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:50.831839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:50.851005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:50.851985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:50.852085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:50.852122] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:50.885145] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:50.885347] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:50.885400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:50.885437] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:50.889235] [DEBUG] [FORECASTER] CEPU: Forecast T+1@11:T+2@11: DOWN (p=12.87%)
[2025-09-29T22:19:50.889523] [INFO ] [FORECASTER] Completed predict_future for CEPU
[2025-09-29T22:19:50.889690] [INFO ] [sig       ] CEPU: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:51.043530] [INFO ] [LOCAL     ] Saved forecast: CEPU	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CEPU.txt
[2025-09-29T22:19:51.043838] [WARN ] [sig       ] [401/2211] Failed CEPU after 0.3s | 4.39 sym/s | Total: 1.5m | ETA: 6.9m
[2025-09-29T22:19:51.043988] [INFO ] [sig       ] [402/2211] Forecasting CF...
[2025-09-29T22:19:51.044030] [INFO ] [sig       ] Generating forecast for: CF
[2025-09-29T22:19:51.044065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-09-29T22:19:51.054227] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CF'.
[2025-09-29T22:19:51.054567] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-09-29T22:19:51.082382] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:51.083255] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-09-29T22:19:51.083344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:51.083436] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:51.083513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:51.083586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:51.101924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:51.102622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:51.102738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:51.102781] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:51.137394] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:51.137568] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:51.137623] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:51.137692] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:51.141347] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: DOWN (p=34.17%)
[2025-09-29T22:19:51.141664] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-09-29T22:19:51.141825] [INFO ] [sig       ] CF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:51.292467] [INFO ] [LOCAL     ] Saved forecast: CF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CF.txt
[2025-09-29T22:19:51.292735] [WARN ] [sig       ] [402/2211] Failed CF after 0.2s | 4.39 sym/s | Total: 1.5m | ETA: 6.9m
[2025-09-29T22:19:51.292816] [INFO ] [sig       ] [403/2211] Forecasting CFG...
[2025-09-29T22:19:51.292857] [INFO ] [sig       ] Generating forecast for: CFG
[2025-09-29T22:19:51.292890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-09-29T22:19:51.303112] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CFG'.
[2025-09-29T22:19:51.303462] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-09-29T22:19:51.329906] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:51.330796] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-09-29T22:19:51.330863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:51.330902] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:51.331011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:51.331099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:51.349697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:51.350416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:51.350506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:51.350541] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:51.386436] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:51.386605] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:51.386672] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:51.386729] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:51.390279] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: UP (p=96.11%)
[2025-09-29T22:19:51.390579] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-09-29T22:19:51.390751] [INFO ] [sig       ] CFG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:51.538344] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CFG.txt
[2025-09-29T22:19:51.538589] [WARN ] [sig       ] [403/2211] Failed CFG after 0.2s | 4.39 sym/s | Total: 1.5m | ETA: 6.9m
[2025-09-29T22:19:51.538691] [INFO ] [sig       ] [404/2211] Forecasting CFR...
[2025-09-29T22:19:51.538737] [INFO ] [sig       ] Generating forecast for: CFR
[2025-09-29T22:19:51.538771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFR' from 'https://tdm.silogroup.org/data/derivative_storage/CFR.csv'.
[2025-09-29T22:19:51.549346] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CFR'.
[2025-09-29T22:19:51.549690] [INFO ] [FORECASTER] Starting predict_future for CFR
[2025-09-29T22:19:51.578338] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:51.579412] [DEBUG] [LOCAL     ] No optimal features file found for CFR: ./output/feature-sets/CFR.txt
[2025-09-29T22:19:51.579474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:51.579540] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:51.579579] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:51.579664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:51.598305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:51.599166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:51.599278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:51.599320] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:51.637616] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:51.637820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:51.637879] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:51.637945] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:51.641828] [DEBUG] [FORECASTER] CFR: Forecast T+1@11:T+2@11: UP (p=95.95%)
[2025-09-29T22:19:51.642232] [INFO ] [FORECASTER] Completed predict_future for CFR
[2025-09-29T22:19:51.642500] [INFO ] [sig       ] CFR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:51.821515] [INFO ] [LOCAL     ] Saved forecast: CFR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CFR.txt
[2025-09-29T22:19:51.821868] [WARN ] [sig       ] [404/2211] Failed CFR after 0.3s | 4.39 sym/s | Total: 1.5m | ETA: 6.9m
[2025-09-29T22:19:51.821960] [INFO ] [sig       ] [405/2211] Forecasting CGAU...
[2025-09-29T22:19:51.822004] [INFO ] [sig       ] Generating forecast for: CGAU
[2025-09-29T22:19:51.822039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGAU' from 'https://tdm.silogroup.org/data/derivative_storage/CGAU.csv'.
[2025-09-29T22:19:51.832898] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CGAU'.
[2025-09-29T22:19:51.833315] [INFO ] [FORECASTER] Starting predict_future for CGAU
[2025-09-29T22:19:51.862581] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:51.863569] [DEBUG] [LOCAL     ] No optimal features file found for CGAU: ./output/feature-sets/CGAU.txt
[2025-09-29T22:19:51.863633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:51.863711] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:51.863749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:51.863817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:51.882725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:51.883535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:51.883625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:51.883694] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:51.919279] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:51.919459] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:51.919513] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:51.919546] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:51.924099] [DEBUG] [FORECASTER] CGAU: Forecast T+1@11:T+2@11: UP (p=76.96%)
[2025-09-29T22:19:51.924408] [INFO ] [FORECASTER] Completed predict_future for CGAU
[2025-09-29T22:19:51.924560] [INFO ] [sig       ] CGAU: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:52.076950] [INFO ] [LOCAL     ] Saved forecast: CGAU	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CGAU.txt
[2025-09-29T22:19:52.077261] [WARN ] [sig       ] [405/2211] Failed CGAU after 0.3s | 4.39 sym/s | Total: 1.5m | ETA: 6.9m
[2025-09-29T22:19:52.077370] [INFO ] [sig       ] [406/2211] Forecasting CGV...
[2025-09-29T22:19:52.077418] [INFO ] [sig       ] Generating forecast for: CGV
[2025-09-29T22:19:52.077457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGV' from 'https://tdm.silogroup.org/data/derivative_storage/CGV.csv'.
[2025-09-29T22:19:52.082059] [WARN ] [REMOTE    ] Historical data not found for symbol 'CGV' (404).
[2025-09-29T22:19:52.082244] [FATAL] [sig       ] CGV: No historical data fetched.
[2025-09-29T22:19:52.082339] [WARN ] [sig       ] [406/2211] Failed CGV after 0.0s | 4.40 sym/s | Total: 1.5m | ETA: 6.8m
[2025-09-29T22:19:52.082409] [INFO ] [sig       ] [407/2211] Forecasting CHCT...
[2025-09-29T22:19:52.082449] [INFO ] [sig       ] Generating forecast for: CHCT
[2025-09-29T22:19:52.082481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCT' from 'https://tdm.silogroup.org/data/derivative_storage/CHCT.csv'.
[2025-09-29T22:19:52.091767] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CHCT'.
[2025-09-29T22:19:52.092100] [INFO ] [FORECASTER] Starting predict_future for CHCT
[2025-09-29T22:19:52.117872] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:52.118639] [DEBUG] [LOCAL     ] No optimal features file found for CHCT: ./output/feature-sets/CHCT.txt
[2025-09-29T22:19:52.118720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:52.118757] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:52.118786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:52.118843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:52.137331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:52.138161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:52.138262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:52.138297] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:52.175849] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:52.176021] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:52.176065] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:52.176095] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:52.179731] [DEBUG] [FORECASTER] CHCT: Forecast T+1@11:T+2@11: DOWN (p=9.03%)
[2025-09-29T22:19:52.180007] [INFO ] [FORECASTER] Completed predict_future for CHCT
[2025-09-29T22:19:52.180141] [INFO ] [sig       ] CHCT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:52.335763] [INFO ] [LOCAL     ] Saved forecast: CHCT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CHCT.txt
[2025-09-29T22:19:52.336110] [WARN ] [sig       ] [407/2211] Failed CHCT after 0.3s | 4.40 sym/s | Total: 1.5m | ETA: 6.8m
[2025-09-29T22:19:52.336192] [INFO ] [sig       ] [408/2211] Forecasting CHD...
[2025-09-29T22:19:52.336233] [INFO ] [sig       ] Generating forecast for: CHD
[2025-09-29T22:19:52.336266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-09-29T22:19:52.348665] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CHD'.
[2025-09-29T22:19:52.349235] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-09-29T22:19:52.381109] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:52.382022] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-09-29T22:19:52.382081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:52.382119] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:52.382150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:52.382212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:52.404091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:52.404963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:52.405061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:52.405098] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:52.451039] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:52.451217] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:52.451262] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:52.451293] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:52.455620] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=92.12%)
[2025-09-29T22:19:52.455946] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-09-29T22:19:52.456116] [INFO ] [sig       ] CHD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:52.630976] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CHD.txt
[2025-09-29T22:19:52.631268] [WARN ] [sig       ] [408/2211] Failed CHD after 0.3s | 4.39 sym/s | Total: 1.5m | ETA: 6.8m
[2025-09-29T22:19:52.631354] [INFO ] [sig       ] [409/2211] Forecasting CHE...
[2025-09-29T22:19:52.631398] [INFO ] [sig       ] Generating forecast for: CHE
[2025-09-29T22:19:52.631433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-09-29T22:19:52.642599] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CHE'.
[2025-09-29T22:19:52.643056] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-09-29T22:19:52.670600] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:52.671526] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-09-29T22:19:52.671585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:52.671622] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:52.671706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:52.671795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:52.695414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:52.696337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:52.696468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:52.696514] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:52.735781] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:52.735943] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:52.735986] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:52.736015] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:52.739831] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: UP (p=91.33%)
[2025-09-29T22:19:52.740121] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-09-29T22:19:52.740264] [INFO ] [sig       ] CHE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:52.889068] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CHE.txt
[2025-09-29T22:19:52.889308] [WARN ] [sig       ] [409/2211] Failed CHE after 0.3s | 4.39 sym/s | Total: 1.6m | ETA: 6.8m
[2025-09-29T22:19:52.889385] [INFO ] [sig       ] [410/2211] Forecasting CHGG...
[2025-09-29T22:19:52.889425] [INFO ] [sig       ] Generating forecast for: CHGG
[2025-09-29T22:19:52.889504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHGG' from 'https://tdm.silogroup.org/data/derivative_storage/CHGG.csv'.
[2025-09-29T22:19:52.901392] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CHGG'.
[2025-09-29T22:19:52.901932] [INFO ] [FORECASTER] Starting predict_future for CHGG
[2025-09-29T22:19:52.933741] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:52.935069] [DEBUG] [LOCAL     ] No optimal features file found for CHGG: ./output/feature-sets/CHGG.txt
[2025-09-29T22:19:52.935154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:52.935224] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:52.935292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:52.935404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:52.956400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:52.957422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:52.957555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:52.957626] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:53.000854] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:53.001044] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:53.001091] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:53.001123] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:53.005473] [DEBUG] [FORECASTER] CHGG: Forecast T+1@11:T+2@11: UP (p=83.22%)
[2025-09-29T22:19:53.005932] [INFO ] [FORECASTER] Completed predict_future for CHGG
[2025-09-29T22:19:53.006109] [INFO ] [sig       ] CHGG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:53.203053] [INFO ] [LOCAL     ] Saved forecast: CHGG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CHGG.txt
[2025-09-29T22:19:53.203371] [WARN ] [sig       ] [410/2211] Failed CHGG after 0.3s | 4.39 sym/s | Total: 1.6m | ETA: 6.8m
[2025-09-29T22:19:53.203457] [INFO ] [sig       ] [411/2211] Forecasting CHH...
[2025-09-29T22:19:53.203498] [INFO ] [sig       ] Generating forecast for: CHH
[2025-09-29T22:19:53.203534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-09-29T22:19:53.214519] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CHH'.
[2025-09-29T22:19:53.214921] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-09-29T22:19:53.241212] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:53.242004] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-09-29T22:19:53.242061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:53.242096] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:53.242124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:53.242182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:53.260584] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:53.261215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:53.261300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:53.261334] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:53.296432] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:53.296545] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:53.296585] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:53.296616] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:53.300146] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=11.95%)
[2025-09-29T22:19:53.300433] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-09-29T22:19:53.300579] [INFO ] [sig       ] CHH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:53.449565] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CHH.txt
[2025-09-29T22:19:53.449830] [WARN ] [sig       ] [411/2211] Failed CHH after 0.2s | 4.39 sym/s | Total: 1.6m | ETA: 6.8m
[2025-09-29T22:19:53.449912] [INFO ] [sig       ] [412/2211] Forecasting CHMI...
[2025-09-29T22:19:53.449952] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-09-29T22:19:53.449986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-09-29T22:19:53.460892] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CHMI'.
[2025-09-29T22:19:53.461312] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-09-29T22:19:53.489250] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:53.490214] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-09-29T22:19:53.490280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:53.490328] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:53.490369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:53.490445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:53.509221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:53.510042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:53.510135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:53.510171] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:53.548202] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:53.548380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:53.548425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:53.548456] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:53.552012] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: DOWN (p=46.16%)
[2025-09-29T22:19:53.552294] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-09-29T22:19:53.552429] [INFO ] [sig       ] CHMI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:53.701216] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CHMI.txt
[2025-09-29T22:19:53.701496] [WARN ] [sig       ] [412/2211] Failed CHMI after 0.3s | 4.39 sym/s | Total: 1.6m | ETA: 6.8m
[2025-09-29T22:19:53.701580] [INFO ] [sig       ] [413/2211] Forecasting CHN...
[2025-09-29T22:19:53.701624] [INFO ] [sig       ] Generating forecast for: CHN
[2025-09-29T22:19:53.701699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHN' from 'https://tdm.silogroup.org/data/derivative_storage/CHN.csv'.
[2025-09-29T22:19:53.712165] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CHN'.
[2025-09-29T22:19:53.712515] [INFO ] [FORECASTER] Starting predict_future for CHN
[2025-09-29T22:19:53.738918] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:53.739737] [DEBUG] [LOCAL     ] No optimal features file found for CHN: ./output/feature-sets/CHN.txt
[2025-09-29T22:19:53.739795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:53.739830] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:53.739859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:53.739971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:53.758856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:53.759583] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:53.759700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:53.759754] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:53.798232] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:53.798409] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:53.798467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:53.798500] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:53.802011] [DEBUG] [FORECASTER] CHN: Forecast T+1@11:T+2@11: UP (p=79.13%)
[2025-09-29T22:19:53.802292] [INFO ] [FORECASTER] Completed predict_future for CHN
[2025-09-29T22:19:53.802429] [INFO ] [sig       ] CHN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:53.953404] [INFO ] [LOCAL     ] Saved forecast: CHN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CHN.txt
[2025-09-29T22:19:53.953688] [WARN ] [sig       ] [413/2211] Failed CHN after 0.3s | 4.38 sym/s | Total: 1.6m | ETA: 6.8m
[2025-09-29T22:19:53.953814] [INFO ] [sig       ] [414/2211] Forecasting CHPT...
[2025-09-29T22:19:53.953870] [INFO ] [sig       ] Generating forecast for: CHPT
[2025-09-29T22:19:53.953907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHPT' from 'https://tdm.silogroup.org/data/derivative_storage/CHPT.csv'.
[2025-09-29T22:19:53.966207] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CHPT'.
[2025-09-29T22:19:53.966689] [INFO ] [FORECASTER] Starting predict_future for CHPT
[2025-09-29T22:19:53.995306] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:53.996191] [DEBUG] [LOCAL     ] No optimal features file found for CHPT: ./output/feature-sets/CHPT.txt
[2025-09-29T22:19:53.996255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:53.996294] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:53.996325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:53.996389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:54.034248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:54.035782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:54.035956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:54.036105] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:54.079015] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:54.079198] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:54.079299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:54.079351] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:54.083281] [DEBUG] [FORECASTER] CHPT: Forecast T+1@11:T+2@11: DOWN (p=2.21%)
[2025-09-29T22:19:54.083584] [INFO ] [FORECASTER] Completed predict_future for CHPT
[2025-09-29T22:19:54.083757] [INFO ] [sig       ] CHPT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:54.243313] [INFO ] [LOCAL     ] Saved forecast: CHPT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CHPT.txt
[2025-09-29T22:19:54.243550] [WARN ] [sig       ] [414/2211] Failed CHPT after 0.3s | 4.38 sym/s | Total: 1.6m | ETA: 6.8m
[2025-09-29T22:19:54.243627] [INFO ] [sig       ] [415/2211] Forecasting CHT...
[2025-09-29T22:19:54.243705] [INFO ] [sig       ] Generating forecast for: CHT
[2025-09-29T22:19:54.243748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHT' from 'https://tdm.silogroup.org/data/derivative_storage/CHT.csv'.
[2025-09-29T22:19:54.253957] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CHT'.
[2025-09-29T22:19:54.254304] [INFO ] [FORECASTER] Starting predict_future for CHT
[2025-09-29T22:19:54.279882] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:54.280613] [DEBUG] [LOCAL     ] No optimal features file found for CHT: ./output/feature-sets/CHT.txt
[2025-09-29T22:19:54.280718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:54.280757] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:54.280787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:54.280846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:54.299040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:54.299626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:54.299735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:54.299776] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:54.338467] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:54.338685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:54.338749] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:54.338786] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:54.342458] [DEBUG] [FORECASTER] CHT: Forecast T+1@11:T+2@11: UP (p=50.96%)
[2025-09-29T22:19:54.342789] [INFO ] [FORECASTER] Completed predict_future for CHT
[2025-09-29T22:19:54.342941] [INFO ] [sig       ] CHT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:54.498143] [INFO ] [LOCAL     ] Saved forecast: CHT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CHT.txt
[2025-09-29T22:19:54.498377] [WARN ] [sig       ] [415/2211] Failed CHT after 0.3s | 4.38 sym/s | Total: 1.6m | ETA: 6.8m
[2025-09-29T22:19:54.498454] [INFO ] [sig       ] [416/2211] Forecasting CHWY...
[2025-09-29T22:19:54.498494] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-09-29T22:19:54.498527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-09-29T22:19:54.508710] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CHWY'.
[2025-09-29T22:19:54.509046] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-09-29T22:19:54.535244] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:54.536052] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-09-29T22:19:54.536146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:54.536190] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:54.536242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:54.536305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:54.555433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:54.556130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:54.556220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:54.556258] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:54.602151] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:54.602346] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:54.602409] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:54.602445] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:54.606387] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: UP (p=65.44%)
[2025-09-29T22:19:54.607211] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-09-29T22:19:54.607367] [INFO ] [sig       ] CHWY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:54.768072] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CHWY.txt
[2025-09-29T22:19:54.768412] [WARN ] [sig       ] [416/2211] Failed CHWY after 0.3s | 4.38 sym/s | Total: 1.6m | ETA: 6.8m
[2025-09-29T22:19:54.768501] [INFO ] [sig       ] [417/2211] Forecasting CI...
[2025-09-29T22:19:54.768544] [INFO ] [sig       ] Generating forecast for: CI
[2025-09-29T22:19:54.768577] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-09-29T22:19:54.779804] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CI'.
[2025-09-29T22:19:54.780180] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-09-29T22:19:54.806711] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:54.807633] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-09-29T22:19:54.807720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:54.807760] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:54.807792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:54.807852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:54.826460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:54.827214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:54.827325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:54.827382] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:54.864914] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:54.865084] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:54.865132] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:54.865171] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:54.868932] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: DOWN (p=46.58%)
[2025-09-29T22:19:54.869237] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-09-29T22:19:54.869387] [INFO ] [sig       ] CI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:55.023995] [INFO ] [LOCAL     ] Saved forecast: CI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CI.txt
[2025-09-29T22:19:55.024290] [WARN ] [sig       ] [417/2211] Failed CI after 0.3s | 4.38 sym/s | Total: 1.6m | ETA: 6.8m
[2025-09-29T22:19:55.024375] [INFO ] [sig       ] [418/2211] Forecasting CIA...
[2025-09-29T22:19:55.024476] [INFO ] [sig       ] Generating forecast for: CIA
[2025-09-29T22:19:55.024517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-09-29T22:19:55.035160] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CIA'.
[2025-09-29T22:19:55.035550] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-09-29T22:19:55.062868] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:55.063759] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-09-29T22:19:55.063819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:55.063855] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:55.063886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:55.063946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:55.082833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:55.083534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:55.083624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:55.083693] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:55.121103] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:55.121279] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:55.121325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:55.121359] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:55.125316] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: UP (p=95.78%)
[2025-09-29T22:19:55.125631] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-09-29T22:19:55.125813] [INFO ] [sig       ] CIA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:55.285853] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CIA.txt
[2025-09-29T22:19:55.286108] [WARN ] [sig       ] [418/2211] Failed CIA after 0.3s | 4.38 sym/s | Total: 1.6m | ETA: 6.8m
[2025-09-29T22:19:55.286188] [INFO ] [sig       ] [419/2211] Forecasting CIB...
[2025-09-29T22:19:55.286231] [INFO ] [sig       ] Generating forecast for: CIB
[2025-09-29T22:19:55.286265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-09-29T22:19:55.297139] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CIB'.
[2025-09-29T22:19:55.297508] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-09-29T22:19:55.323927] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:55.324770] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-09-29T22:19:55.324838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:55.324896] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:55.324930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:55.324990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:55.344052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:55.344809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:55.344900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:55.344936] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:55.382485] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:55.382631] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:55.382712] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:55.382752] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:55.386720] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=69.92%)
[2025-09-29T22:19:55.387161] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-09-29T22:19:55.387347] [INFO ] [sig       ] CIB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:55.549098] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CIB.txt
[2025-09-29T22:19:55.549407] [WARN ] [sig       ] [419/2211] Failed CIB after 0.3s | 4.37 sym/s | Total: 1.6m | ETA: 6.8m
[2025-09-29T22:19:55.549497] [INFO ] [sig       ] [420/2211] Forecasting CIEN...
[2025-09-29T22:19:55.549539] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-09-29T22:19:55.549574] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-09-29T22:19:55.561031] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CIEN'.
[2025-09-29T22:19:55.561570] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-09-29T22:19:55.589520] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:55.590424] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-09-29T22:19:55.590487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:55.590524] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:55.590555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:55.590616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:55.609152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:55.610022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:55.610117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:55.610155] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:55.647735] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:55.647910] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:55.647957] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:55.647991] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:55.651817] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2025-09-29T22:19:55.652102] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-09-29T22:19:55.652246] [INFO ] [sig       ] CIEN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:55.810632] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CIEN.txt
[2025-09-29T22:19:55.810923] [WARN ] [sig       ] [420/2211] Failed CIEN after 0.3s | 4.37 sym/s | Total: 1.6m | ETA: 6.8m
[2025-09-29T22:19:55.811002] [INFO ] [sig       ] [421/2211] Forecasting CIF...
[2025-09-29T22:19:55.811042] [INFO ] [sig       ] Generating forecast for: CIF
[2025-09-29T22:19:55.811075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-09-29T22:19:55.820967] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CIF'.
[2025-09-29T22:19:55.821304] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-09-29T22:19:55.848063] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:55.848960] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-09-29T22:19:55.849026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:55.849089] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:55.849132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:55.849196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:55.869405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:55.870262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:55.870359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:55.870397] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:55.909000] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:55.909202] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:55.909279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:55.909313] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:55.913127] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=76.05%)
[2025-09-29T22:19:55.913468] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-09-29T22:19:55.913620] [INFO ] [sig       ] CIF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:56.070758] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CIF.txt
[2025-09-29T22:19:56.071013] [WARN ] [sig       ] [421/2211] Failed CIF after 0.3s | 4.37 sym/s | Total: 1.6m | ETA: 6.8m
[2025-09-29T22:19:56.071094] [INFO ] [sig       ] [422/2211] Forecasting CIG...
[2025-09-29T22:19:56.071134] [INFO ] [sig       ] Generating forecast for: CIG
[2025-09-29T22:19:56.071169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-09-29T22:19:56.082693] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CIG'.
[2025-09-29T22:19:56.083052] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-09-29T22:19:56.110287] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:56.111098] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-09-29T22:19:56.111156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:56.111191] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:56.111219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:56.111277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:56.130135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:56.130796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:56.130885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:56.130924] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:56.163793] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:56.163917] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:56.163957] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:56.163988] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:56.167497] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: UP (p=58.76%)
[2025-09-29T22:19:56.167827] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-09-29T22:19:56.167964] [INFO ] [sig       ] CIG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:56.318049] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CIG.txt
[2025-09-29T22:19:56.318291] [WARN ] [sig       ] [422/2211] Failed CIG after 0.2s | 4.37 sym/s | Total: 1.6m | ETA: 6.8m
[2025-09-29T22:19:56.318370] [INFO ] [sig       ] [423/2211] Forecasting CII...
[2025-09-29T22:19:56.318411] [INFO ] [sig       ] Generating forecast for: CII
[2025-09-29T22:19:56.318444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-09-29T22:19:56.328596] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CII'.
[2025-09-29T22:19:56.328953] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-09-29T22:19:56.356133] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:56.358155] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-09-29T22:19:56.358217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:56.358253] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:56.358281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:56.358359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:56.385142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:56.385939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:56.386043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:56.386086] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:56.426239] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:56.428197] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:56.428264] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:56.428297] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:56.432135] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=95.98%)
[2025-09-29T22:19:56.432436] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-09-29T22:19:56.432579] [INFO ] [sig       ] CII: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:56.586127] [INFO ] [LOCAL     ] Saved forecast: CII	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CII.txt
[2025-09-29T22:19:56.586407] [WARN ] [sig       ] [423/2211] Failed CII after 0.3s | 4.37 sym/s | Total: 1.6m | ETA: 6.8m
[2025-09-29T22:19:56.586494] [INFO ] [sig       ] [424/2211] Forecasting CIM...
[2025-09-29T22:19:56.586536] [INFO ] [sig       ] Generating forecast for: CIM
[2025-09-29T22:19:56.586571] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-09-29T22:19:56.602938] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CIM'.
[2025-09-29T22:19:56.603462] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-09-29T22:19:56.630572] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:56.631422] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-09-29T22:19:56.631480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:56.631516] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:56.631546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:56.631608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:56.653753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:56.654724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:56.654838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:56.654880] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:56.699007] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:56.699163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:56.699206] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:56.699237] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:56.702817] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=74.47%)
[2025-09-29T22:19:56.703100] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-09-29T22:19:56.703236] [INFO ] [sig       ] CIM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:56.855626] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CIM.txt
[2025-09-29T22:19:56.855939] [WARN ] [sig       ] [424/2211] Failed CIM after 0.3s | 4.37 sym/s | Total: 1.6m | ETA: 6.8m
[2025-09-29T22:19:56.856022] [INFO ] [sig       ] [425/2211] Forecasting CIMN...
[2025-09-29T22:19:56.856071] [INFO ] [sig       ] Generating forecast for: CIMN
[2025-09-29T22:19:56.856107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIMN' from 'https://tdm.silogroup.org/data/derivative_storage/CIMN.csv'.
[2025-09-29T22:19:56.865524] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CIMN'.
[2025-09-29T22:19:56.865895] [INFO ] [FORECASTER] Starting predict_future for CIMN
[2025-09-29T22:19:56.892231] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:56.893083] [DEBUG] [LOCAL     ] No optimal features file found for CIMN: ./output/feature-sets/CIMN.txt
[2025-09-29T22:19:56.893143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:56.893181] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:56.893219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:56.893284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:56.912034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:56.912772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:56.912862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:56.912897] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:56.947231] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:56.947389] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:56.947433] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:56.947464] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:56.951301] [DEBUG] [FORECASTER] CIMN: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-09-29T22:19:56.951612] [INFO ] [FORECASTER] Completed predict_future for CIMN
[2025-09-29T22:19:56.951804] [INFO ] [sig       ] CIMN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:57.115436] [INFO ] [LOCAL     ] Saved forecast: CIMN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CIMN.txt
[2025-09-29T22:19:57.115703] [WARN ] [sig       ] [425/2211] Failed CIMN after 0.3s | 4.37 sym/s | Total: 1.6m | ETA: 6.8m
[2025-09-29T22:19:57.115789] [INFO ] [sig       ] [426/2211] Forecasting CINT...
[2025-09-29T22:19:57.115840] [INFO ] [sig       ] Generating forecast for: CINT
[2025-09-29T22:19:57.115877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINT' from 'https://tdm.silogroup.org/data/derivative_storage/CINT.csv'.
[2025-09-29T22:19:57.127695] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CINT'.
[2025-09-29T22:19:57.128145] [INFO ] [FORECASTER] Starting predict_future for CINT
[2025-09-29T22:19:57.155058] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:57.155938] [DEBUG] [LOCAL     ] No optimal features file found for CINT: ./output/feature-sets/CINT.txt
[2025-09-29T22:19:57.155997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:57.156031] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:57.156060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:57.156118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:57.174043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:57.174744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:57.174835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:57.174871] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:57.210388] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:57.210562] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:57.210608] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:57.210637] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:57.214415] [DEBUG] [FORECASTER] CINT: Forecast T+1@11:T+2@11: UP (p=80.19%)
[2025-09-29T22:19:57.214744] [INFO ] [FORECASTER] Completed predict_future for CINT
[2025-09-29T22:19:57.214904] [INFO ] [sig       ] CINT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:57.388103] [INFO ] [LOCAL     ] Saved forecast: CINT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CINT.txt
[2025-09-29T22:19:57.388358] [WARN ] [sig       ] [426/2211] Failed CINT after 0.3s | 4.36 sym/s | Total: 1.6m | ETA: 6.8m
[2025-09-29T22:19:57.388440] [INFO ] [sig       ] [427/2211] Forecasting CIO...
[2025-09-29T22:19:57.388481] [INFO ] [sig       ] Generating forecast for: CIO
[2025-09-29T22:19:57.388556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-09-29T22:19:57.399379] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CIO'.
[2025-09-29T22:19:57.399801] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-09-29T22:19:57.428134] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:57.429101] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-09-29T22:19:57.429196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:57.429250] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:57.429281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:57.429386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:57.448840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:57.449613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:57.449735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:57.449780] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:57.486617] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:57.486807] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:57.486856] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:57.486890] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:57.490556] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-09-29T22:19:57.490935] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-09-29T22:19:57.491121] [INFO ] [sig       ] CIO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:57.644566] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CIO.txt
[2025-09-29T22:19:57.644882] [WARN ] [sig       ] [427/2211] Failed CIO after 0.3s | 4.36 sym/s | Total: 1.6m | ETA: 6.8m
[2025-09-29T22:19:57.644968] [INFO ] [sig       ] [428/2211] Forecasting CION...
[2025-09-29T22:19:57.645009] [INFO ] [sig       ] Generating forecast for: CION
[2025-09-29T22:19:57.645044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-09-29T22:19:57.655019] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CION'.
[2025-09-29T22:19:57.655357] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-09-29T22:19:57.681626] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:57.682710] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-09-29T22:19:57.682772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:57.682819] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:57.682875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:57.682943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:57.702685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:57.703367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:57.703474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:57.703529] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:57.748455] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:57.748632] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:57.748788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:57.748892] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:57.752857] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-09-29T22:19:57.753147] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-09-29T22:19:57.753288] [INFO ] [sig       ] CION: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:57.917392] [INFO ] [LOCAL     ] Saved forecast: CION	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CION.txt
[2025-09-29T22:19:57.917692] [WARN ] [sig       ] [428/2211] Failed CION after 0.3s | 4.36 sym/s | Total: 1.6m | ETA: 6.8m
[2025-09-29T22:19:57.917780] [INFO ] [sig       ] [429/2211] Forecasting CIVI...
[2025-09-29T22:19:57.917822] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-09-29T22:19:57.917857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-09-29T22:19:57.928268] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CIVI'.
[2025-09-29T22:19:57.928633] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-09-29T22:19:57.957238] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:57.958780] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-09-29T22:19:57.958870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:57.958968] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:57.959039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:57.959158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:57.986698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:57.987787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:57.987931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:57.987994] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:58.033097] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:58.033276] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:58.033320] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:58.033351] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:58.037334] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: UP (p=76.39%)
[2025-09-29T22:19:58.037706] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-09-29T22:19:58.037871] [INFO ] [sig       ] CIVI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:58.189479] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CIVI.txt
[2025-09-29T22:19:58.189758] [WARN ] [sig       ] [429/2211] Failed CIVI after 0.3s | 4.36 sym/s | Total: 1.6m | ETA: 6.8m
[2025-09-29T22:19:58.189843] [INFO ] [sig       ] [430/2211] Forecasting CL...
[2025-09-29T22:19:58.189883] [INFO ] [sig       ] Generating forecast for: CL
[2025-09-29T22:19:58.189917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CL' from 'https://tdm.silogroup.org/data/derivative_storage/CL.csv'.
[2025-09-29T22:19:58.200190] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CL'.
[2025-09-29T22:19:58.200534] [INFO ] [FORECASTER] Starting predict_future for CL
[2025-09-29T22:19:58.226777] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:58.227569] [DEBUG] [LOCAL     ] No optimal features file found for CL: ./output/feature-sets/CL.txt
[2025-09-29T22:19:58.227628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:58.227700] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:58.227740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:58.227849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:58.245267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:58.245962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:58.246053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:58.246088] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:58.283679] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:58.283828] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:58.283895] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:58.283938] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:58.287365] [DEBUG] [FORECASTER] CL: Forecast T+1@11:T+2@11: DOWN (p=24.14%)
[2025-09-29T22:19:58.287671] [INFO ] [FORECASTER] Completed predict_future for CL
[2025-09-29T22:19:58.287824] [INFO ] [sig       ] CL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:58.447252] [INFO ] [LOCAL     ] Saved forecast: CL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CL.txt
[2025-09-29T22:19:58.447560] [WARN ] [sig       ] [430/2211] Failed CL after 0.3s | 4.36 sym/s | Total: 1.6m | ETA: 6.8m
[2025-09-29T22:19:58.447675] [INFO ] [sig       ] [431/2211] Forecasting CLB...
[2025-09-29T22:19:58.447734] [INFO ] [sig       ] Generating forecast for: CLB
[2025-09-29T22:19:58.447772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-09-29T22:19:58.460239] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CLB'.
[2025-09-29T22:19:58.460797] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-09-29T22:19:58.489796] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:58.490764] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-09-29T22:19:58.490826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:58.490863] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:58.490895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:58.490955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:58.510106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:58.511005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:58.511101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:58.511138] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:58.550922] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:58.551091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:58.551137] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:58.551169] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:58.555190] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: UP (p=65.07%)
[2025-09-29T22:19:58.555502] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-09-29T22:19:58.555680] [INFO ] [sig       ] CLB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:58.710325] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CLB.txt
[2025-09-29T22:19:58.710590] [WARN ] [sig       ] [431/2211] Failed CLB after 0.3s | 4.36 sym/s | Total: 1.6m | ETA: 6.8m
[2025-09-29T22:19:58.710695] [INFO ] [sig       ] [432/2211] Forecasting CLCO...
[2025-09-29T22:19:58.710740] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-09-29T22:19:58.710775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-09-29T22:19:58.720803] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CLCO'.
[2025-09-29T22:19:58.721154] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-09-29T22:19:58.746885] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:58.747830] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-09-29T22:19:58.747889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:58.747923] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:58.747951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:58.748009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:58.765808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:58.766582] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:58.766703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:58.766755] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:58.804419] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:58.804579] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:58.804679] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:58.804742] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:58.808449] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: UP (p=91.02%)
[2025-09-29T22:19:58.808794] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-09-29T22:19:58.808948] [INFO ] [sig       ] CLCO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:58.961745] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CLCO.txt
[2025-09-29T22:19:58.961988] [WARN ] [sig       ] [432/2211] Failed CLCO after 0.3s | 4.35 sym/s | Total: 1.7m | ETA: 6.8m
[2025-09-29T22:19:58.962100] [INFO ] [sig       ] [433/2211] Forecasting CLDT...
[2025-09-29T22:19:58.962146] [INFO ] [sig       ] Generating forecast for: CLDT
[2025-09-29T22:19:58.962180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDT' from 'https://tdm.silogroup.org/data/derivative_storage/CLDT.csv'.
[2025-09-29T22:19:58.973247] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CLDT'.
[2025-09-29T22:19:58.973817] [INFO ] [FORECASTER] Starting predict_future for CLDT
[2025-09-29T22:19:59.004039] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:59.004911] [DEBUG] [LOCAL     ] No optimal features file found for CLDT: ./output/feature-sets/CLDT.txt
[2025-09-29T22:19:59.004978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:59.005054] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:59.005112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:59.005184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:59.024561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:59.025745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:59.025846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:59.025881] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:59.064988] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:59.065165] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:59.065222] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:59.065272] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:59.069150] [DEBUG] [FORECASTER] CLDT: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2025-09-29T22:19:59.069887] [INFO ] [FORECASTER] Completed predict_future for CLDT
[2025-09-29T22:19:59.070052] [INFO ] [sig       ] CLDT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:59.224385] [INFO ] [LOCAL     ] Saved forecast: CLDT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CLDT.txt
[2025-09-29T22:19:59.224672] [WARN ] [sig       ] [433/2211] Failed CLDT after 0.3s | 4.35 sym/s | Total: 1.7m | ETA: 6.8m
[2025-09-29T22:19:59.224774] [INFO ] [sig       ] [434/2211] Forecasting CLF...
[2025-09-29T22:19:59.224825] [INFO ] [sig       ] Generating forecast for: CLF
[2025-09-29T22:19:59.224867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-09-29T22:19:59.235468] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CLF'.
[2025-09-29T22:19:59.235868] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-09-29T22:19:59.263579] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:59.264388] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-09-29T22:19:59.264448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:59.264484] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:59.264516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:59.264583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:59.282811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:59.283423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:59.283511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:59.283546] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:59.330373] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:59.330582] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:59.330672] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:59.330749] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:59.334852] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: UP (p=61.98%)
[2025-09-29T22:19:59.335259] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-09-29T22:19:59.335420] [INFO ] [sig       ] CLF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:19:59.486355] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CLF.txt
[2025-09-29T22:19:59.486667] [WARN ] [sig       ] [434/2211] Failed CLF after 0.3s | 4.35 sym/s | Total: 1.7m | ETA: 6.8m
[2025-09-29T22:19:59.486750] [INFO ] [sig       ] [435/2211] Forecasting CLH...
[2025-09-29T22:19:59.486790] [INFO ] [sig       ] Generating forecast for: CLH
[2025-09-29T22:19:59.486822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-09-29T22:19:59.497741] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CLH'.
[2025-09-29T22:19:59.498071] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-09-29T22:19:59.523750] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:59.524512] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-09-29T22:19:59.524567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:59.524603] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:59.524631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:59.524728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:59.542703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:59.543309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:59.543397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:59.543431] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:59.586051] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:59.586224] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:59.586270] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:59.586356] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:59.590042] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: DOWN (p=3.07%)
[2025-09-29T22:19:59.590328] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-09-29T22:19:59.590474] [INFO ] [sig       ] CLH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:19:59.762486] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CLH.txt
[2025-09-29T22:19:59.762758] [WARN ] [sig       ] [435/2211] Failed CLH after 0.3s | 4.35 sym/s | Total: 1.7m | ETA: 6.8m
[2025-09-29T22:19:59.762841] [INFO ] [sig       ] [436/2211] Forecasting CLPR...
[2025-09-29T22:19:59.762881] [INFO ] [sig       ] Generating forecast for: CLPR
[2025-09-29T22:19:59.762914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLPR' from 'https://tdm.silogroup.org/data/derivative_storage/CLPR.csv'.
[2025-09-29T22:19:59.772783] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'CLPR'.
[2025-09-29T22:19:59.773137] [INFO ] [FORECASTER] Starting predict_future for CLPR
[2025-09-29T22:19:59.800471] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:19:59.801305] [DEBUG] [LOCAL     ] No optimal features file found for CLPR: ./output/feature-sets/CLPR.txt
[2025-09-29T22:19:59.801363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:19:59.801398] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:19:59.801427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:19:59.801486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:19:59.820704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:19:59.821377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:19:59.821468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:19:59.821503] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:19:59.861021] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:19:59.861200] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:19:59.861255] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:19:59.861288] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:19:59.865230] [DEBUG] [FORECASTER] CLPR: Forecast T+1@11:T+2@11: DOWN (p=7.62%)
[2025-09-29T22:19:59.865591] [INFO ] [FORECASTER] Completed predict_future for CLPR
[2025-09-29T22:19:59.865799] [INFO ] [sig       ] CLPR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:00.028467] [INFO ] [LOCAL     ] Saved forecast: CLPR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CLPR.txt
[2025-09-29T22:20:00.028755] [WARN ] [sig       ] [436/2211] Failed CLPR after 0.3s | 4.35 sym/s | Total: 1.7m | ETA: 6.8m
[2025-09-29T22:20:00.028840] [INFO ] [sig       ] [437/2211] Forecasting CLS...
[2025-09-29T22:20:00.028879] [INFO ] [sig       ] Generating forecast for: CLS
[2025-09-29T22:20:00.028913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-09-29T22:20:00.040080] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CLS'.
[2025-09-29T22:20:00.040440] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-09-29T22:20:00.067862] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:00.068825] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-09-29T22:20:00.068887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:00.068925] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:00.068965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:00.069029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:00.088617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:00.089384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:00.089475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:00.089510] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:00.128794] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:00.129031] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:00.129096] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:00.129130] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:00.134277] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: DOWN (p=41.44%)
[2025-09-29T22:20:00.134677] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-09-29T22:20:00.134838] [INFO ] [sig       ] CLS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:00.289559] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CLS.txt
[2025-09-29T22:20:00.289869] [WARN ] [sig       ] [437/2211] Failed CLS after 0.3s | 4.35 sym/s | Total: 1.7m | ETA: 6.8m
[2025-09-29T22:20:00.289956] [INFO ] [sig       ] [438/2211] Forecasting CLVT...
[2025-09-29T22:20:00.289997] [INFO ] [sig       ] Generating forecast for: CLVT
[2025-09-29T22:20:00.290030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLVT' from 'https://tdm.silogroup.org/data/derivative_storage/CLVT.csv'.
[2025-09-29T22:20:00.301493] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CLVT'.
[2025-09-29T22:20:00.301904] [INFO ] [FORECASTER] Starting predict_future for CLVT
[2025-09-29T22:20:00.335901] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:00.336793] [DEBUG] [LOCAL     ] No optimal features file found for CLVT: ./output/feature-sets/CLVT.txt
[2025-09-29T22:20:00.336851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:00.336886] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:00.336915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:00.336973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:00.355875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:00.356476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:00.356562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:00.356597] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:00.396744] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:00.396915] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:00.396960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:00.396991] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:00.400668] [DEBUG] [FORECASTER] CLVT: Forecast T+1@11:T+2@11: UP (p=86.86%)
[2025-09-29T22:20:00.400995] [INFO ] [FORECASTER] Completed predict_future for CLVT
[2025-09-29T22:20:00.401142] [INFO ] [sig       ] CLVT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:00.552757] [INFO ] [LOCAL     ] Saved forecast: CLVT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CLVT.txt
[2025-09-29T22:20:00.553005] [WARN ] [sig       ] [438/2211] Failed CLVT after 0.3s | 4.35 sym/s | Total: 1.7m | ETA: 6.8m
[2025-09-29T22:20:00.553082] [INFO ] [sig       ] [439/2211] Forecasting CLW...
[2025-09-29T22:20:00.553122] [INFO ] [sig       ] Generating forecast for: CLW
[2025-09-29T22:20:00.553154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLW' from 'https://tdm.silogroup.org/data/derivative_storage/CLW.csv'.
[2025-09-29T22:20:00.563888] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CLW'.
[2025-09-29T22:20:00.564347] [INFO ] [FORECASTER] Starting predict_future for CLW
[2025-09-29T22:20:00.591938] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:00.592906] [DEBUG] [LOCAL     ] No optimal features file found for CLW: ./output/feature-sets/CLW.txt
[2025-09-29T22:20:00.592967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:00.593003] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:00.593032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:00.593092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:00.612273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:00.613193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:00.613319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:00.613360] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:00.653073] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:00.653248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:00.653294] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:00.653326] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:00.656955] [DEBUG] [FORECASTER] CLW: Forecast T+1@11:T+2@11: DOWN (p=32.18%)
[2025-09-29T22:20:00.657284] [INFO ] [FORECASTER] Completed predict_future for CLW
[2025-09-29T22:20:00.657433] [INFO ] [sig       ] CLW: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:00.808890] [INFO ] [LOCAL     ] Saved forecast: CLW	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CLW.txt
[2025-09-29T22:20:00.809158] [WARN ] [sig       ] [439/2211] Failed CLW after 0.3s | 4.34 sym/s | Total: 1.7m | ETA: 6.8m
[2025-09-29T22:20:00.809238] [INFO ] [sig       ] [440/2211] Forecasting CLX...
[2025-09-29T22:20:00.809279] [INFO ] [sig       ] Generating forecast for: CLX
[2025-09-29T22:20:00.809311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-09-29T22:20:00.820868] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CLX'.
[2025-09-29T22:20:00.821367] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-09-29T22:20:00.850353] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:00.851220] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-09-29T22:20:00.851281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:00.851317] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:00.851347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:00.851408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:00.870240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:00.871114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:00.871212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:00.871248] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:00.913758] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:00.913970] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:00.914024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:00.914060] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:00.920474] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: DOWN (p=37.99%)
[2025-09-29T22:20:00.920813] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-09-29T22:20:00.920969] [INFO ] [sig       ] CLX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:01.089854] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CLX.txt
[2025-09-29T22:20:01.090126] [WARN ] [sig       ] [440/2211] Failed CLX after 0.3s | 4.34 sym/s | Total: 1.7m | ETA: 6.8m
[2025-09-29T22:20:01.090224] [INFO ] [sig       ] [441/2211] Forecasting CM...
[2025-09-29T22:20:01.090268] [INFO ] [sig       ] Generating forecast for: CM
[2025-09-29T22:20:01.090303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-09-29T22:20:01.101509] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CM'.
[2025-09-29T22:20:01.102008] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-09-29T22:20:01.130802] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:01.131686] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-09-29T22:20:01.131786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:01.131826] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:01.131858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:01.131920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:01.152081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:01.153050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:01.153150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:01.153188] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:01.194698] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:01.194877] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:01.194924] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:01.194956] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:01.199238] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: UP (p=91.53%)
[2025-09-29T22:20:01.199685] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-09-29T22:20:01.199861] [INFO ] [sig       ] CM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:01.359294] [INFO ] [LOCAL     ] Saved forecast: CM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CM.txt
[2025-09-29T22:20:01.359541] [WARN ] [sig       ] [441/2211] Failed CM after 0.3s | 4.34 sym/s | Total: 1.7m | ETA: 6.8m
[2025-09-29T22:20:01.359619] [INFO ] [sig       ] [442/2211] Forecasting CMA...
[2025-09-29T22:20:01.359705] [INFO ] [sig       ] Generating forecast for: CMA
[2025-09-29T22:20:01.359751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-09-29T22:20:01.370048] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CMA'.
[2025-09-29T22:20:01.370348] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-09-29T22:20:01.396813] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:01.397686] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-09-29T22:20:01.397746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:01.397782] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:01.397810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:01.397867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:01.417234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:01.417880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:01.417976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:01.418018] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:01.457778] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:01.457894] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:01.457933] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:01.457963] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:01.461561] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: DOWN (p=8.38%)
[2025-09-29T22:20:01.461868] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-09-29T22:20:01.462016] [INFO ] [sig       ] CMA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:01.642193] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CMA.txt
[2025-09-29T22:20:01.642514] [WARN ] [sig       ] [442/2211] Failed CMA after 0.3s | 4.34 sym/s | Total: 1.7m | ETA: 6.8m
[2025-09-29T22:20:01.642600] [INFO ] [sig       ] [443/2211] Forecasting CMBT...
[2025-09-29T22:20:01.642666] [INFO ] [sig       ] Generating forecast for: CMBT
[2025-09-29T22:20:01.642729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMBT' from 'https://tdm.silogroup.org/data/derivative_storage/CMBT.csv'.
[2025-09-29T22:20:01.653411] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CMBT'.
[2025-09-29T22:20:01.653828] [INFO ] [FORECASTER] Starting predict_future for CMBT
[2025-09-29T22:20:01.686302] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:01.687593] [DEBUG] [LOCAL     ] No optimal features file found for CMBT: ./output/feature-sets/CMBT.txt
[2025-09-29T22:20:01.687723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:01.687779] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:01.687815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:01.687885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:01.707248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:01.708170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:01.708283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:01.708324] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:01.752598] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:01.752817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:01.752873] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:01.752909] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:01.757324] [DEBUG] [FORECASTER] CMBT: Forecast T+1@11:T+2@11: UP (p=90.87%)
[2025-09-29T22:20:01.757856] [INFO ] [FORECASTER] Completed predict_future for CMBT
[2025-09-29T22:20:01.758064] [INFO ] [sig       ] CMBT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:01.942866] [INFO ] [LOCAL     ] Saved forecast: CMBT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CMBT.txt
[2025-09-29T22:20:01.943133] [WARN ] [sig       ] [443/2211] Failed CMBT after 0.3s | 4.34 sym/s | Total: 1.7m | ETA: 6.8m
[2025-09-29T22:20:01.943212] [INFO ] [sig       ] [444/2211] Forecasting CMC...
[2025-09-29T22:20:01.943251] [INFO ] [sig       ] Generating forecast for: CMC
[2025-09-29T22:20:01.943346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-09-29T22:20:01.954029] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CMC'.
[2025-09-29T22:20:01.954408] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-09-29T22:20:01.981994] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:01.982927] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-09-29T22:20:01.983009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:01.983067] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:01.983102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:01.983174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:02.002996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:02.003932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:02.004033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:02.004073] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:02.042478] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:02.042709] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:02.042773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:02.042809] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:02.046569] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: UP (p=87.71%)
[2025-09-29T22:20:02.046996] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-09-29T22:20:02.047201] [INFO ] [sig       ] CMC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:02.214004] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CMC.txt
[2025-09-29T22:20:02.214280] [WARN ] [sig       ] [444/2211] Failed CMC after 0.3s | 4.33 sym/s | Total: 1.7m | ETA: 6.8m
[2025-09-29T22:20:02.214374] [INFO ] [sig       ] [445/2211] Forecasting CMCM...
[2025-09-29T22:20:02.214415] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-09-29T22:20:02.214448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-09-29T22:20:02.224249] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'CMCM'.
[2025-09-29T22:20:02.224697] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-09-29T22:20:02.252084] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:02.252964] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-09-29T22:20:02.253023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:02.253061] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:02.253092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:02.253155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:02.272833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:02.273761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:02.273858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:02.273894] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:02.311473] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:02.311669] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:02.311735] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:02.311770] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:02.315410] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: DOWN (p=0.53%)
[2025-09-29T22:20:02.315735] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-09-29T22:20:02.315888] [INFO ] [sig       ] CMCM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:02.476119] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CMCM.txt
[2025-09-29T22:20:02.476390] [WARN ] [sig       ] [445/2211] Failed CMCM after 0.3s | 4.33 sym/s | Total: 1.7m | ETA: 6.8m
[2025-09-29T22:20:02.476474] [INFO ] [sig       ] [446/2211] Forecasting CMG...
[2025-09-29T22:20:02.476517] [INFO ] [sig       ] Generating forecast for: CMG
[2025-09-29T22:20:02.476553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-09-29T22:20:02.487021] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CMG'.
[2025-09-29T22:20:02.487456] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-09-29T22:20:02.514880] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:02.515754] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-09-29T22:20:02.515813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:02.515854] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:02.515890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:02.515953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:02.534940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:02.535668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:02.535759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:02.535796] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:02.572922] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:02.573111] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:02.573162] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:02.573196] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:02.577097] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: DOWN (p=9.65%)
[2025-09-29T22:20:02.577502] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-09-29T22:20:02.577678] [INFO ] [sig       ] CMG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:02.734406] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CMG.txt
[2025-09-29T22:20:02.734744] [WARN ] [sig       ] [446/2211] Failed CMG after 0.3s | 4.33 sym/s | Total: 1.7m | ETA: 6.8m
[2025-09-29T22:20:02.734835] [INFO ] [sig       ] [447/2211] Forecasting CMI...
[2025-09-29T22:20:02.734878] [INFO ] [sig       ] Generating forecast for: CMI
[2025-09-29T22:20:02.734914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-09-29T22:20:02.745913] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CMI'.
[2025-09-29T22:20:02.746295] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-09-29T22:20:02.775819] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:02.776878] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-09-29T22:20:02.776939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:02.776976] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:02.777006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:02.777136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:02.797724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:02.798439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:02.798528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:02.798565] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:02.826228] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:02.826346] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:02.826387] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:02.826419] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:02.830060] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: UP (p=57.56%)
[2025-09-29T22:20:02.830334] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-09-29T22:20:02.830464] [INFO ] [sig       ] CMI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:02.986591] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CMI.txt
[2025-09-29T22:20:02.986889] [WARN ] [sig       ] [447/2211] Failed CMI after 0.3s | 4.33 sym/s | Total: 1.7m | ETA: 6.8m
[2025-09-29T22:20:02.986984] [INFO ] [sig       ] [448/2211] Forecasting CMP...
[2025-09-29T22:20:02.987079] [INFO ] [sig       ] Generating forecast for: CMP
[2025-09-29T22:20:02.987137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-09-29T22:20:02.997638] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CMP'.
[2025-09-29T22:20:02.998097] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-09-29T22:20:03.024409] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:03.025217] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-09-29T22:20:03.025274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:03.025310] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:03.025340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:03.025399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:03.043322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:03.043937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:03.044023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:03.044058] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:03.077560] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:03.077766] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:03.077827] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:03.077864] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:03.082032] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-09-29T22:20:03.082401] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-09-29T22:20:03.082583] [INFO ] [sig       ] CMP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:03.236571] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CMP.txt
[2025-09-29T22:20:03.236833] [WARN ] [sig       ] [448/2211] Failed CMP after 0.2s | 4.33 sym/s | Total: 1.7m | ETA: 6.8m
[2025-09-29T22:20:03.236925] [INFO ] [sig       ] [449/2211] Forecasting CMPO...
[2025-09-29T22:20:03.237002] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-09-29T22:20:03.237093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-09-29T22:20:03.247490] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CMPO'.
[2025-09-29T22:20:03.247935] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-09-29T22:20:03.274523] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:03.275358] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-09-29T22:20:03.275419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:03.275456] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:03.275486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:03.275547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:03.294222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:03.294929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:03.295016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:03.295052] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:03.340399] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:03.340545] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:03.340589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:03.340623] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:03.344911] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: UP (p=67.60%)
[2025-09-29T22:20:03.345224] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-09-29T22:20:03.345372] [INFO ] [sig       ] CMPO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:03.494749] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CMPO.txt
[2025-09-29T22:20:03.494992] [WARN ] [sig       ] [449/2211] Failed CMPO after 0.3s | 4.33 sym/s | Total: 1.7m | ETA: 6.8m
[2025-09-29T22:20:03.495105] [INFO ] [sig       ] [450/2211] Forecasting CMRE...
[2025-09-29T22:20:03.495174] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-09-29T22:20:03.495225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-09-29T22:20:03.505873] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CMRE'.
[2025-09-29T22:20:03.506239] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-09-29T22:20:03.533385] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:03.534244] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-09-29T22:20:03.534304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:03.534340] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:03.534372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:03.534466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:03.554412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:03.555179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:03.555265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:03.555333] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:03.604463] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:03.604700] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:03.604774] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:03.604811] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:03.610143] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-09-29T22:20:03.610541] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-09-29T22:20:03.611150] [INFO ] [sig       ] CMRE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:03.765542] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CMRE.txt
[2025-09-29T22:20:03.765840] [WARN ] [sig       ] [450/2211] Failed CMRE after 0.3s | 4.33 sym/s | Total: 1.7m | ETA: 6.8m
[2025-09-29T22:20:03.765957] [INFO ] [sig       ] [451/2211] Forecasting CMS...
[2025-09-29T22:20:03.766026] [INFO ] [sig       ] Generating forecast for: CMS
[2025-09-29T22:20:03.766086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-09-29T22:20:03.770991] [WARN ] [REMOTE    ] Historical data not found for symbol 'CMS' (404).
[2025-09-29T22:20:03.771212] [FATAL] [sig       ] CMS: No historical data fetched.
[2025-09-29T22:20:03.771325] [WARN ] [sig       ] [451/2211] Failed CMS after 0.0s | 4.34 sym/s | Total: 1.7m | ETA: 6.8m
[2025-09-29T22:20:03.771417] [INFO ] [sig       ] [452/2211] Forecasting CMSA...
[2025-09-29T22:20:03.771483] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-09-29T22:20:03.771527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-09-29T22:20:03.781248] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'CMSA'.
[2025-09-29T22:20:03.781593] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-09-29T22:20:03.808316] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:03.809211] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-09-29T22:20:03.809270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:03.809305] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:03.809333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:03.809390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:03.827461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:03.828097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:03.828181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:03.828215] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:03.868844] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:03.868996] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:03.869042] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:03.869108] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:03.873091] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: UP (p=91.43%)
[2025-09-29T22:20:03.873387] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-09-29T22:20:03.873531] [INFO ] [sig       ] CMSA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:04.032594] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CMSA.txt
[2025-09-29T22:20:04.032924] [WARN ] [sig       ] [452/2211] Failed CMSA after 0.3s | 4.33 sym/s | Total: 1.7m | ETA: 6.8m
[2025-09-29T22:20:04.033008] [INFO ] [sig       ] [453/2211] Forecasting CMSC...
[2025-09-29T22:20:04.033050] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-09-29T22:20:04.033084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-09-29T22:20:04.043819] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'CMSC'.
[2025-09-29T22:20:04.044301] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-09-29T22:20:04.073604] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:04.074492] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-09-29T22:20:04.074547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:04.074582] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:04.074611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:04.074690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:04.092604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:04.093338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:04.093430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:04.093466] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:04.131337] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:04.131494] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:04.131539] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:04.131569] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:04.135129] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: DOWN (p=37.95%)
[2025-09-29T22:20:04.135418] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-09-29T22:20:04.135559] [INFO ] [sig       ] CMSC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:04.282556] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CMSC.txt
[2025-09-29T22:20:04.282832] [WARN ] [sig       ] [453/2211] Failed CMSC after 0.2s | 4.33 sym/s | Total: 1.7m | ETA: 6.8m
[2025-09-29T22:20:04.282925] [INFO ] [sig       ] [454/2211] Forecasting CMSD...
[2025-09-29T22:20:04.282966] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-09-29T22:20:04.282999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-09-29T22:20:04.294426] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'CMSD'.
[2025-09-29T22:20:04.294834] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-09-29T22:20:04.323029] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:04.323949] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-09-29T22:20:04.324010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:04.324047] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:04.324076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:04.324138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:04.344125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:04.344957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:04.345052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:04.345091] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:04.384015] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:04.384186] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:04.384231] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:04.384262] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:04.387974] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: UP (p=98.78%)
[2025-09-29T22:20:04.388260] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-09-29T22:20:04.388399] [INFO ] [sig       ] CMSD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:04.534735] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CMSD.txt
[2025-09-29T22:20:04.535010] [WARN ] [sig       ] [454/2211] Failed CMSD after 0.3s | 4.33 sym/s | Total: 1.7m | ETA: 6.8m
[2025-09-29T22:20:04.535103] [INFO ] [sig       ] [455/2211] Forecasting CMTG...
[2025-09-29T22:20:04.535168] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-09-29T22:20:04.535208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-09-29T22:20:04.546277] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CMTG'.
[2025-09-29T22:20:04.546730] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-09-29T22:20:04.581558] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:04.582401] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-09-29T22:20:04.582461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:04.582499] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:04.582531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:04.582593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:04.601073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:04.601712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:04.601803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:04.601840] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:04.643197] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:04.643346] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:04.643392] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:04.643446] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:04.647300] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=48.69%)
[2025-09-29T22:20:04.647597] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-09-29T22:20:04.647783] [INFO ] [sig       ] CMTG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:04.800258] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CMTG.txt
[2025-09-29T22:20:04.800520] [WARN ] [sig       ] [455/2211] Failed CMTG after 0.3s | 4.33 sym/s | Total: 1.8m | ETA: 6.8m
[2025-09-29T22:20:04.800605] [INFO ] [sig       ] [456/2211] Forecasting CMU...
[2025-09-29T22:20:04.800807] [INFO ] [sig       ] Generating forecast for: CMU
[2025-09-29T22:20:04.800865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMU' from 'https://tdm.silogroup.org/data/derivative_storage/CMU.csv'.
[2025-09-29T22:20:04.811034] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CMU'.
[2025-09-29T22:20:04.811442] [INFO ] [FORECASTER] Starting predict_future for CMU
[2025-09-29T22:20:04.837414] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:04.838228] [DEBUG] [LOCAL     ] No optimal features file found for CMU: ./output/feature-sets/CMU.txt
[2025-09-29T22:20:04.838286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:04.838322] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:04.838352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:04.838411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:04.856913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:04.857560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:04.857671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:04.857736] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:04.895246] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:04.895361] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:04.895402] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:04.895434] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:04.898987] [DEBUG] [FORECASTER] CMU: Forecast T+1@11:T+2@11: UP (p=63.56%)
[2025-09-29T22:20:04.899258] [INFO ] [FORECASTER] Completed predict_future for CMU
[2025-09-29T22:20:04.899394] [INFO ] [sig       ] CMU: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:05.051921] [INFO ] [LOCAL     ] Saved forecast: CMU	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CMU.txt
[2025-09-29T22:20:05.052184] [WARN ] [sig       ] [456/2211] Failed CMU after 0.3s | 4.33 sym/s | Total: 1.8m | ETA: 6.8m
[2025-09-29T22:20:05.052272] [INFO ] [sig       ] [457/2211] Forecasting CNA...
[2025-09-29T22:20:05.052315] [INFO ] [sig       ] Generating forecast for: CNA
[2025-09-29T22:20:05.052350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-09-29T22:20:05.063703] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CNA'.
[2025-09-29T22:20:05.064093] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-09-29T22:20:05.091108] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:05.091929] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-09-29T22:20:05.091988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:05.092023] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:05.092053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:05.092113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:05.110999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:05.111695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:05.111794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:05.111834] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:05.150951] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:05.151149] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:05.151203] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:05.151236] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:05.155082] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2025-09-29T22:20:05.155379] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-09-29T22:20:05.155539] [INFO ] [sig       ] CNA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:05.309412] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CNA.txt
[2025-09-29T22:20:05.309742] [WARN ] [sig       ] [457/2211] Failed CNA after 0.3s | 4.33 sym/s | Total: 1.8m | ETA: 6.8m
[2025-09-29T22:20:05.309825] [INFO ] [sig       ] [458/2211] Forecasting CNC...
[2025-09-29T22:20:05.309865] [INFO ] [sig       ] Generating forecast for: CNC
[2025-09-29T22:20:05.309898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-09-29T22:20:05.321413] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CNC'.
[2025-09-29T22:20:05.321878] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-09-29T22:20:05.351762] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:05.352709] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-09-29T22:20:05.352770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:05.352808] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:05.352839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:05.352899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:05.372132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:05.372884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:05.372973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:05.373009] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:05.411426] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:05.411600] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:05.411690] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:05.411742] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:05.415365] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: UP (p=82.58%)
[2025-09-29T22:20:05.415683] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-09-29T22:20:05.415838] [INFO ] [sig       ] CNC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:05.570814] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CNC.txt
[2025-09-29T22:20:05.571052] [WARN ] [sig       ] [458/2211] Failed CNC after 0.3s | 4.33 sym/s | Total: 1.8m | ETA: 6.7m
[2025-09-29T22:20:05.571128] [INFO ] [sig       ] [459/2211] Forecasting CNF...
[2025-09-29T22:20:05.571169] [INFO ] [sig       ] Generating forecast for: CNF
[2025-09-29T22:20:05.571202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-09-29T22:20:05.580851] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CNF'.
[2025-09-29T22:20:05.581178] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-09-29T22:20:05.608442] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:05.609341] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-09-29T22:20:05.609403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:05.609440] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:05.609471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:05.609539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:05.628983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:05.629630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:05.629744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:05.629784] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:05.668155] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:05.668296] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:05.668338] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:05.668368] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:05.671834] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=64.23%)
[2025-09-29T22:20:05.672115] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-09-29T22:20:05.672251] [INFO ] [sig       ] CNF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:05.827191] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CNF.txt
[2025-09-29T22:20:05.827431] [WARN ] [sig       ] [459/2211] Failed CNF after 0.3s | 4.33 sym/s | Total: 1.8m | ETA: 6.7m
[2025-09-29T22:20:05.827509] [INFO ] [sig       ] [460/2211] Forecasting CNH...
[2025-09-29T22:20:05.827550] [INFO ] [sig       ] Generating forecast for: CNH
[2025-09-29T22:20:05.827585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNH' from 'https://tdm.silogroup.org/data/derivative_storage/CNH.csv'.
[2025-09-29T22:20:05.838498] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CNH'.
[2025-09-29T22:20:05.838897] [INFO ] [FORECASTER] Starting predict_future for CNH
[2025-09-29T22:20:05.866286] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:05.867143] [DEBUG] [LOCAL     ] No optimal features file found for CNH: ./output/feature-sets/CNH.txt
[2025-09-29T22:20:05.867202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:05.867237] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:05.867266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:05.867324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:05.886344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:05.887028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:05.887146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:05.887189] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:05.933324] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:05.933486] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:05.933533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:05.933565] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:05.937346] [DEBUG] [FORECASTER] CNH: Forecast T+1@11:T+2@11: UP (p=86.00%)
[2025-09-29T22:20:05.937785] [INFO ] [FORECASTER] Completed predict_future for CNH
[2025-09-29T22:20:05.937936] [INFO ] [sig       ] CNH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:06.089869] [INFO ] [LOCAL     ] Saved forecast: CNH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CNH.txt
[2025-09-29T22:20:06.090126] [WARN ] [sig       ] [460/2211] Failed CNH after 0.3s | 4.33 sym/s | Total: 1.8m | ETA: 6.7m
[2025-09-29T22:20:06.090215] [INFO ] [sig       ] [461/2211] Forecasting CNI...
[2025-09-29T22:20:06.090280] [INFO ] [sig       ] Generating forecast for: CNI
[2025-09-29T22:20:06.090318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-09-29T22:20:06.101467] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CNI'.
[2025-09-29T22:20:06.101809] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-09-29T22:20:06.128142] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:06.129006] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-09-29T22:20:06.129065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:06.129101] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:06.129130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:06.129190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:06.148041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:06.148711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:06.148804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:06.148840] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:06.189523] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:06.189711] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:06.189775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:06.189815] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:06.193547] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=70.17%)
[2025-09-29T22:20:06.193864] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-09-29T22:20:06.194011] [INFO ] [sig       ] CNI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:06.347261] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CNI.txt
[2025-09-29T22:20:06.347588] [WARN ] [sig       ] [461/2211] Failed CNI after 0.3s | 4.33 sym/s | Total: 1.8m | ETA: 6.7m
[2025-09-29T22:20:06.347669] [INFO ] [sig       ] [462/2211] Forecasting CNK...
[2025-09-29T22:20:06.347729] [INFO ] [sig       ] Generating forecast for: CNK
[2025-09-29T22:20:06.347767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-09-29T22:20:06.362336] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CNK'.
[2025-09-29T22:20:06.362780] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-09-29T22:20:06.390361] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:06.391211] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-09-29T22:20:06.391271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:06.391308] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:06.391339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:06.391398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:06.411572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:06.412486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:06.412581] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:06.412617] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:06.453717] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:06.453895] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:06.453940] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:06.453974] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:06.457821] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=82.54%)
[2025-09-29T22:20:06.458147] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-09-29T22:20:06.458338] [INFO ] [sig       ] CNK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:06.616251] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CNK.txt
[2025-09-29T22:20:06.616551] [WARN ] [sig       ] [462/2211] Failed CNK after 0.3s | 4.32 sym/s | Total: 1.8m | ETA: 6.7m
[2025-09-29T22:20:06.616638] [INFO ] [sig       ] [463/2211] Forecasting CNM...
[2025-09-29T22:20:06.616768] [INFO ] [sig       ] Generating forecast for: CNM
[2025-09-29T22:20:06.616812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-09-29T22:20:06.627470] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CNM'.
[2025-09-29T22:20:06.627876] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-09-29T22:20:06.655751] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:06.656575] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-09-29T22:20:06.656632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:06.656709] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:06.656749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:06.656811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:06.678169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:06.678994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:06.679086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:06.679122] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:06.709545] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:06.709710] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:06.709767] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:06.709801] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:06.714146] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=28.78%)
[2025-09-29T22:20:06.714507] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-09-29T22:20:06.714682] [INFO ] [sig       ] CNM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:06.965175] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CNM.txt
[2025-09-29T22:20:06.965405] [WARN ] [sig       ] [463/2211] Failed CNM after 0.3s | 4.32 sym/s | Total: 1.8m | ETA: 6.7m
[2025-09-29T22:20:06.965484] [INFO ] [sig       ] [464/2211] Forecasting CNMD...
[2025-09-29T22:20:06.965524] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-09-29T22:20:06.965559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-09-29T22:20:06.970077] [WARN ] [REMOTE    ] Historical data not found for symbol 'CNMD' (404).
[2025-09-29T22:20:06.970280] [FATAL] [sig       ] CNMD: No historical data fetched.
[2025-09-29T22:20:06.970380] [WARN ] [sig       ] [464/2211] Failed CNMD after 0.0s | 4.33 sym/s | Total: 1.8m | ETA: 6.7m
[2025-09-29T22:20:06.970457] [INFO ] [sig       ] [465/2211] Forecasting CNNE...
[2025-09-29T22:20:06.970498] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-09-29T22:20:06.970531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-09-29T22:20:06.980072] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CNNE'.
[2025-09-29T22:20:06.980398] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-09-29T22:20:07.007172] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:07.008022] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-09-29T22:20:07.008079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:07.008114] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:07.008144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:07.008202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:07.026805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:07.027427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:07.027517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:07.027555] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:07.060498] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:07.060675] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:07.060734] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:07.060767] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:07.064332] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=97.34%)
[2025-09-29T22:20:07.064701] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-09-29T22:20:07.064876] [INFO ] [sig       ] CNNE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:07.218983] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CNNE.txt
[2025-09-29T22:20:07.219205] [WARN ] [sig       ] [465/2211] Failed CNNE after 0.2s | 4.33 sym/s | Total: 1.8m | ETA: 6.7m
[2025-09-29T22:20:07.219284] [INFO ] [sig       ] [466/2211] Forecasting CNO...
[2025-09-29T22:20:07.219325] [INFO ] [sig       ] Generating forecast for: CNO
[2025-09-29T22:20:07.219359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-09-29T22:20:07.229405] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CNO'.
[2025-09-29T22:20:07.229792] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-09-29T22:20:07.257001] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:07.257955] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-09-29T22:20:07.258015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:07.258052] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:07.258083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:07.258145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:07.277486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:07.278112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:07.278201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:07.278238] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:07.312135] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:07.312268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:07.312311] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:07.312347] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:07.316127] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: UP (p=95.09%)
[2025-09-29T22:20:07.316467] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-09-29T22:20:07.316616] [INFO ] [sig       ] CNO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:07.471217] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CNO.txt
[2025-09-29T22:20:07.471491] [WARN ] [sig       ] [466/2211] Failed CNO after 0.3s | 4.33 sym/s | Total: 1.8m | ETA: 6.7m
[2025-09-29T22:20:07.471582] [INFO ] [sig       ] [467/2211] Forecasting CNP...
[2025-09-29T22:20:07.471698] [INFO ] [sig       ] Generating forecast for: CNP
[2025-09-29T22:20:07.471754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-09-29T22:20:07.482958] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CNP'.
[2025-09-29T22:20:07.483336] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-09-29T22:20:07.511087] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:07.511955] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-09-29T22:20:07.512015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:07.512052] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:07.512083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:07.512175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:07.531066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:07.531677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:07.531783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:07.531839] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:07.560890] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:07.561040] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:07.561084] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:07.561116] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:07.564725] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=24.47%)
[2025-09-29T22:20:07.565033] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-09-29T22:20:07.565189] [INFO ] [sig       ] CNP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:07.726434] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CNP.txt
[2025-09-29T22:20:07.726704] [WARN ] [sig       ] [467/2211] Failed CNP after 0.3s | 4.33 sym/s | Total: 1.8m | ETA: 6.7m
[2025-09-29T22:20:07.726819] [INFO ] [sig       ] [468/2211] Forecasting CNQ...
[2025-09-29T22:20:07.726863] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-09-29T22:20:07.726898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-09-29T22:20:07.731521] [WARN ] [REMOTE    ] Historical data not found for symbol 'CNQ' (404).
[2025-09-29T22:20:07.731763] [FATAL] [sig       ] CNQ: No historical data fetched.
[2025-09-29T22:20:07.731860] [WARN ] [sig       ] [468/2211] Failed CNQ after 0.0s | 4.33 sym/s | Total: 1.8m | ETA: 6.7m
[2025-09-29T22:20:07.731928] [INFO ] [sig       ] [469/2211] Forecasting CNS...
[2025-09-29T22:20:07.731969] [INFO ] [sig       ] Generating forecast for: CNS
[2025-09-29T22:20:07.732002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-09-29T22:20:07.741297] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CNS'.
[2025-09-29T22:20:07.741705] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-09-29T22:20:07.768962] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:07.769826] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-09-29T22:20:07.769884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:07.769920] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:07.769951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:07.770010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:07.788741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:07.789358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:07.789443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:07.789480] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:07.821484] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:07.821604] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:07.821667] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:07.821724] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:07.825127] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=91.97%)
[2025-09-29T22:20:07.825424] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-09-29T22:20:07.825567] [INFO ] [sig       ] CNS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:07.979041] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CNS.txt
[2025-09-29T22:20:07.979256] [WARN ] [sig       ] [469/2211] Failed CNS after 0.2s | 4.33 sym/s | Total: 1.8m | ETA: 6.7m
[2025-09-29T22:20:07.979332] [INFO ] [sig       ] [470/2211] Forecasting CNX...
[2025-09-29T22:20:07.979372] [INFO ] [sig       ] Generating forecast for: CNX
[2025-09-29T22:20:07.979406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-09-29T22:20:07.989789] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CNX'.
[2025-09-29T22:20:07.990128] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-09-29T22:20:08.016983] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:08.017877] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-09-29T22:20:08.017936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:08.017973] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:08.018003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:08.018061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:08.036222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:08.036907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:08.036995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:08.037032] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:08.073286] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:08.073412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:08.073453] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:08.073484] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:08.077318] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=13.58%)
[2025-09-29T22:20:08.077671] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-09-29T22:20:08.077825] [INFO ] [sig       ] CNX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:08.231422] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CNX.txt
[2025-09-29T22:20:08.231699] [WARN ] [sig       ] [470/2211] Failed CNX after 0.3s | 4.33 sym/s | Total: 1.8m | ETA: 6.7m
[2025-09-29T22:20:08.231784] [INFO ] [sig       ] [471/2211] Forecasting CODI...
[2025-09-29T22:20:08.231827] [INFO ] [sig       ] Generating forecast for: CODI
[2025-09-29T22:20:08.231863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-09-29T22:20:08.241759] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CODI'.
[2025-09-29T22:20:08.242110] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-09-29T22:20:08.269327] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:08.270181] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-09-29T22:20:08.270239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:08.270280] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:08.270318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:08.270379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:08.293790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:08.294788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:08.294901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:08.294956] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:08.332429] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:08.332568] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:08.332609] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:08.332687] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:08.336359] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=87.93%)
[2025-09-29T22:20:08.336675] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-09-29T22:20:08.336857] [INFO ] [sig       ] CODI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:08.522953] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CODI.txt
[2025-09-29T22:20:08.523248] [WARN ] [sig       ] [471/2211] Failed CODI after 0.3s | 4.33 sym/s | Total: 1.8m | ETA: 6.7m
[2025-09-29T22:20:08.523377] [INFO ] [sig       ] [472/2211] Forecasting COF...
[2025-09-29T22:20:08.523420] [INFO ] [sig       ] Generating forecast for: COF
[2025-09-29T22:20:08.523456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-09-29T22:20:08.534769] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'COF'.
[2025-09-29T22:20:08.535264] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-09-29T22:20:08.564463] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:08.565433] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-09-29T22:20:08.565503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:08.565541] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:08.565580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:08.565727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:08.585074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:08.585998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:08.586110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:08.586148] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:08.623894] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:08.624062] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:08.624108] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:08.624141] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:08.627951] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: UP (p=85.99%)
[2025-09-29T22:20:08.628242] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-09-29T22:20:08.628385] [INFO ] [sig       ] COF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:08.784474] [INFO ] [LOCAL     ] Saved forecast: COF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/COF.txt
[2025-09-29T22:20:08.784730] [WARN ] [sig       ] [472/2211] Failed COF after 0.3s | 4.33 sym/s | Total: 1.8m | ETA: 6.7m
[2025-09-29T22:20:08.784811] [INFO ] [sig       ] [473/2211] Forecasting COHR...
[2025-09-29T22:20:08.784879] [INFO ] [sig       ] Generating forecast for: COHR
[2025-09-29T22:20:08.784932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COHR' from 'https://tdm.silogroup.org/data/derivative_storage/COHR.csv'.
[2025-09-29T22:20:08.794947] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'COHR'.
[2025-09-29T22:20:08.795279] [INFO ] [FORECASTER] Starting predict_future for COHR
[2025-09-29T22:20:08.821597] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:08.822400] [DEBUG] [LOCAL     ] No optimal features file found for COHR: ./output/feature-sets/COHR.txt
[2025-09-29T22:20:08.822458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:08.822493] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:08.822521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:08.822579] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:08.840902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:08.841514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:08.841602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:08.841638] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:08.881909] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:08.882077] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:08.882123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:08.882153] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:08.885675] [DEBUG] [FORECASTER] COHR: Forecast T+1@11:T+2@11: UP (p=92.41%)
[2025-09-29T22:20:08.885965] [INFO ] [FORECASTER] Completed predict_future for COHR
[2025-09-29T22:20:08.886102] [INFO ] [sig       ] COHR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:09.041024] [INFO ] [LOCAL     ] Saved forecast: COHR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/COHR.txt
[2025-09-29T22:20:09.041302] [WARN ] [sig       ] [473/2211] Failed COHR after 0.3s | 4.33 sym/s | Total: 1.8m | ETA: 6.7m
[2025-09-29T22:20:09.041386] [INFO ] [sig       ] [474/2211] Forecasting COLD...
[2025-09-29T22:20:09.041426] [INFO ] [sig       ] Generating forecast for: COLD
[2025-09-29T22:20:09.041458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-09-29T22:20:09.051976] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'COLD'.
[2025-09-29T22:20:09.052336] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-09-29T22:20:09.079719] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:09.080471] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-09-29T22:20:09.080528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:09.080562] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:09.080591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:09.080671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:09.100537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:09.101360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:09.101449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:09.101485] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:09.140671] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:09.140838] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:09.140886] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:09.140917] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:09.144452] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=4.73%)
[2025-09-29T22:20:09.144775] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-09-29T22:20:09.144926] [INFO ] [sig       ] COLD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:09.295475] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/COLD.txt
[2025-09-29T22:20:09.295713] [WARN ] [sig       ] [474/2211] Failed COLD after 0.3s | 4.33 sym/s | Total: 1.8m | ETA: 6.7m
[2025-09-29T22:20:09.295793] [INFO ] [sig       ] [475/2211] Forecasting COMP...
[2025-09-29T22:20:09.295833] [INFO ] [sig       ] Generating forecast for: COMP
[2025-09-29T22:20:09.295865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-09-29T22:20:09.300504] [WARN ] [REMOTE    ] Historical data not found for symbol 'COMP' (404).
[2025-09-29T22:20:09.300719] [FATAL] [sig       ] COMP: No historical data fetched.
[2025-09-29T22:20:09.300809] [WARN ] [sig       ] [475/2211] Failed COMP after 0.0s | 4.34 sym/s | Total: 1.8m | ETA: 6.7m
[2025-09-29T22:20:09.300880] [INFO ] [sig       ] [476/2211] Forecasting CON...
[2025-09-29T22:20:09.300920] [INFO ] [sig       ] Generating forecast for: CON
[2025-09-29T22:20:09.300952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CON' from 'https://tdm.silogroup.org/data/derivative_storage/CON.csv'.
[2025-09-29T22:20:09.310358] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CON'.
[2025-09-29T22:20:09.310731] [INFO ] [FORECASTER] Starting predict_future for CON
[2025-09-29T22:20:09.338270] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:09.339153] [DEBUG] [LOCAL     ] No optimal features file found for CON: ./output/feature-sets/CON.txt
[2025-09-29T22:20:09.339210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:09.339247] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:09.339278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:09.339339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:09.358425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:09.359147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:09.359235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:09.359270] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:09.392661] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:09.392823] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:09.392868] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:09.392901] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:09.396726] [DEBUG] [FORECASTER] CON: Forecast T+1@11:T+2@11: UP (p=58.37%)
[2025-09-29T22:20:09.397027] [INFO ] [FORECASTER] Completed predict_future for CON
[2025-09-29T22:20:09.397210] [INFO ] [sig       ] CON: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:09.551232] [INFO ] [LOCAL     ] Saved forecast: CON	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CON.txt
[2025-09-29T22:20:09.551484] [WARN ] [sig       ] [476/2211] Failed CON after 0.3s | 4.34 sym/s | Total: 1.8m | ETA: 6.7m
[2025-09-29T22:20:09.551582] [INFO ] [sig       ] [477/2211] Forecasting COOK...
[2025-09-29T22:20:09.551632] [INFO ] [sig       ] Generating forecast for: COOK
[2025-09-29T22:20:09.551710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COOK' from 'https://tdm.silogroup.org/data/derivative_storage/COOK.csv'.
[2025-09-29T22:20:09.561784] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'COOK'.
[2025-09-29T22:20:09.562159] [INFO ] [FORECASTER] Starting predict_future for COOK
[2025-09-29T22:20:09.589159] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:09.590025] [DEBUG] [LOCAL     ] No optimal features file found for COOK: ./output/feature-sets/COOK.txt
[2025-09-29T22:20:09.590085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:09.590123] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:09.590154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:09.590216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:09.608986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:09.609619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:09.609731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:09.609776] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:09.642417] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:09.642550] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:09.642592] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:09.642622] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:09.646115] [DEBUG] [FORECASTER] COOK: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2025-09-29T22:20:09.646399] [INFO ] [FORECASTER] Completed predict_future for COOK
[2025-09-29T22:20:09.646545] [INFO ] [sig       ] COOK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:09.801131] [INFO ] [LOCAL     ] Saved forecast: COOK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/COOK.txt
[2025-09-29T22:20:09.801354] [WARN ] [sig       ] [477/2211] Failed COOK after 0.2s | 4.33 sym/s | Total: 1.8m | ETA: 6.7m
[2025-09-29T22:20:09.801433] [INFO ] [sig       ] [478/2211] Forecasting COP...
[2025-09-29T22:20:09.801475] [INFO ] [sig       ] Generating forecast for: COP
[2025-09-29T22:20:09.801508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-09-29T22:20:09.811797] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'COP'.
[2025-09-29T22:20:09.812170] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-09-29T22:20:09.839402] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:09.840235] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-09-29T22:20:09.840293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:09.840329] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:09.840359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:09.840419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:09.860239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:09.861005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:09.861096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:09.861132] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:09.894604] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:09.894768] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:09.894826] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:09.894864] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:09.898423] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: DOWN (p=42.78%)
[2025-09-29T22:20:09.898877] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-09-29T22:20:09.899026] [INFO ] [sig       ] COP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:10.052487] [INFO ] [LOCAL     ] Saved forecast: COP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/COP.txt
[2025-09-29T22:20:10.052744] [WARN ] [sig       ] [478/2211] Failed COP after 0.3s | 4.33 sym/s | Total: 1.8m | ETA: 6.7m
[2025-09-29T22:20:10.052827] [INFO ] [sig       ] [479/2211] Forecasting COR...
[2025-09-29T22:20:10.052877] [INFO ] [sig       ] Generating forecast for: COR
[2025-09-29T22:20:10.052912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COR' from 'https://tdm.silogroup.org/data/derivative_storage/COR.csv'.
[2025-09-29T22:20:10.063207] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'COR'.
[2025-09-29T22:20:10.063613] [INFO ] [FORECASTER] Starting predict_future for COR
[2025-09-29T22:20:10.091361] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:10.092197] [DEBUG] [LOCAL     ] No optimal features file found for COR: ./output/feature-sets/COR.txt
[2025-09-29T22:20:10.092256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:10.092292] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:10.092321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:10.092380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:10.111158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:10.111893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:10.111984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:10.112020] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:10.148693] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:10.148860] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:10.148905] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:10.148937] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:10.152606] [DEBUG] [FORECASTER] COR: Forecast T+1@11:T+2@11: DOWN (p=1.05%)
[2025-09-29T22:20:10.152924] [INFO ] [FORECASTER] Completed predict_future for COR
[2025-09-29T22:20:10.153065] [INFO ] [sig       ] COR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:10.308748] [INFO ] [LOCAL     ] Saved forecast: COR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/COR.txt
[2025-09-29T22:20:10.308975] [WARN ] [sig       ] [479/2211] Failed COR after 0.3s | 4.33 sym/s | Total: 1.8m | ETA: 6.7m
[2025-09-29T22:20:10.309056] [INFO ] [sig       ] [480/2211] Forecasting COTY...
[2025-09-29T22:20:10.309098] [INFO ] [sig       ] Generating forecast for: COTY
[2025-09-29T22:20:10.309141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-09-29T22:20:10.320535] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'COTY'.
[2025-09-29T22:20:10.321111] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-09-29T22:20:10.349120] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:10.349979] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-09-29T22:20:10.350038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:10.350073] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:10.350102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:10.350161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:10.368627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:10.369289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:10.369380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:10.369415] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:10.410322] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:10.410512] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:10.410561] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:10.410592] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:10.414369] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: UP (p=76.51%)
[2025-09-29T22:20:10.414723] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-09-29T22:20:10.414894] [INFO ] [sig       ] COTY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:10.575737] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/COTY.txt
[2025-09-29T22:20:10.575963] [WARN ] [sig       ] [480/2211] Failed COTY after 0.3s | 4.33 sym/s | Total: 1.8m | ETA: 6.7m
[2025-09-29T22:20:10.576041] [INFO ] [sig       ] [481/2211] Forecasting COUR...
[2025-09-29T22:20:10.576089] [INFO ] [sig       ] Generating forecast for: COUR
[2025-09-29T22:20:10.576129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COUR' from 'https://tdm.silogroup.org/data/derivative_storage/COUR.csv'.
[2025-09-29T22:20:10.580997] [WARN ] [REMOTE    ] Historical data not found for symbol 'COUR' (404).
[2025-09-29T22:20:10.581226] [FATAL] [sig       ] COUR: No historical data fetched.
[2025-09-29T22:20:10.581336] [WARN ] [sig       ] [481/2211] Failed COUR after 0.0s | 4.34 sym/s | Total: 1.8m | ETA: 6.6m
[2025-09-29T22:20:10.581428] [INFO ] [sig       ] [482/2211] Forecasting CP...
[2025-09-29T22:20:10.581473] [INFO ] [sig       ] Generating forecast for: CP
[2025-09-29T22:20:10.581544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-09-29T22:20:10.591227] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CP'.
[2025-09-29T22:20:10.591509] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-09-29T22:20:10.620418] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:10.621197] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-09-29T22:20:10.621252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:10.621286] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:10.621314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:10.621425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:10.639720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:10.640284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:10.640369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:10.640403] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:10.679885] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:10.679986] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:10.680030] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:10.680061] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:10.683546] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-09-29T22:20:10.683877] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-09-29T22:20:10.684022] [INFO ] [sig       ] CP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:10.837232] [INFO ] [LOCAL     ] Saved forecast: CP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CP.txt
[2025-09-29T22:20:10.837447] [WARN ] [sig       ] [482/2211] Failed CP after 0.3s | 4.34 sym/s | Total: 1.9m | ETA: 6.6m
[2025-09-29T22:20:10.837528] [INFO ] [sig       ] [483/2211] Forecasting CPA...
[2025-09-29T22:20:10.837569] [INFO ] [sig       ] Generating forecast for: CPA
[2025-09-29T22:20:10.837602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-09-29T22:20:10.842490] [WARN ] [REMOTE    ] Historical data not found for symbol 'CPA' (404).
[2025-09-29T22:20:10.842698] [FATAL] [sig       ] CPA: No historical data fetched.
[2025-09-29T22:20:10.842787] [WARN ] [sig       ] [483/2211] Failed CPA after 0.0s | 4.35 sym/s | Total: 1.9m | ETA: 6.6m
[2025-09-29T22:20:10.842871] [INFO ] [sig       ] [484/2211] Forecasting CPAY...
[2025-09-29T22:20:10.842913] [INFO ] [sig       ] Generating forecast for: CPAY
[2025-09-29T22:20:10.842945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPAY' from 'https://tdm.silogroup.org/data/derivative_storage/CPAY.csv'.
[2025-09-29T22:20:10.851681] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CPAY'.
[2025-09-29T22:20:10.851961] [INFO ] [FORECASTER] Starting predict_future for CPAY
[2025-09-29T22:20:10.878193] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:10.878968] [DEBUG] [LOCAL     ] No optimal features file found for CPAY: ./output/feature-sets/CPAY.txt
[2025-09-29T22:20:10.879024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:10.879059] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:10.879086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:10.879145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:10.897799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:10.898368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:10.898476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:10.898543] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:10.938567] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:10.938694] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:10.938751] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:10.938786] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:10.942451] [DEBUG] [FORECASTER] CPAY: Forecast T+1@11:T+2@11: DOWN (p=36.42%)
[2025-09-29T22:20:10.942794] [INFO ] [FORECASTER] Completed predict_future for CPAY
[2025-09-29T22:20:10.942958] [INFO ] [sig       ] CPAY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:11.091618] [INFO ] [LOCAL     ] Saved forecast: CPAY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CPAY.txt
[2025-09-29T22:20:11.091876] [WARN ] [sig       ] [484/2211] Failed CPAY after 0.2s | 4.35 sym/s | Total: 1.9m | ETA: 6.6m
[2025-09-29T22:20:11.091958] [INFO ] [sig       ] [485/2211] Forecasting CPF...
[2025-09-29T22:20:11.091998] [INFO ] [sig       ] Generating forecast for: CPF
[2025-09-29T22:20:11.092030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-09-29T22:20:11.101737] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CPF'.
[2025-09-29T22:20:11.102084] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-09-29T22:20:11.128435] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:11.129195] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-09-29T22:20:11.129255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:11.129291] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:11.129319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:11.129428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:11.147538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:11.148113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:11.148198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:11.148231] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:11.193418] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:11.193527] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:11.193567] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:11.193617] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:11.197734] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: UP (p=63.04%)
[2025-09-29T22:20:11.198032] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-09-29T22:20:11.198191] [INFO ] [sig       ] CPF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:11.348524] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CPF.txt
[2025-09-29T22:20:11.348807] [WARN ] [sig       ] [485/2211] Failed CPF after 0.3s | 4.35 sym/s | Total: 1.9m | ETA: 6.6m
[2025-09-29T22:20:11.348909] [INFO ] [sig       ] [486/2211] Forecasting CPK...
[2025-09-29T22:20:11.348979] [INFO ] [sig       ] Generating forecast for: CPK
[2025-09-29T22:20:11.349039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-09-29T22:20:11.359844] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CPK'.
[2025-09-29T22:20:11.360311] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-09-29T22:20:11.387385] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:11.388280] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-09-29T22:20:11.388343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:11.388379] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:11.388408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:11.388468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:11.407502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:11.408166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:11.408251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:11.408288] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:11.454579] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:11.454777] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:11.454875] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:11.454933] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:11.460913] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: UP (p=56.65%)
[2025-09-29T22:20:11.461283] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-09-29T22:20:11.461459] [INFO ] [sig       ] CPK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:11.617383] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CPK.txt
[2025-09-29T22:20:11.617616] [WARN ] [sig       ] [486/2211] Failed CPK after 0.3s | 4.34 sym/s | Total: 1.9m | ETA: 6.6m
[2025-09-29T22:20:11.617729] [INFO ] [sig       ] [487/2211] Forecasting CPNG...
[2025-09-29T22:20:11.617770] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-09-29T22:20:11.617813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-09-29T22:20:11.629939] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CPNG'.
[2025-09-29T22:20:11.630402] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-09-29T22:20:11.660631] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:11.661691] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-09-29T22:20:11.661760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:11.661829] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:11.661879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:11.661944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:11.682846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:11.683874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:11.683973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:11.684009] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:11.727539] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:11.727767] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:11.727845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:11.727913] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:11.731940] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: DOWN (p=10.59%)
[2025-09-29T22:20:11.732245] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-09-29T22:20:11.732395] [INFO ] [sig       ] CPNG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:11.894906] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CPNG.txt
[2025-09-29T22:20:11.895159] [WARN ] [sig       ] [487/2211] Failed CPNG after 0.3s | 4.34 sym/s | Total: 1.9m | ETA: 6.6m
[2025-09-29T22:20:11.895242] [INFO ] [sig       ] [488/2211] Forecasting CPRI...
[2025-09-29T22:20:11.895283] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-09-29T22:20:11.895317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-09-29T22:20:11.900010] [WARN ] [REMOTE    ] Historical data not found for symbol 'CPRI' (404).
[2025-09-29T22:20:11.900205] [FATAL] [sig       ] CPRI: No historical data fetched.
[2025-09-29T22:20:11.900296] [WARN ] [sig       ] [488/2211] Failed CPRI after 0.0s | 4.35 sym/s | Total: 1.9m | ETA: 6.6m
[2025-09-29T22:20:11.900367] [INFO ] [sig       ] [489/2211] Forecasting CPS...
[2025-09-29T22:20:11.900408] [INFO ] [sig       ] Generating forecast for: CPS
[2025-09-29T22:20:11.900440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-09-29T22:20:11.904009] [WARN ] [REMOTE    ] Historical data not found for symbol 'CPS' (404).
[2025-09-29T22:20:11.904188] [FATAL] [sig       ] CPS: No historical data fetched.
[2025-09-29T22:20:11.904275] [WARN ] [sig       ] [489/2211] Failed CPS after 0.0s | 4.36 sym/s | Total: 1.9m | ETA: 6.6m
[2025-09-29T22:20:11.904347] [INFO ] [sig       ] [490/2211] Forecasting CPT...
[2025-09-29T22:20:11.904387] [INFO ] [sig       ] Generating forecast for: CPT
[2025-09-29T22:20:11.904418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPT' from 'https://tdm.silogroup.org/data/derivative_storage/CPT.csv'.
[2025-09-29T22:20:11.913779] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CPT'.
[2025-09-29T22:20:11.914124] [INFO ] [FORECASTER] Starting predict_future for CPT
[2025-09-29T22:20:11.943250] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:11.944150] [DEBUG] [LOCAL     ] No optimal features file found for CPT: ./output/feature-sets/CPT.txt
[2025-09-29T22:20:11.944210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:11.944249] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:11.944279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:11.944338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:11.964547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:11.965144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:11.965228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:11.965262] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:12.003887] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:12.004070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:12.004152] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:12.004219] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:12.008052] [DEBUG] [FORECASTER] CPT: Forecast T+1@11:T+2@11: DOWN (p=45.86%)
[2025-09-29T22:20:12.008335] [INFO ] [FORECASTER] Completed predict_future for CPT
[2025-09-29T22:20:12.008475] [INFO ] [sig       ] CPT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:12.164343] [INFO ] [LOCAL     ] Saved forecast: CPT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CPT.txt
[2025-09-29T22:20:12.164578] [WARN ] [sig       ] [490/2211] Failed CPT after 0.3s | 4.36 sym/s | Total: 1.9m | ETA: 6.6m
[2025-09-29T22:20:12.164680] [INFO ] [sig       ] [491/2211] Forecasting CQP...
[2025-09-29T22:20:12.164744] [INFO ] [sig       ] Generating forecast for: CQP
[2025-09-29T22:20:12.164783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-09-29T22:20:12.175249] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CQP'.
[2025-09-29T22:20:12.175664] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-09-29T22:20:12.203254] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:12.204224] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-09-29T22:20:12.204284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:12.204320] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:12.204350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:12.204410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:12.222905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:12.223565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:12.223675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:12.223732] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:12.265500] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:12.265719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:12.265786] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:12.265822] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:12.269760] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: DOWN (p=41.34%)
[2025-09-29T22:20:12.270100] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-09-29T22:20:12.270248] [INFO ] [sig       ] CQP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:12.438417] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CQP.txt
[2025-09-29T22:20:12.438753] [WARN ] [sig       ] [491/2211] Failed CQP after 0.3s | 4.36 sym/s | Total: 1.9m | ETA: 6.6m
[2025-09-29T22:20:12.438853] [INFO ] [sig       ] [492/2211] Forecasting CR...
[2025-09-29T22:20:12.438918] [INFO ] [sig       ] Generating forecast for: CR
[2025-09-29T22:20:12.438959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CR' from 'https://tdm.silogroup.org/data/derivative_storage/CR.csv'.
[2025-09-29T22:20:12.444168] [WARN ] [REMOTE    ] Historical data not found for symbol 'CR' (404).
[2025-09-29T22:20:12.444456] [FATAL] [sig       ] CR: No historical data fetched.
[2025-09-29T22:20:12.444561] [WARN ] [sig       ] [492/2211] Failed CR after 0.0s | 4.37 sym/s | Total: 1.9m | ETA: 6.6m
[2025-09-29T22:20:12.444673] [INFO ] [sig       ] [493/2211] Forecasting CRBD...
[2025-09-29T22:20:12.444745] [INFO ] [sig       ] Generating forecast for: CRBD
[2025-09-29T22:20:12.444810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBD' from 'https://tdm.silogroup.org/data/derivative_storage/CRBD.csv'.
[2025-09-29T22:20:12.454138] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CRBD'.
[2025-09-29T22:20:12.454419] [INFO ] [FORECASTER] Starting predict_future for CRBD
[2025-09-29T22:20:12.480198] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:12.480969] [DEBUG] [LOCAL     ] No optimal features file found for CRBD: ./output/feature-sets/CRBD.txt
[2025-09-29T22:20:12.481025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:12.481058] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:12.481087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:12.481144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:12.499111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:12.499709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:12.499796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:12.499831] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:12.549567] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:12.549746] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:12.549808] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:12.549843] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:12.553755] [DEBUG] [FORECASTER] CRBD: Forecast T+1@11:T+2@11: DOWN (p=8.69%)
[2025-09-29T22:20:12.554064] [INFO ] [FORECASTER] Completed predict_future for CRBD
[2025-09-29T22:20:12.554242] [INFO ] [sig       ] CRBD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:12.702952] [INFO ] [LOCAL     ] Saved forecast: CRBD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CRBD.txt
[2025-09-29T22:20:12.703186] [WARN ] [sig       ] [493/2211] Failed CRBD after 0.3s | 4.37 sym/s | Total: 1.9m | ETA: 6.6m
[2025-09-29T22:20:12.703279] [INFO ] [sig       ] [494/2211] Forecasting CRBG...
[2025-09-29T22:20:12.703335] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-09-29T22:20:12.703370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-09-29T22:20:12.715128] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CRBG'.
[2025-09-29T22:20:12.715521] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-09-29T22:20:12.742270] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:12.743114] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-09-29T22:20:12.743183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:12.743225] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:12.743256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:12.743326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:12.761536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:12.762278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:12.762385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:12.762441] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:12.805005] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:12.805191] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:12.805237] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:12.805267] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:12.809937] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=95.11%)
[2025-09-29T22:20:12.810415] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-09-29T22:20:12.810620] [INFO ] [sig       ] CRBG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:12.986069] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CRBG.txt
[2025-09-29T22:20:12.986367] [WARN ] [sig       ] [494/2211] Failed CRBG after 0.3s | 4.36 sym/s | Total: 1.9m | ETA: 6.6m
[2025-09-29T22:20:12.986469] [INFO ] [sig       ] [495/2211] Forecasting CRC...
[2025-09-29T22:20:12.986519] [INFO ] [sig       ] Generating forecast for: CRC
[2025-09-29T22:20:12.986556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-09-29T22:20:12.998551] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CRC'.
[2025-09-29T22:20:12.998924] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-09-29T22:20:13.025470] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:13.026232] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-09-29T22:20:13.026288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:13.026322] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:13.026351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:13.026407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:13.045790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:13.046358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:13.046442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:13.046542] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:13.086191] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:13.086286] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:13.086325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:13.086355] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:13.089962] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2025-09-29T22:20:13.090240] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-09-29T22:20:13.090458] [INFO ] [sig       ] CRC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:13.252460] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CRC.txt
[2025-09-29T22:20:13.252817] [WARN ] [sig       ] [495/2211] Failed CRC after 0.3s | 4.36 sym/s | Total: 1.9m | ETA: 6.6m
[2025-09-29T22:20:13.252906] [INFO ] [sig       ] [496/2211] Forecasting CRGY...
[2025-09-29T22:20:13.252949] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-09-29T22:20:13.252983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-09-29T22:20:13.263827] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CRGY'.
[2025-09-29T22:20:13.264237] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-09-29T22:20:13.294284] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:13.295211] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-09-29T22:20:13.295270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:13.295309] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:13.295339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:13.295398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:13.315754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:13.316438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:13.316533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:13.316568] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:13.360389] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:13.360579] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:13.360627] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:13.360722] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:13.365594] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: DOWN (p=8.30%)
[2025-09-29T22:20:13.365997] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-09-29T22:20:13.366253] [INFO ] [sig       ] CRGY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:13.532288] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CRGY.txt
[2025-09-29T22:20:13.532545] [WARN ] [sig       ] [496/2211] Failed CRGY after 0.3s | 4.36 sym/s | Total: 1.9m | ETA: 6.6m
[2025-09-29T22:20:13.532629] [INFO ] [sig       ] [497/2211] Forecasting CRH...
[2025-09-29T22:20:13.532709] [INFO ] [sig       ] Generating forecast for: CRH
[2025-09-29T22:20:13.532752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-09-29T22:20:13.543308] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CRH'.
[2025-09-29T22:20:13.543697] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-09-29T22:20:13.571330] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:13.572240] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-09-29T22:20:13.572337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:13.572387] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:13.572427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:13.572494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:13.592464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:13.593205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:13.593297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:13.593334] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:13.634366] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:13.634553] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:13.634620] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:13.634698] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:13.638384] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2025-09-29T22:20:13.638685] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-09-29T22:20:13.638843] [INFO ] [sig       ] CRH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:13.794267] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CRH.txt
[2025-09-29T22:20:13.794513] [WARN ] [sig       ] [497/2211] Failed CRH after 0.3s | 4.36 sym/s | Total: 1.9m | ETA: 6.6m
[2025-09-29T22:20:13.794590] [INFO ] [sig       ] [498/2211] Forecasting CRI...
[2025-09-29T22:20:13.794629] [INFO ] [sig       ] Generating forecast for: CRI
[2025-09-29T22:20:13.794702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-09-29T22:20:13.805662] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CRI'.
[2025-09-29T22:20:13.806118] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-09-29T22:20:13.832062] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:13.832866] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-09-29T22:20:13.832923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:13.832957] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:13.832986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:13.833044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:13.850625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:13.851279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:13.851370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:13.851404] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:13.886899] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:13.887237] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:13.887307] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:13.887348] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:13.890924] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: UP (p=79.41%)
[2025-09-29T22:20:13.891214] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-09-29T22:20:13.891364] [INFO ] [sig       ] CRI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:14.046805] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CRI.txt
[2025-09-29T22:20:14.047095] [WARN ] [sig       ] [498/2211] Failed CRI after 0.3s | 4.36 sym/s | Total: 1.9m | ETA: 6.6m
[2025-09-29T22:20:14.047188] [INFO ] [sig       ] [499/2211] Forecasting CRK...
[2025-09-29T22:20:14.047228] [INFO ] [sig       ] Generating forecast for: CRK
[2025-09-29T22:20:14.047261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-09-29T22:20:14.059028] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CRK'.
[2025-09-29T22:20:14.059470] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-09-29T22:20:14.087369] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:14.088199] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-09-29T22:20:14.088258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:14.088294] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:14.088323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:14.088381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:14.108267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:14.109275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:14.109368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:14.109403] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:14.146901] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:14.147136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:14.147212] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:14.147254] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:14.151060] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: UP (p=93.00%)
[2025-09-29T22:20:14.151358] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-09-29T22:20:14.151512] [INFO ] [sig       ] CRK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:14.303172] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CRK.txt
[2025-09-29T22:20:14.303429] [WARN ] [sig       ] [499/2211] Failed CRK after 0.3s | 4.36 sym/s | Total: 1.9m | ETA: 6.5m
[2025-09-29T22:20:14.303513] [INFO ] [sig       ] [500/2211] Forecasting CRL...
[2025-09-29T22:20:14.303555] [INFO ] [sig       ] Generating forecast for: CRL
[2025-09-29T22:20:14.303590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-09-29T22:20:14.315546] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CRL'.
[2025-09-29T22:20:14.316015] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-09-29T22:20:14.344177] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:14.345216] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-09-29T22:20:14.345276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:14.345312] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:14.345343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:14.345403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:14.364844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:14.365754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:14.365845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:14.365882] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:14.404992] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:14.405166] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:14.405211] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:14.405243] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:14.409150] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: DOWN (p=12.75%)
[2025-09-29T22:20:14.409464] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-09-29T22:20:14.409612] [INFO ] [sig       ] CRL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:14.569094] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CRL.txt
[2025-09-29T22:20:14.569387] [WARN ] [sig       ] [500/2211] Failed CRL after 0.3s | 4.36 sym/s | Total: 1.9m | ETA: 6.5m
[2025-09-29T22:20:14.569469] [INFO ] [sig       ] [501/2211] Forecasting CRM...
[2025-09-29T22:20:14.569510] [INFO ] [sig       ] Generating forecast for: CRM
[2025-09-29T22:20:14.569543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-09-29T22:20:14.575153] [WARN ] [REMOTE    ] Historical data not found for symbol 'CRM' (404).
[2025-09-29T22:20:14.575441] [FATAL] [sig       ] CRM: No historical data fetched.
[2025-09-29T22:20:14.575542] [WARN ] [sig       ] [501/2211] Failed CRM after 0.0s | 4.36 sym/s | Total: 1.9m | ETA: 6.5m
[2025-09-29T22:20:14.575616] [INFO ] [sig       ] [502/2211] Forecasting CRS...
[2025-09-29T22:20:14.575707] [INFO ] [sig       ] Generating forecast for: CRS
[2025-09-29T22:20:14.575755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-09-29T22:20:14.588730] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CRS'.
[2025-09-29T22:20:14.589296] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-09-29T22:20:14.622611] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:14.623546] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-09-29T22:20:14.623615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:14.623683] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:14.623733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:14.623798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:14.643059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:14.643960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:14.644054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:14.644090] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:14.681107] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:14.681286] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:14.681336] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:14.681390] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:14.685226] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: UP (p=79.50%)
[2025-09-29T22:20:14.685530] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-09-29T22:20:14.685703] [INFO ] [sig       ] CRS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:14.848433] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CRS.txt
[2025-09-29T22:20:14.848738] [WARN ] [sig       ] [502/2211] Failed CRS after 0.3s | 4.36 sym/s | Total: 1.9m | ETA: 6.5m
[2025-09-29T22:20:14.848824] [INFO ] [sig       ] [503/2211] Forecasting CRT...
[2025-09-29T22:20:14.848866] [INFO ] [sig       ] Generating forecast for: CRT
[2025-09-29T22:20:14.848901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRT' from 'https://tdm.silogroup.org/data/derivative_storage/CRT.csv'.
[2025-09-29T22:20:14.858756] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CRT'.
[2025-09-29T22:20:14.859123] [INFO ] [FORECASTER] Starting predict_future for CRT
[2025-09-29T22:20:14.886074] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:14.886907] [DEBUG] [LOCAL     ] No optimal features file found for CRT: ./output/feature-sets/CRT.txt
[2025-09-29T22:20:14.886965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:14.887003] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:14.887034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:14.887133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:14.905721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:14.906326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:14.906411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:14.906448] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:14.943500] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:14.943692] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:14.943786] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:14.943831] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:14.949479] [DEBUG] [FORECASTER] CRT: Forecast T+1@11:T+2@11: DOWN (p=13.05%)
[2025-09-29T22:20:14.949824] [INFO ] [FORECASTER] Completed predict_future for CRT
[2025-09-29T22:20:14.949976] [INFO ] [sig       ] CRT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:15.101090] [INFO ] [LOCAL     ] Saved forecast: CRT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CRT.txt
[2025-09-29T22:20:15.101338] [WARN ] [sig       ] [503/2211] Failed CRT after 0.3s | 4.36 sym/s | Total: 1.9m | ETA: 6.5m
[2025-09-29T22:20:15.101422] [INFO ] [sig       ] [504/2211] Forecasting CSAN...
[2025-09-29T22:20:15.101462] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-09-29T22:20:15.101495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-09-29T22:20:15.112120] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CSAN'.
[2025-09-29T22:20:15.112554] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-09-29T22:20:15.140963] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:15.141820] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-09-29T22:20:15.141879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:15.141916] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:15.141947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:15.142007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:15.164495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:15.165414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:15.165511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:15.165547] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:15.204553] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:15.204737] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:15.204796] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:15.204835] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:15.208854] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: DOWN (p=15.06%)
[2025-09-29T22:20:15.209271] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-09-29T22:20:15.209432] [INFO ] [sig       ] CSAN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:15.363453] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CSAN.txt
[2025-09-29T22:20:15.363718] [WARN ] [sig       ] [504/2211] Failed CSAN after 0.3s | 4.36 sym/s | Total: 1.9m | ETA: 6.5m
[2025-09-29T22:20:15.363804] [INFO ] [sig       ] [505/2211] Forecasting CSL...
[2025-09-29T22:20:15.363845] [INFO ] [sig       ] Generating forecast for: CSL
[2025-09-29T22:20:15.363880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSL' from 'https://tdm.silogroup.org/data/derivative_storage/CSL.csv'.
[2025-09-29T22:20:15.374820] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CSL'.
[2025-09-29T22:20:15.375183] [INFO ] [FORECASTER] Starting predict_future for CSL
[2025-09-29T22:20:15.403727] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:15.405018] [DEBUG] [LOCAL     ] No optimal features file found for CSL: ./output/feature-sets/CSL.txt
[2025-09-29T22:20:15.405090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:15.405127] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:15.405158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:15.405220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:15.424723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:15.425701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:15.425826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:15.425874] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:15.463060] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:15.463234] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:15.463279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:15.463310] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:15.466897] [DEBUG] [FORECASTER] CSL: Forecast T+1@11:T+2@11: DOWN (p=16.45%)
[2025-09-29T22:20:15.467241] [INFO ] [FORECASTER] Completed predict_future for CSL
[2025-09-29T22:20:15.467402] [INFO ] [sig       ] CSL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:15.633537] [INFO ] [LOCAL     ] Saved forecast: CSL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CSL.txt
[2025-09-29T22:20:15.633821] [WARN ] [sig       ] [505/2211] Failed CSL after 0.3s | 4.36 sym/s | Total: 1.9m | ETA: 6.5m
[2025-09-29T22:20:15.633911] [INFO ] [sig       ] [506/2211] Forecasting CSR...
[2025-09-29T22:20:15.633956] [INFO ] [sig       ] Generating forecast for: CSR
[2025-09-29T22:20:15.633992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSR' from 'https://tdm.silogroup.org/data/derivative_storage/CSR.csv'.
[2025-09-29T22:20:15.644027] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CSR'.
[2025-09-29T22:20:15.644389] [INFO ] [FORECASTER] Starting predict_future for CSR
[2025-09-29T22:20:15.670331] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:15.671167] [DEBUG] [LOCAL     ] No optimal features file found for CSR: ./output/feature-sets/CSR.txt
[2025-09-29T22:20:15.671222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:15.671257] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:15.671287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:15.671346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:15.689306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:15.690014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:15.690102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:15.690137] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:15.724917] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:15.725142] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:15.725222] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:15.725291] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:15.729999] [DEBUG] [FORECASTER] CSR: Forecast T+1@11:T+2@11: DOWN (p=35.84%)
[2025-09-29T22:20:15.730380] [INFO ] [FORECASTER] Completed predict_future for CSR
[2025-09-29T22:20:15.730529] [INFO ] [sig       ] CSR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:15.882452] [INFO ] [LOCAL     ] Saved forecast: CSR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CSR.txt
[2025-09-29T22:20:15.882711] [WARN ] [sig       ] [506/2211] Failed CSR after 0.2s | 4.36 sym/s | Total: 1.9m | ETA: 6.5m
[2025-09-29T22:20:15.882797] [INFO ] [sig       ] [507/2211] Forecasting CSTM...
[2025-09-29T22:20:15.882846] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-09-29T22:20:15.882887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-09-29T22:20:15.893085] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CSTM'.
[2025-09-29T22:20:15.893395] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-09-29T22:20:15.921260] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:15.922263] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-09-29T22:20:15.922327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:15.922365] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:15.922399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:15.922471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:15.943059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:15.943947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:15.944051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:15.944089] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:15.983339] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:15.983526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:15.983583] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:15.983624] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:15.988016] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: UP (p=84.35%)
[2025-09-29T22:20:15.988385] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-09-29T22:20:15.988539] [INFO ] [sig       ] CSTM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:16.143512] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CSTM.txt
[2025-09-29T22:20:16.143774] [WARN ] [sig       ] [507/2211] Failed CSTM after 0.3s | 4.36 sym/s | Total: 1.9m | ETA: 6.5m
[2025-09-29T22:20:16.143894] [INFO ] [sig       ] [508/2211] Forecasting CSV...
[2025-09-29T22:20:16.143935] [INFO ] [sig       ] Generating forecast for: CSV
[2025-09-29T22:20:16.143970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSV' from 'https://tdm.silogroup.org/data/derivative_storage/CSV.csv'.
[2025-09-29T22:20:16.149301] [WARN ] [REMOTE    ] Historical data not found for symbol 'CSV' (404).
[2025-09-29T22:20:16.149605] [FATAL] [sig       ] CSV: No historical data fetched.
[2025-09-29T22:20:16.149723] [WARN ] [sig       ] [508/2211] Failed CSV after 0.0s | 4.36 sym/s | Total: 1.9m | ETA: 6.5m
[2025-09-29T22:20:16.149796] [INFO ] [sig       ] [509/2211] Forecasting CTBB...
[2025-09-29T22:20:16.149838] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-09-29T22:20:16.149870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-09-29T22:20:16.159220] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CTBB'.
[2025-09-29T22:20:16.159690] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-09-29T22:20:16.186488] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:16.187402] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-09-29T22:20:16.187461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:16.187497] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:16.187528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:16.187589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:16.206256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:16.206877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:16.206966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:16.207001] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:16.242706] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:16.242842] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:16.242911] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:16.242976] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:16.246675] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=75.33%)
[2025-09-29T22:20:16.246969] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-09-29T22:20:16.247148] [INFO ] [sig       ] CTBB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:16.400686] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CTBB.txt
[2025-09-29T22:20:16.400933] [WARN ] [sig       ] [509/2211] Failed CTBB after 0.3s | 4.36 sym/s | Total: 1.9m | ETA: 6.5m
[2025-09-29T22:20:16.401024] [INFO ] [sig       ] [510/2211] Forecasting CTDD...
[2025-09-29T22:20:16.401065] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-09-29T22:20:16.401102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-09-29T22:20:16.411616] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'CTDD'.
[2025-09-29T22:20:16.412057] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-09-29T22:20:16.442576] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:16.443794] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-09-29T22:20:16.443858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:16.443895] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:16.443926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:16.444058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:16.466208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:16.467085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:16.467202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:16.467256] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:16.502858] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:16.502991] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:16.503033] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:16.503064] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:16.506959] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=99.75%)
[2025-09-29T22:20:16.507276] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-09-29T22:20:16.507422] [INFO ] [sig       ] CTDD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:16.669542] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CTDD.txt
[2025-09-29T22:20:16.669815] [WARN ] [sig       ] [510/2211] Failed CTDD after 0.3s | 4.36 sym/s | Total: 1.9m | ETA: 6.5m
[2025-09-29T22:20:16.669913] [INFO ] [sig       ] [511/2211] Forecasting CTO...
[2025-09-29T22:20:16.669965] [INFO ] [sig       ] Generating forecast for: CTO
[2025-09-29T22:20:16.670011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-09-29T22:20:16.679901] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CTO'.
[2025-09-29T22:20:16.680225] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-09-29T22:20:16.708154] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:16.708980] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-09-29T22:20:16.709038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:16.709074] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:16.709104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:16.709215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:16.727931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:16.728558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:16.728668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:16.728725] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:16.771735] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:16.771876] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:16.771921] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:16.771952] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:16.775456] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=92.29%)
[2025-09-29T22:20:16.775786] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-09-29T22:20:16.775937] [INFO ] [sig       ] CTO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:16.931276] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CTO.txt
[2025-09-29T22:20:16.931521] [WARN ] [sig       ] [511/2211] Failed CTO after 0.3s | 4.36 sym/s | Total: 2.0m | ETA: 6.5m
[2025-09-29T22:20:16.931604] [INFO ] [sig       ] [512/2211] Forecasting CTOS...
[2025-09-29T22:20:16.931667] [INFO ] [sig       ] Generating forecast for: CTOS
[2025-09-29T22:20:16.931722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTOS' from 'https://tdm.silogroup.org/data/derivative_storage/CTOS.csv'.
[2025-09-29T22:20:16.942241] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CTOS'.
[2025-09-29T22:20:16.942763] [INFO ] [FORECASTER] Starting predict_future for CTOS
[2025-09-29T22:20:16.973300] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:16.974352] [DEBUG] [LOCAL     ] No optimal features file found for CTOS: ./output/feature-sets/CTOS.txt
[2025-09-29T22:20:16.974433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:16.974505] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:16.974571] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:16.974705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:17.000413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:17.001478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:17.001608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:17.001704] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:17.047718] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:17.047898] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:17.047974] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:17.048027] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:17.052203] [DEBUG] [FORECASTER] CTOS: Forecast T+1@11:T+2@11: DOWN (p=14.52%)
[2025-09-29T22:20:17.052583] [INFO ] [FORECASTER] Completed predict_future for CTOS
[2025-09-29T22:20:17.052787] [INFO ] [sig       ] CTOS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:17.235795] [INFO ] [LOCAL     ] Saved forecast: CTOS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CTOS.txt
[2025-09-29T22:20:17.236133] [WARN ] [sig       ] [512/2211] Failed CTOS after 0.3s | 4.36 sym/s | Total: 2.0m | ETA: 6.5m
[2025-09-29T22:20:17.236254] [INFO ] [sig       ] [513/2211] Forecasting CTRA...
[2025-09-29T22:20:17.236297] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-09-29T22:20:17.236334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-09-29T22:20:17.247714] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CTRA'.
[2025-09-29T22:20:17.248060] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-09-29T22:20:17.276596] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:17.277710] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-09-29T22:20:17.277773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:17.277810] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:17.277841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:17.277904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:17.303205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:17.304106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:17.304199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:17.304236] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:17.349126] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:17.349312] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:17.349370] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:17.349405] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:17.353606] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: DOWN (p=33.80%)
[2025-09-29T22:20:17.353979] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-09-29T22:20:17.354134] [INFO ] [sig       ] CTRA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:17.502703] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CTRA.txt
[2025-09-29T22:20:17.502982] [WARN ] [sig       ] [513/2211] Failed CTRA after 0.3s | 4.36 sym/s | Total: 2.0m | ETA: 6.5m
[2025-09-29T22:20:17.503074] [INFO ] [sig       ] [514/2211] Forecasting CTRE...
[2025-09-29T22:20:17.503116] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-09-29T22:20:17.503149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-09-29T22:20:17.513558] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CTRE'.
[2025-09-29T22:20:17.514007] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-09-29T22:20:17.542091] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:17.543082] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-09-29T22:20:17.543143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:17.543178] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:17.543207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:17.543276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:17.564457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:17.565591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:17.565726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:17.565773] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:17.609631] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:17.609843] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:17.609917] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:17.609981] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:17.614369] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2025-09-29T22:20:17.615216] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-09-29T22:20:17.615401] [INFO ] [sig       ] CTRE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:17.806915] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CTRE.txt
[2025-09-29T22:20:17.807248] [WARN ] [sig       ] [514/2211] Failed CTRE after 0.3s | 4.35 sym/s | Total: 2.0m | ETA: 6.5m
[2025-09-29T22:20:17.807337] [INFO ] [sig       ] [515/2211] Forecasting CTRI...
[2025-09-29T22:20:17.807378] [INFO ] [sig       ] Generating forecast for: CTRI
[2025-09-29T22:20:17.807414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRI' from 'https://tdm.silogroup.org/data/derivative_storage/CTRI.csv'.
[2025-09-29T22:20:17.821703] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CTRI'.
[2025-09-29T22:20:17.822237] [INFO ] [FORECASTER] Starting predict_future for CTRI
[2025-09-29T22:20:17.851079] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:17.851997] [DEBUG] [LOCAL     ] No optimal features file found for CTRI: ./output/feature-sets/CTRI.txt
[2025-09-29T22:20:17.852064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:17.852100] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:17.852129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:17.852186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:17.872017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:17.872831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:17.872963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:17.873019] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:17.917324] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:17.917484] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:17.917528] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:17.917582] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:17.921477] [DEBUG] [FORECASTER] CTRI: Forecast T+1@11:T+2@11: DOWN (p=19.28%)
[2025-09-29T22:20:17.921821] [INFO ] [FORECASTER] Completed predict_future for CTRI
[2025-09-29T22:20:17.922053] [INFO ] [sig       ] CTRI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:18.101556] [INFO ] [LOCAL     ] Saved forecast: CTRI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CTRI.txt
[2025-09-29T22:20:18.101844] [WARN ] [sig       ] [515/2211] Failed CTRI after 0.3s | 4.35 sym/s | Total: 2.0m | ETA: 6.5m
[2025-09-29T22:20:18.101929] [INFO ] [sig       ] [516/2211] Forecasting CTS...
[2025-09-29T22:20:18.101970] [INFO ] [sig       ] Generating forecast for: CTS
[2025-09-29T22:20:18.102003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-09-29T22:20:18.114395] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CTS'.
[2025-09-29T22:20:18.114831] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-09-29T22:20:18.144033] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:18.144907] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-09-29T22:20:18.144967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:18.145005] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:18.145037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:18.145104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:18.164969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:18.165833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:18.165925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:18.165961] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:18.206997] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:18.207227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:18.207306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:18.207366] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:18.211196] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: UP (p=92.23%)
[2025-09-29T22:20:18.211503] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-09-29T22:20:18.211734] [INFO ] [sig       ] CTS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:18.372622] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CTS.txt
[2025-09-29T22:20:18.372903] [WARN ] [sig       ] [516/2211] Failed CTS after 0.3s | 4.35 sym/s | Total: 2.0m | ETA: 6.5m
[2025-09-29T22:20:18.372981] [INFO ] [sig       ] [517/2211] Forecasting CTVA...
[2025-09-29T22:20:18.373020] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-09-29T22:20:18.373052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-09-29T22:20:18.383093] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CTVA'.
[2025-09-29T22:20:18.383481] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-09-29T22:20:18.411127] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:18.411946] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-09-29T22:20:18.412002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:18.412036] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:18.412065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:18.412122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:18.429903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:18.430529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:18.430616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:18.430682] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:18.467316] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:18.467473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:18.467517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:18.467547] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:18.471006] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: UP (p=95.61%)
[2025-09-29T22:20:18.471281] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-09-29T22:20:18.471417] [INFO ] [sig       ] CTVA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:18.624815] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CTVA.txt
[2025-09-29T22:20:18.625052] [WARN ] [sig       ] [517/2211] Failed CTVA after 0.3s | 4.35 sym/s | Total: 2.0m | ETA: 6.5m
[2025-09-29T22:20:18.625130] [INFO ] [sig       ] [518/2211] Forecasting CUBE...
[2025-09-29T22:20:18.625172] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-09-29T22:20:18.625207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-09-29T22:20:18.634623] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CUBE'.
[2025-09-29T22:20:18.634941] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-09-29T22:20:18.662405] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:18.663354] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-09-29T22:20:18.663418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:18.663455] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:18.663486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:18.663544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:18.684226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:18.684992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:18.685083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:18.685120] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:18.724508] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:18.724686] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:18.724748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:18.724783] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:18.728492] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: DOWN (p=44.43%)
[2025-09-29T22:20:18.728867] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-09-29T22:20:18.729021] [INFO ] [sig       ] CUBE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:18.880413] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CUBE.txt
[2025-09-29T22:20:18.880698] [WARN ] [sig       ] [518/2211] Failed CUBE after 0.3s | 4.35 sym/s | Total: 2.0m | ETA: 6.5m
[2025-09-29T22:20:18.880782] [INFO ] [sig       ] [519/2211] Forecasting CUBI...
[2025-09-29T22:20:18.880823] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-09-29T22:20:18.880858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-09-29T22:20:18.892225] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CUBI'.
[2025-09-29T22:20:18.892824] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-09-29T22:20:18.921494] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:18.922398] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-09-29T22:20:18.922461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:18.922498] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:18.922530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:18.922633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:18.942700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:18.943703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:18.943805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:18.943842] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:18.980938] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:18.981109] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:18.981155] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:18.981185] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:18.986460] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-09-29T22:20:18.987115] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-09-29T22:20:18.987374] [INFO ] [sig       ] CUBI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:19.154596] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CUBI.txt
[2025-09-29T22:20:19.154880] [WARN ] [sig       ] [519/2211] Failed CUBI after 0.3s | 4.35 sym/s | Total: 2.0m | ETA: 6.5m
[2025-09-29T22:20:19.154962] [INFO ] [sig       ] [520/2211] Forecasting CUK...
[2025-09-29T22:20:19.155003] [INFO ] [sig       ] Generating forecast for: CUK
[2025-09-29T22:20:19.155037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-09-29T22:20:19.164786] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CUK'.
[2025-09-29T22:20:19.165148] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-09-29T22:20:19.192926] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:19.193901] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-09-29T22:20:19.193960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:19.194000] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:19.194034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:19.194107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:19.213295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:19.214137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:19.214233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:19.214277] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:19.255988] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:19.256190] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:19.256248] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:19.256289] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:19.260120] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=16.49%)
[2025-09-29T22:20:19.260440] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-09-29T22:20:19.260604] [INFO ] [sig       ] CUK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:19.423675] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CUK.txt
[2025-09-29T22:20:19.424044] [WARN ] [sig       ] [520/2211] Failed CUK after 0.3s | 4.35 sym/s | Total: 2.0m | ETA: 6.5m
[2025-09-29T22:20:19.424152] [INFO ] [sig       ] [521/2211] Forecasting CULP...
[2025-09-29T22:20:19.424210] [INFO ] [sig       ] Generating forecast for: CULP
[2025-09-29T22:20:19.424247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-09-29T22:20:19.435048] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CULP'.
[2025-09-29T22:20:19.435456] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-09-29T22:20:19.462198] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:19.463216] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-09-29T22:20:19.463301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:19.463338] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:19.463368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:19.463429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:19.482433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:19.483334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:19.483450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:19.483506] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:19.523824] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:19.524038] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:19.524090] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:19.524122] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:19.531669] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2025-09-29T22:20:19.532074] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-09-29T22:20:19.532248] [INFO ] [sig       ] CULP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:19.690868] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CULP.txt
[2025-09-29T22:20:19.691142] [WARN ] [sig       ] [521/2211] Failed CULP after 0.3s | 4.34 sym/s | Total: 2.0m | ETA: 6.5m
[2025-09-29T22:20:19.691248] [INFO ] [sig       ] [522/2211] Forecasting CURB...
[2025-09-29T22:20:19.691320] [INFO ] [sig       ] Generating forecast for: CURB
[2025-09-29T22:20:19.691395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURB' from 'https://tdm.silogroup.org/data/derivative_storage/CURB.csv'.
[2025-09-29T22:20:19.696612] [WARN ] [REMOTE    ] Historical data not found for symbol 'CURB' (404).
[2025-09-29T22:20:19.696981] [FATAL] [sig       ] CURB: No historical data fetched.
[2025-09-29T22:20:19.697125] [WARN ] [sig       ] [522/2211] Failed CURB after 0.0s | 4.35 sym/s | Total: 2.0m | ETA: 6.5m
[2025-09-29T22:20:19.697213] [INFO ] [sig       ] [523/2211] Forecasting CURV...
[2025-09-29T22:20:19.697306] [INFO ] [sig       ] Generating forecast for: CURV
[2025-09-29T22:20:19.697363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURV' from 'https://tdm.silogroup.org/data/derivative_storage/CURV.csv'.
[2025-09-29T22:20:19.707088] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CURV'.
[2025-09-29T22:20:19.707536] [INFO ] [FORECASTER] Starting predict_future for CURV
[2025-09-29T22:20:19.744988] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:19.746271] [DEBUG] [LOCAL     ] No optimal features file found for CURV: ./output/feature-sets/CURV.txt
[2025-09-29T22:20:19.746345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:19.746396] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:19.746440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:19.746552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:19.766122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:19.766995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:19.767127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:19.767182] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:19.809025] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:19.809196] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:19.809240] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:19.809272] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:19.813058] [DEBUG] [FORECASTER] CURV: Forecast T+1@11:T+2@11: UP (p=92.53%)
[2025-09-29T22:20:19.813367] [INFO ] [FORECASTER] Completed predict_future for CURV
[2025-09-29T22:20:19.813532] [INFO ] [sig       ] CURV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:19.966886] [INFO ] [LOCAL     ] Saved forecast: CURV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CURV.txt
[2025-09-29T22:20:19.967199] [WARN ] [sig       ] [523/2211] Failed CURV after 0.3s | 4.35 sym/s | Total: 2.0m | ETA: 6.5m
[2025-09-29T22:20:19.967287] [INFO ] [sig       ] [524/2211] Forecasting CUZ...
[2025-09-29T22:20:19.967328] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-09-29T22:20:19.967362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-09-29T22:20:19.978203] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CUZ'.
[2025-09-29T22:20:19.978520] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-09-29T22:20:20.004710] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:20.005482] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-09-29T22:20:20.005540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:20.005576] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:20.005606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:20.005688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:20.023712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:20.024297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:20.024383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:20.024418] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:20.062520] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:20.062694] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:20.062753] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:20.062786] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:20.066199] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: DOWN (p=24.95%)
[2025-09-29T22:20:20.066473] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-09-29T22:20:20.066623] [INFO ] [sig       ] CUZ: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:20.226211] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CUZ.txt
[2025-09-29T22:20:20.226571] [WARN ] [sig       ] [524/2211] Failed CUZ after 0.3s | 4.35 sym/s | Total: 2.0m | ETA: 6.5m
[2025-09-29T22:20:20.226684] [INFO ] [sig       ] [525/2211] Forecasting CVE...
[2025-09-29T22:20:20.226747] [INFO ] [sig       ] Generating forecast for: CVE
[2025-09-29T22:20:20.226788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-09-29T22:20:20.238236] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CVE'.
[2025-09-29T22:20:20.238692] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-09-29T22:20:20.267725] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:20.268680] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-09-29T22:20:20.268742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:20.268779] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:20.268809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:20.268869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:20.288508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:20.289638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:20.289804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:20.289860] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:20.332796] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:20.332909] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:20.332949] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:20.332980] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:20.336432] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=61.43%)
[2025-09-29T22:20:20.336760] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-09-29T22:20:20.336923] [INFO ] [sig       ] CVE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:20.492690] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CVE.txt
[2025-09-29T22:20:20.492927] [WARN ] [sig       ] [525/2211] Failed CVE after 0.3s | 4.35 sym/s | Total: 2.0m | ETA: 6.5m
[2025-09-29T22:20:20.493004] [INFO ] [sig       ] [526/2211] Forecasting CVEO...
[2025-09-29T22:20:20.493045] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-09-29T22:20:20.493077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-09-29T22:20:20.503154] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CVEO'.
[2025-09-29T22:20:20.503450] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-09-29T22:20:20.529719] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:20.530566] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-09-29T22:20:20.530624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:20.530697] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:20.530739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:20.530802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:20.549904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:20.550467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:20.550556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:20.550590] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:20.590145] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:20.590257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:20.590296] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:20.590326] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:20.593831] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: UP (p=92.25%)
[2025-09-29T22:20:20.594160] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-09-29T22:20:20.594318] [INFO ] [sig       ] CVEO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:20.748005] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CVEO.txt
[2025-09-29T22:20:20.748390] [WARN ] [sig       ] [526/2211] Failed CVEO after 0.3s | 4.35 sym/s | Total: 2.0m | ETA: 6.5m
[2025-09-29T22:20:20.748496] [INFO ] [sig       ] [527/2211] Forecasting CVI...
[2025-09-29T22:20:20.748567] [INFO ] [sig       ] Generating forecast for: CVI
[2025-09-29T22:20:20.748669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-09-29T22:20:20.758760] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CVI'.
[2025-09-29T22:20:20.759056] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-09-29T22:20:20.787201] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:20.788149] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-09-29T22:20:20.788208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:20.788245] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:20.788275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:20.788333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:20.808152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:20.809001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:20.809097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:20.809135] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:20.852278] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:20.852450] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:20.852495] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:20.852533] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:20.862788] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: UP (p=88.09%)
[2025-09-29T22:20:20.863272] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-09-29T22:20:20.863477] [INFO ] [sig       ] CVI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:21.036268] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CVI.txt
[2025-09-29T22:20:21.036572] [WARN ] [sig       ] [527/2211] Failed CVI after 0.3s | 4.35 sym/s | Total: 2.0m | ETA: 6.5m
[2025-09-29T22:20:21.036681] [INFO ] [sig       ] [528/2211] Forecasting CVLG...
[2025-09-29T22:20:21.036746] [INFO ] [sig       ] Generating forecast for: CVLG
[2025-09-29T22:20:21.036842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVLG' from 'https://tdm.silogroup.org/data/derivative_storage/CVLG.csv'.
[2025-09-29T22:20:21.048811] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CVLG'.
[2025-09-29T22:20:21.049263] [INFO ] [FORECASTER] Starting predict_future for CVLG
[2025-09-29T22:20:21.081560] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:21.082459] [DEBUG] [LOCAL     ] No optimal features file found for CVLG: ./output/feature-sets/CVLG.txt
[2025-09-29T22:20:21.082551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:21.082598] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:21.082632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:21.082759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:21.102317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:21.102941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:21.103090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:21.103146] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:21.143121] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:21.143270] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:21.143315] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:21.143366] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:21.147215] [DEBUG] [FORECASTER] CVLG: Forecast T+1@11:T+2@11: DOWN (p=18.78%)
[2025-09-29T22:20:21.147502] [INFO ] [FORECASTER] Completed predict_future for CVLG
[2025-09-29T22:20:21.147663] [INFO ] [sig       ] CVLG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:21.304180] [INFO ] [LOCAL     ] Saved forecast: CVLG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CVLG.txt
[2025-09-29T22:20:21.304396] [WARN ] [sig       ] [528/2211] Failed CVLG after 0.3s | 4.34 sym/s | Total: 2.0m | ETA: 6.5m
[2025-09-29T22:20:21.304473] [INFO ] [sig       ] [529/2211] Forecasting CVNA...
[2025-09-29T22:20:21.304512] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-09-29T22:20:21.304546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-09-29T22:20:21.315854] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CVNA'.
[2025-09-29T22:20:21.316203] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-09-29T22:20:21.343278] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:21.344130] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-09-29T22:20:21.344229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:21.344272] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:21.344305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:21.344368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:21.362858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:21.363580] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:21.363693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:21.363749] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:21.399062] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:21.399246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:21.399293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:21.399326] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:21.403275] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=36.40%)
[2025-09-29T22:20:21.403612] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-09-29T22:20:21.403808] [INFO ] [sig       ] CVNA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:21.566076] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CVNA.txt
[2025-09-29T22:20:21.566390] [WARN ] [sig       ] [529/2211] Failed CVNA after 0.3s | 4.34 sym/s | Total: 2.0m | ETA: 6.5m
[2025-09-29T22:20:21.566476] [INFO ] [sig       ] [530/2211] Forecasting CVS...
[2025-09-29T22:20:21.566519] [INFO ] [sig       ] Generating forecast for: CVS
[2025-09-29T22:20:21.566555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-09-29T22:20:21.577697] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CVS'.
[2025-09-29T22:20:21.578112] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-09-29T22:20:21.605063] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:21.606003] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-09-29T22:20:21.606063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:21.606099] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:21.606131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:21.606211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:21.625156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:21.625900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:21.625989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:21.626076] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:21.665723] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:21.665889] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:21.665938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:21.665973] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:21.670266] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2025-09-29T22:20:21.670584] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-09-29T22:20:21.670771] [INFO ] [sig       ] CVS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:21.829263] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CVS.txt
[2025-09-29T22:20:21.829524] [WARN ] [sig       ] [530/2211] Failed CVS after 0.3s | 4.34 sym/s | Total: 2.0m | ETA: 6.5m
[2025-09-29T22:20:21.829603] [INFO ] [sig       ] [531/2211] Forecasting CVX...
[2025-09-29T22:20:21.829672] [INFO ] [sig       ] Generating forecast for: CVX
[2025-09-29T22:20:21.829728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-09-29T22:20:21.840222] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CVX'.
[2025-09-29T22:20:21.840600] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-09-29T22:20:21.869934] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:21.870906] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-09-29T22:20:21.870968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:21.871007] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:21.871036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:21.871109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:21.891138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:21.892029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:21.892130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:21.892171] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:21.929878] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:21.930037] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:21.930080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:21.930111] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:21.934093] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: UP (p=93.76%)
[2025-09-29T22:20:21.934383] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-09-29T22:20:21.934520] [INFO ] [sig       ] CVX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:22.092575] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CVX.txt
[2025-09-29T22:20:22.092856] [WARN ] [sig       ] [531/2211] Failed CVX after 0.3s | 4.34 sym/s | Total: 2.0m | ETA: 6.5m
[2025-09-29T22:20:22.092949] [INFO ] [sig       ] [532/2211] Forecasting CW...
[2025-09-29T22:20:22.092993] [INFO ] [sig       ] Generating forecast for: CW
[2025-09-29T22:20:22.093029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CW' from 'https://tdm.silogroup.org/data/derivative_storage/CW.csv'.
[2025-09-29T22:20:22.103806] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CW'.
[2025-09-29T22:20:22.104181] [INFO ] [FORECASTER] Starting predict_future for CW
[2025-09-29T22:20:22.130847] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:22.131737] [DEBUG] [LOCAL     ] No optimal features file found for CW: ./output/feature-sets/CW.txt
[2025-09-29T22:20:22.131811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:22.131886] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:22.131961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:22.132079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:22.150698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:22.151351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:22.151455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:22.151503] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:22.190628] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:22.191274] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:22.191338] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:22.191404] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:22.197019] [DEBUG] [FORECASTER] CW: Forecast T+1@11:T+2@11: UP (p=85.57%)
[2025-09-29T22:20:22.201229] [INFO ] [FORECASTER] Completed predict_future for CW
[2025-09-29T22:20:22.201445] [INFO ] [sig       ] CW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:22.358684] [INFO ] [LOCAL     ] Saved forecast: CW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CW.txt
[2025-09-29T22:20:22.359017] [WARN ] [sig       ] [532/2211] Failed CW after 0.3s | 4.34 sym/s | Total: 2.0m | ETA: 6.4m
[2025-09-29T22:20:22.359102] [INFO ] [sig       ] [533/2211] Forecasting CWAN...
[2025-09-29T22:20:22.359145] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-09-29T22:20:22.359178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-09-29T22:20:22.370712] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CWAN'.
[2025-09-29T22:20:22.371236] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-09-29T22:20:22.400660] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:22.401545] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-09-29T22:20:22.401605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:22.401664] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:22.401720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:22.401785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:22.420783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:22.421671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:22.421771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:22.421807] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:22.462011] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:22.462193] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:22.462239] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:22.462270] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:22.466035] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: DOWN (p=26.44%)
[2025-09-29T22:20:22.466367] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-09-29T22:20:22.466537] [INFO ] [sig       ] CWAN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:22.659731] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CWAN.txt
[2025-09-29T22:20:22.659975] [WARN ] [sig       ] [533/2211] Failed CWAN after 0.3s | 4.34 sym/s | Total: 2.0m | ETA: 6.4m
[2025-09-29T22:20:22.660077] [INFO ] [sig       ] [534/2211] Forecasting CWEN...
[2025-09-29T22:20:22.660129] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-09-29T22:20:22.660164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-09-29T22:20:22.670631] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CWEN'.
[2025-09-29T22:20:22.671012] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-09-29T22:20:22.699167] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:22.700121] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-09-29T22:20:22.700181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:22.700218] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:22.700248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:22.700318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:22.718864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:22.719571] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:22.719685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:22.719742] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:22.758684] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:22.758863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:22.758910] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:22.758942] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:22.762516] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: DOWN (p=5.18%)
[2025-09-29T22:20:22.762851] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-09-29T22:20:22.763020] [INFO ] [sig       ] CWEN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:22.908548] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CWEN.txt
[2025-09-29T22:20:22.908852] [WARN ] [sig       ] [534/2211] Failed CWEN after 0.2s | 4.34 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:22.908936] [INFO ] [sig       ] [535/2211] Forecasting CWH...
[2025-09-29T22:20:22.908975] [INFO ] [sig       ] Generating forecast for: CWH
[2025-09-29T22:20:22.909010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-09-29T22:20:22.919452] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CWH'.
[2025-09-29T22:20:22.919821] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-09-29T22:20:22.946041] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:22.946915] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-09-29T22:20:22.946974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:22.947011] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:22.947041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:22.947145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:22.965330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:22.966107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:22.966197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:22.966234] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:23.009213] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:23.009387] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:23.009433] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:23.009489] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:23.013442] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: UP (p=55.51%)
[2025-09-29T22:20:23.013815] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-09-29T22:20:23.013993] [INFO ] [sig       ] CWH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:23.162174] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CWH.txt
[2025-09-29T22:20:23.162426] [WARN ] [sig       ] [535/2211] Failed CWH after 0.3s | 4.34 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:23.162509] [INFO ] [sig       ] [536/2211] Forecasting CWK...
[2025-09-29T22:20:23.162551] [INFO ] [sig       ] Generating forecast for: CWK
[2025-09-29T22:20:23.162584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-09-29T22:20:23.173800] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CWK'.
[2025-09-29T22:20:23.174175] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-09-29T22:20:23.199977] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:23.200757] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-09-29T22:20:23.200815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:23.200849] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:23.200878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:23.200935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:23.218944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:23.219587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:23.219699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:23.219752] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:23.255865] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:23.255998] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:23.256039] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:23.256070] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:23.259592] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=8.64%)
[2025-09-29T22:20:23.259915] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-09-29T22:20:23.260066] [INFO ] [sig       ] CWK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:23.408030] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CWK.txt
[2025-09-29T22:20:23.408328] [WARN ] [sig       ] [536/2211] Failed CWK after 0.2s | 4.33 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:23.408412] [INFO ] [sig       ] [537/2211] Forecasting CWT...
[2025-09-29T22:20:23.408454] [INFO ] [sig       ] Generating forecast for: CWT
[2025-09-29T22:20:23.408489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWT' from 'https://tdm.silogroup.org/data/derivative_storage/CWT.csv'.
[2025-09-29T22:20:23.419125] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CWT'.
[2025-09-29T22:20:23.419490] [INFO ] [FORECASTER] Starting predict_future for CWT
[2025-09-29T22:20:23.445695] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:23.446562] [DEBUG] [LOCAL     ] No optimal features file found for CWT: ./output/feature-sets/CWT.txt
[2025-09-29T22:20:23.446621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:23.446690] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:23.446736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:23.446798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:23.464773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:23.465584] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:23.465704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:23.465757] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:23.502997] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:23.503174] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:23.503220] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:23.503253] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:23.506917] [DEBUG] [FORECASTER] CWT: Forecast T+1@11:T+2@11: DOWN (p=48.91%)
[2025-09-29T22:20:23.507282] [INFO ] [FORECASTER] Completed predict_future for CWT
[2025-09-29T22:20:23.507452] [INFO ] [sig       ] CWT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:23.657836] [INFO ] [LOCAL     ] Saved forecast: CWT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CWT.txt
[2025-09-29T22:20:23.658108] [WARN ] [sig       ] [537/2211] Failed CWT after 0.2s | 4.33 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:23.658190] [INFO ] [sig       ] [538/2211] Forecasting CX...
[2025-09-29T22:20:23.658231] [INFO ] [sig       ] Generating forecast for: CX
[2025-09-29T22:20:23.658265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CX' from 'https://tdm.silogroup.org/data/derivative_storage/CX.csv'.
[2025-09-29T22:20:23.668748] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CX'.
[2025-09-29T22:20:23.669145] [INFO ] [FORECASTER] Starting predict_future for CX
[2025-09-29T22:20:23.695805] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:23.696664] [DEBUG] [LOCAL     ] No optimal features file found for CX: ./output/feature-sets/CX.txt
[2025-09-29T22:20:23.696726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:23.696761] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:23.696790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:23.696848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:23.715258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:23.715944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:23.716035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:23.716073] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:23.754915] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:23.755094] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:23.755143] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:23.755175] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:23.758797] [DEBUG] [FORECASTER] CX: Forecast T+1@11:T+2@11: DOWN (p=4.65%)
[2025-09-29T22:20:23.759076] [INFO ] [FORECASTER] Completed predict_future for CX
[2025-09-29T22:20:23.759216] [INFO ] [sig       ] CX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:23.914613] [INFO ] [LOCAL     ] Saved forecast: CX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CX.txt
[2025-09-29T22:20:23.914933] [WARN ] [sig       ] [538/2211] Failed CX after 0.3s | 4.33 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:23.915017] [INFO ] [sig       ] [539/2211] Forecasting CXE...
[2025-09-29T22:20:23.915059] [INFO ] [sig       ] Generating forecast for: CXE
[2025-09-29T22:20:23.915093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-09-29T22:20:23.924860] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CXE'.
[2025-09-29T22:20:23.925227] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-09-29T22:20:23.954311] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:23.955226] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-09-29T22:20:23.955287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:23.955391] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:23.955453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:23.955527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:23.975730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:23.976492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:23.976605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:23.976720] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:24.017270] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:24.017439] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:24.017482] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:24.017513] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:24.021107] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: UP (p=87.37%)
[2025-09-29T22:20:24.021402] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-09-29T22:20:24.021548] [INFO ] [sig       ] CXE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:24.190951] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CXE.txt
[2025-09-29T22:20:24.191213] [WARN ] [sig       ] [539/2211] Failed CXE after 0.3s | 4.33 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:24.191297] [INFO ] [sig       ] [540/2211] Forecasting CXH...
[2025-09-29T22:20:24.191338] [INFO ] [sig       ] Generating forecast for: CXH
[2025-09-29T22:20:24.191372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXH' from 'https://tdm.silogroup.org/data/derivative_storage/CXH.csv'.
[2025-09-29T22:20:24.201743] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CXH'.
[2025-09-29T22:20:24.202096] [INFO ] [FORECASTER] Starting predict_future for CXH
[2025-09-29T22:20:24.228902] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:24.229711] [DEBUG] [LOCAL     ] No optimal features file found for CXH: ./output/feature-sets/CXH.txt
[2025-09-29T22:20:24.229774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:24.229811] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:24.229841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:24.229900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:24.248780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:24.249390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:24.249478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:24.249515] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:24.285041] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:24.285190] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:24.285263] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:24.285303] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:24.288824] [DEBUG] [FORECASTER] CXH: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2025-09-29T22:20:24.289100] [INFO ] [FORECASTER] Completed predict_future for CXH
[2025-09-29T22:20:24.289240] [INFO ] [sig       ] CXH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:24.451299] [INFO ] [LOCAL     ] Saved forecast: CXH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CXH.txt
[2025-09-29T22:20:24.451601] [WARN ] [sig       ] [540/2211] Failed CXH after 0.3s | 4.33 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:24.451718] [INFO ] [sig       ] [541/2211] Forecasting CXM...
[2025-09-29T22:20:24.451765] [INFO ] [sig       ] Generating forecast for: CXM
[2025-09-29T22:20:24.451801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXM' from 'https://tdm.silogroup.org/data/derivative_storage/CXM.csv'.
[2025-09-29T22:20:24.463133] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CXM'.
[2025-09-29T22:20:24.463565] [INFO ] [FORECASTER] Starting predict_future for CXM
[2025-09-29T22:20:24.489529] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:24.490406] [DEBUG] [LOCAL     ] No optimal features file found for CXM: ./output/feature-sets/CXM.txt
[2025-09-29T22:20:24.490463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:24.490499] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:24.490527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:24.490585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:24.509713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:24.510603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:24.510724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:24.510772] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:24.552920] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:24.553090] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:24.553137] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:24.553170] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:24.556892] [DEBUG] [FORECASTER] CXM: Forecast T+1@11:T+2@11: DOWN (p=25.21%)
[2025-09-29T22:20:24.557261] [INFO ] [FORECASTER] Completed predict_future for CXM
[2025-09-29T22:20:24.557417] [INFO ] [sig       ] CXM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:24.707386] [INFO ] [LOCAL     ] Saved forecast: CXM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CXM.txt
[2025-09-29T22:20:24.707605] [WARN ] [sig       ] [541/2211] Failed CXM after 0.3s | 4.33 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:24.707717] [INFO ] [sig       ] [542/2211] Forecasting CXT...
[2025-09-29T22:20:24.707792] [INFO ] [sig       ] Generating forecast for: CXT
[2025-09-29T22:20:24.707841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXT' from 'https://tdm.silogroup.org/data/derivative_storage/CXT.csv'.
[2025-09-29T22:20:24.718786] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CXT'.
[2025-09-29T22:20:24.719214] [INFO ] [FORECASTER] Starting predict_future for CXT
[2025-09-29T22:20:24.747268] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:24.748088] [DEBUG] [LOCAL     ] No optimal features file found for CXT: ./output/feature-sets/CXT.txt
[2025-09-29T22:20:24.748157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:24.748214] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:24.748267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:24.748330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:24.767714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:24.768312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:24.768398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:24.768432] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:24.804046] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:24.804233] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:24.804280] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:24.804311] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:24.808223] [DEBUG] [FORECASTER] CXT: Forecast T+1@11:T+2@11: DOWN (p=14.68%)
[2025-09-29T22:20:24.808561] [INFO ] [FORECASTER] Completed predict_future for CXT
[2025-09-29T22:20:24.808745] [INFO ] [sig       ] CXT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:24.963387] [INFO ] [LOCAL     ] Saved forecast: CXT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CXT.txt
[2025-09-29T22:20:24.963676] [WARN ] [sig       ] [542/2211] Failed CXT after 0.3s | 4.33 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:24.963764] [INFO ] [sig       ] [543/2211] Forecasting CXW...
[2025-09-29T22:20:24.963827] [INFO ] [sig       ] Generating forecast for: CXW
[2025-09-29T22:20:24.963865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXW' from 'https://tdm.silogroup.org/data/derivative_storage/CXW.csv'.
[2025-09-29T22:20:24.974848] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CXW'.
[2025-09-29T22:20:24.975177] [INFO ] [FORECASTER] Starting predict_future for CXW
[2025-09-29T22:20:25.001876] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:25.002751] [DEBUG] [LOCAL     ] No optimal features file found for CXW: ./output/feature-sets/CXW.txt
[2025-09-29T22:20:25.002814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:25.002850] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:25.002879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:25.002938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:25.021547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:25.022422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:25.022520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:25.022556] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:25.071589] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:25.071757] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:25.071812] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:25.071847] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:25.076720] [DEBUG] [FORECASTER] CXW: Forecast T+1@11:T+2@11: DOWN (p=40.86%)
[2025-09-29T22:20:25.077107] [INFO ] [FORECASTER] Completed predict_future for CXW
[2025-09-29T22:20:25.077295] [INFO ] [sig       ] CXW: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:25.228238] [INFO ] [LOCAL     ] Saved forecast: CXW	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/CXW.txt
[2025-09-29T22:20:25.228467] [WARN ] [sig       ] [543/2211] Failed CXW after 0.3s | 4.33 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:25.228566] [INFO ] [sig       ] [544/2211] Forecasting CYD...
[2025-09-29T22:20:25.228639] [INFO ] [sig       ] Generating forecast for: CYD
[2025-09-29T22:20:25.228731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-09-29T22:20:25.241694] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CYD'.
[2025-09-29T22:20:25.241995] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-09-29T22:20:25.268921] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:25.269669] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-09-29T22:20:25.269729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:25.269765] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:25.269794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:25.269852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:25.288483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:25.289160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:25.289248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:25.289283] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:25.333330] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:25.333435] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:25.333476] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:25.333510] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:25.337564] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: UP (p=94.14%)
[2025-09-29T22:20:25.337893] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-09-29T22:20:25.338073] [INFO ] [sig       ] CYD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:25.486203] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CYD.txt
[2025-09-29T22:20:25.486402] [WARN ] [sig       ] [544/2211] Failed CYD after 0.3s | 4.33 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:25.486489] [INFO ] [sig       ] [545/2211] Forecasting CYH...
[2025-09-29T22:20:25.486566] [INFO ] [sig       ] Generating forecast for: CYH
[2025-09-29T22:20:25.486621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-09-29T22:20:25.496720] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'CYH'.
[2025-09-29T22:20:25.497040] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-09-29T22:20:25.522342] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:25.523134] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-09-29T22:20:25.523193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:25.523227] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:25.523256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:25.523313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:25.541310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:25.541917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:25.542004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:25.542040] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:25.588088] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:25.588243] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:25.588289] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:25.588323] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:25.592502] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: UP (p=84.08%)
[2025-09-29T22:20:25.592857] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-09-29T22:20:25.593013] [INFO ] [sig       ] CYH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:25.742628] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/CYH.txt
[2025-09-29T22:20:25.742861] [WARN ] [sig       ] [545/2211] Failed CYH after 0.3s | 4.33 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:25.742953] [INFO ] [sig       ] [546/2211] Forecasting D...
[2025-09-29T22:20:25.743028] [INFO ] [sig       ] Generating forecast for: D
[2025-09-29T22:20:25.743089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'D' from 'https://tdm.silogroup.org/data/derivative_storage/D.csv'.
[2025-09-29T22:20:25.752562] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'D'.
[2025-09-29T22:20:25.752959] [INFO ] [FORECASTER] Starting predict_future for D
[2025-09-29T22:20:25.779589] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:25.780347] [DEBUG] [LOCAL     ] No optimal features file found for D: ./output/feature-sets/D.txt
[2025-09-29T22:20:25.780403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:25.780437] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:25.780528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:25.780662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:25.798711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:25.799256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:25.799346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:25.799381] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:25.845288] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:25.845459] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:25.845508] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:25.845542] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:25.849406] [DEBUG] [FORECASTER] D: Forecast T+1@11:T+2@11: DOWN (p=26.24%)
[2025-09-29T22:20:25.849736] [INFO ] [FORECASTER] Completed predict_future for D
[2025-09-29T22:20:25.849891] [INFO ] [sig       ] D: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:26.042964] [INFO ] [LOCAL     ] Saved forecast: D	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/D.txt
[2025-09-29T22:20:26.043238] [WARN ] [sig       ] [546/2211] Failed D after 0.3s | 4.32 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:26.043333] [INFO ] [sig       ] [547/2211] Forecasting DAC...
[2025-09-29T22:20:26.043386] [INFO ] [sig       ] Generating forecast for: DAC
[2025-09-29T22:20:26.043422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAC' from 'https://tdm.silogroup.org/data/derivative_storage/DAC.csv'.
[2025-09-29T22:20:26.056174] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DAC'.
[2025-09-29T22:20:26.056761] [INFO ] [FORECASTER] Starting predict_future for DAC
[2025-09-29T22:20:26.091881] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:26.092842] [DEBUG] [LOCAL     ] No optimal features file found for DAC: ./output/feature-sets/DAC.txt
[2025-09-29T22:20:26.092904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:26.092940] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:26.092969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:26.093029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:26.112602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:26.113514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:26.113606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:26.113678] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:26.155506] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:26.155724] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:26.155811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:26.155873] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:26.160177] [DEBUG] [FORECASTER] DAC: Forecast T+1@11:T+2@11: DOWN (p=28.07%)
[2025-09-29T22:20:26.160596] [INFO ] [FORECASTER] Completed predict_future for DAC
[2025-09-29T22:20:26.160790] [INFO ] [sig       ] DAC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:26.338748] [INFO ] [LOCAL     ] Saved forecast: DAC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DAC.txt
[2025-09-29T22:20:26.339130] [WARN ] [sig       ] [547/2211] Failed DAC after 0.3s | 4.32 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:26.339230] [INFO ] [sig       ] [548/2211] Forecasting DAL...
[2025-09-29T22:20:26.339286] [INFO ] [sig       ] Generating forecast for: DAL
[2025-09-29T22:20:26.339322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-09-29T22:20:26.352426] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DAL'.
[2025-09-29T22:20:26.353050] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-09-29T22:20:26.389198] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:26.390289] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-09-29T22:20:26.390354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:26.390395] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:26.390432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:26.390506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:26.414803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:26.415928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:26.416049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:26.416090] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:26.458202] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:26.458399] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:26.458454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:26.458491] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:26.463206] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: UP (p=82.53%)
[2025-09-29T22:20:26.463606] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-09-29T22:20:26.463825] [INFO ] [sig       ] DAL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:26.670748] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DAL.txt
[2025-09-29T22:20:26.671259] [WARN ] [sig       ] [548/2211] Failed DAL after 0.3s | 4.32 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:26.671371] [INFO ] [sig       ] [549/2211] Forecasting DAN...
[2025-09-29T22:20:26.671417] [INFO ] [sig       ] Generating forecast for: DAN
[2025-09-29T22:20:26.671455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-09-29T22:20:26.695151] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DAN'.
[2025-09-29T22:20:26.696985] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-09-29T22:20:26.740103] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:26.741707] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-09-29T22:20:26.741822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:26.741876] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:26.741919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:26.742033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:26.769000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:26.770289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:26.770431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:26.770493] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:26.836023] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:26.836213] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:26.836260] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:26.836314] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:26.841808] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: UP (p=90.26%)
[2025-09-29T22:20:26.842419] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-09-29T22:20:26.842634] [INFO ] [sig       ] DAN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:27.043772] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DAN.txt
[2025-09-29T22:20:27.044133] [WARN ] [sig       ] [549/2211] Failed DAN after 0.4s | 4.31 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:27.044245] [INFO ] [sig       ] [550/2211] Forecasting DAO...
[2025-09-29T22:20:27.044319] [INFO ] [sig       ] Generating forecast for: DAO
[2025-09-29T22:20:27.044392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-09-29T22:20:27.055880] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DAO'.
[2025-09-29T22:20:27.056353] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-09-29T22:20:27.087215] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:27.088287] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-09-29T22:20:27.088361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:27.088407] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:27.088440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:27.088501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:27.109429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:27.110484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:27.110604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:27.110687] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:27.163320] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:27.163533] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:27.163602] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:27.163688] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:27.170038] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: DOWN (p=30.11%)
[2025-09-29T22:20:27.170679] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-09-29T22:20:27.170931] [INFO ] [sig       ] DAO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:27.352125] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DAO.txt
[2025-09-29T22:20:27.352432] [WARN ] [sig       ] [550/2211] Failed DAO after 0.3s | 4.31 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:27.352528] [INFO ] [sig       ] [551/2211] Forecasting DAR...
[2025-09-29T22:20:27.352586] [INFO ] [sig       ] Generating forecast for: DAR
[2025-09-29T22:20:27.352628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAR' from 'https://tdm.silogroup.org/data/derivative_storage/DAR.csv'.
[2025-09-29T22:20:27.363674] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DAR'.
[2025-09-29T22:20:27.364106] [INFO ] [FORECASTER] Starting predict_future for DAR
[2025-09-29T22:20:27.392694] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:27.393872] [DEBUG] [LOCAL     ] No optimal features file found for DAR: ./output/feature-sets/DAR.txt
[2025-09-29T22:20:27.393940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:27.394010] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:27.394062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:27.394125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:27.416542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:27.417491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:27.417633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:27.417711] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:27.462473] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:27.462671] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:27.462739] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:27.462775] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:27.466460] [DEBUG] [FORECASTER] DAR: Forecast T+1@11:T+2@11: DOWN (p=19.11%)
[2025-09-29T22:20:27.466815] [INFO ] [FORECASTER] Completed predict_future for DAR
[2025-09-29T22:20:27.466971] [INFO ] [sig       ] DAR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:27.655041] [INFO ] [LOCAL     ] Saved forecast: DAR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DAR.txt
[2025-09-29T22:20:27.655292] [WARN ] [sig       ] [551/2211] Failed DAR after 0.3s | 4.31 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:27.655368] [INFO ] [sig       ] [552/2211] Forecasting DAVA...
[2025-09-29T22:20:27.655409] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-09-29T22:20:27.655442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-09-29T22:20:27.666049] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DAVA'.
[2025-09-29T22:20:27.666532] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-09-29T22:20:27.695790] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:27.696612] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-09-29T22:20:27.696694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:27.696742] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:27.696780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:27.696862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:27.715541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:27.716324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:27.716415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:27.716453] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:27.754581] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:27.754778] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:27.754833] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:27.754866] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:27.758492] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=77.46%)
[2025-09-29T22:20:27.758890] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-09-29T22:20:27.759060] [INFO ] [sig       ] DAVA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:27.923202] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DAVA.txt
[2025-09-29T22:20:27.923461] [WARN ] [sig       ] [552/2211] Failed DAVA after 0.3s | 4.31 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:27.923546] [INFO ] [sig       ] [553/2211] Forecasting DAY...
[2025-09-29T22:20:27.923589] [INFO ] [sig       ] Generating forecast for: DAY
[2025-09-29T22:20:27.923637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAY' from 'https://tdm.silogroup.org/data/derivative_storage/DAY.csv'.
[2025-09-29T22:20:27.933984] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DAY'.
[2025-09-29T22:20:27.934325] [INFO ] [FORECASTER] Starting predict_future for DAY
[2025-09-29T22:20:27.961639] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:27.962587] [DEBUG] [LOCAL     ] No optimal features file found for DAY: ./output/feature-sets/DAY.txt
[2025-09-29T22:20:27.962698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:27.962754] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:27.962787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:27.962847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:27.983013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:27.983880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:27.983974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:27.984011] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:28.024801] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:28.024976] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:28.025020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:28.025050] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:28.028697] [DEBUG] [FORECASTER] DAY: Forecast T+1@11:T+2@11: UP (p=89.61%)
[2025-09-29T22:20:28.028998] [INFO ] [FORECASTER] Completed predict_future for DAY
[2025-09-29T22:20:28.029142] [INFO ] [sig       ] DAY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:28.187858] [INFO ] [LOCAL     ] Saved forecast: DAY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DAY.txt
[2025-09-29T22:20:28.188100] [WARN ] [sig       ] [553/2211] Failed DAY after 0.3s | 4.31 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:28.188180] [INFO ] [sig       ] [554/2211] Forecasting DB...
[2025-09-29T22:20:28.188220] [INFO ] [sig       ] Generating forecast for: DB
[2025-09-29T22:20:28.188253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-09-29T22:20:28.199251] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DB'.
[2025-09-29T22:20:28.199690] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-09-29T22:20:28.226690] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:28.227757] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-09-29T22:20:28.227834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:28.227879] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:28.227910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:28.227969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:28.246841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:28.247839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:28.247934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:28.247975] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:28.294097] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:28.294823] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:28.294905] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:28.294969] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:28.300254] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: DOWN (p=6.80%)
[2025-09-29T22:20:28.300611] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-09-29T22:20:28.300825] [INFO ] [sig       ] DB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:28.455909] [INFO ] [LOCAL     ] Saved forecast: DB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DB.txt
[2025-09-29T22:20:28.456203] [WARN ] [sig       ] [554/2211] Failed DB after 0.3s | 4.30 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:28.456289] [INFO ] [sig       ] [555/2211] Forecasting DBD...
[2025-09-29T22:20:28.456330] [INFO ] [sig       ] Generating forecast for: DBD
[2025-09-29T22:20:28.456373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBD' from 'https://tdm.silogroup.org/data/derivative_storage/DBD.csv'.
[2025-09-29T22:20:28.466162] [WARN ] [REMOTE    ] Historical data not found for symbol 'DBD' (404).
[2025-09-29T22:20:28.466477] [FATAL] [sig       ] DBD: No historical data fetched.
[2025-09-29T22:20:28.466573] [WARN ] [sig       ] [555/2211] Failed DBD after 0.0s | 4.31 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:28.466671] [INFO ] [sig       ] [556/2211] Forecasting DBI...
[2025-09-29T22:20:28.466730] [INFO ] [sig       ] Generating forecast for: DBI
[2025-09-29T22:20:28.466767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-09-29T22:20:28.470818] [WARN ] [REMOTE    ] Historical data not found for symbol 'DBI' (404).
[2025-09-29T22:20:28.471093] [FATAL] [sig       ] DBI: No historical data fetched.
[2025-09-29T22:20:28.471210] [WARN ] [sig       ] [556/2211] Failed DBI after 0.0s | 4.32 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:28.471302] [INFO ] [sig       ] [557/2211] Forecasting DBL...
[2025-09-29T22:20:28.471362] [INFO ] [sig       ] Generating forecast for: DBL
[2025-09-29T22:20:28.471397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-09-29T22:20:28.481393] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DBL'.
[2025-09-29T22:20:28.481870] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-09-29T22:20:28.510253] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:28.511162] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-09-29T22:20:28.511225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:28.511263] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:28.511293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:28.511351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:28.530853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:28.531913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:28.532021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:28.532059] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:28.574083] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:28.574300] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:28.574377] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:28.574426] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:28.578885] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: DOWN (p=48.73%)
[2025-09-29T22:20:28.579284] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-09-29T22:20:28.579451] [INFO ] [sig       ] DBL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:28.745505] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DBL.txt
[2025-09-29T22:20:28.745799] [WARN ] [sig       ] [557/2211] Failed DBL after 0.3s | 4.32 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:28.745898] [INFO ] [sig       ] [558/2211] Forecasting DBRG...
[2025-09-29T22:20:28.745969] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-09-29T22:20:28.746018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-09-29T22:20:28.751301] [WARN ] [REMOTE    ] Historical data not found for symbol 'DBRG' (404).
[2025-09-29T22:20:28.751565] [FATAL] [sig       ] DBRG: No historical data fetched.
[2025-09-29T22:20:28.751688] [WARN ] [sig       ] [558/2211] Failed DBRG after 0.0s | 4.33 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:28.751760] [INFO ] [sig       ] [559/2211] Forecasting DCI...
[2025-09-29T22:20:28.751820] [INFO ] [sig       ] Generating forecast for: DCI
[2025-09-29T22:20:28.751856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-09-29T22:20:28.756125] [WARN ] [REMOTE    ] Historical data not found for symbol 'DCI' (404).
[2025-09-29T22:20:28.756321] [FATAL] [sig       ] DCI: No historical data fetched.
[2025-09-29T22:20:28.756406] [WARN ] [sig       ] [559/2211] Failed DCI after 0.0s | 4.33 sym/s | Total: 2.1m | ETA: 6.4m
[2025-09-29T22:20:28.756476] [INFO ] [sig       ] [560/2211] Forecasting DCO...
[2025-09-29T22:20:28.756517] [INFO ] [sig       ] Generating forecast for: DCO
[2025-09-29T22:20:28.756549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-09-29T22:20:28.769014] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DCO'.
[2025-09-29T22:20:28.769393] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-09-29T22:20:28.795453] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:28.796333] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-09-29T22:20:28.796394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:28.796430] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:28.796469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:28.796528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:28.814575] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:28.815329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:28.815419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:28.815454] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:28.858812] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:28.858956] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:28.859001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:28.859035] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:28.863018] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: UP (p=54.91%)
[2025-09-29T22:20:28.863371] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-09-29T22:20:28.863548] [INFO ] [sig       ] DCO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:29.017745] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DCO.txt
[2025-09-29T22:20:29.018012] [WARN ] [sig       ] [560/2211] Failed DCO after 0.3s | 4.33 sym/s | Total: 2.2m | ETA: 6.4m
[2025-09-29T22:20:29.018109] [INFO ] [sig       ] [561/2211] Forecasting DD...
[2025-09-29T22:20:29.018182] [INFO ] [sig       ] Generating forecast for: DD
[2025-09-29T22:20:29.018250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-09-29T22:20:29.028410] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DD'.
[2025-09-29T22:20:29.028785] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-09-29T22:20:29.055813] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:29.056666] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-09-29T22:20:29.056729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:29.056767] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:29.056797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:29.056859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:29.079048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:29.080270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:29.080367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:29.080404] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:29.126241] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:29.126453] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:29.126511] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:29.126548] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:29.130860] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-09-29T22:20:29.131187] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-09-29T22:20:29.131345] [INFO ] [sig       ] DD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:29.294272] [INFO ] [LOCAL     ] Saved forecast: DD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DD.txt
[2025-09-29T22:20:29.294532] [WARN ] [sig       ] [561/2211] Failed DD after 0.3s | 4.33 sym/s | Total: 2.2m | ETA: 6.3m
[2025-09-29T22:20:29.294695] [INFO ] [sig       ] [562/2211] Forecasting DDD...
[2025-09-29T22:20:29.294747] [INFO ] [sig       ] Generating forecast for: DDD
[2025-09-29T22:20:29.294784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-09-29T22:20:29.308088] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DDD'.
[2025-09-29T22:20:29.308451] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-09-29T22:20:29.339116] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:29.339977] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-09-29T22:20:29.340037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:29.340073] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:29.340103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:29.340163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:29.359938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:29.360685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:29.360793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:29.360835] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:29.398625] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:29.398816] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:29.398864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:29.398894] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:29.402693] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: DOWN (p=25.96%)
[2025-09-29T22:20:29.403127] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-09-29T22:20:29.403292] [INFO ] [sig       ] DDD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:29.560360] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DDD.txt
[2025-09-29T22:20:29.560611] [WARN ] [sig       ] [562/2211] Failed DDD after 0.3s | 4.33 sym/s | Total: 2.2m | ETA: 6.3m
[2025-09-29T22:20:29.560721] [INFO ] [sig       ] [563/2211] Forecasting DDL...
[2025-09-29T22:20:29.560765] [INFO ] [sig       ] Generating forecast for: DDL
[2025-09-29T22:20:29.560798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-09-29T22:20:29.572136] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DDL'.
[2025-09-29T22:20:29.572587] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-09-29T22:20:29.599586] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:29.600426] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-09-29T22:20:29.600540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:29.600602] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:29.600634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:29.600756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:29.619598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:29.620531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:29.620634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:29.620723] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:29.661946] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:29.662104] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:29.662150] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:29.662182] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:29.665782] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: UP (p=72.32%)
[2025-09-29T22:20:29.666209] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-09-29T22:20:29.666364] [INFO ] [sig       ] DDL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:29.830069] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DDL.txt
[2025-09-29T22:20:29.830368] [WARN ] [sig       ] [563/2211] Failed DDL after 0.3s | 4.33 sym/s | Total: 2.2m | ETA: 6.3m
[2025-09-29T22:20:29.830456] [INFO ] [sig       ] [564/2211] Forecasting DDS...
[2025-09-29T22:20:29.830499] [INFO ] [sig       ] Generating forecast for: DDS
[2025-09-29T22:20:29.830584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-09-29T22:20:29.841706] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DDS'.
[2025-09-29T22:20:29.842071] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-09-29T22:20:29.869350] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:29.870275] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-09-29T22:20:29.870335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:29.870372] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:29.870403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:29.870463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:29.889889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:29.890705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:29.890795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:29.890831] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:29.925909] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:29.926070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:29.926115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:29.926150] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:29.930081] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: UP (p=93.09%)
[2025-09-29T22:20:29.930367] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-09-29T22:20:29.930503] [INFO ] [sig       ] DDS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:30.091559] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DDS.txt
[2025-09-29T22:20:30.091844] [WARN ] [sig       ] [564/2211] Failed DDS after 0.3s | 4.33 sym/s | Total: 2.2m | ETA: 6.3m
[2025-09-29T22:20:30.091932] [INFO ] [sig       ] [565/2211] Forecasting DDT...
[2025-09-29T22:20:30.091985] [INFO ] [sig       ] Generating forecast for: DDT
[2025-09-29T22:20:30.092020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDT' from 'https://tdm.silogroup.org/data/derivative_storage/DDT.csv'.
[2025-09-29T22:20:30.102047] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DDT'.
[2025-09-29T22:20:30.102416] [INFO ] [FORECASTER] Starting predict_future for DDT
[2025-09-29T22:20:30.130839] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:30.131768] [DEBUG] [LOCAL     ] No optimal features file found for DDT: ./output/feature-sets/DDT.txt
[2025-09-29T22:20:30.131828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:30.131863] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:30.131892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:30.131951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:30.151529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:30.152564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:30.152673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:30.152733] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:30.190198] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:30.190362] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:30.190408] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:30.190439] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:30.194307] [DEBUG] [FORECASTER] DDT: Forecast T+1@11:T+2@11: DOWN (p=29.54%)
[2025-09-29T22:20:30.194592] [INFO ] [FORECASTER] Completed predict_future for DDT
[2025-09-29T22:20:30.194764] [INFO ] [sig       ] DDT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:30.351369] [INFO ] [LOCAL     ] Saved forecast: DDT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DDT.txt
[2025-09-29T22:20:30.351596] [WARN ] [sig       ] [565/2211] Failed DDT after 0.3s | 4.33 sym/s | Total: 2.2m | ETA: 6.3m
[2025-09-29T22:20:30.351698] [INFO ] [sig       ] [566/2211] Forecasting DE...
[2025-09-29T22:20:30.351742] [INFO ] [sig       ] Generating forecast for: DE
[2025-09-29T22:20:30.351774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-09-29T22:20:30.364261] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DE'.
[2025-09-29T22:20:30.364716] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-09-29T22:20:30.393070] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:30.394039] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-09-29T22:20:30.394097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:30.394140] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:30.394172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:30.394230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:30.412153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:30.412921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:30.413014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:30.413049] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:30.452216] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:30.452335] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:30.452376] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:30.452407] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:30.455771] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2025-09-29T22:20:30.456068] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-09-29T22:20:30.456206] [INFO ] [sig       ] DE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:30.624385] [INFO ] [LOCAL     ] Saved forecast: DE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DE.txt
[2025-09-29T22:20:30.624751] [WARN ] [sig       ] [566/2211] Failed DE after 0.3s | 4.33 sym/s | Total: 2.2m | ETA: 6.3m
[2025-09-29T22:20:30.624825] [INFO ] [sig       ] [567/2211] Forecasting DEA...
[2025-09-29T22:20:30.624862] [INFO ] [sig       ] Generating forecast for: DEA
[2025-09-29T22:20:30.624896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-09-29T22:20:30.635833] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DEA'.
[2025-09-29T22:20:30.636159] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-09-29T22:20:30.662507] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:30.663383] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-09-29T22:20:30.663442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:30.663478] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:30.663508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:30.663569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:30.682935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:30.683520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:30.683603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:30.683638] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:30.725602] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:30.725796] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:30.725848] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:30.725882] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:30.729912] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=61.72%)
[2025-09-29T22:20:30.730202] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-09-29T22:20:30.730350] [INFO ] [sig       ] DEA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:30.893370] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DEA.txt
[2025-09-29T22:20:30.893627] [WARN ] [sig       ] [567/2211] Failed DEA after 0.3s | 4.32 sym/s | Total: 2.2m | ETA: 6.3m
[2025-09-29T22:20:30.893727] [INFO ] [sig       ] [568/2211] Forecasting DEC...
[2025-09-29T22:20:30.893768] [INFO ] [sig       ] Generating forecast for: DEC
[2025-09-29T22:20:30.893801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEC' from 'https://tdm.silogroup.org/data/derivative_storage/DEC.csv'.
[2025-09-29T22:20:30.912075] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DEC'.
[2025-09-29T22:20:30.912571] [INFO ] [FORECASTER] Starting predict_future for DEC
[2025-09-29T22:20:30.939429] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:30.940355] [DEBUG] [LOCAL     ] No optimal features file found for DEC: ./output/feature-sets/DEC.txt
[2025-09-29T22:20:30.940413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:30.940454] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:30.940489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:30.940548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:30.960456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:30.961123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:30.961209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:30.961264] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:30.998329] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:30.998438] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:30.998477] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:30.998508] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:31.002495] [DEBUG] [FORECASTER] DEC: Forecast T+1@11:T+2@11: UP (p=99.35%)
[2025-09-29T22:20:31.002900] [INFO ] [FORECASTER] Completed predict_future for DEC
[2025-09-29T22:20:31.003077] [INFO ] [sig       ] DEC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:31.167825] [INFO ] [LOCAL     ] Saved forecast: DEC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DEC.txt
[2025-09-29T22:20:31.168085] [WARN ] [sig       ] [568/2211] Failed DEC after 0.3s | 4.32 sym/s | Total: 2.2m | ETA: 6.3m
[2025-09-29T22:20:31.168166] [INFO ] [sig       ] [569/2211] Forecasting DECK...
[2025-09-29T22:20:31.168208] [INFO ] [sig       ] Generating forecast for: DECK
[2025-09-29T22:20:31.168241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-09-29T22:20:31.178739] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DECK'.
[2025-09-29T22:20:31.179074] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-09-29T22:20:31.206405] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:31.207282] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-09-29T22:20:31.207340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:31.207375] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:31.207403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:31.207461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:31.227472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:31.228384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:31.228482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:31.228527] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:31.268151] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:31.268330] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:31.268378] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:31.268417] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:31.272293] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-09-29T22:20:31.272622] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-09-29T22:20:31.272822] [INFO ] [sig       ] DECK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:31.428917] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DECK.txt
[2025-09-29T22:20:31.429201] [WARN ] [sig       ] [569/2211] Failed DECK after 0.3s | 4.32 sym/s | Total: 2.2m | ETA: 6.3m
[2025-09-29T22:20:31.429285] [INFO ] [sig       ] [570/2211] Forecasting DEI...
[2025-09-29T22:20:31.429326] [INFO ] [sig       ] Generating forecast for: DEI
[2025-09-29T22:20:31.429359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-09-29T22:20:31.440594] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DEI'.
[2025-09-29T22:20:31.441045] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-09-29T22:20:31.468510] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:31.469406] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-09-29T22:20:31.469489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:31.469575] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:31.469616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:31.469706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:31.488368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:31.489021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:31.489107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:31.489143] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:31.525891] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:31.526038] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:31.526084] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:31.526114] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:31.529742] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: UP (p=63.50%)
[2025-09-29T22:20:31.530024] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-09-29T22:20:31.530159] [INFO ] [sig       ] DEI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:31.684990] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DEI.txt
[2025-09-29T22:20:31.685281] [WARN ] [sig       ] [570/2211] Failed DEI after 0.3s | 4.32 sym/s | Total: 2.2m | ETA: 6.3m
[2025-09-29T22:20:31.685364] [INFO ] [sig       ] [571/2211] Forecasting DELL...
[2025-09-29T22:20:31.685406] [INFO ] [sig       ] Generating forecast for: DELL
[2025-09-29T22:20:31.685441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-09-29T22:20:31.696046] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DELL'.
[2025-09-29T22:20:31.696441] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-09-29T22:20:31.723188] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:31.724046] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-09-29T22:20:31.724110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:31.724147] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:31.724176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:31.724234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:31.743778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:31.744487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:31.744760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:31.744818] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:31.784290] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:31.784507] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:31.784565] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:31.784598] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:31.788625] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: DOWN (p=33.79%)
[2025-09-29T22:20:31.788982] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-09-29T22:20:31.789181] [INFO ] [sig       ] DELL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:31.945945] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DELL.txt
[2025-09-29T22:20:31.946213] [WARN ] [sig       ] [571/2211] Failed DELL after 0.3s | 4.32 sym/s | Total: 2.2m | ETA: 6.3m
[2025-09-29T22:20:31.946310] [INFO ] [sig       ] [572/2211] Forecasting DEO...
[2025-09-29T22:20:31.946400] [INFO ] [sig       ] Generating forecast for: DEO
[2025-09-29T22:20:31.946475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-09-29T22:20:31.951852] [WARN ] [REMOTE    ] Historical data not found for symbol 'DEO' (404).
[2025-09-29T22:20:31.952120] [FATAL] [sig       ] DEO: No historical data fetched.
[2025-09-29T22:20:31.952214] [WARN ] [sig       ] [572/2211] Failed DEO after 0.0s | 4.33 sym/s | Total: 2.2m | ETA: 6.3m
[2025-09-29T22:20:31.952285] [INFO ] [sig       ] [573/2211] Forecasting DFH...
[2025-09-29T22:20:31.952327] [INFO ] [sig       ] Generating forecast for: DFH
[2025-09-29T22:20:31.952360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-09-29T22:20:31.962534] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DFH'.
[2025-09-29T22:20:31.962841] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-09-29T22:20:31.990512] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:31.991333] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-09-29T22:20:31.991390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:31.991426] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:31.991454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:31.991513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:32.010601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:32.011312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:32.011403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:32.011437] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:32.050851] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:32.050988] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:32.051035] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:32.051067] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:32.054699] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: DOWN (p=30.73%)
[2025-09-29T22:20:32.055028] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-09-29T22:20:32.055179] [INFO ] [sig       ] DFH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:32.214984] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DFH.txt
[2025-09-29T22:20:32.215220] [WARN ] [sig       ] [573/2211] Failed DFH after 0.3s | 4.33 sym/s | Total: 2.2m | ETA: 6.3m
[2025-09-29T22:20:32.215296] [INFO ] [sig       ] [574/2211] Forecasting DFIN...
[2025-09-29T22:20:32.215335] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-09-29T22:20:32.215367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-09-29T22:20:32.225851] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DFIN'.
[2025-09-29T22:20:32.226218] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-09-29T22:20:32.254179] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:32.255071] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-09-29T22:20:32.255129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:32.255164] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:32.255193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:32.255252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:32.275135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:32.275769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:32.275879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:32.275915] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:32.321956] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:32.322109] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:32.322155] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:32.322186] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:32.325725] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: UP (p=85.37%)
[2025-09-29T22:20:32.326010] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-09-29T22:20:32.326152] [INFO ] [sig       ] DFIN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:32.477683] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DFIN.txt
[2025-09-29T22:20:32.477936] [WARN ] [sig       ] [574/2211] Failed DFIN after 0.3s | 4.32 sym/s | Total: 2.2m | ETA: 6.3m
[2025-09-29T22:20:32.478015] [INFO ] [sig       ] [575/2211] Forecasting DFP...
[2025-09-29T22:20:32.478056] [INFO ] [sig       ] Generating forecast for: DFP
[2025-09-29T22:20:32.478089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-09-29T22:20:32.482685] [WARN ] [REMOTE    ] Historical data not found for symbol 'DFP' (404).
[2025-09-29T22:20:32.482869] [FATAL] [sig       ] DFP: No historical data fetched.
[2025-09-29T22:20:32.482953] [WARN ] [sig       ] [575/2211] Failed DFP after 0.0s | 4.33 sym/s | Total: 2.2m | ETA: 6.3m
[2025-09-29T22:20:32.483020] [INFO ] [sig       ] [576/2211] Forecasting DG...
[2025-09-29T22:20:32.483060] [INFO ] [sig       ] Generating forecast for: DG
[2025-09-29T22:20:32.483090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-09-29T22:20:32.493224] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DG'.
[2025-09-29T22:20:32.493571] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-09-29T22:20:32.520435] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:32.521273] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-09-29T22:20:32.521394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:32.521448] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:32.521482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:32.521541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:32.540372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:32.541024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:32.541114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:32.541150] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:32.578183] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:32.578359] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:32.578404] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:32.578436] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:32.582339] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: DOWN (p=0.94%)
[2025-09-29T22:20:32.582631] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-09-29T22:20:32.582815] [INFO ] [sig       ] DG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:32.740025] [INFO ] [LOCAL     ] Saved forecast: DG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DG.txt
[2025-09-29T22:20:32.740314] [WARN ] [sig       ] [576/2211] Failed DG after 0.3s | 4.33 sym/s | Total: 2.2m | ETA: 6.3m
[2025-09-29T22:20:32.740400] [INFO ] [sig       ] [577/2211] Forecasting DGX...
[2025-09-29T22:20:32.740444] [INFO ] [sig       ] Generating forecast for: DGX
[2025-09-29T22:20:32.740488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-09-29T22:20:32.751406] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DGX'.
[2025-09-29T22:20:32.751865] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-09-29T22:20:32.779743] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:32.780630] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-09-29T22:20:32.780717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:32.780757] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:32.780786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:32.780844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:32.799341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:32.800222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:32.800318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:32.800355] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:32.840544] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:32.840728] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:32.840783] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:32.840815] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:32.844362] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: UP (p=74.70%)
[2025-09-29T22:20:32.844716] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-09-29T22:20:32.844866] [INFO ] [sig       ] DGX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:32.998848] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DGX.txt
[2025-09-29T22:20:32.999092] [WARN ] [sig       ] [577/2211] Failed DGX after 0.3s | 4.33 sym/s | Total: 2.2m | ETA: 6.3m
[2025-09-29T22:20:32.999173] [INFO ] [sig       ] [578/2211] Forecasting DHF...
[2025-09-29T22:20:32.999212] [INFO ] [sig       ] Generating forecast for: DHF
[2025-09-29T22:20:32.999245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-09-29T22:20:33.009583] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DHF'.
[2025-09-29T22:20:33.009960] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-09-29T22:20:33.038404] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:33.039414] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-09-29T22:20:33.039479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:33.039518] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:33.039548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:33.039607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:33.059071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:33.059706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:33.059799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:33.059835] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:33.099133] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:33.099262] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:33.099304] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:33.099382] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:33.102826] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=68.37%)
[2025-09-29T22:20:33.103128] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-09-29T22:20:33.103303] [INFO ] [sig       ] DHF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:33.261809] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DHF.txt
[2025-09-29T22:20:33.262072] [WARN ] [sig       ] [578/2211] Failed DHF after 0.3s | 4.33 sym/s | Total: 2.2m | ETA: 6.3m
[2025-09-29T22:20:33.262155] [INFO ] [sig       ] [579/2211] Forecasting DHI...
[2025-09-29T22:20:33.262196] [INFO ] [sig       ] Generating forecast for: DHI
[2025-09-29T22:20:33.262230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-09-29T22:20:33.274567] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DHI'.
[2025-09-29T22:20:33.275190] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-09-29T22:20:33.303606] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:33.304439] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-09-29T22:20:33.304498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:33.304532] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:33.304562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:33.304624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:33.323144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:33.323881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:33.323971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:33.324007] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:33.353831] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:33.354010] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:33.354059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:33.354091] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:33.357775] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=12.15%)
[2025-09-29T22:20:33.358059] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-09-29T22:20:33.358231] [INFO ] [sig       ] DHI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:33.513294] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DHI.txt
[2025-09-29T22:20:33.513525] [WARN ] [sig       ] [579/2211] Failed DHI after 0.3s | 4.33 sym/s | Total: 2.2m | ETA: 6.3m
[2025-09-29T22:20:33.513605] [INFO ] [sig       ] [580/2211] Forecasting DHR...
[2025-09-29T22:20:33.513672] [INFO ] [sig       ] Generating forecast for: DHR
[2025-09-29T22:20:33.513728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHR' from 'https://tdm.silogroup.org/data/derivative_storage/DHR.csv'.
[2025-09-29T22:20:33.518194] [WARN ] [REMOTE    ] Historical data not found for symbol 'DHR' (404).
[2025-09-29T22:20:33.518383] [FATAL] [sig       ] DHR: No historical data fetched.
[2025-09-29T22:20:33.518478] [WARN ] [sig       ] [580/2211] Failed DHR after 0.0s | 4.34 sym/s | Total: 2.2m | ETA: 6.3m
[2025-09-29T22:20:33.518552] [INFO ] [sig       ] [581/2211] Forecasting DHT...
[2025-09-29T22:20:33.518593] [INFO ] [sig       ] Generating forecast for: DHT
[2025-09-29T22:20:33.518625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHT' from 'https://tdm.silogroup.org/data/derivative_storage/DHT.csv'.
[2025-09-29T22:20:33.528588] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DHT'.
[2025-09-29T22:20:33.528989] [INFO ] [FORECASTER] Starting predict_future for DHT
[2025-09-29T22:20:33.555570] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:33.556450] [DEBUG] [LOCAL     ] No optimal features file found for DHT: ./output/feature-sets/DHT.txt
[2025-09-29T22:20:33.556565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:33.556610] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:33.556661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:33.556776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:33.575708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:33.576355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:33.576441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:33.576478] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:33.609630] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:33.609788] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:33.609832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:33.609862] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:33.613354] [DEBUG] [FORECASTER] DHT: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-09-29T22:20:33.613636] [INFO ] [FORECASTER] Completed predict_future for DHT
[2025-09-29T22:20:33.613809] [INFO ] [sig       ] DHT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:33.762222] [INFO ] [LOCAL     ] Saved forecast: DHT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DHT.txt
[2025-09-29T22:20:33.762466] [WARN ] [sig       ] [581/2211] Failed DHT after 0.2s | 4.34 sym/s | Total: 2.2m | ETA: 6.3m
[2025-09-29T22:20:33.762546] [INFO ] [sig       ] [582/2211] Forecasting DHX...
[2025-09-29T22:20:33.762587] [INFO ] [sig       ] Generating forecast for: DHX
[2025-09-29T22:20:33.762621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-09-29T22:20:33.773169] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DHX'.
[2025-09-29T22:20:33.773548] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-09-29T22:20:33.800993] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:33.801879] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-09-29T22:20:33.801938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:33.801974] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:33.802004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:33.802063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:33.821742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:33.822488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:33.822583] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:33.822621] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:33.859234] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:33.859402] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:33.859454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:33.859505] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:33.863891] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2025-09-29T22:20:33.864195] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-09-29T22:20:33.864339] [INFO ] [sig       ] DHX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:34.020415] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DHX.txt
[2025-09-29T22:20:34.020671] [WARN ] [sig       ] [582/2211] Failed DHX after 0.3s | 4.33 sym/s | Total: 2.2m | ETA: 6.3m
[2025-09-29T22:20:34.020755] [INFO ] [sig       ] [583/2211] Forecasting DIAX...
[2025-09-29T22:20:34.020799] [INFO ] [sig       ] Generating forecast for: DIAX
[2025-09-29T22:20:34.020844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIAX' from 'https://tdm.silogroup.org/data/derivative_storage/DIAX.csv'.
[2025-09-29T22:20:34.025483] [WARN ] [REMOTE    ] Historical data not found for symbol 'DIAX' (404).
[2025-09-29T22:20:34.025738] [FATAL] [sig       ] DIAX: No historical data fetched.
[2025-09-29T22:20:34.025831] [WARN ] [sig       ] [583/2211] Failed DIAX after 0.0s | 4.34 sym/s | Total: 2.2m | ETA: 6.2m
[2025-09-29T22:20:34.025903] [INFO ] [sig       ] [584/2211] Forecasting DIN...
[2025-09-29T22:20:34.025946] [INFO ] [sig       ] Generating forecast for: DIN
[2025-09-29T22:20:34.026024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-09-29T22:20:34.036483] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DIN'.
[2025-09-29T22:20:34.036924] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-09-29T22:20:34.072106] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:34.073029] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-09-29T22:20:34.073094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:34.073131] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:34.073161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:34.073220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:34.093771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:34.094365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:34.094452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:34.094490] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:34.140405] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:34.140568] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:34.140612] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:34.140673] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:34.144923] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=22.09%)
[2025-09-29T22:20:34.145344] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-09-29T22:20:34.145586] [INFO ] [sig       ] DIN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:34.312220] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DIN.txt
[2025-09-29T22:20:34.312459] [WARN ] [sig       ] [584/2211] Failed DIN after 0.3s | 4.34 sym/s | Total: 2.2m | ETA: 6.2m
[2025-09-29T22:20:34.312535] [INFO ] [sig       ] [585/2211] Forecasting DINO...
[2025-09-29T22:20:34.312579] [INFO ] [sig       ] Generating forecast for: DINO
[2025-09-29T22:20:34.312613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-09-29T22:20:34.323081] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DINO'.
[2025-09-29T22:20:34.323440] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-09-29T22:20:34.350823] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:34.351592] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-09-29T22:20:34.351674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:34.351734] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:34.351777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:34.351849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:34.370556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:34.371233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:34.371346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:34.371386] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:34.405136] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:34.405269] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:34.405313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:34.405351] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:34.408851] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=97.93%)
[2025-09-29T22:20:34.409124] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-09-29T22:20:34.409255] [INFO ] [sig       ] DINO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:34.568866] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DINO.txt
[2025-09-29T22:20:34.569148] [WARN ] [sig       ] [585/2211] Failed DINO after 0.3s | 4.34 sym/s | Total: 2.2m | ETA: 6.2m
[2025-09-29T22:20:34.569229] [INFO ] [sig       ] [586/2211] Forecasting DIS...
[2025-09-29T22:20:34.569271] [INFO ] [sig       ] Generating forecast for: DIS
[2025-09-29T22:20:34.569307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-09-29T22:20:34.581879] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DIS'.
[2025-09-29T22:20:34.582328] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-09-29T22:20:34.610271] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:34.611185] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-09-29T22:20:34.611244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:34.611281] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:34.611313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:34.611374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:34.630040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:34.630818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:34.630912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:34.630949] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:34.675727] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:34.675911] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:34.675961] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:34.675995] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:34.679827] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: UP (p=68.21%)
[2025-09-29T22:20:34.680114] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-09-29T22:20:34.680251] [INFO ] [sig       ] DIS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:34.833615] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DIS.txt
[2025-09-29T22:20:34.833941] [WARN ] [sig       ] [586/2211] Failed DIS after 0.3s | 4.34 sym/s | Total: 2.3m | ETA: 6.2m
[2025-09-29T22:20:34.834023] [INFO ] [sig       ] [587/2211] Forecasting DK...
[2025-09-29T22:20:34.834063] [INFO ] [sig       ] Generating forecast for: DK
[2025-09-29T22:20:34.834096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-09-29T22:20:34.844785] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DK'.
[2025-09-29T22:20:34.845107] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-09-29T22:20:34.870982] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:34.871783] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-09-29T22:20:34.871858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:34.871896] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:34.871925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:34.872065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:34.890928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:34.891842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:34.891932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:34.891966] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:34.928527] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:34.928710] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:34.928767] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:34.928800] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:34.932471] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: DOWN (p=47.05%)
[2025-09-29T22:20:34.932800] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-09-29T22:20:34.932947] [INFO ] [sig       ] DK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:35.088613] [INFO ] [LOCAL     ] Saved forecast: DK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DK.txt
[2025-09-29T22:20:35.088916] [WARN ] [sig       ] [587/2211] Failed DK after 0.3s | 4.34 sym/s | Total: 2.3m | ETA: 6.2m
[2025-09-29T22:20:35.089002] [INFO ] [sig       ] [588/2211] Forecasting DKL...
[2025-09-29T22:20:35.089042] [INFO ] [sig       ] Generating forecast for: DKL
[2025-09-29T22:20:35.089077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-09-29T22:20:35.099503] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DKL'.
[2025-09-29T22:20:35.099946] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-09-29T22:20:35.128396] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:35.129280] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-09-29T22:20:35.129340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:35.129377] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:35.129408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:35.129469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:35.148743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:35.149335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:35.149425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:35.149465] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:35.187440] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:35.187634] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:35.187723] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:35.187778] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:35.191876] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: UP (p=90.58%)
[2025-09-29T22:20:35.192170] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-09-29T22:20:35.192352] [INFO ] [sig       ] DKL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:35.353011] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DKL.txt
[2025-09-29T22:20:35.353295] [WARN ] [sig       ] [588/2211] Failed DKL after 0.3s | 4.34 sym/s | Total: 2.3m | ETA: 6.2m
[2025-09-29T22:20:35.353383] [INFO ] [sig       ] [589/2211] Forecasting DKS...
[2025-09-29T22:20:35.353428] [INFO ] [sig       ] Generating forecast for: DKS
[2025-09-29T22:20:35.353493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-09-29T22:20:35.363709] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DKS'.
[2025-09-29T22:20:35.364168] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-09-29T22:20:35.391234] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:35.392076] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-09-29T22:20:35.392134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:35.392169] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:35.392198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:35.392258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:35.410429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:35.411281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:35.411383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:35.411419] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:35.444872] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:35.445064] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:35.445114] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:35.445150] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:35.449872] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: DOWN (p=28.76%)
[2025-09-29T22:20:35.450290] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-09-29T22:20:35.450498] [INFO ] [sig       ] DKS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:35.607023] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DKS.txt
[2025-09-29T22:20:35.607295] [WARN ] [sig       ] [589/2211] Failed DKS after 0.3s | 4.34 sym/s | Total: 2.3m | ETA: 6.2m
[2025-09-29T22:20:35.607420] [INFO ] [sig       ] [590/2211] Forecasting DLB...
[2025-09-29T22:20:35.607495] [INFO ] [sig       ] Generating forecast for: DLB
[2025-09-29T22:20:35.607558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-09-29T22:20:35.618216] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DLB'.
[2025-09-29T22:20:35.618564] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-09-29T22:20:35.652628] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:35.653526] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-09-29T22:20:35.653585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:35.653622] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:35.653686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:35.653765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:35.676816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:35.677848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:35.677971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:35.678053] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:35.711662] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:35.711798] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:35.711843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:35.711907] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:35.715777] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=60.50%)
[2025-09-29T22:20:35.716106] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-09-29T22:20:35.716286] [INFO ] [sig       ] DLB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:35.884236] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DLB.txt
[2025-09-29T22:20:35.884463] [WARN ] [sig       ] [590/2211] Failed DLB after 0.3s | 4.33 sym/s | Total: 2.3m | ETA: 6.2m
[2025-09-29T22:20:35.884541] [INFO ] [sig       ] [591/2211] Forecasting DLNG...
[2025-09-29T22:20:35.884581] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-09-29T22:20:35.884613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-09-29T22:20:35.894077] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DLNG'.
[2025-09-29T22:20:35.894419] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-09-29T22:20:35.921736] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:35.922719] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-09-29T22:20:35.922779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:35.922816] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:35.922847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:35.922917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:35.944254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:35.945099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:35.945239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:35.945281] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:35.977913] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:35.978074] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:35.978118] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:35.978149] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:35.981638] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: UP (p=61.27%)
[2025-09-29T22:20:35.981940] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-09-29T22:20:35.982071] [INFO ] [sig       ] DLNG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:36.132823] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DLNG.txt
[2025-09-29T22:20:36.133065] [WARN ] [sig       ] [591/2211] Failed DLNG after 0.2s | 4.33 sym/s | Total: 2.3m | ETA: 6.2m
[2025-09-29T22:20:36.133174] [INFO ] [sig       ] [592/2211] Forecasting DLR...
[2025-09-29T22:20:36.133251] [INFO ] [sig       ] Generating forecast for: DLR
[2025-09-29T22:20:36.133296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLR' from 'https://tdm.silogroup.org/data/derivative_storage/DLR.csv'.
[2025-09-29T22:20:36.146575] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DLR'.
[2025-09-29T22:20:36.147112] [INFO ] [FORECASTER] Starting predict_future for DLR
[2025-09-29T22:20:36.175044] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:36.175976] [DEBUG] [LOCAL     ] No optimal features file found for DLR: ./output/feature-sets/DLR.txt
[2025-09-29T22:20:36.176035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:36.176072] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:36.176103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:36.176163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:36.194971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:36.195982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:36.196083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:36.196180] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:36.235860] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:36.236031] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:36.236077] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:36.236109] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:36.240227] [DEBUG] [FORECASTER] DLR: Forecast T+1@11:T+2@11: DOWN (p=6.46%)
[2025-09-29T22:20:36.240525] [INFO ] [FORECASTER] Completed predict_future for DLR
[2025-09-29T22:20:36.240740] [INFO ] [sig       ] DLR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:36.431205] [INFO ] [LOCAL     ] Saved forecast: DLR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DLR.txt
[2025-09-29T22:20:36.431511] [WARN ] [sig       ] [592/2211] Failed DLR after 0.3s | 4.33 sym/s | Total: 2.3m | ETA: 6.2m
[2025-09-29T22:20:36.431599] [INFO ] [sig       ] [593/2211] Forecasting DLX...
[2025-09-29T22:20:36.431662] [INFO ] [sig       ] Generating forecast for: DLX
[2025-09-29T22:20:36.431725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-09-29T22:20:36.444220] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DLX'.
[2025-09-29T22:20:36.444701] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-09-29T22:20:36.476121] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:36.477031] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-09-29T22:20:36.477123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:36.477168] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:36.477199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:36.477259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:36.497074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:36.497807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:36.497895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:36.497931] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:36.540330] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:36.540507] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:36.540553] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:36.540585] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:36.544986] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: DOWN (p=41.66%)
[2025-09-29T22:20:36.545347] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-09-29T22:20:36.545498] [INFO ] [sig       ] DLX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:36.721516] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DLX.txt
[2025-09-29T22:20:36.721790] [WARN ] [sig       ] [593/2211] Failed DLX after 0.3s | 4.33 sym/s | Total: 2.3m | ETA: 6.2m
[2025-09-29T22:20:36.721875] [INFO ] [sig       ] [594/2211] Forecasting DLY...
[2025-09-29T22:20:36.721915] [INFO ] [sig       ] Generating forecast for: DLY
[2025-09-29T22:20:36.721947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-09-29T22:20:36.732120] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DLY'.
[2025-09-29T22:20:36.732448] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-09-29T22:20:36.760087] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:36.761001] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-09-29T22:20:36.761076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:36.761114] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:36.761147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:36.761219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:36.780071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:36.780784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:36.780876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:36.780921] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:36.812744] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:36.812869] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:36.812910] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:36.812940] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:36.816539] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=97.02%)
[2025-09-29T22:20:36.816867] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-09-29T22:20:36.817014] [INFO ] [sig       ] DLY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:36.976236] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DLY.txt
[2025-09-29T22:20:36.976503] [WARN ] [sig       ] [594/2211] Failed DLY after 0.3s | 4.33 sym/s | Total: 2.3m | ETA: 6.2m
[2025-09-29T22:20:36.976582] [INFO ] [sig       ] [595/2211] Forecasting DMA...
[2025-09-29T22:20:36.976623] [INFO ] [sig       ] Generating forecast for: DMA
[2025-09-29T22:20:36.976689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMA' from 'https://tdm.silogroup.org/data/derivative_storage/DMA.csv'.
[2025-09-29T22:20:36.986013] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'DMA'.
[2025-09-29T22:20:36.986327] [INFO ] [FORECASTER] Starting predict_future for DMA
[2025-09-29T22:20:37.013481] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:37.014300] [DEBUG] [LOCAL     ] No optimal features file found for DMA: ./output/feature-sets/DMA.txt
[2025-09-29T22:20:37.014358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:37.014395] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:37.014425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:37.014484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:37.034000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:37.034626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:37.034736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:37.034778] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:37.068807] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:37.068927] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:37.068967] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:37.068998] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:37.072500] [DEBUG] [FORECASTER] DMA: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-09-29T22:20:37.072821] [INFO ] [FORECASTER] Completed predict_future for DMA
[2025-09-29T22:20:37.072964] [INFO ] [sig       ] DMA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:37.234151] [INFO ] [LOCAL     ] Saved forecast: DMA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DMA.txt
[2025-09-29T22:20:37.234377] [WARN ] [sig       ] [595/2211] Failed DMA after 0.3s | 4.33 sym/s | Total: 2.3m | ETA: 6.2m
[2025-09-29T22:20:37.234456] [INFO ] [sig       ] [596/2211] Forecasting DMB...
[2025-09-29T22:20:37.234495] [INFO ] [sig       ] Generating forecast for: DMB
[2025-09-29T22:20:37.234527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-09-29T22:20:37.244349] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DMB'.
[2025-09-29T22:20:37.244699] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-09-29T22:20:37.272348] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:37.273155] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-09-29T22:20:37.273214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:37.273250] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:37.273280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:37.273341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:37.294262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:37.294876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:37.294961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:37.294997] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:37.331500] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:37.331686] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:37.331766] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:37.331833] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:37.335415] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: UP (p=82.98%)
[2025-09-29T22:20:37.335732] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-09-29T22:20:37.335877] [INFO ] [sig       ] DMB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:37.497259] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DMB.txt
[2025-09-29T22:20:37.497546] [WARN ] [sig       ] [596/2211] Failed DMB after 0.3s | 4.33 sym/s | Total: 2.3m | ETA: 6.2m
[2025-09-29T22:20:37.497627] [INFO ] [sig       ] [597/2211] Forecasting DMO...
[2025-09-29T22:20:37.497705] [INFO ] [sig       ] Generating forecast for: DMO
[2025-09-29T22:20:37.497747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-09-29T22:20:37.502162] [WARN ] [REMOTE    ] Historical data not found for symbol 'DMO' (404).
[2025-09-29T22:20:37.502352] [FATAL] [sig       ] DMO: No historical data fetched.
[2025-09-29T22:20:37.502442] [WARN ] [sig       ] [597/2211] Failed DMO after 0.0s | 4.33 sym/s | Total: 2.3m | ETA: 6.2m
[2025-09-29T22:20:37.502511] [INFO ] [sig       ] [598/2211] Forecasting DNA...
[2025-09-29T22:20:37.502552] [INFO ] [sig       ] Generating forecast for: DNA
[2025-09-29T22:20:37.502584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-09-29T22:20:37.511380] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DNA'.
[2025-09-29T22:20:37.511753] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-09-29T22:20:37.539070] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:37.539954] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-09-29T22:20:37.540013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:37.540050] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:37.540080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:37.540139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:37.558961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:37.559910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:37.560030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:37.560121] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:37.598698] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:37.598855] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:37.598900] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:37.598930] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:37.602586] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: UP (p=93.79%)
[2025-09-29T22:20:37.602901] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-09-29T22:20:37.603043] [INFO ] [sig       ] DNA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:37.756277] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DNA.txt
[2025-09-29T22:20:37.756545] [WARN ] [sig       ] [598/2211] Failed DNA after 0.3s | 4.33 sym/s | Total: 2.3m | ETA: 6.2m
[2025-09-29T22:20:37.756624] [INFO ] [sig       ] [599/2211] Forecasting DNOW...
[2025-09-29T22:20:37.756708] [INFO ] [sig       ] Generating forecast for: DNOW
[2025-09-29T22:20:37.756753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNOW' from 'https://tdm.silogroup.org/data/derivative_storage/DNOW.csv'.
[2025-09-29T22:20:37.766520] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DNOW'.
[2025-09-29T22:20:37.766878] [INFO ] [FORECASTER] Starting predict_future for DNOW
[2025-09-29T22:20:37.793217] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:37.794055] [DEBUG] [LOCAL     ] No optimal features file found for DNOW: ./output/feature-sets/DNOW.txt
[2025-09-29T22:20:37.794116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:37.794158] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:37.794190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:37.794248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:37.814144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:37.814837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:37.814928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:37.814997] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:37.851263] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:37.851433] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:37.851481] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:37.851514] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:37.855199] [DEBUG] [FORECASTER] DNOW: Forecast T+1@11:T+2@11: DOWN (p=4.74%)
[2025-09-29T22:20:37.855565] [INFO ] [FORECASTER] Completed predict_future for DNOW
[2025-09-29T22:20:37.855782] [INFO ] [sig       ] DNOW: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:38.026218] [INFO ] [LOCAL     ] Saved forecast: DNOW	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DNOW.txt
[2025-09-29T22:20:38.026482] [WARN ] [sig       ] [599/2211] Failed DNOW after 0.3s | 4.33 sym/s | Total: 2.3m | ETA: 6.2m
[2025-09-29T22:20:38.026564] [INFO ] [sig       ] [600/2211] Forecasting DNP...
[2025-09-29T22:20:38.026604] [INFO ] [sig       ] Generating forecast for: DNP
[2025-09-29T22:20:38.026637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-09-29T22:20:38.036746] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DNP'.
[2025-09-29T22:20:38.037127] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-09-29T22:20:38.064341] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:38.065176] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-09-29T22:20:38.065254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:38.065292] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:38.065322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:38.065382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:38.088413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:38.089789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:38.089910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:38.089966] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:38.118857] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:38.118985] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:38.119026] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:38.119058] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:38.122728] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: DOWN (p=38.33%)
[2025-09-29T22:20:38.123006] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-09-29T22:20:38.123137] [INFO ] [sig       ] DNP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:38.277351] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DNP.txt
[2025-09-29T22:20:38.277606] [WARN ] [sig       ] [600/2211] Failed DNP after 0.3s | 4.33 sym/s | Total: 2.3m | ETA: 6.2m
[2025-09-29T22:20:38.277729] [INFO ] [sig       ] [601/2211] Forecasting DOC...
[2025-09-29T22:20:38.277799] [INFO ] [sig       ] Generating forecast for: DOC
[2025-09-29T22:20:38.277871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOC' from 'https://tdm.silogroup.org/data/derivative_storage/DOC.csv'.
[2025-09-29T22:20:38.289031] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DOC'.
[2025-09-29T22:20:38.289378] [INFO ] [FORECASTER] Starting predict_future for DOC
[2025-09-29T22:20:38.316784] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:38.317776] [DEBUG] [LOCAL     ] No optimal features file found for DOC: ./output/feature-sets/DOC.txt
[2025-09-29T22:20:38.317849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:38.317907] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:38.317941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:38.318011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:38.336587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:38.337431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:38.337523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:38.337559] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:38.369594] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:38.369766] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:38.369820] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:38.369855] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:38.373841] [DEBUG] [FORECASTER] DOC: Forecast T+1@11:T+2@11: UP (p=91.23%)
[2025-09-29T22:20:38.374144] [INFO ] [FORECASTER] Completed predict_future for DOC
[2025-09-29T22:20:38.374285] [INFO ] [sig       ] DOC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:38.525954] [INFO ] [LOCAL     ] Saved forecast: DOC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DOC.txt
[2025-09-29T22:20:38.526208] [WARN ] [sig       ] [601/2211] Failed DOC after 0.2s | 4.33 sym/s | Total: 2.3m | ETA: 6.2m
[2025-09-29T22:20:38.526292] [INFO ] [sig       ] [602/2211] Forecasting DOCN...
[2025-09-29T22:20:38.526335] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-09-29T22:20:38.526370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-09-29T22:20:38.536563] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DOCN'.
[2025-09-29T22:20:38.536916] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-09-29T22:20:38.564407] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:38.565250] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-09-29T22:20:38.565308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:38.565346] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:38.565376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:38.565437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:38.584442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:38.585063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:38.585149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:38.585185] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:38.613559] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:38.613702] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:38.613757] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:38.613798] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:38.617335] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: UP (p=57.82%)
[2025-09-29T22:20:38.617606] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-09-29T22:20:38.617775] [INFO ] [sig       ] DOCN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:38.781483] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DOCN.txt
[2025-09-29T22:20:38.781787] [WARN ] [sig       ] [602/2211] Failed DOCN after 0.3s | 4.33 sym/s | Total: 2.3m | ETA: 6.2m
[2025-09-29T22:20:38.781914] [INFO ] [sig       ] [603/2211] Forecasting DOCS...
[2025-09-29T22:20:38.781959] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-09-29T22:20:38.782027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-09-29T22:20:38.786833] [WARN ] [REMOTE    ] Historical data not found for symbol 'DOCS' (404).
[2025-09-29T22:20:38.787042] [FATAL] [sig       ] DOCS: No historical data fetched.
[2025-09-29T22:20:38.787169] [WARN ] [sig       ] [603/2211] Failed DOCS after 0.0s | 4.34 sym/s | Total: 2.3m | ETA: 6.2m
[2025-09-29T22:20:38.787238] [INFO ] [sig       ] [604/2211] Forecasting DOLE...
[2025-09-29T22:20:38.787278] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-09-29T22:20:38.787308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-09-29T22:20:38.796564] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DOLE'.
[2025-09-29T22:20:38.796940] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-09-29T22:20:38.825107] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:38.826277] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-09-29T22:20:38.826348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:38.826385] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:38.826415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:38.826475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:38.849858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:38.850865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:38.850966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:38.851025] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:38.888632] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:38.888812] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:38.888871] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:38.888928] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:38.892993] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=38.84%)
[2025-09-29T22:20:38.893419] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-09-29T22:20:38.893621] [INFO ] [sig       ] DOLE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:39.057739] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DOLE.txt
[2025-09-29T22:20:39.058009] [WARN ] [sig       ] [604/2211] Failed DOLE after 0.3s | 4.34 sym/s | Total: 2.3m | ETA: 6.2m
[2025-09-29T22:20:39.058088] [INFO ] [sig       ] [605/2211] Forecasting DOUG...
[2025-09-29T22:20:39.058128] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-09-29T22:20:39.058161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-09-29T22:20:39.068130] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DOUG'.
[2025-09-29T22:20:39.068515] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-09-29T22:20:39.095616] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:39.096457] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-09-29T22:20:39.096521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:39.096558] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:39.096589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:39.096671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:39.115590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:39.116232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:39.116319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:39.116355] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:39.144366] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:39.144489] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:39.144529] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:39.144561] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:39.148174] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: UP (p=97.24%)
[2025-09-29T22:20:39.148459] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-09-29T22:20:39.148595] [INFO ] [sig       ] DOUG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:39.312754] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DOUG.txt
[2025-09-29T22:20:39.312988] [WARN ] [sig       ] [605/2211] Failed DOUG after 0.3s | 4.34 sym/s | Total: 2.3m | ETA: 6.2m
[2025-09-29T22:20:39.313067] [INFO ] [sig       ] [606/2211] Forecasting DOV...
[2025-09-29T22:20:39.313108] [INFO ] [sig       ] Generating forecast for: DOV
[2025-09-29T22:20:39.313141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOV' from 'https://tdm.silogroup.org/data/derivative_storage/DOV.csv'.
[2025-09-29T22:20:39.322716] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DOV'.
[2025-09-29T22:20:39.323137] [INFO ] [FORECASTER] Starting predict_future for DOV
[2025-09-29T22:20:39.352282] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:39.353167] [DEBUG] [LOCAL     ] No optimal features file found for DOV: ./output/feature-sets/DOV.txt
[2025-09-29T22:20:39.353248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:39.353286] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:39.353315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:39.353374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:39.378008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:39.379025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:39.379118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:39.379155] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:39.430902] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:39.431059] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:39.431106] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:39.431137] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:39.434824] [DEBUG] [FORECASTER] DOV: Forecast T+1@11:T+2@11: DOWN (p=42.18%)
[2025-09-29T22:20:39.435123] [INFO ] [FORECASTER] Completed predict_future for DOV
[2025-09-29T22:20:39.435294] [INFO ] [sig       ] DOV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:39.590281] [INFO ] [LOCAL     ] Saved forecast: DOV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DOV.txt
[2025-09-29T22:20:39.590494] [WARN ] [sig       ] [606/2211] Failed DOV after 0.3s | 4.33 sym/s | Total: 2.3m | ETA: 6.2m
[2025-09-29T22:20:39.590572] [INFO ] [sig       ] [607/2211] Forecasting DOW...
[2025-09-29T22:20:39.590614] [INFO ] [sig       ] Generating forecast for: DOW
[2025-09-29T22:20:39.590675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOW' from 'https://tdm.silogroup.org/data/derivative_storage/DOW.csv'.
[2025-09-29T22:20:39.596063] [WARN ] [REMOTE    ] Historical data not found for symbol 'DOW' (404).
[2025-09-29T22:20:39.596336] [FATAL] [sig       ] DOW: No historical data fetched.
[2025-09-29T22:20:39.596449] [WARN ] [sig       ] [607/2211] Failed DOW after 0.0s | 4.34 sym/s | Total: 2.3m | ETA: 6.2m
[2025-09-29T22:20:39.596541] [INFO ] [sig       ] [608/2211] Forecasting DPG...
[2025-09-29T22:20:39.596597] [INFO ] [sig       ] Generating forecast for: DPG
[2025-09-29T22:20:39.596632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-09-29T22:20:39.606883] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DPG'.
[2025-09-29T22:20:39.607329] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-09-29T22:20:39.634840] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:39.635616] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-09-29T22:20:39.635699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:39.635744] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:39.635774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:39.635834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:39.654369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:39.654995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:39.655088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:39.655128] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:39.692490] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:39.692689] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:39.692754] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:39.692790] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:39.697308] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: DOWN (p=9.11%)
[2025-09-29T22:20:39.697660] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-09-29T22:20:39.697823] [INFO ] [sig       ] DPG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:39.880428] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DPG.txt
[2025-09-29T22:20:39.880733] [WARN ] [sig       ] [608/2211] Failed DPG after 0.3s | 4.34 sym/s | Total: 2.3m | ETA: 6.2m
[2025-09-29T22:20:39.880818] [INFO ] [sig       ] [609/2211] Forecasting DQ...
[2025-09-29T22:20:39.880861] [INFO ] [sig       ] Generating forecast for: DQ
[2025-09-29T22:20:39.880894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-09-29T22:20:39.885388] [WARN ] [REMOTE    ] Historical data not found for symbol 'DQ' (404).
[2025-09-29T22:20:39.885609] [FATAL] [sig       ] DQ: No historical data fetched.
[2025-09-29T22:20:39.885734] [WARN ] [sig       ] [609/2211] Failed DQ after 0.0s | 4.35 sym/s | Total: 2.3m | ETA: 6.1m
[2025-09-29T22:20:39.885790] [INFO ] [sig       ] [610/2211] Forecasting DRD...
[2025-09-29T22:20:39.885823] [INFO ] [sig       ] Generating forecast for: DRD
[2025-09-29T22:20:39.885854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-09-29T22:20:39.895303] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DRD'.
[2025-09-29T22:20:39.895686] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-09-29T22:20:39.922842] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:39.923730] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-09-29T22:20:39.923795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:39.923833] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:39.923863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:39.923921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:39.942724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:39.943298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:39.943384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:39.943421] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:39.981583] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:39.981732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:39.981784] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:39.981816] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:39.985519] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=95.47%)
[2025-09-29T22:20:39.985861] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-09-29T22:20:39.986008] [INFO ] [sig       ] DRD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:40.146428] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DRD.txt
[2025-09-29T22:20:40.146714] [WARN ] [sig       ] [610/2211] Failed DRD after 0.3s | 4.35 sym/s | Total: 2.3m | ETA: 6.1m
[2025-09-29T22:20:40.146801] [INFO ] [sig       ] [611/2211] Forecasting DRH...
[2025-09-29T22:20:40.146841] [INFO ] [sig       ] Generating forecast for: DRH
[2025-09-29T22:20:40.146875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-09-29T22:20:40.157187] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DRH'.
[2025-09-29T22:20:40.157489] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-09-29T22:20:40.184826] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:40.185632] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-09-29T22:20:40.185765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:40.185808] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:40.185839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:40.185910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:40.204853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:40.205434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:40.205524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:40.205559] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:40.242137] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:40.242269] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:40.242321] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:40.242394] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:40.245721] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: UP (p=84.59%)
[2025-09-29T22:20:40.245992] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-09-29T22:20:40.246130] [INFO ] [sig       ] DRH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:40.395513] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DRH.txt
[2025-09-29T22:20:40.395755] [WARN ] [sig       ] [611/2211] Failed DRH after 0.2s | 4.34 sym/s | Total: 2.3m | ETA: 6.1m
[2025-09-29T22:20:40.395839] [INFO ] [sig       ] [612/2211] Forecasting DRI...
[2025-09-29T22:20:40.395879] [INFO ] [sig       ] Generating forecast for: DRI
[2025-09-29T22:20:40.395911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-09-29T22:20:40.400870] [WARN ] [REMOTE    ] Historical data not found for symbol 'DRI' (404).
[2025-09-29T22:20:40.401139] [FATAL] [sig       ] DRI: No historical data fetched.
[2025-09-29T22:20:40.401234] [WARN ] [sig       ] [612/2211] Failed DRI after 0.0s | 4.35 sym/s | Total: 2.3m | ETA: 6.1m
[2025-09-29T22:20:40.401306] [INFO ] [sig       ] [613/2211] Forecasting DRLL...
[2025-09-29T22:20:40.401352] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-09-29T22:20:40.401385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-09-29T22:20:40.405122] [WARN ] [REMOTE    ] Historical data not found for symbol 'DRLL' (404).
[2025-09-29T22:20:40.405301] [FATAL] [sig       ] DRLL: No historical data fetched.
[2025-09-29T22:20:40.405391] [WARN ] [sig       ] [613/2211] Failed DRLL after 0.0s | 4.36 sym/s | Total: 2.3m | ETA: 6.1m
[2025-09-29T22:20:40.405462] [INFO ] [sig       ] [614/2211] Forecasting DSL...
[2025-09-29T22:20:40.405503] [INFO ] [sig       ] Generating forecast for: DSL
[2025-09-29T22:20:40.405533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-09-29T22:20:40.414594] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DSL'.
[2025-09-29T22:20:40.414934] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-09-29T22:20:40.446622] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:40.447715] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-09-29T22:20:40.447787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:40.447869] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:40.447933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:40.448068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:40.466570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:40.467306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:40.467493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:40.467548] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:40.498520] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:40.498624] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:40.498706] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:40.498747] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:40.502234] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-09-29T22:20:40.502503] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-09-29T22:20:40.502688] [INFO ] [sig       ] DSL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:40.652485] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DSL.txt
[2025-09-29T22:20:40.652776] [WARN ] [sig       ] [614/2211] Failed DSL after 0.2s | 4.36 sym/s | Total: 2.3m | ETA: 6.1m
[2025-09-29T22:20:40.652861] [INFO ] [sig       ] [615/2211] Forecasting DSM...
[2025-09-29T22:20:40.652903] [INFO ] [sig       ] Generating forecast for: DSM
[2025-09-29T22:20:40.652961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-09-29T22:20:40.660429] [WARN ] [REMOTE    ] Historical data not found for symbol 'DSM' (404).
[2025-09-29T22:20:40.660677] [FATAL] [sig       ] DSM: No historical data fetched.
[2025-09-29T22:20:40.660770] [WARN ] [sig       ] [615/2211] Failed DSM after 0.0s | 4.36 sym/s | Total: 2.3m | ETA: 6.1m
[2025-09-29T22:20:40.660845] [INFO ] [sig       ] [616/2211] Forecasting DSMC...
[2025-09-29T22:20:40.660887] [INFO ] [sig       ] Generating forecast for: DSMC
[2025-09-29T22:20:40.660919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSMC' from 'https://tdm.silogroup.org/data/derivative_storage/DSMC.csv'.
[2025-09-29T22:20:40.669414] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'DSMC'.
[2025-09-29T22:20:40.669775] [INFO ] [FORECASTER] Starting predict_future for DSMC
[2025-09-29T22:20:40.698271] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:40.699071] [DEBUG] [LOCAL     ] No optimal features file found for DSMC: ./output/feature-sets/DSMC.txt
[2025-09-29T22:20:40.699128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:40.699162] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:40.699189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:40.699247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:40.718501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:40.719142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:40.719228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:40.719263] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:40.747024] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:40.747140] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:40.747186] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:40.747218] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:40.750828] [DEBUG] [FORECASTER] DSMC: Forecast T+1@11:T+2@11: UP (p=83.97%)
[2025-09-29T22:20:40.751206] [INFO ] [FORECASTER] Completed predict_future for DSMC
[2025-09-29T22:20:40.751366] [INFO ] [sig       ] DSMC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:40.909854] [INFO ] [LOCAL     ] Saved forecast: DSMC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DSMC.txt
[2025-09-29T22:20:40.910139] [WARN ] [sig       ] [616/2211] Failed DSMC after 0.2s | 4.36 sym/s | Total: 2.4m | ETA: 6.1m
[2025-09-29T22:20:40.910236] [INFO ] [sig       ] [617/2211] Forecasting DSU...
[2025-09-29T22:20:40.910287] [INFO ] [sig       ] Generating forecast for: DSU
[2025-09-29T22:20:40.910322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSU' from 'https://tdm.silogroup.org/data/derivative_storage/DSU.csv'.
[2025-09-29T22:20:40.919884] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DSU'.
[2025-09-29T22:20:40.920190] [INFO ] [FORECASTER] Starting predict_future for DSU
[2025-09-29T22:20:40.948059] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:40.948941] [DEBUG] [LOCAL     ] No optimal features file found for DSU: ./output/feature-sets/DSU.txt
[2025-09-29T22:20:40.949046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:40.949104] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:40.949176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:40.949266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:40.970215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:40.970913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:40.970999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:40.971035] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:41.002556] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:41.002746] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:41.002801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:41.002833] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:41.006631] [DEBUG] [FORECASTER] DSU: Forecast T+1@11:T+2@11: UP (p=60.27%)
[2025-09-29T22:20:41.007006] [INFO ] [FORECASTER] Completed predict_future for DSU
[2025-09-29T22:20:41.007199] [INFO ] [sig       ] DSU: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:41.154845] [INFO ] [LOCAL     ] Saved forecast: DSU	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DSU.txt
[2025-09-29T22:20:41.155056] [WARN ] [sig       ] [617/2211] Failed DSU after 0.2s | 4.36 sym/s | Total: 2.4m | ETA: 6.1m
[2025-09-29T22:20:41.155158] [INFO ] [sig       ] [618/2211] Forecasting DSX...
[2025-09-29T22:20:41.155198] [INFO ] [sig       ] Generating forecast for: DSX
[2025-09-29T22:20:41.155231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-09-29T22:20:41.160281] [WARN ] [REMOTE    ] Historical data not found for symbol 'DSX' (404).
[2025-09-29T22:20:41.160578] [FATAL] [sig       ] DSX: No historical data fetched.
[2025-09-29T22:20:41.160697] [WARN ] [sig       ] [618/2211] Failed DSX after 0.0s | 4.37 sym/s | Total: 2.4m | ETA: 6.1m
[2025-09-29T22:20:41.160769] [INFO ] [sig       ] [619/2211] Forecasting DT...
[2025-09-29T22:20:41.160812] [INFO ] [sig       ] Generating forecast for: DT
[2025-09-29T22:20:41.160845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DT' from 'https://tdm.silogroup.org/data/derivative_storage/DT.csv'.
[2025-09-29T22:20:41.170279] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DT'.
[2025-09-29T22:20:41.170691] [INFO ] [FORECASTER] Starting predict_future for DT
[2025-09-29T22:20:41.197336] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:41.198212] [DEBUG] [LOCAL     ] No optimal features file found for DT: ./output/feature-sets/DT.txt
[2025-09-29T22:20:41.198270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:41.198306] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:41.198336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:41.198393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:41.217364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:41.218048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:41.218139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:41.218176] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:41.257757] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:41.257912] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:41.257957] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:41.257988] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:41.261684] [DEBUG] [FORECASTER] DT: Forecast T+1@11:T+2@11: DOWN (p=42.13%)
[2025-09-29T22:20:41.261976] [INFO ] [FORECASTER] Completed predict_future for DT
[2025-09-29T22:20:41.262155] [INFO ] [sig       ] DT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:41.427705] [INFO ] [LOCAL     ] Saved forecast: DT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DT.txt
[2025-09-29T22:20:41.427962] [WARN ] [sig       ] [619/2211] Failed DT after 0.3s | 4.37 sym/s | Total: 2.4m | ETA: 6.1m
[2025-09-29T22:20:41.428041] [INFO ] [sig       ] [620/2211] Forecasting DTB...
[2025-09-29T22:20:41.428083] [INFO ] [sig       ] Generating forecast for: DTB
[2025-09-29T22:20:41.428127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-09-29T22:20:41.438299] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'DTB'.
[2025-09-29T22:20:41.438689] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-09-29T22:20:41.465713] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:41.466681] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-09-29T22:20:41.466744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:41.466781] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:41.466809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:41.466866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:41.485950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:41.486728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:41.486838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:41.486896] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:41.519707] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:41.519854] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:41.519898] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:41.519928] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:41.523803] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: UP (p=76.44%)
[2025-09-29T22:20:41.524086] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-09-29T22:20:41.524223] [INFO ] [sig       ] DTB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:41.679352] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DTB.txt
[2025-09-29T22:20:41.679611] [WARN ] [sig       ] [620/2211] Failed DTB after 0.3s | 4.37 sym/s | Total: 2.4m | ETA: 6.1m
[2025-09-29T22:20:41.679714] [INFO ] [sig       ] [621/2211] Forecasting DTE...
[2025-09-29T22:20:41.679754] [INFO ] [sig       ] Generating forecast for: DTE
[2025-09-29T22:20:41.679787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-09-29T22:20:41.689350] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DTE'.
[2025-09-29T22:20:41.689689] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-09-29T22:20:41.716896] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:41.717915] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-09-29T22:20:41.717974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:41.718009] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:41.718038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:41.718096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:41.737902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:41.738604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:41.738718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:41.738805] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:41.775672] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:41.775856] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:41.775905] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:41.775936] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:41.779717] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: DOWN (p=38.83%)
[2025-09-29T22:20:41.780005] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-09-29T22:20:41.780182] [INFO ] [sig       ] DTE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:41.941960] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DTE.txt
[2025-09-29T22:20:41.942219] [WARN ] [sig       ] [621/2211] Failed DTE after 0.3s | 4.37 sym/s | Total: 2.4m | ETA: 6.1m
[2025-09-29T22:20:41.942295] [INFO ] [sig       ] [622/2211] Forecasting DTG...
[2025-09-29T22:20:41.942335] [INFO ] [sig       ] Generating forecast for: DTG
[2025-09-29T22:20:41.942369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-09-29T22:20:41.951940] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DTG'.
[2025-09-29T22:20:41.952286] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-09-29T22:20:41.980056] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:41.981029] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-09-29T22:20:41.981088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:41.981124] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:41.981155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:41.981214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:42.000230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:42.000956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:42.001044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:42.001080] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:42.028065] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:42.028210] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:42.028252] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:42.028283] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:42.032025] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: DOWN (p=0.58%)
[2025-09-29T22:20:42.032349] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-09-29T22:20:42.032512] [INFO ] [sig       ] DTG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:42.188794] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DTG.txt
[2025-09-29T22:20:42.189064] [WARN ] [sig       ] [622/2211] Failed DTG after 0.2s | 4.37 sym/s | Total: 2.4m | ETA: 6.1m
[2025-09-29T22:20:42.189147] [INFO ] [sig       ] [623/2211] Forecasting DTM...
[2025-09-29T22:20:42.189217] [INFO ] [sig       ] Generating forecast for: DTM
[2025-09-29T22:20:42.189252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-09-29T22:20:42.198746] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DTM'.
[2025-09-29T22:20:42.199118] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-09-29T22:20:42.226096] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:42.226900] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-09-29T22:20:42.226957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:42.226993] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:42.227022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:42.227097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:42.246833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:42.247668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:42.247773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:42.247811] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:42.275685] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:42.275841] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:42.275886] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:42.275919] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:42.279562] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2025-09-29T22:20:42.279874] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-09-29T22:20:42.280015] [INFO ] [sig       ] DTM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:42.515223] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DTM.txt
[2025-09-29T22:20:42.515428] [WARN ] [sig       ] [623/2211] Failed DTM after 0.3s | 4.36 sym/s | Total: 2.4m | ETA: 6.1m
[2025-09-29T22:20:42.515508] [INFO ] [sig       ] [624/2211] Forecasting DTW...
[2025-09-29T22:20:42.515547] [INFO ] [sig       ] Generating forecast for: DTW
[2025-09-29T22:20:42.515580] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTW' from 'https://tdm.silogroup.org/data/derivative_storage/DTW.csv'.
[2025-09-29T22:20:42.524365] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'DTW'.
[2025-09-29T22:20:42.524696] [INFO ] [FORECASTER] Starting predict_future for DTW
[2025-09-29T22:20:42.550732] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:42.551542] [DEBUG] [LOCAL     ] No optimal features file found for DTW: ./output/feature-sets/DTW.txt
[2025-09-29T22:20:42.551598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:42.551708] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:42.551747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:42.551807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:42.569431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:42.570080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:42.570168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:42.570202] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:42.597109] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:42.597238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:42.597278] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:42.597307] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:42.600790] [DEBUG] [FORECASTER] DTW: Forecast T+1@11:T+2@11: DOWN (p=24.19%)
[2025-09-29T22:20:42.601090] [INFO ] [FORECASTER] Completed predict_future for DTW
[2025-09-29T22:20:42.601221] [INFO ] [sig       ] DTW: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:42.755543] [INFO ] [LOCAL     ] Saved forecast: DTW	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DTW.txt
[2025-09-29T22:20:42.755790] [WARN ] [sig       ] [624/2211] Failed DTW after 0.2s | 4.36 sym/s | Total: 2.4m | ETA: 6.1m
[2025-09-29T22:20:42.755874] [INFO ] [sig       ] [625/2211] Forecasting DUK...
[2025-09-29T22:20:42.755930] [INFO ] [sig       ] Generating forecast for: DUK
[2025-09-29T22:20:42.755966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-09-29T22:20:42.765708] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DUK'.
[2025-09-29T22:20:42.766073] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-09-29T22:20:42.792290] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:42.793188] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-09-29T22:20:42.793264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:42.793312] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:42.793344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:42.793404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:42.812208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:42.812892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:42.812977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:42.813013] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:42.844152] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:42.844272] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:42.844330] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:42.844403] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:42.848547] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: DOWN (p=7.34%)
[2025-09-29T22:20:42.848878] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-09-29T22:20:42.849024] [INFO ] [sig       ] DUK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:43.008390] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DUK.txt
[2025-09-29T22:20:43.008605] [WARN ] [sig       ] [625/2211] Failed DUK after 0.3s | 4.36 sym/s | Total: 2.4m | ETA: 6.1m
[2025-09-29T22:20:43.008724] [INFO ] [sig       ] [626/2211] Forecasting DUKB...
[2025-09-29T22:20:43.008769] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-09-29T22:20:43.008804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-09-29T22:20:43.018334] [DEBUG] [REMOTE    ] Successfully parsed 1792 rows of historical data for symbol 'DUKB'.
[2025-09-29T22:20:43.018703] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-09-29T22:20:43.044992] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:43.045823] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-09-29T22:20:43.045882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:43.045918] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:43.045948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:43.046009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:43.064941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:43.065594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:43.065721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:43.065773] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:43.093562] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:43.093684] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:43.093738] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:43.093771] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:43.097202] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: DOWN (p=2.97%)
[2025-09-29T22:20:43.097572] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-09-29T22:20:43.097786] [INFO ] [sig       ] DUKB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:43.252176] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DUKB.txt
[2025-09-29T22:20:43.252384] [WARN ] [sig       ] [626/2211] Failed DUKB after 0.2s | 4.36 sym/s | Total: 2.4m | ETA: 6.1m
[2025-09-29T22:20:43.252475] [INFO ] [sig       ] [627/2211] Forecasting DV...
[2025-09-29T22:20:43.252554] [INFO ] [sig       ] Generating forecast for: DV
[2025-09-29T22:20:43.252611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DV' from 'https://tdm.silogroup.org/data/derivative_storage/DV.csv'.
[2025-09-29T22:20:43.262726] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DV'.
[2025-09-29T22:20:43.263053] [INFO ] [FORECASTER] Starting predict_future for DV
[2025-09-29T22:20:43.291139] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:43.291933] [DEBUG] [LOCAL     ] No optimal features file found for DV: ./output/feature-sets/DV.txt
[2025-09-29T22:20:43.291991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:43.292025] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:43.292054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:43.292113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:43.311660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:43.312290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:43.312377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:43.312414] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:43.344180] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:43.344351] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:43.344400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:43.344434] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:43.348592] [DEBUG] [FORECASTER] DV: Forecast T+1@11:T+2@11: UP (p=58.86%)
[2025-09-29T22:20:43.349080] [INFO ] [FORECASTER] Completed predict_future for DV
[2025-09-29T22:20:43.349253] [INFO ] [sig       ] DV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:43.518830] [INFO ] [LOCAL     ] Saved forecast: DV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DV.txt
[2025-09-29T22:20:43.519074] [WARN ] [sig       ] [627/2211] Failed DV after 0.3s | 4.36 sym/s | Total: 2.4m | ETA: 6.1m
[2025-09-29T22:20:43.519162] [INFO ] [sig       ] [628/2211] Forecasting DVA...
[2025-09-29T22:20:43.519202] [INFO ] [sig       ] Generating forecast for: DVA
[2025-09-29T22:20:43.519234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-09-29T22:20:43.528849] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DVA'.
[2025-09-29T22:20:43.529140] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-09-29T22:20:43.554868] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:43.555698] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-09-29T22:20:43.555773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:43.555809] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:43.555887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:43.555959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:43.574100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:43.574950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:43.575040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:43.575076] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:43.614104] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:43.614278] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:43.614324] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:43.614356] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:43.618227] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: UP (p=70.33%)
[2025-09-29T22:20:43.618605] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-09-29T22:20:43.618798] [INFO ] [sig       ] DVA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:43.786395] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DVA.txt
[2025-09-29T22:20:43.786671] [WARN ] [sig       ] [628/2211] Failed DVA after 0.3s | 4.36 sym/s | Total: 2.4m | ETA: 6.1m
[2025-09-29T22:20:43.786760] [INFO ] [sig       ] [629/2211] Forecasting DVN...
[2025-09-29T22:20:43.786801] [INFO ] [sig       ] Generating forecast for: DVN
[2025-09-29T22:20:43.786836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-09-29T22:20:43.792412] [WARN ] [REMOTE    ] Historical data not found for symbol 'DVN' (404).
[2025-09-29T22:20:43.792696] [FATAL] [sig       ] DVN: No historical data fetched.
[2025-09-29T22:20:43.792791] [WARN ] [sig       ] [629/2211] Failed DVN after 0.0s | 4.37 sym/s | Total: 2.4m | ETA: 6.0m
[2025-09-29T22:20:43.792865] [INFO ] [sig       ] [630/2211] Forecasting DX...
[2025-09-29T22:20:43.792908] [INFO ] [sig       ] Generating forecast for: DX
[2025-09-29T22:20:43.792940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-09-29T22:20:43.803586] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DX'.
[2025-09-29T22:20:43.804182] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-09-29T22:20:43.840462] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:43.841545] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-09-29T22:20:43.841606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:43.841665] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:43.841721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:43.841785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:43.866945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:43.867702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:43.867798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:43.867863] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:43.905841] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:43.905994] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:43.906038] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:43.906070] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:43.909934] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: UP (p=80.35%)
[2025-09-29T22:20:43.910313] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-09-29T22:20:43.910475] [INFO ] [sig       ] DX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:44.105142] [INFO ] [LOCAL     ] Saved forecast: DX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DX.txt
[2025-09-29T22:20:44.105386] [WARN ] [sig       ] [630/2211] Failed DX after 0.3s | 4.36 sym/s | Total: 2.4m | ETA: 6.0m
[2025-09-29T22:20:44.105487] [INFO ] [sig       ] [631/2211] Forecasting DXC...
[2025-09-29T22:20:44.105563] [INFO ] [sig       ] Generating forecast for: DXC
[2025-09-29T22:20:44.105638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-09-29T22:20:44.115918] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DXC'.
[2025-09-29T22:20:44.116373] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-09-29T22:20:44.146005] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:44.147006] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-09-29T22:20:44.147116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:44.147164] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:44.147194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:44.147253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:44.168379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:44.169307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:44.169405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:44.169444] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:44.212189] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:44.212365] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:44.212413] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:44.212460] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:44.216877] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: DOWN (p=34.32%)
[2025-09-29T22:20:44.217402] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-09-29T22:20:44.217565] [INFO ] [sig       ] DXC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:44.380255] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DXC.txt
[2025-09-29T22:20:44.380475] [WARN ] [sig       ] [631/2211] Failed DXC after 0.3s | 4.36 sym/s | Total: 2.4m | ETA: 6.0m
[2025-09-29T22:20:44.380571] [INFO ] [sig       ] [632/2211] Forecasting DXYZ...
[2025-09-29T22:20:44.380663] [INFO ] [sig       ] Generating forecast for: DXYZ
[2025-09-29T22:20:44.380722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXYZ' from 'https://tdm.silogroup.org/data/derivative_storage/DXYZ.csv'.
[2025-09-29T22:20:44.391329] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DXYZ'.
[2025-09-29T22:20:44.391745] [INFO ] [FORECASTER] Starting predict_future for DXYZ
[2025-09-29T22:20:44.418882] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:44.419691] [DEBUG] [LOCAL     ] No optimal features file found for DXYZ: ./output/feature-sets/DXYZ.txt
[2025-09-29T22:20:44.419751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:44.419786] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:44.419815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:44.419877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:44.437363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:44.438109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:44.438218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:44.438254] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:44.478403] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:44.478577] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:44.479135] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:44.479187] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:44.483893] [DEBUG] [FORECASTER] DXYZ: Forecast T+1@11:T+2@11: UP (p=54.98%)
[2025-09-29T22:20:44.484211] [INFO ] [FORECASTER] Completed predict_future for DXYZ
[2025-09-29T22:20:44.484359] [INFO ] [sig       ] DXYZ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:44.654014] [INFO ] [LOCAL     ] Saved forecast: DXYZ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/DXYZ.txt
[2025-09-29T22:20:44.654316] [WARN ] [sig       ] [632/2211] Failed DXYZ after 0.3s | 4.36 sym/s | Total: 2.4m | ETA: 6.0m
[2025-09-29T22:20:44.654406] [INFO ] [sig       ] [633/2211] Forecasting DY...
[2025-09-29T22:20:44.654447] [INFO ] [sig       ] Generating forecast for: DY
[2025-09-29T22:20:44.654481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-09-29T22:20:44.665422] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'DY'.
[2025-09-29T22:20:44.665823] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-09-29T22:20:44.693169] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:44.694023] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-09-29T22:20:44.694083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:44.694119] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:44.694149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:44.694207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:44.712402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:44.713275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:44.713374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:44.713411] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:44.755508] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:44.755700] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:44.755764] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:44.755810] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:44.759927] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: DOWN (p=7.78%)
[2025-09-29T22:20:44.760236] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-09-29T22:20:44.760379] [INFO ] [sig       ] DY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:44.915302] [INFO ] [LOCAL     ] Saved forecast: DY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/DY.txt
[2025-09-29T22:20:44.915615] [WARN ] [sig       ] [633/2211] Failed DY after 0.3s | 4.36 sym/s | Total: 2.4m | ETA: 6.0m
[2025-09-29T22:20:44.915726] [INFO ] [sig       ] [634/2211] Forecasting E...
[2025-09-29T22:20:44.915768] [INFO ] [sig       ] Generating forecast for: E
[2025-09-29T22:20:44.915802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-09-29T22:20:44.926279] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'E'.
[2025-09-29T22:20:44.926626] [INFO ] [FORECASTER] Starting predict_future for E
[2025-09-29T22:20:44.952977] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:44.953806] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-09-29T22:20:44.953888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:44.953927] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:44.953957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:44.954016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:44.972699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:44.973337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:44.973425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:44.973461] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:45.012475] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:45.012660] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:45.012734] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:45.012768] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:45.016256] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=85.16%)
[2025-09-29T22:20:45.016535] [INFO ] [FORECASTER] Completed predict_future for E
[2025-09-29T22:20:45.016706] [INFO ] [sig       ] E: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:45.166403] [INFO ] [LOCAL     ] Saved forecast: E	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/E.txt
[2025-09-29T22:20:45.166728] [WARN ] [sig       ] [634/2211] Failed E after 0.3s | 4.36 sym/s | Total: 2.4m | ETA: 6.0m
[2025-09-29T22:20:45.166827] [INFO ] [sig       ] [635/2211] Forecasting EAF...
[2025-09-29T22:20:45.166876] [INFO ] [sig       ] Generating forecast for: EAF
[2025-09-29T22:20:45.166917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-09-29T22:20:45.173099] [WARN ] [REMOTE    ] Historical data not found for symbol 'EAF' (404).
[2025-09-29T22:20:45.173327] [FATAL] [sig       ] EAF: No historical data fetched.
[2025-09-29T22:20:45.173430] [WARN ] [sig       ] [635/2211] Failed EAF after 0.0s | 4.37 sym/s | Total: 2.4m | ETA: 6.0m
[2025-09-29T22:20:45.173510] [INFO ] [sig       ] [636/2211] Forecasting EAI...
[2025-09-29T22:20:45.173557] [INFO ] [sig       ] Generating forecast for: EAI
[2025-09-29T22:20:45.173596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-09-29T22:20:45.184607] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EAI'.
[2025-09-29T22:20:45.185026] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-09-29T22:20:45.215210] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:45.216033] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-09-29T22:20:45.216257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:45.216291] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:45.216321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:45.216379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:45.234014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:45.234695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:45.234783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:45.234818] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:45.271345] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:45.271506] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:45.271548] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:45.271579] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:45.275049] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: DOWN (p=49.95%)
[2025-09-29T22:20:45.275416] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-09-29T22:20:45.275566] [INFO ] [sig       ] EAI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:45.429576] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EAI.txt
[2025-09-29T22:20:45.429885] [WARN ] [sig       ] [636/2211] Failed EAI after 0.3s | 4.37 sym/s | Total: 2.4m | ETA: 6.0m
[2025-09-29T22:20:45.429940] [INFO ] [sig       ] [637/2211] Forecasting EARN...
[2025-09-29T22:20:45.429973] [INFO ] [sig       ] Generating forecast for: EARN
[2025-09-29T22:20:45.430005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-09-29T22:20:45.435780] [WARN ] [REMOTE    ] Historical data not found for symbol 'EARN' (404).
[2025-09-29T22:20:45.436025] [FATAL] [sig       ] EARN: No historical data fetched.
[2025-09-29T22:20:45.436108] [WARN ] [sig       ] [637/2211] Failed EARN after 0.0s | 4.37 sym/s | Total: 2.4m | ETA: 6.0m
[2025-09-29T22:20:45.436151] [INFO ] [sig       ] [638/2211] Forecasting EAT...
[2025-09-29T22:20:45.436185] [INFO ] [sig       ] Generating forecast for: EAT
[2025-09-29T22:20:45.436215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAT' from 'https://tdm.silogroup.org/data/derivative_storage/EAT.csv'.
[2025-09-29T22:20:45.446179] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EAT'.
[2025-09-29T22:20:45.446538] [INFO ] [FORECASTER] Starting predict_future for EAT
[2025-09-29T22:20:45.474246] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:45.475127] [DEBUG] [LOCAL     ] No optimal features file found for EAT: ./output/feature-sets/EAT.txt
[2025-09-29T22:20:45.475192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:45.475230] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:45.475260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:45.475320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:45.494769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:45.495406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:45.495506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:45.495545] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:45.534054] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:45.534185] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:45.534232] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:45.534267] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:45.538173] [DEBUG] [FORECASTER] EAT: Forecast T+1@11:T+2@11: UP (p=50.80%)
[2025-09-29T22:20:45.538450] [INFO ] [FORECASTER] Completed predict_future for EAT
[2025-09-29T22:20:45.538589] [INFO ] [sig       ] EAT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:45.695815] [INFO ] [LOCAL     ] Saved forecast: EAT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EAT.txt
[2025-09-29T22:20:45.696062] [WARN ] [sig       ] [638/2211] Failed EAT after 0.3s | 4.37 sym/s | Total: 2.4m | ETA: 6.0m
[2025-09-29T22:20:45.696145] [INFO ] [sig       ] [639/2211] Forecasting EB...
[2025-09-29T22:20:45.696184] [INFO ] [sig       ] Generating forecast for: EB
[2025-09-29T22:20:45.696216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-09-29T22:20:45.706377] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EB'.
[2025-09-29T22:20:45.706764] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-09-29T22:20:45.733955] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:45.734941] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-09-29T22:20:45.735020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:45.735058] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:45.735088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:45.735146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:45.753665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:45.754346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:45.754430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:45.754465] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:45.793067] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:45.793245] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:45.793299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:45.793330] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:45.797188] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=3.27%)
[2025-09-29T22:20:45.797513] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-09-29T22:20:45.797690] [INFO ] [sig       ] EB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:45.950367] [INFO ] [LOCAL     ] Saved forecast: EB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EB.txt
[2025-09-29T22:20:45.950586] [WARN ] [sig       ] [639/2211] Failed EB after 0.3s | 4.37 sym/s | Total: 2.4m | ETA: 6.0m
[2025-09-29T22:20:45.950685] [INFO ] [sig       ] [640/2211] Forecasting EBF...
[2025-09-29T22:20:45.950743] [INFO ] [sig       ] Generating forecast for: EBF
[2025-09-29T22:20:45.950808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-09-29T22:20:45.960848] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EBF'.
[2025-09-29T22:20:45.961187] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-09-29T22:20:45.988311] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:45.989140] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-09-29T22:20:45.989199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:45.989235] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:45.989266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:45.989326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:46.007846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:46.008465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:46.008553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:46.008589] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:46.044094] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:46.044220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:46.044261] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:46.044293] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:46.047802] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: DOWN (p=20.76%)
[2025-09-29T22:20:46.048096] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-09-29T22:20:46.048240] [INFO ] [sig       ] EBF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:46.199563] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EBF.txt
[2025-09-29T22:20:46.199817] [WARN ] [sig       ] [640/2211] Failed EBF after 0.2s | 4.37 sym/s | Total: 2.4m | ETA: 6.0m
[2025-09-29T22:20:46.199900] [INFO ] [sig       ] [641/2211] Forecasting EBR...
[2025-09-29T22:20:46.199943] [INFO ] [sig       ] Generating forecast for: EBR
[2025-09-29T22:20:46.199991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBR' from 'https://tdm.silogroup.org/data/derivative_storage/EBR.csv'.
[2025-09-29T22:20:46.209785] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EBR'.
[2025-09-29T22:20:46.210087] [INFO ] [FORECASTER] Starting predict_future for EBR
[2025-09-29T22:20:46.237310] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:46.238143] [DEBUG] [LOCAL     ] No optimal features file found for EBR: ./output/feature-sets/EBR.txt
[2025-09-29T22:20:46.238203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:46.238240] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:46.238271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:46.238397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:46.257598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:46.258222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:46.258307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:46.258343] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:46.295623] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:46.295747] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:46.295793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:46.295830] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:46.299531] [DEBUG] [FORECASTER] EBR: Forecast T+1@11:T+2@11: UP (p=90.11%)
[2025-09-29T22:20:46.299888] [INFO ] [FORECASTER] Completed predict_future for EBR
[2025-09-29T22:20:46.300038] [INFO ] [sig       ] EBR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:46.454585] [INFO ] [LOCAL     ] Saved forecast: EBR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EBR.txt
[2025-09-29T22:20:46.454815] [WARN ] [sig       ] [641/2211] Failed EBR after 0.3s | 4.37 sym/s | Total: 2.4m | ETA: 6.0m
[2025-09-29T22:20:46.454895] [INFO ] [sig       ] [642/2211] Forecasting EBS...
[2025-09-29T22:20:46.454935] [INFO ] [sig       ] Generating forecast for: EBS
[2025-09-29T22:20:46.454968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-09-29T22:20:46.465385] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EBS'.
[2025-09-29T22:20:46.465711] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-09-29T22:20:46.492337] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:46.493157] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-09-29T22:20:46.493215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:46.493251] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:46.493283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:46.493343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:46.512767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:46.513369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:46.513456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:46.513490] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:46.552137] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:46.552249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:46.552290] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:46.552321] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:46.555909] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: DOWN (p=40.19%)
[2025-09-29T22:20:46.556187] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-09-29T22:20:46.556349] [INFO ] [sig       ] EBS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:46.718346] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EBS.txt
[2025-09-29T22:20:46.718578] [WARN ] [sig       ] [642/2211] Failed EBS after 0.3s | 4.37 sym/s | Total: 2.4m | ETA: 6.0m
[2025-09-29T22:20:46.718683] [INFO ] [sig       ] [643/2211] Forecasting EC...
[2025-09-29T22:20:46.718740] [INFO ] [sig       ] Generating forecast for: EC
[2025-09-29T22:20:46.718775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-09-29T22:20:46.729092] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EC'.
[2025-09-29T22:20:46.729405] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-09-29T22:20:46.757843] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:46.758766] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-09-29T22:20:46.758825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:46.758862] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:46.758891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:46.758951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:46.781169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:46.782014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:46.782105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:46.782143] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:46.822690] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:46.822868] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:46.822950] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:46.822993] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:46.826885] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=18.20%)
[2025-09-29T22:20:46.827241] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-09-29T22:20:46.827397] [INFO ] [sig       ] EC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:46.989320] [INFO ] [LOCAL     ] Saved forecast: EC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EC.txt
[2025-09-29T22:20:46.989607] [WARN ] [sig       ] [643/2211] Failed EC after 0.3s | 4.37 sym/s | Total: 2.5m | ETA: 6.0m
[2025-09-29T22:20:46.989708] [INFO ] [sig       ] [644/2211] Forecasting ECAT...
[2025-09-29T22:20:46.989780] [INFO ] [sig       ] Generating forecast for: ECAT
[2025-09-29T22:20:46.989842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECAT' from 'https://tdm.silogroup.org/data/derivative_storage/ECAT.csv'.
[2025-09-29T22:20:46.994473] [WARN ] [REMOTE    ] Historical data not found for symbol 'ECAT' (404).
[2025-09-29T22:20:46.994677] [FATAL] [sig       ] ECAT: No historical data fetched.
[2025-09-29T22:20:46.994766] [WARN ] [sig       ] [644/2211] Failed ECAT after 0.0s | 4.37 sym/s | Total: 2.5m | ETA: 6.0m
[2025-09-29T22:20:46.994833] [INFO ] [sig       ] [645/2211] Forecasting ECC...
[2025-09-29T22:20:46.994872] [INFO ] [sig       ] Generating forecast for: ECC
[2025-09-29T22:20:46.994903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-09-29T22:20:46.998677] [WARN ] [REMOTE    ] Historical data not found for symbol 'ECC' (404).
[2025-09-29T22:20:46.998852] [FATAL] [sig       ] ECC: No historical data fetched.
[2025-09-29T22:20:46.998933] [WARN ] [sig       ] [645/2211] Failed ECC after 0.0s | 4.38 sym/s | Total: 2.5m | ETA: 6.0m
[2025-09-29T22:20:46.999000] [INFO ] [sig       ] [646/2211] Forecasting ECG...
[2025-09-29T22:20:46.999039] [INFO ] [sig       ] Generating forecast for: ECG
[2025-09-29T22:20:46.999085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECG' from 'https://tdm.silogroup.org/data/derivative_storage/ECG.csv'.
[2025-09-29T22:20:47.007499] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ECG'.
[2025-09-29T22:20:47.007872] [INFO ] [FORECASTER] Starting predict_future for ECG
[2025-09-29T22:20:47.036445] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:47.037598] [DEBUG] [LOCAL     ] No optimal features file found for ECG: ./output/feature-sets/ECG.txt
[2025-09-29T22:20:47.037684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:47.037776] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:47.037816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:47.037878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:47.058560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:47.059457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:47.059555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:47.059592] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:47.097544] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:47.097728] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:47.097785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:47.097816] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:47.101572] [DEBUG] [FORECASTER] ECG: Forecast T+1@11:T+2@11: UP (p=97.08%)
[2025-09-29T22:20:47.101875] [INFO ] [FORECASTER] Completed predict_future for ECG
[2025-09-29T22:20:47.102014] [INFO ] [sig       ] ECG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:47.261461] [INFO ] [LOCAL     ] Saved forecast: ECG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ECG.txt
[2025-09-29T22:20:47.261736] [WARN ] [sig       ] [646/2211] Failed ECG after 0.3s | 4.38 sym/s | Total: 2.5m | ETA: 6.0m
[2025-09-29T22:20:47.261825] [INFO ] [sig       ] [647/2211] Forecasting ECL...
[2025-09-29T22:20:47.261877] [INFO ] [sig       ] Generating forecast for: ECL
[2025-09-29T22:20:47.261943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-09-29T22:20:47.273142] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ECL'.
[2025-09-29T22:20:47.273536] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-09-29T22:20:47.300771] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:47.301692] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-09-29T22:20:47.301755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:47.301792] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:47.301823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:47.301882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:47.322951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:47.323853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:47.323952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:47.323988] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:47.361724] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:47.361872] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:47.361915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:47.361947] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:47.365819] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2025-09-29T22:20:47.366126] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-09-29T22:20:47.366286] [INFO ] [sig       ] ECL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:47.522809] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ECL.txt
[2025-09-29T22:20:47.523051] [WARN ] [sig       ] [647/2211] Failed ECL after 0.3s | 4.38 sym/s | Total: 2.5m | ETA: 6.0m
[2025-09-29T22:20:47.523131] [INFO ] [sig       ] [648/2211] Forecasting ECO...
[2025-09-29T22:20:47.523171] [INFO ] [sig       ] Generating forecast for: ECO
[2025-09-29T22:20:47.523203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECO' from 'https://tdm.silogroup.org/data/derivative_storage/ECO.csv'.
[2025-09-29T22:20:47.533101] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ECO'.
[2025-09-29T22:20:47.533420] [INFO ] [FORECASTER] Starting predict_future for ECO
[2025-09-29T22:20:47.561622] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:47.562583] [DEBUG] [LOCAL     ] No optimal features file found for ECO: ./output/feature-sets/ECO.txt
[2025-09-29T22:20:47.562672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:47.562728] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:47.562766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:47.562835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:47.581250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:47.581917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:47.582006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:47.582041] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:47.618572] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:47.618755] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:47.618806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:47.618844] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:47.622743] [DEBUG] [FORECASTER] ECO: Forecast T+1@11:T+2@11: DOWN (p=18.27%)
[2025-09-29T22:20:47.623086] [INFO ] [FORECASTER] Completed predict_future for ECO
[2025-09-29T22:20:47.623233] [INFO ] [sig       ] ECO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:47.778829] [INFO ] [LOCAL     ] Saved forecast: ECO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ECO.txt
[2025-09-29T22:20:47.779073] [WARN ] [sig       ] [648/2211] Failed ECO after 0.3s | 4.38 sym/s | Total: 2.5m | ETA: 6.0m
[2025-09-29T22:20:47.779152] [INFO ] [sig       ] [649/2211] Forecasting ECVT...
[2025-09-29T22:20:47.779193] [INFO ] [sig       ] Generating forecast for: ECVT
[2025-09-29T22:20:47.779227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECVT' from 'https://tdm.silogroup.org/data/derivative_storage/ECVT.csv'.
[2025-09-29T22:20:47.789110] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ECVT'.
[2025-09-29T22:20:47.789464] [INFO ] [FORECASTER] Starting predict_future for ECVT
[2025-09-29T22:20:47.819512] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:47.820631] [DEBUG] [LOCAL     ] No optimal features file found for ECVT: ./output/feature-sets/ECVT.txt
[2025-09-29T22:20:47.820720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:47.820763] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:47.820794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:47.820856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:47.839360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:47.840067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:47.840173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:47.840241] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:47.888860] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:47.889153] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:47.889207] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:47.889239] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:47.897943] [DEBUG] [FORECASTER] ECVT: Forecast T+1@11:T+2@11: DOWN (p=12.77%)
[2025-09-29T22:20:47.898272] [INFO ] [FORECASTER] Completed predict_future for ECVT
[2025-09-29T22:20:47.898461] [INFO ] [sig       ] ECVT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:48.043682] [INFO ] [LOCAL     ] Saved forecast: ECVT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ECVT.txt
[2025-09-29T22:20:48.044096] [WARN ] [sig       ] [649/2211] Failed ECVT after 0.3s | 4.38 sym/s | Total: 2.5m | ETA: 5.9m
[2025-09-29T22:20:48.044185] [INFO ] [sig       ] [650/2211] Forecasting ED...
[2025-09-29T22:20:48.044225] [INFO ] [sig       ] Generating forecast for: ED
[2025-09-29T22:20:48.044259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-09-29T22:20:48.056368] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ED'.
[2025-09-29T22:20:48.056765] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-09-29T22:20:48.082790] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:48.083524] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-09-29T22:20:48.083580] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:48.083615] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:48.083668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:48.083753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:48.101085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:48.101691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:48.101789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:48.101823] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:48.146343] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:48.146511] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:48.146553] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:48.146585] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:48.150245] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: UP (p=67.24%)
[2025-09-29T22:20:48.150548] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-09-29T22:20:48.150735] [INFO ] [sig       ] ED: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:48.294505] [INFO ] [LOCAL     ] Saved forecast: ED	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ED.txt
[2025-09-29T22:20:48.294845] [WARN ] [sig       ] [650/2211] Failed ED after 0.3s | 4.38 sym/s | Total: 2.5m | ETA: 5.9m
[2025-09-29T22:20:48.294935] [INFO ] [sig       ] [651/2211] Forecasting EDD...
[2025-09-29T22:20:48.294974] [INFO ] [sig       ] Generating forecast for: EDD
[2025-09-29T22:20:48.295008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-09-29T22:20:48.306166] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EDD'.
[2025-09-29T22:20:48.306497] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-09-29T22:20:48.332897] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:48.333833] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-09-29T22:20:48.333948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:48.334004] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:48.334038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:48.334101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:48.352187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:48.352818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:48.352915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:48.352950] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:48.397736] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:48.397951] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:48.398002] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:48.398032] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:48.401846] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: UP (p=60.13%)
[2025-09-29T22:20:48.402147] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-09-29T22:20:48.402299] [INFO ] [sig       ] EDD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:48.547429] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EDD.txt
[2025-09-29T22:20:48.547702] [WARN ] [sig       ] [651/2211] Failed EDD after 0.3s | 4.38 sym/s | Total: 2.5m | ETA: 5.9m
[2025-09-29T22:20:48.547794] [INFO ] [sig       ] [652/2211] Forecasting EDF...
[2025-09-29T22:20:48.547834] [INFO ] [sig       ] Generating forecast for: EDF
[2025-09-29T22:20:48.547874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-09-29T22:20:48.559711] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EDF'.
[2025-09-29T22:20:48.560176] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-09-29T22:20:48.588312] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:48.589184] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-09-29T22:20:48.589243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:48.589323] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:48.589397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:48.589506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:48.610094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:48.611154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:48.611264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:48.611312] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:48.656069] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:48.656266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:48.656313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:48.656345] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:48.660236] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=77.88%)
[2025-09-29T22:20:48.660577] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-09-29T22:20:48.660779] [INFO ] [sig       ] EDF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:48.820971] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EDF.txt
[2025-09-29T22:20:48.821221] [WARN ] [sig       ] [652/2211] Failed EDF after 0.3s | 4.37 sym/s | Total: 2.5m | ETA: 5.9m
[2025-09-29T22:20:48.821300] [INFO ] [sig       ] [653/2211] Forecasting EDN...
[2025-09-29T22:20:48.821341] [INFO ] [sig       ] Generating forecast for: EDN
[2025-09-29T22:20:48.821374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-09-29T22:20:48.833290] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EDN'.
[2025-09-29T22:20:48.833808] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-09-29T22:20:48.860005] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:48.860958] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-09-29T22:20:48.861021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:48.861059] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:48.861089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:48.861149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:48.878931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:48.879762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:48.879873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:48.879909] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:48.918493] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:48.918707] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:48.918771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:48.918807] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:48.922896] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: DOWN (p=7.42%)
[2025-09-29T22:20:48.923199] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-09-29T22:20:48.923350] [INFO ] [sig       ] EDN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:49.068776] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EDN.txt
[2025-09-29T22:20:49.069067] [WARN ] [sig       ] [653/2211] Failed EDN after 0.2s | 4.37 sym/s | Total: 2.5m | ETA: 5.9m
[2025-09-29T22:20:49.069149] [INFO ] [sig       ] [654/2211] Forecasting EDU...
[2025-09-29T22:20:49.069190] [INFO ] [sig       ] Generating forecast for: EDU
[2025-09-29T22:20:49.069225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDU' from 'https://tdm.silogroup.org/data/derivative_storage/EDU.csv'.
[2025-09-29T22:20:49.080155] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EDU'.
[2025-09-29T22:20:49.080486] [INFO ] [FORECASTER] Starting predict_future for EDU
[2025-09-29T22:20:49.106833] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:49.107628] [DEBUG] [LOCAL     ] No optimal features file found for EDU: ./output/feature-sets/EDU.txt
[2025-09-29T22:20:49.107713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:49.107754] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:49.107783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:49.107843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:49.126282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:49.127564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:49.127702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:49.127768] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:49.169305] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:49.169606] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:49.169694] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:49.169751] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:49.175087] [DEBUG] [FORECASTER] EDU: Forecast T+1@11:T+2@11: DOWN (p=5.75%)
[2025-09-29T22:20:49.175681] [INFO ] [FORECASTER] Completed predict_future for EDU
[2025-09-29T22:20:49.175938] [INFO ] [sig       ] EDU: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:49.328166] [INFO ] [LOCAL     ] Saved forecast: EDU	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EDU.txt
[2025-09-29T22:20:49.328566] [WARN ] [sig       ] [654/2211] Failed EDU after 0.3s | 4.37 sym/s | Total: 2.5m | ETA: 5.9m
[2025-09-29T22:20:49.328681] [INFO ] [sig       ] [655/2211] Forecasting EE...
[2025-09-29T22:20:49.328734] [INFO ] [sig       ] Generating forecast for: EE
[2025-09-29T22:20:49.328771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-09-29T22:20:49.340525] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EE'.
[2025-09-29T22:20:49.341034] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-09-29T22:20:49.367237] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:49.368156] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-09-29T22:20:49.368218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:49.368253] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:49.368283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:49.368344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:49.385531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:49.386349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:49.386452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:49.386487] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:49.428419] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:49.428609] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:49.428681] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:49.428739] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:49.432422] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: UP (p=72.01%)
[2025-09-29T22:20:49.432758] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-09-29T22:20:49.432921] [INFO ] [sig       ] EE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:49.585794] [INFO ] [LOCAL     ] Saved forecast: EE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EE.txt
[2025-09-29T22:20:49.586076] [WARN ] [sig       ] [655/2211] Failed EE after 0.3s | 4.37 sym/s | Total: 2.5m | ETA: 5.9m
[2025-09-29T22:20:49.586154] [INFO ] [sig       ] [656/2211] Forecasting EEX...
[2025-09-29T22:20:49.586194] [INFO ] [sig       ] Generating forecast for: EEX
[2025-09-29T22:20:49.586226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-09-29T22:20:49.595911] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EEX'.
[2025-09-29T22:20:49.596222] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-09-29T22:20:49.622928] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:49.623691] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-09-29T22:20:49.623754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:49.623790] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:49.623817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:49.623875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:49.642603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:49.643206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:49.643329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:49.643384] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:49.674140] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:49.674370] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:49.674452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:49.674523] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:49.678515] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=13.84%)
[2025-09-29T22:20:49.678854] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-09-29T22:20:49.679008] [INFO ] [sig       ] EEX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:49.843888] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EEX.txt
[2025-09-29T22:20:49.844138] [WARN ] [sig       ] [656/2211] Failed EEX after 0.3s | 4.37 sym/s | Total: 2.5m | ETA: 5.9m
[2025-09-29T22:20:49.844217] [INFO ] [sig       ] [657/2211] Forecasting EFC...
[2025-09-29T22:20:49.844258] [INFO ] [sig       ] Generating forecast for: EFC
[2025-09-29T22:20:49.844291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-09-29T22:20:49.854965] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EFC'.
[2025-09-29T22:20:49.855402] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-09-29T22:20:49.884108] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:49.885040] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-09-29T22:20:49.885098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:49.885135] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:49.885165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:49.885224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:49.903687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:49.904260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:49.904345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:49.904382] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:49.939791] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:49.939924] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:49.939973] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:49.940007] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:49.943386] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-09-29T22:20:49.943718] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-09-29T22:20:49.943878] [INFO ] [sig       ] EFC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:50.100319] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EFC.txt
[2025-09-29T22:20:50.100545] [WARN ] [sig       ] [657/2211] Failed EFC after 0.3s | 4.37 sym/s | Total: 2.5m | ETA: 5.9m
[2025-09-29T22:20:50.100623] [INFO ] [sig       ] [658/2211] Forecasting EFR...
[2025-09-29T22:20:50.100700] [INFO ] [sig       ] Generating forecast for: EFR
[2025-09-29T22:20:50.100747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFR' from 'https://tdm.silogroup.org/data/derivative_storage/EFR.csv'.
[2025-09-29T22:20:50.105390] [WARN ] [REMOTE    ] Historical data not found for symbol 'EFR' (404).
[2025-09-29T22:20:50.105574] [FATAL] [sig       ] EFR: No historical data fetched.
[2025-09-29T22:20:50.105690] [WARN ] [sig       ] [658/2211] Failed EFR after 0.0s | 4.38 sym/s | Total: 2.5m | ETA: 5.9m
[2025-09-29T22:20:50.105761] [INFO ] [sig       ] [659/2211] Forecasting EFT...
[2025-09-29T22:20:50.105801] [INFO ] [sig       ] Generating forecast for: EFT
[2025-09-29T22:20:50.105832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFT' from 'https://tdm.silogroup.org/data/derivative_storage/EFT.csv'.
[2025-09-29T22:20:50.115187] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EFT'.
[2025-09-29T22:20:50.115489] [INFO ] [FORECASTER] Starting predict_future for EFT
[2025-09-29T22:20:50.142309] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:50.143295] [DEBUG] [LOCAL     ] No optimal features file found for EFT: ./output/feature-sets/EFT.txt
[2025-09-29T22:20:50.143355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:50.143391] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:50.143420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:50.143483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:50.165761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:50.166817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:50.166936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:50.167001] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:50.204533] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:50.204689] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:50.204748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:50.204782] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:50.208232] [DEBUG] [FORECASTER] EFT: Forecast T+1@11:T+2@11: UP (p=73.67%)
[2025-09-29T22:20:50.208505] [INFO ] [FORECASTER] Completed predict_future for EFT
[2025-09-29T22:20:50.208667] [INFO ] [sig       ] EFT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:50.359160] [INFO ] [LOCAL     ] Saved forecast: EFT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EFT.txt
[2025-09-29T22:20:50.359375] [WARN ] [sig       ] [659/2211] Failed EFT after 0.3s | 4.38 sym/s | Total: 2.5m | ETA: 5.9m
[2025-09-29T22:20:50.359451] [INFO ] [sig       ] [660/2211] Forecasting EFX...
[2025-09-29T22:20:50.359492] [INFO ] [sig       ] Generating forecast for: EFX
[2025-09-29T22:20:50.359525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-09-29T22:20:50.369708] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EFX'.
[2025-09-29T22:20:50.370022] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-09-29T22:20:50.396102] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:50.396853] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-09-29T22:20:50.396909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:50.396943] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:50.396972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:50.397030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:50.415054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:50.415614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:50.415723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:50.415767] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:50.458957] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:50.459068] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:50.459110] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:50.459144] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:50.462951] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: DOWN (p=24.45%)
[2025-09-29T22:20:50.463242] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-09-29T22:20:50.463866] [INFO ] [sig       ] EFX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:50.615797] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EFX.txt
[2025-09-29T22:20:50.616015] [WARN ] [sig       ] [660/2211] Failed EFX after 0.3s | 4.38 sym/s | Total: 2.5m | ETA: 5.9m
[2025-09-29T22:20:50.616100] [INFO ] [sig       ] [661/2211] Forecasting EFXT...
[2025-09-29T22:20:50.616144] [INFO ] [sig       ] Generating forecast for: EFXT
[2025-09-29T22:20:50.616178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFXT' from 'https://tdm.silogroup.org/data/derivative_storage/EFXT.csv'.
[2025-09-29T22:20:50.626273] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EFXT'.
[2025-09-29T22:20:50.626604] [INFO ] [FORECASTER] Starting predict_future for EFXT
[2025-09-29T22:20:50.653521] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:50.654304] [DEBUG] [LOCAL     ] No optimal features file found for EFXT: ./output/feature-sets/EFXT.txt
[2025-09-29T22:20:50.654362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:50.654400] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:50.654429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:50.654489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:50.672322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:50.672912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:50.672998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:50.673033] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:50.714856] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:50.714955] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:50.714995] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:50.715028] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:50.718860] [DEBUG] [FORECASTER] EFXT: Forecast T+1@11:T+2@11: DOWN (p=41.83%)
[2025-09-29T22:20:50.719158] [INFO ] [FORECASTER] Completed predict_future for EFXT
[2025-09-29T22:20:50.719306] [INFO ] [sig       ] EFXT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:50.871437] [INFO ] [LOCAL     ] Saved forecast: EFXT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EFXT.txt
[2025-09-29T22:20:50.871683] [WARN ] [sig       ] [661/2211] Failed EFXT after 0.3s | 4.37 sym/s | Total: 2.5m | ETA: 5.9m
[2025-09-29T22:20:50.871765] [INFO ] [sig       ] [662/2211] Forecasting EG...
[2025-09-29T22:20:50.871806] [INFO ] [sig       ] Generating forecast for: EG
[2025-09-29T22:20:50.871840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-09-29T22:20:50.882114] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EG'.
[2025-09-29T22:20:50.882537] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-09-29T22:20:50.908790] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:50.909574] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-09-29T22:20:50.909632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:50.909708] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:50.909749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:50.909809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:50.928185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:50.928817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:50.928904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:50.928938] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:50.972283] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:50.972424] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:50.972476] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:50.972532] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:50.976545] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: DOWN (p=17.83%)
[2025-09-29T22:20:50.977033] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-09-29T22:20:50.977234] [INFO ] [sig       ] EG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:51.134206] [INFO ] [LOCAL     ] Saved forecast: EG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EG.txt
[2025-09-29T22:20:51.134524] [WARN ] [sig       ] [662/2211] Failed EG after 0.3s | 4.37 sym/s | Total: 2.5m | ETA: 5.9m
[2025-09-29T22:20:51.134608] [INFO ] [sig       ] [663/2211] Forecasting EGO...
[2025-09-29T22:20:51.134678] [INFO ] [sig       ] Generating forecast for: EGO
[2025-09-29T22:20:51.134734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGO' from 'https://tdm.silogroup.org/data/derivative_storage/EGO.csv'.
[2025-09-29T22:20:51.146830] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EGO'.
[2025-09-29T22:20:51.147195] [INFO ] [FORECASTER] Starting predict_future for EGO
[2025-09-29T22:20:51.173870] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:51.174733] [DEBUG] [LOCAL     ] No optimal features file found for EGO: ./output/feature-sets/EGO.txt
[2025-09-29T22:20:51.174797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:51.174834] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:51.174862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:51.174918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:51.193373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:51.194077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:51.194164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:51.194199] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:51.236345] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:51.236502] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:51.236549] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:51.236580] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:51.240375] [DEBUG] [FORECASTER] EGO: Forecast T+1@11:T+2@11: UP (p=59.82%)
[2025-09-29T22:20:51.240702] [INFO ] [FORECASTER] Completed predict_future for EGO
[2025-09-29T22:20:51.240862] [INFO ] [sig       ] EGO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:51.392448] [INFO ] [LOCAL     ] Saved forecast: EGO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EGO.txt
[2025-09-29T22:20:51.392932] [WARN ] [sig       ] [663/2211] Failed EGO after 0.3s | 4.37 sym/s | Total: 2.5m | ETA: 5.9m
[2025-09-29T22:20:51.393027] [INFO ] [sig       ] [664/2211] Forecasting EGP...
[2025-09-29T22:20:51.393069] [INFO ] [sig       ] Generating forecast for: EGP
[2025-09-29T22:20:51.393105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-09-29T22:20:51.403852] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EGP'.
[2025-09-29T22:20:51.404266] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-09-29T22:20:51.432721] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:51.433671] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-09-29T22:20:51.433772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:51.433832] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:51.433864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:51.433940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:51.453275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:51.454136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:51.454233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:51.454274] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:51.531096] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:51.531277] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:51.531322] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:51.531353] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:51.535180] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=10.69%)
[2025-09-29T22:20:51.535505] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-09-29T22:20:51.535708] [INFO ] [sig       ] EGP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:51.689802] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EGP.txt
[2025-09-29T22:20:51.690048] [WARN ] [sig       ] [664/2211] Failed EGP after 0.3s | 4.37 sym/s | Total: 2.5m | ETA: 5.9m
[2025-09-29T22:20:51.690127] [INFO ] [sig       ] [665/2211] Forecasting EGY...
[2025-09-29T22:20:51.690167] [INFO ] [sig       ] Generating forecast for: EGY
[2025-09-29T22:20:51.690199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-09-29T22:20:51.701192] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EGY'.
[2025-09-29T22:20:51.701597] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-09-29T22:20:51.729022] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:51.729901] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-09-29T22:20:51.729960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:51.729998] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:51.730030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:51.730090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:51.749137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:51.749884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:51.749976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:51.750013] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:51.793870] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:51.794060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:51.794109] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:51.794141] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:51.798099] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: UP (p=89.77%)
[2025-09-29T22:20:51.798516] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-09-29T22:20:51.798732] [INFO ] [sig       ] EGY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:51.962736] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EGY.txt
[2025-09-29T22:20:51.963113] [WARN ] [sig       ] [665/2211] Failed EGY after 0.3s | 4.37 sym/s | Total: 2.5m | ETA: 5.9m
[2025-09-29T22:20:51.963216] [INFO ] [sig       ] [666/2211] Forecasting EHAB...
[2025-09-29T22:20:51.963292] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-09-29T22:20:51.963350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-09-29T22:20:51.968911] [WARN ] [REMOTE    ] Historical data not found for symbol 'EHAB' (404).
[2025-09-29T22:20:51.969188] [FATAL] [sig       ] EHAB: No historical data fetched.
[2025-09-29T22:20:51.969285] [WARN ] [sig       ] [666/2211] Failed EHAB after 0.0s | 4.38 sym/s | Total: 2.5m | ETA: 5.9m
[2025-09-29T22:20:51.969364] [INFO ] [sig       ] [667/2211] Forecasting EHC...
[2025-09-29T22:20:51.969407] [INFO ] [sig       ] Generating forecast for: EHC
[2025-09-29T22:20:51.969443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-09-29T22:20:51.980492] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EHC'.
[2025-09-29T22:20:51.980855] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-09-29T22:20:52.009880] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:52.010679] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-09-29T22:20:52.010740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:52.010775] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:52.010803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:52.010865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:52.032138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:52.032806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:52.032896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:52.032936] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:52.077695] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:52.077793] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:52.077830] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:52.077859] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:52.081198] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2025-09-29T22:20:52.081465] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-09-29T22:20:52.081601] [INFO ] [sig       ] EHC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:52.234540] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EHC.txt
[2025-09-29T22:20:52.234794] [WARN ] [sig       ] [667/2211] Failed EHC after 0.3s | 4.37 sym/s | Total: 2.5m | ETA: 5.9m
[2025-09-29T22:20:52.234879] [INFO ] [sig       ] [668/2211] Forecasting EHI...
[2025-09-29T22:20:52.234919] [INFO ] [sig       ] Generating forecast for: EHI
[2025-09-29T22:20:52.234951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-09-29T22:20:52.245882] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EHI'.
[2025-09-29T22:20:52.246325] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-09-29T22:20:52.274353] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:52.275278] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-09-29T22:20:52.275349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:52.275389] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:52.275419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:52.275479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:52.295130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:52.296077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:52.296175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:52.296268] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:52.333883] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:52.334073] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:52.334154] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:52.334210] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:52.338595] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: DOWN (p=22.15%)
[2025-09-29T22:20:52.338998] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-09-29T22:20:52.339177] [INFO ] [sig       ] EHI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:52.500883] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EHI.txt
[2025-09-29T22:20:52.501151] [WARN ] [sig       ] [668/2211] Failed EHI after 0.3s | 4.37 sym/s | Total: 2.5m | ETA: 5.9m
[2025-09-29T22:20:52.501234] [INFO ] [sig       ] [669/2211] Forecasting EIC...
[2025-09-29T22:20:52.501275] [INFO ] [sig       ] Generating forecast for: EIC
[2025-09-29T22:20:52.501307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-09-29T22:20:52.513200] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EIC'.
[2025-09-29T22:20:52.513639] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-09-29T22:20:52.540799] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:52.541594] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-09-29T22:20:52.541676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:52.541730] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:52.541762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:52.541821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:52.560633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:52.561496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:52.561589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:52.561626] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:52.596707] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:52.596885] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:52.596931] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:52.596962] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:52.600551] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: UP (p=83.50%)
[2025-09-29T22:20:52.600869] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-09-29T22:20:52.601027] [INFO ] [sig       ] EIC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:52.782862] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EIC.txt
[2025-09-29T22:20:52.783123] [WARN ] [sig       ] [669/2211] Failed EIC after 0.3s | 4.37 sym/s | Total: 2.6m | ETA: 5.9m
[2025-09-29T22:20:52.783206] [INFO ] [sig       ] [670/2211] Forecasting EICC...
[2025-09-29T22:20:52.783247] [INFO ] [sig       ] Generating forecast for: EICC
[2025-09-29T22:20:52.783283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EICC' from 'https://tdm.silogroup.org/data/derivative_storage/EICC.csv'.
[2025-09-29T22:20:52.788094] [WARN ] [REMOTE    ] Historical data not found for symbol 'EICC' (404).
[2025-09-29T22:20:52.788313] [FATAL] [sig       ] EICC: No historical data fetched.
[2025-09-29T22:20:52.788406] [WARN ] [sig       ] [670/2211] Failed EICC after 0.0s | 4.38 sym/s | Total: 2.6m | ETA: 5.9m
[2025-09-29T22:20:52.788476] [INFO ] [sig       ] [671/2211] Forecasting EIG...
[2025-09-29T22:20:52.788518] [INFO ] [sig       ] Generating forecast for: EIG
[2025-09-29T22:20:52.788550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-09-29T22:20:52.799001] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EIG'.
[2025-09-29T22:20:52.799461] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-09-29T22:20:52.827103] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:52.827995] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-09-29T22:20:52.828058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:52.828094] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:52.828124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:52.828183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:52.846985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:52.847959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:52.848054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:52.848143] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:52.883435] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:52.883607] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:52.883687] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:52.883745] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:52.887411] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: UP (p=74.21%)
[2025-09-29T22:20:52.887770] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-09-29T22:20:52.887990] [INFO ] [sig       ] EIG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:53.051448] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EIG.txt
[2025-09-29T22:20:53.051729] [WARN ] [sig       ] [671/2211] Failed EIG after 0.3s | 4.38 sym/s | Total: 2.6m | ETA: 5.9m
[2025-09-29T22:20:53.051825] [INFO ] [sig       ] [672/2211] Forecasting EIX...
[2025-09-29T22:20:53.051868] [INFO ] [sig       ] Generating forecast for: EIX
[2025-09-29T22:20:53.051904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-09-29T22:20:53.056677] [WARN ] [REMOTE    ] Historical data not found for symbol 'EIX' (404).
[2025-09-29T22:20:53.056887] [FATAL] [sig       ] EIX: No historical data fetched.
[2025-09-29T22:20:53.056982] [WARN ] [sig       ] [672/2211] Failed EIX after 0.0s | 4.38 sym/s | Total: 2.6m | ETA: 5.9m
[2025-09-29T22:20:53.057033] [INFO ] [sig       ] [673/2211] Forecasting EL...
[2025-09-29T22:20:53.057099] [INFO ] [sig       ] Generating forecast for: EL
[2025-09-29T22:20:53.057154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-09-29T22:20:53.067358] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EL'.
[2025-09-29T22:20:53.067806] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-09-29T22:20:53.095754] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:53.096665] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-09-29T22:20:53.096732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:53.096768] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:53.096798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:53.096859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:53.117195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:53.118159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:53.118258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:53.118295] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:53.161563] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:53.161777] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:53.161893] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:53.161935] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:53.168596] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=43.10%)
[2025-09-29T22:20:53.168994] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-09-29T22:20:53.169147] [INFO ] [sig       ] EL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:53.327672] [INFO ] [LOCAL     ] Saved forecast: EL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EL.txt
[2025-09-29T22:20:53.327942] [WARN ] [sig       ] [673/2211] Failed EL after 0.3s | 4.38 sym/s | Total: 2.6m | ETA: 5.8m
[2025-09-29T22:20:53.328022] [INFO ] [sig       ] [674/2211] Forecasting ELAN...
[2025-09-29T22:20:53.328064] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-09-29T22:20:53.328099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-09-29T22:20:53.338439] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ELAN'.
[2025-09-29T22:20:53.338858] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-09-29T22:20:53.365945] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:53.366808] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-09-29T22:20:53.366866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:53.366903] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:53.366934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:53.366995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:53.386326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:53.387223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:53.387320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:53.387356] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:53.438313] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:53.438533] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:53.438627] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:53.438732] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:53.446089] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: UP (p=91.94%)
[2025-09-29T22:20:53.446700] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-09-29T22:20:53.446943] [INFO ] [sig       ] ELAN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:53.644901] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ELAN.txt
[2025-09-29T22:20:53.645162] [WARN ] [sig       ] [674/2211] Failed ELAN after 0.3s | 4.38 sym/s | Total: 2.6m | ETA: 5.8m
[2025-09-29T22:20:53.645271] [INFO ] [sig       ] [675/2211] Forecasting ELC...
[2025-09-29T22:20:53.645313] [INFO ] [sig       ] Generating forecast for: ELC
[2025-09-29T22:20:53.645345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-09-29T22:20:53.655077] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ELC'.
[2025-09-29T22:20:53.655472] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-09-29T22:20:53.682579] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:53.683464] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-09-29T22:20:53.683523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:53.683579] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:53.683613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:53.683699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:53.703928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:53.704801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:53.704972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:53.705022] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:53.743590] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:53.743835] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:53.743903] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:53.743938] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:53.747856] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=66.44%)
[2025-09-29T22:20:53.748186] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-09-29T22:20:53.748332] [INFO ] [sig       ] ELC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:53.907964] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ELC.txt
[2025-09-29T22:20:53.908220] [WARN ] [sig       ] [675/2211] Failed ELC after 0.3s | 4.38 sym/s | Total: 2.6m | ETA: 5.8m
[2025-09-29T22:20:53.908301] [INFO ] [sig       ] [676/2211] Forecasting ELF...
[2025-09-29T22:20:53.908342] [INFO ] [sig       ] Generating forecast for: ELF
[2025-09-29T22:20:53.908382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-09-29T22:20:53.918409] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ELF'.
[2025-09-29T22:20:53.918893] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-09-29T22:20:53.945906] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:53.946899] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-09-29T22:20:53.946960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:53.946996] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:53.947026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:53.947119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:53.966545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:53.967488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:53.967590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:53.967631] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:54.005868] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:54.006044] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:54.006088] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:54.006118] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:54.010085] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: DOWN (p=32.25%)
[2025-09-29T22:20:54.010430] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-09-29T22:20:54.010585] [INFO ] [sig       ] ELF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:54.167859] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ELF.txt
[2025-09-29T22:20:54.168149] [WARN ] [sig       ] [676/2211] Failed ELF after 0.3s | 4.38 sym/s | Total: 2.6m | ETA: 5.8m
[2025-09-29T22:20:54.168238] [INFO ] [sig       ] [677/2211] Forecasting ELME...
[2025-09-29T22:20:54.168279] [INFO ] [sig       ] Generating forecast for: ELME
[2025-09-29T22:20:54.168371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-09-29T22:20:54.179737] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ELME'.
[2025-09-29T22:20:54.180185] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-09-29T22:20:54.207747] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:54.208551] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-09-29T22:20:54.208610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:54.208673] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:54.208727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:54.208796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:54.227038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:54.227868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:54.227956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:54.227991] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:54.265433] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:54.265613] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:54.265700] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:54.265752] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:54.269740] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-09-29T22:20:54.270052] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-09-29T22:20:54.270207] [INFO ] [sig       ] ELME: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:54.429540] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ELME.txt
[2025-09-29T22:20:54.429828] [WARN ] [sig       ] [677/2211] Failed ELME after 0.3s | 4.38 sym/s | Total: 2.6m | ETA: 5.8m
[2025-09-29T22:20:54.429923] [INFO ] [sig       ] [678/2211] Forecasting ELP...
[2025-09-29T22:20:54.429970] [INFO ] [sig       ] Generating forecast for: ELP
[2025-09-29T22:20:54.430006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-09-29T22:20:54.441088] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ELP'.
[2025-09-29T22:20:54.441613] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-09-29T22:20:54.469209] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:54.470113] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-09-29T22:20:54.470173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:54.470211] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:54.470241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:54.470301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:54.490279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:54.491126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:54.491218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:54.491257] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:54.569960] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:54.570134] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:54.570179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:54.570211] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:54.574010] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: DOWN (p=26.84%)
[2025-09-29T22:20:54.574314] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-09-29T22:20:54.574458] [INFO ] [sig       ] ELP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:54.732515] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ELP.txt
[2025-09-29T22:20:54.732800] [WARN ] [sig       ] [678/2211] Failed ELP after 0.3s | 4.37 sym/s | Total: 2.6m | ETA: 5.8m
[2025-09-29T22:20:54.732885] [INFO ] [sig       ] [679/2211] Forecasting ELS...
[2025-09-29T22:20:54.732925] [INFO ] [sig       ] Generating forecast for: ELS
[2025-09-29T22:20:54.732959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-09-29T22:20:54.743257] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ELS'.
[2025-09-29T22:20:54.743616] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-09-29T22:20:54.770422] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:54.771345] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-09-29T22:20:54.771405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:54.771442] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:54.771473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:54.771537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:54.789725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:54.790544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:54.790637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:54.790715] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:54.830109] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:54.830285] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:54.830332] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:54.830364] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:54.834201] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: UP (p=95.53%)
[2025-09-29T22:20:54.834503] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-09-29T22:20:54.834682] [INFO ] [sig       ] ELS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:54.989889] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ELS.txt
[2025-09-29T22:20:54.990153] [WARN ] [sig       ] [679/2211] Failed ELS after 0.3s | 4.37 sym/s | Total: 2.6m | ETA: 5.8m
[2025-09-29T22:20:54.990235] [INFO ] [sig       ] [680/2211] Forecasting ELV...
[2025-09-29T22:20:54.990275] [INFO ] [sig       ] Generating forecast for: ELV
[2025-09-29T22:20:54.990308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELV' from 'https://tdm.silogroup.org/data/derivative_storage/ELV.csv'.
[2025-09-29T22:20:54.995352] [WARN ] [REMOTE    ] Historical data not found for symbol 'ELV' (404).
[2025-09-29T22:20:54.995557] [FATAL] [sig       ] ELV: No historical data fetched.
[2025-09-29T22:20:54.995673] [WARN ] [sig       ] [680/2211] Failed ELV after 0.0s | 4.38 sym/s | Total: 2.6m | ETA: 5.8m
[2025-09-29T22:20:54.995746] [INFO ] [sig       ] [681/2211] Forecasting EMD...
[2025-09-29T22:20:54.995787] [INFO ] [sig       ] Generating forecast for: EMD
[2025-09-29T22:20:54.995819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-09-29T22:20:55.004912] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EMD'.
[2025-09-29T22:20:55.005279] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-09-29T22:20:55.032093] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:55.032956] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-09-29T22:20:55.033014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:55.033124] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:55.033164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:55.033226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:55.051456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:55.052306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:55.052408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:55.052445] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:55.091021] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:55.091192] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:55.091237] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:55.091268] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:55.094829] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=89.81%)
[2025-09-29T22:20:55.095118] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-09-29T22:20:55.095259] [INFO ] [sig       ] EMD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:55.251403] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EMD.txt
[2025-09-29T22:20:55.251692] [WARN ] [sig       ] [681/2211] Failed EMD after 0.3s | 4.38 sym/s | Total: 2.6m | ETA: 5.8m
[2025-09-29T22:20:55.251780] [INFO ] [sig       ] [682/2211] Forecasting EME...
[2025-09-29T22:20:55.251822] [INFO ] [sig       ] Generating forecast for: EME
[2025-09-29T22:20:55.251857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EME' from 'https://tdm.silogroup.org/data/derivative_storage/EME.csv'.
[2025-09-29T22:20:55.256726] [WARN ] [REMOTE    ] Historical data not found for symbol 'EME' (404).
[2025-09-29T22:20:55.256929] [FATAL] [sig       ] EME: No historical data fetched.
[2025-09-29T22:20:55.257022] [WARN ] [sig       ] [682/2211] Failed EME after 0.0s | 4.39 sym/s | Total: 2.6m | ETA: 5.8m
[2025-09-29T22:20:55.257108] [INFO ] [sig       ] [683/2211] Forecasting EMF...
[2025-09-29T22:20:55.257155] [INFO ] [sig       ] Generating forecast for: EMF
[2025-09-29T22:20:55.257189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-09-29T22:20:55.265864] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EMF'.
[2025-09-29T22:20:55.266263] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-09-29T22:20:55.294307] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:55.295223] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-09-29T22:20:55.295282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:55.295319] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:55.295349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:55.295410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:55.314208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:55.314979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:55.315071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:55.315166] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:55.355236] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:55.355432] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:55.355490] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:55.355523] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:55.359379] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: UP (p=77.22%)
[2025-09-29T22:20:55.359703] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-09-29T22:20:55.359948] [INFO ] [sig       ] EMF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:55.537142] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EMF.txt
[2025-09-29T22:20:55.537394] [WARN ] [sig       ] [683/2211] Failed EMF after 0.3s | 4.38 sym/s | Total: 2.6m | ETA: 5.8m
[2025-09-29T22:20:55.537474] [INFO ] [sig       ] [684/2211] Forecasting EMN...
[2025-09-29T22:20:55.537514] [INFO ] [sig       ] Generating forecast for: EMN
[2025-09-29T22:20:55.537548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-09-29T22:20:55.547808] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EMN'.
[2025-09-29T22:20:55.548154] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-09-29T22:20:55.575995] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:55.576821] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-09-29T22:20:55.576877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:55.576911] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:55.576939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:55.576996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:55.596054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:55.596607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:55.596715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:55.596760] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:55.638041] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:55.638186] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:55.638230] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:55.638262] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:55.641862] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: UP (p=61.05%)
[2025-09-29T22:20:55.642134] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-09-29T22:20:55.642268] [INFO ] [sig       ] EMN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:55.801054] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EMN.txt
[2025-09-29T22:20:55.801340] [WARN ] [sig       ] [684/2211] Failed EMN after 0.3s | 4.38 sym/s | Total: 2.6m | ETA: 5.8m
[2025-09-29T22:20:55.801427] [INFO ] [sig       ] [685/2211] Forecasting EMO...
[2025-09-29T22:20:55.801469] [INFO ] [sig       ] Generating forecast for: EMO
[2025-09-29T22:20:55.801503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-09-29T22:20:55.806120] [WARN ] [REMOTE    ] Historical data not found for symbol 'EMO' (404).
[2025-09-29T22:20:55.806310] [FATAL] [sig       ] EMO: No historical data fetched.
[2025-09-29T22:20:55.806402] [WARN ] [sig       ] [685/2211] Failed EMO after 0.0s | 4.39 sym/s | Total: 2.6m | ETA: 5.8m
[2025-09-29T22:20:55.806471] [INFO ] [sig       ] [686/2211] Forecasting EMP...
[2025-09-29T22:20:55.806512] [INFO ] [sig       ] Generating forecast for: EMP
[2025-09-29T22:20:55.806548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMP' from 'https://tdm.silogroup.org/data/derivative_storage/EMP.csv'.
[2025-09-29T22:20:55.809986] [WARN ] [REMOTE    ] Historical data not found for symbol 'EMP' (404).
[2025-09-29T22:20:55.810173] [FATAL] [sig       ] EMP: No historical data fetched.
[2025-09-29T22:20:55.810259] [WARN ] [sig       ] [686/2211] Failed EMP after 0.0s | 4.40 sym/s | Total: 2.6m | ETA: 5.8m
[2025-09-29T22:20:55.810327] [INFO ] [sig       ] [687/2211] Forecasting EMR...
[2025-09-29T22:20:55.810367] [INFO ] [sig       ] Generating forecast for: EMR
[2025-09-29T22:20:55.810428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMR' from 'https://tdm.silogroup.org/data/derivative_storage/EMR.csv'.
[2025-09-29T22:20:55.819200] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EMR'.
[2025-09-29T22:20:55.819503] [INFO ] [FORECASTER] Starting predict_future for EMR
[2025-09-29T22:20:55.848347] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:55.849266] [DEBUG] [LOCAL     ] No optimal features file found for EMR: ./output/feature-sets/EMR.txt
[2025-09-29T22:20:55.849322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:55.849408] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:55.849446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:55.849506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:55.868105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:55.868694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:55.868782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:55.868816] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:55.910319] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:55.910482] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:55.910526] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:55.910556] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:55.914263] [DEBUG] [FORECASTER] EMR: Forecast T+1@11:T+2@11: UP (p=82.61%)
[2025-09-29T22:20:55.914548] [INFO ] [FORECASTER] Completed predict_future for EMR
[2025-09-29T22:20:55.914722] [INFO ] [sig       ] EMR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:56.078391] [INFO ] [LOCAL     ] Saved forecast: EMR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EMR.txt
[2025-09-29T22:20:56.078670] [WARN ] [sig       ] [687/2211] Failed EMR after 0.3s | 4.39 sym/s | Total: 2.6m | ETA: 5.8m
[2025-09-29T22:20:56.078756] [INFO ] [sig       ] [688/2211] Forecasting ENB...
[2025-09-29T22:20:56.078799] [INFO ] [sig       ] Generating forecast for: ENB
[2025-09-29T22:20:56.078834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-09-29T22:20:56.089931] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ENB'.
[2025-09-29T22:20:56.090272] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-09-29T22:20:56.117562] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:56.118443] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-09-29T22:20:56.118501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:56.118538] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:56.118569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:56.118628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:56.137046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:56.137797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:56.137898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:56.137937] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:56.180805] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:56.180956] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:56.181000] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:56.181031] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:56.184849] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=55.68%)
[2025-09-29T22:20:56.185181] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-09-29T22:20:56.185374] [INFO ] [sig       ] ENB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:56.344298] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ENB.txt
[2025-09-29T22:20:56.344554] [WARN ] [sig       ] [688/2211] Failed ENB after 0.3s | 4.39 sym/s | Total: 2.6m | ETA: 5.8m
[2025-09-29T22:20:56.344634] [INFO ] [sig       ] [689/2211] Forecasting ENFY...
[2025-09-29T22:20:56.344715] [INFO ] [sig       ] Generating forecast for: ENFY
[2025-09-29T22:20:56.344754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENFY' from 'https://tdm.silogroup.org/data/derivative_storage/ENFY.csv'.
[2025-09-29T22:20:56.354176] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ENFY'.
[2025-09-29T22:20:56.354515] [INFO ] [FORECASTER] Starting predict_future for ENFY
[2025-09-29T22:20:56.381354] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:56.382157] [DEBUG] [LOCAL     ] No optimal features file found for ENFY: ./output/feature-sets/ENFY.txt
[2025-09-29T22:20:56.382212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:56.382247] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:56.382276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:56.382335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:56.401962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:56.402590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:56.402701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:56.402753] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:56.439477] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:56.439610] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:56.439682] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:56.439734] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:56.443156] [DEBUG] [FORECASTER] ENFY: Forecast T+1@11:T+2@11: UP (p=95.05%)
[2025-09-29T22:20:56.443433] [INFO ] [FORECASTER] Completed predict_future for ENFY
[2025-09-29T22:20:56.443571] [INFO ] [sig       ] ENFY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:56.601494] [INFO ] [LOCAL     ] Saved forecast: ENFY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ENFY.txt
[2025-09-29T22:20:56.601787] [WARN ] [sig       ] [689/2211] Failed ENFY after 0.3s | 4.39 sym/s | Total: 2.6m | ETA: 5.8m
[2025-09-29T22:20:56.601871] [INFO ] [sig       ] [690/2211] Forecasting ENIC...
[2025-09-29T22:20:56.601916] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-09-29T22:20:56.601950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-09-29T22:20:56.611895] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ENIC'.
[2025-09-29T22:20:56.612219] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-09-29T22:20:56.639992] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:56.640909] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-09-29T22:20:56.640969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:56.641005] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:56.641049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:56.641158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:56.659835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:56.660460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:56.660545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:56.660599] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:56.697708] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:56.697848] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:56.697894] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:56.697949] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:56.703323] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: DOWN (p=24.74%)
[2025-09-29T22:20:56.703609] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-09-29T22:20:56.703794] [INFO ] [sig       ] ENIC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:56.858030] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ENIC.txt
[2025-09-29T22:20:56.858266] [WARN ] [sig       ] [690/2211] Failed ENIC after 0.3s | 4.39 sym/s | Total: 2.6m | ETA: 5.8m
[2025-09-29T22:20:56.858346] [INFO ] [sig       ] [691/2211] Forecasting ENO...
[2025-09-29T22:20:56.858388] [INFO ] [sig       ] Generating forecast for: ENO
[2025-09-29T22:20:56.858420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENO' from 'https://tdm.silogroup.org/data/derivative_storage/ENO.csv'.
[2025-09-29T22:20:56.867695] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ENO'.
[2025-09-29T22:20:56.868018] [INFO ] [FORECASTER] Starting predict_future for ENO
[2025-09-29T22:20:56.894471] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:56.895275] [DEBUG] [LOCAL     ] No optimal features file found for ENO: ./output/feature-sets/ENO.txt
[2025-09-29T22:20:56.895333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:56.895369] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:56.895399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:56.895459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:56.914566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:56.915314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:56.915408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:56.915444] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:56.957088] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:56.957230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:56.957275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:56.957307] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:56.961312] [DEBUG] [FORECASTER] ENO: Forecast T+1@11:T+2@11: DOWN (p=38.80%)
[2025-09-29T22:20:56.961616] [INFO ] [FORECASTER] Completed predict_future for ENO
[2025-09-29T22:20:56.961800] [INFO ] [sig       ] ENO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:57.119227] [INFO ] [LOCAL     ] Saved forecast: ENO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ENO.txt
[2025-09-29T22:20:57.119489] [WARN ] [sig       ] [691/2211] Failed ENO after 0.3s | 4.39 sym/s | Total: 2.6m | ETA: 5.8m
[2025-09-29T22:20:57.119598] [INFO ] [sig       ] [692/2211] Forecasting ENOV...
[2025-09-29T22:20:57.119678] [INFO ] [sig       ] Generating forecast for: ENOV
[2025-09-29T22:20:57.119766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENOV' from 'https://tdm.silogroup.org/data/derivative_storage/ENOV.csv'.
[2025-09-29T22:20:57.130517] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ENOV'.
[2025-09-29T22:20:57.131048] [INFO ] [FORECASTER] Starting predict_future for ENOV
[2025-09-29T22:20:57.158601] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:57.159511] [DEBUG] [LOCAL     ] No optimal features file found for ENOV: ./output/feature-sets/ENOV.txt
[2025-09-29T22:20:57.159595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:57.159632] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:57.159703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:57.159774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:57.179134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:57.179931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:57.180024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:57.180061] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:57.221875] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:57.222056] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:57.222100] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:57.222132] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:57.226670] [DEBUG] [FORECASTER] ENOV: Forecast T+1@11:T+2@11: UP (p=60.76%)
[2025-09-29T22:20:57.227162] [INFO ] [FORECASTER] Completed predict_future for ENOV
[2025-09-29T22:20:57.227349] [INFO ] [sig       ] ENOV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:57.394025] [INFO ] [LOCAL     ] Saved forecast: ENOV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ENOV.txt
[2025-09-29T22:20:57.394348] [WARN ] [sig       ] [692/2211] Failed ENOV after 0.3s | 4.39 sym/s | Total: 2.6m | ETA: 5.8m
[2025-09-29T22:20:57.394449] [INFO ] [sig       ] [693/2211] Forecasting ENR...
[2025-09-29T22:20:57.394552] [INFO ] [sig       ] Generating forecast for: ENR
[2025-09-29T22:20:57.394608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENR' from 'https://tdm.silogroup.org/data/derivative_storage/ENR.csv'.
[2025-09-29T22:20:57.400916] [WARN ] [REMOTE    ] Historical data not found for symbol 'ENR' (404).
[2025-09-29T22:20:57.401165] [FATAL] [sig       ] ENR: No historical data fetched.
[2025-09-29T22:20:57.401264] [WARN ] [sig       ] [693/2211] Failed ENR after 0.0s | 4.40 sym/s | Total: 2.6m | ETA: 5.8m
[2025-09-29T22:20:57.401337] [INFO ] [sig       ] [694/2211] Forecasting ENS...
[2025-09-29T22:20:57.401380] [INFO ] [sig       ] Generating forecast for: ENS
[2025-09-29T22:20:57.401414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-09-29T22:20:57.405497] [WARN ] [REMOTE    ] Historical data not found for symbol 'ENS' (404).
[2025-09-29T22:20:57.405743] [FATAL] [sig       ] ENS: No historical data fetched.
[2025-09-29T22:20:57.405831] [WARN ] [sig       ] [694/2211] Failed ENS after 0.0s | 4.40 sym/s | Total: 2.6m | ETA: 5.7m
[2025-09-29T22:20:57.405900] [INFO ] [sig       ] [695/2211] Forecasting ENVA...
[2025-09-29T22:20:57.405942] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-09-29T22:20:57.406001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-09-29T22:20:57.410036] [WARN ] [REMOTE    ] Historical data not found for symbol 'ENVA' (404).
[2025-09-29T22:20:57.410217] [FATAL] [sig       ] ENVA: No historical data fetched.
[2025-09-29T22:20:57.410336] [WARN ] [sig       ] [695/2211] Failed ENVA after 0.0s | 4.41 sym/s | Total: 2.6m | ETA: 5.7m
[2025-09-29T22:20:57.410578] [INFO ] [sig       ] [696/2211] Forecasting EOD...
[2025-09-29T22:20:57.410618] [INFO ] [sig       ] Generating forecast for: EOD
[2025-09-29T22:20:57.410684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-09-29T22:20:57.419834] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EOD'.
[2025-09-29T22:20:57.420238] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-09-29T22:20:57.448046] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:57.449017] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-09-29T22:20:57.449098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:57.449135] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:57.449164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:57.449221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:57.468294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:57.469042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:57.469132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:57.469166] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:57.508936] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:57.509100] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:57.509143] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:57.509210] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:57.514672] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: UP (p=95.89%)
[2025-09-29T22:20:57.514960] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-09-29T22:20:57.515099] [INFO ] [sig       ] EOD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:57.666230] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EOD.txt
[2025-09-29T22:20:57.666470] [WARN ] [sig       ] [696/2211] Failed EOD after 0.3s | 4.41 sym/s | Total: 2.6m | ETA: 5.7m
[2025-09-29T22:20:57.666550] [INFO ] [sig       ] [697/2211] Forecasting EOG...
[2025-09-29T22:20:57.666590] [INFO ] [sig       ] Generating forecast for: EOG
[2025-09-29T22:20:57.666621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-09-29T22:20:57.677901] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EOG'.
[2025-09-29T22:20:57.678270] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-09-29T22:20:57.704892] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:57.705759] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-09-29T22:20:57.705818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:57.705853] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:57.705881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:57.705939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:57.725509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:57.726207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:57.726296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:57.726332] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:57.764467] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:57.764626] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:57.764707] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:57.764751] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:57.768414] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=78.19%)
[2025-09-29T22:20:57.768783] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-09-29T22:20:57.768936] [INFO ] [sig       ] EOG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:57.933218] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EOG.txt
[2025-09-29T22:20:57.933477] [WARN ] [sig       ] [697/2211] Failed EOG after 0.3s | 4.41 sym/s | Total: 2.6m | ETA: 5.7m
[2025-09-29T22:20:57.933556] [INFO ] [sig       ] [698/2211] Forecasting EOI...
[2025-09-29T22:20:57.933596] [INFO ] [sig       ] Generating forecast for: EOI
[2025-09-29T22:20:57.933670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-09-29T22:20:57.944027] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EOI'.
[2025-09-29T22:20:57.944354] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-09-29T22:20:57.972191] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:57.973108] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-09-29T22:20:57.973172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:57.973218] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:57.973248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:57.973307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:57.992172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:57.992822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:57.992933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:57.992969] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:58.031554] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:58.031738] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:58.031793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:58.031828] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:58.035674] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: UP (p=67.55%)
[2025-09-29T22:20:58.035962] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-09-29T22:20:58.036147] [INFO ] [sig       ] EOI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:58.203744] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EOI.txt
[2025-09-29T22:20:58.203988] [WARN ] [sig       ] [698/2211] Failed EOI after 0.3s | 4.41 sym/s | Total: 2.6m | ETA: 5.7m
[2025-09-29T22:20:58.204067] [INFO ] [sig       ] [699/2211] Forecasting EOS...
[2025-09-29T22:20:58.204107] [INFO ] [sig       ] Generating forecast for: EOS
[2025-09-29T22:20:58.204141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-09-29T22:20:58.214577] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EOS'.
[2025-09-29T22:20:58.214945] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-09-29T22:20:58.243492] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:58.244339] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-09-29T22:20:58.244402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:58.244439] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:58.244468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:58.244527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:58.262940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:58.263531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:58.263618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:58.263693] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:58.300618] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:58.300771] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:58.300820] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:58.300851] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:58.304342] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=91.53%)
[2025-09-29T22:20:58.304752] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-09-29T22:20:58.304930] [INFO ] [sig       ] EOS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:58.460437] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EOS.txt
[2025-09-29T22:20:58.460728] [WARN ] [sig       ] [699/2211] Failed EOS after 0.3s | 4.40 sym/s | Total: 2.6m | ETA: 5.7m
[2025-09-29T22:20:58.460813] [INFO ] [sig       ] [700/2211] Forecasting EOT...
[2025-09-29T22:20:58.460862] [INFO ] [sig       ] Generating forecast for: EOT
[2025-09-29T22:20:58.460907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOT' from 'https://tdm.silogroup.org/data/derivative_storage/EOT.csv'.
[2025-09-29T22:20:58.471798] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EOT'.
[2025-09-29T22:20:58.472308] [INFO ] [FORECASTER] Starting predict_future for EOT
[2025-09-29T22:20:58.500153] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:58.501061] [DEBUG] [LOCAL     ] No optimal features file found for EOT: ./output/feature-sets/EOT.txt
[2025-09-29T22:20:58.501120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:58.501158] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:58.501188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:58.501248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:58.521803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:58.523101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:58.523261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:58.523328] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:58.573487] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:58.573716] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:58.573793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:58.573860] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:58.579263] [DEBUG] [FORECASTER] EOT: Forecast T+1@11:T+2@11: UP (p=79.39%)
[2025-09-29T22:20:58.579766] [INFO ] [FORECASTER] Completed predict_future for EOT
[2025-09-29T22:20:58.579970] [INFO ] [sig       ] EOT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:58.758495] [INFO ] [LOCAL     ] Saved forecast: EOT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EOT.txt
[2025-09-29T22:20:58.758760] [WARN ] [sig       ] [700/2211] Failed EOT after 0.3s | 4.40 sym/s | Total: 2.6m | ETA: 5.7m
[2025-09-29T22:20:58.758843] [INFO ] [sig       ] [701/2211] Forecasting EPAC...
[2025-09-29T22:20:58.758884] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-09-29T22:20:58.758917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-09-29T22:20:58.764368] [WARN ] [REMOTE    ] Historical data not found for symbol 'EPAC' (404).
[2025-09-29T22:20:58.764855] [FATAL] [sig       ] EPAC: No historical data fetched.
[2025-09-29T22:20:58.764961] [WARN ] [sig       ] [701/2211] Failed EPAC after 0.0s | 4.41 sym/s | Total: 2.7m | ETA: 5.7m
[2025-09-29T22:20:58.765070] [INFO ] [sig       ] [702/2211] Forecasting EPAM...
[2025-09-29T22:20:58.765114] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-09-29T22:20:58.765172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-09-29T22:20:58.777116] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EPAM'.
[2025-09-29T22:20:58.777621] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-09-29T22:20:58.808477] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:58.809378] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-09-29T22:20:58.809460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:58.809498] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:58.809529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:58.809594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:58.830134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:58.831021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:58.831118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:58.831154] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:58.873992] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:58.874159] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:58.874205] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:58.874237] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:58.878027] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: DOWN (p=32.60%)
[2025-09-29T22:20:58.878321] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-09-29T22:20:58.878462] [INFO ] [sig       ] EPAM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:59.038805] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EPAM.txt
[2025-09-29T22:20:59.039074] [WARN ] [sig       ] [702/2211] Failed EPAM after 0.3s | 4.41 sym/s | Total: 2.7m | ETA: 5.7m
[2025-09-29T22:20:59.039151] [INFO ] [sig       ] [703/2211] Forecasting EPC...
[2025-09-29T22:20:59.039192] [INFO ] [sig       ] Generating forecast for: EPC
[2025-09-29T22:20:59.039224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-09-29T22:20:59.049695] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EPC'.
[2025-09-29T22:20:59.050137] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-09-29T22:20:59.079002] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:59.079994] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-09-29T22:20:59.080053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:59.080090] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:59.080120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:59.080180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:59.100738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:59.101454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:59.101545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:59.101582] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:59.138544] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:59.138759] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:59.138816] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:59.138850] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:59.142662] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-09-29T22:20:59.142971] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-09-29T22:20:59.143124] [INFO ] [sig       ] EPC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:59.295250] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EPC.txt
[2025-09-29T22:20:59.295490] [WARN ] [sig       ] [703/2211] Failed EPC after 0.3s | 4.41 sym/s | Total: 2.7m | ETA: 5.7m
[2025-09-29T22:20:59.295568] [INFO ] [sig       ] [704/2211] Forecasting EPD...
[2025-09-29T22:20:59.295618] [INFO ] [sig       ] Generating forecast for: EPD
[2025-09-29T22:20:59.295680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-09-29T22:20:59.306753] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EPD'.
[2025-09-29T22:20:59.307116] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-09-29T22:20:59.333896] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:59.334677] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-09-29T22:20:59.334737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:59.334774] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:59.334850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:59.334919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:59.354444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:59.355192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:59.355280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:59.355316] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:59.393589] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:59.393758] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:59.393816] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:59.393853] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:59.397425] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: UP (p=73.98%)
[2025-09-29T22:20:59.397755] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-09-29T22:20:59.397899] [INFO ] [sig       ] EPD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:20:59.552416] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EPD.txt
[2025-09-29T22:20:59.552673] [WARN ] [sig       ] [704/2211] Failed EPD after 0.3s | 4.41 sym/s | Total: 2.7m | ETA: 5.7m
[2025-09-29T22:20:59.552778] [INFO ] [sig       ] [705/2211] Forecasting EPR...
[2025-09-29T22:20:59.552819] [INFO ] [sig       ] Generating forecast for: EPR
[2025-09-29T22:20:59.552853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPR' from 'https://tdm.silogroup.org/data/derivative_storage/EPR.csv'.
[2025-09-29T22:20:59.563478] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EPR'.
[2025-09-29T22:20:59.563896] [INFO ] [FORECASTER] Starting predict_future for EPR
[2025-09-29T22:20:59.590420] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:59.591249] [DEBUG] [LOCAL     ] No optimal features file found for EPR: ./output/feature-sets/EPR.txt
[2025-09-29T22:20:59.591312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:59.591350] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:59.591382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:59.591444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:59.610105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:59.610743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:59.610832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:59.610867] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:59.649323] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:59.649485] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:59.649533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:59.649573] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:59.653401] [DEBUG] [FORECASTER] EPR: Forecast T+1@11:T+2@11: DOWN (p=45.50%)
[2025-09-29T22:20:59.653779] [INFO ] [FORECASTER] Completed predict_future for EPR
[2025-09-29T22:20:59.653927] [INFO ] [sig       ] EPR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:20:59.809775] [INFO ] [LOCAL     ] Saved forecast: EPR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EPR.txt
[2025-09-29T22:20:59.810012] [WARN ] [sig       ] [705/2211] Failed EPR after 0.3s | 4.40 sym/s | Total: 2.7m | ETA: 5.7m
[2025-09-29T22:20:59.810092] [INFO ] [sig       ] [706/2211] Forecasting EPRT...
[2025-09-29T22:20:59.810134] [INFO ] [sig       ] Generating forecast for: EPRT
[2025-09-29T22:20:59.810169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPRT' from 'https://tdm.silogroup.org/data/derivative_storage/EPRT.csv'.
[2025-09-29T22:20:59.821057] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EPRT'.
[2025-09-29T22:20:59.821467] [INFO ] [FORECASTER] Starting predict_future for EPRT
[2025-09-29T22:20:59.849034] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:20:59.849931] [DEBUG] [LOCAL     ] No optimal features file found for EPRT: ./output/feature-sets/EPRT.txt
[2025-09-29T22:20:59.849995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:20:59.850035] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:20:59.850073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:20:59.850134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:20:59.868611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:20:59.869480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:20:59.869569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:20:59.869604] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:20:59.902000] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:20:59.902128] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:20:59.902169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:20:59.902205] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:20:59.905704] [DEBUG] [FORECASTER] EPRT: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2025-09-29T22:20:59.905984] [INFO ] [FORECASTER] Completed predict_future for EPRT
[2025-09-29T22:20:59.906121] [INFO ] [sig       ] EPRT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:00.068492] [INFO ] [LOCAL     ] Saved forecast: EPRT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EPRT.txt
[2025-09-29T22:21:00.068760] [WARN ] [sig       ] [706/2211] Failed EPRT after 0.3s | 4.40 sym/s | Total: 2.7m | ETA: 5.7m
[2025-09-29T22:21:00.068840] [INFO ] [sig       ] [707/2211] Forecasting EQBK...
[2025-09-29T22:21:00.068880] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-09-29T22:21:00.068913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-09-29T22:21:00.078496] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EQBK'.
[2025-09-29T22:21:00.078829] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-09-29T22:21:00.106417] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:00.107476] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-09-29T22:21:00.107536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:00.107574] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:00.107604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:00.107702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:00.127955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:00.128568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:00.128862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:00.128930] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:00.157826] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:00.158374] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:00.159077] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:00.159131] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:00.163190] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2025-09-29T22:21:00.163510] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-09-29T22:21:00.166685] [INFO ] [sig       ] EQBK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:00.344020] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EQBK.txt
[2025-09-29T22:21:00.344275] [WARN ] [sig       ] [707/2211] Failed EQBK after 0.3s | 4.40 sym/s | Total: 2.7m | ETA: 5.7m
[2025-09-29T22:21:00.344357] [INFO ] [sig       ] [708/2211] Forecasting EQH...
[2025-09-29T22:21:00.344400] [INFO ] [sig       ] Generating forecast for: EQH
[2025-09-29T22:21:00.344434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-09-29T22:21:00.348866] [WARN ] [REMOTE    ] Historical data not found for symbol 'EQH' (404).
[2025-09-29T22:21:00.349059] [FATAL] [sig       ] EQH: No historical data fetched.
[2025-09-29T22:21:00.349149] [WARN ] [sig       ] [708/2211] Failed EQH after 0.0s | 4.41 sym/s | Total: 2.7m | ETA: 5.7m
[2025-09-29T22:21:00.349219] [INFO ] [sig       ] [709/2211] Forecasting EQNR...
[2025-09-29T22:21:00.349259] [INFO ] [sig       ] Generating forecast for: EQNR
[2025-09-29T22:21:00.349291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQNR' from 'https://tdm.silogroup.org/data/derivative_storage/EQNR.csv'.
[2025-09-29T22:21:00.358664] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EQNR'.
[2025-09-29T22:21:00.359093] [INFO ] [FORECASTER] Starting predict_future for EQNR
[2025-09-29T22:21:00.385967] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:00.386768] [DEBUG] [LOCAL     ] No optimal features file found for EQNR: ./output/feature-sets/EQNR.txt
[2025-09-29T22:21:00.386826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:00.386862] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:00.386891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:00.386950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:00.407712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:00.408495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:00.408611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:00.408688] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:00.437671] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:00.437812] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:00.437853] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:00.437885] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:00.441583] [DEBUG] [FORECASTER] EQNR: Forecast T+1@11:T+2@11: DOWN (p=16.50%)
[2025-09-29T22:21:00.441914] [INFO ] [FORECASTER] Completed predict_future for EQNR
[2025-09-29T22:21:00.442059] [INFO ] [sig       ] EQNR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:00.596720] [INFO ] [LOCAL     ] Saved forecast: EQNR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EQNR.txt
[2025-09-29T22:21:00.596987] [WARN ] [sig       ] [709/2211] Failed EQNR after 0.2s | 4.41 sym/s | Total: 2.7m | ETA: 5.7m
[2025-09-29T22:21:00.597102] [INFO ] [sig       ] [710/2211] Forecasting EQR...
[2025-09-29T22:21:00.597169] [INFO ] [sig       ] Generating forecast for: EQR
[2025-09-29T22:21:00.597212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQR' from 'https://tdm.silogroup.org/data/derivative_storage/EQR.csv'.
[2025-09-29T22:21:00.606395] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EQR'.
[2025-09-29T22:21:00.606720] [INFO ] [FORECASTER] Starting predict_future for EQR
[2025-09-29T22:21:00.632908] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:00.633707] [DEBUG] [LOCAL     ] No optimal features file found for EQR: ./output/feature-sets/EQR.txt
[2025-09-29T22:21:00.633764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:00.633799] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:00.633828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:00.633884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:00.653404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:00.654117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:00.654208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:00.654249] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:00.681942] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:00.682046] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:00.682087] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:00.682119] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:00.685630] [DEBUG] [FORECASTER] EQR: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2025-09-29T22:21:00.685946] [INFO ] [FORECASTER] Completed predict_future for EQR
[2025-09-29T22:21:00.686085] [INFO ] [sig       ] EQR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:00.848842] [INFO ] [LOCAL     ] Saved forecast: EQR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EQR.txt
[2025-09-29T22:21:00.849083] [WARN ] [sig       ] [710/2211] Failed EQR after 0.3s | 4.41 sym/s | Total: 2.7m | ETA: 5.7m
[2025-09-29T22:21:00.849166] [INFO ] [sig       ] [711/2211] Forecasting EQT...
[2025-09-29T22:21:00.849208] [INFO ] [sig       ] Generating forecast for: EQT
[2025-09-29T22:21:00.849244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQT' from 'https://tdm.silogroup.org/data/derivative_storage/EQT.csv'.
[2025-09-29T22:21:00.859166] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EQT'.
[2025-09-29T22:21:00.859487] [INFO ] [FORECASTER] Starting predict_future for EQT
[2025-09-29T22:21:00.887163] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:00.888179] [DEBUG] [LOCAL     ] No optimal features file found for EQT: ./output/feature-sets/EQT.txt
[2025-09-29T22:21:00.888253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:00.888321] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:00.888358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:00.888419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:00.908069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:00.909117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:00.909284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:00.909341] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:00.938032] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:00.938172] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:00.938214] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:00.938246] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:00.941759] [DEBUG] [FORECASTER] EQT: Forecast T+1@11:T+2@11: UP (p=99.70%)
[2025-09-29T22:21:00.942076] [INFO ] [FORECASTER] Completed predict_future for EQT
[2025-09-29T22:21:00.942210] [INFO ] [sig       ] EQT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:01.094357] [INFO ] [LOCAL     ] Saved forecast: EQT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EQT.txt
[2025-09-29T22:21:01.094633] [WARN ] [sig       ] [711/2211] Failed EQT after 0.2s | 4.41 sym/s | Total: 2.7m | ETA: 5.7m
[2025-09-29T22:21:01.094739] [INFO ] [sig       ] [712/2211] Forecasting EQV...
[2025-09-29T22:21:01.094780] [INFO ] [sig       ] Generating forecast for: EQV
[2025-09-29T22:21:01.094814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQV' from 'https://tdm.silogroup.org/data/derivative_storage/EQV.csv'.
[2025-09-29T22:21:01.104605] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EQV'.
[2025-09-29T22:21:01.105052] [INFO ] [FORECASTER] Starting predict_future for EQV
[2025-09-29T22:21:01.132259] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:01.133133] [DEBUG] [LOCAL     ] No optimal features file found for EQV: ./output/feature-sets/EQV.txt
[2025-09-29T22:21:01.133191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:01.133228] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:01.133258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:01.133318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:01.152084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:01.153042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:01.153137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:01.153173] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:01.186149] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:01.186325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:01.186371] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:01.186403] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:01.190095] [DEBUG] [FORECASTER] EQV: Forecast T+1@11:T+2@11: UP (p=57.92%)
[2025-09-29T22:21:01.190408] [INFO ] [FORECASTER] Completed predict_future for EQV
[2025-09-29T22:21:01.190550] [INFO ] [sig       ] EQV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:01.351705] [INFO ] [LOCAL     ] Saved forecast: EQV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EQV.txt
[2025-09-29T22:21:01.351932] [WARN ] [sig       ] [712/2211] Failed EQV after 0.3s | 4.41 sym/s | Total: 2.7m | ETA: 5.7m
[2025-09-29T22:21:01.352011] [INFO ] [sig       ] [713/2211] Forecasting ERJ...
[2025-09-29T22:21:01.352051] [INFO ] [sig       ] Generating forecast for: ERJ
[2025-09-29T22:21:01.352083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERJ' from 'https://tdm.silogroup.org/data/derivative_storage/ERJ.csv'.
[2025-09-29T22:21:01.362537] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ERJ'.
[2025-09-29T22:21:01.362907] [INFO ] [FORECASTER] Starting predict_future for ERJ
[2025-09-29T22:21:01.390256] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:01.391133] [DEBUG] [LOCAL     ] No optimal features file found for ERJ: ./output/feature-sets/ERJ.txt
[2025-09-29T22:21:01.391191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:01.391226] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:01.391256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:01.391316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:01.409542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:01.410190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:01.410292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:01.410329] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:01.447858] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:01.448000] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:01.448046] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:01.448088] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:01.451568] [DEBUG] [FORECASTER] ERJ: Forecast T+1@11:T+2@11: UP (p=72.38%)
[2025-09-29T22:21:01.451885] [INFO ] [FORECASTER] Completed predict_future for ERJ
[2025-09-29T22:21:01.452031] [INFO ] [sig       ] ERJ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:01.609231] [INFO ] [LOCAL     ] Saved forecast: ERJ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ERJ.txt
[2025-09-29T22:21:01.609506] [WARN ] [sig       ] [713/2211] Failed ERJ after 0.3s | 4.41 sym/s | Total: 2.7m | ETA: 5.7m
[2025-09-29T22:21:01.609590] [INFO ] [sig       ] [714/2211] Forecasting ERO...
[2025-09-29T22:21:01.609634] [INFO ] [sig       ] Generating forecast for: ERO
[2025-09-29T22:21:01.609717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-09-29T22:21:01.620994] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ERO'.
[2025-09-29T22:21:01.621442] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-09-29T22:21:01.648785] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:01.649631] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-09-29T22:21:01.649721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:01.649761] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:01.649792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:01.649852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:01.668795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:01.669487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:01.669578] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:01.669615] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:01.705275] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:01.705432] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:01.705478] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:01.705510] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:01.709183] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=69.51%)
[2025-09-29T22:21:01.709467] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-09-29T22:21:01.709602] [INFO ] [sig       ] ERO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:01.863086] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ERO.txt
[2025-09-29T22:21:01.863361] [WARN ] [sig       ] [714/2211] Failed ERO after 0.3s | 4.40 sym/s | Total: 2.7m | ETA: 5.7m
[2025-09-29T22:21:01.863440] [INFO ] [sig       ] [715/2211] Forecasting ES...
[2025-09-29T22:21:01.863484] [INFO ] [sig       ] Generating forecast for: ES
[2025-09-29T22:21:01.863522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-09-29T22:21:01.873611] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ES'.
[2025-09-29T22:21:01.873962] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-09-29T22:21:01.901224] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:01.902042] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-09-29T22:21:01.902119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:01.902157] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:01.902189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:01.902250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:01.920991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:01.921796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:01.921888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:01.921922] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:01.951932] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:01.952066] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:01.952112] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:01.952144] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:01.956266] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: UP (p=70.90%)
[2025-09-29T22:21:01.956568] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-09-29T22:21:01.956742] [INFO ] [sig       ] ES: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:02.127297] [INFO ] [LOCAL     ] Saved forecast: ES	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ES.txt
[2025-09-29T22:21:02.127600] [WARN ] [sig       ] [715/2211] Failed ES after 0.3s | 4.40 sym/s | Total: 2.7m | ETA: 5.7m
[2025-09-29T22:21:02.127706] [INFO ] [sig       ] [716/2211] Forecasting ESAB...
[2025-09-29T22:21:02.127749] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-09-29T22:21:02.127782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-09-29T22:21:02.138203] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ESAB'.
[2025-09-29T22:21:02.138549] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-09-29T22:21:02.166992] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:02.167975] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-09-29T22:21:02.168034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:02.168071] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:02.168103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:02.168165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:02.188609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:02.189314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:02.189403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:02.189439] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:02.222244] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:02.222429] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:02.222485] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:02.222518] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:02.226418] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=26.37%)
[2025-09-29T22:21:02.226771] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-09-29T22:21:02.226926] [INFO ] [sig       ] ESAB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:02.374963] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ESAB.txt
[2025-09-29T22:21:02.375239] [WARN ] [sig       ] [716/2211] Failed ESAB after 0.2s | 4.40 sym/s | Total: 2.7m | ETA: 5.7m
[2025-09-29T22:21:02.375320] [INFO ] [sig       ] [717/2211] Forecasting ESE...
[2025-09-29T22:21:02.375360] [INFO ] [sig       ] Generating forecast for: ESE
[2025-09-29T22:21:02.375404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-09-29T22:21:02.385329] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ESE'.
[2025-09-29T22:21:02.385634] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-09-29T22:21:02.412133] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:02.413085] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-09-29T22:21:02.413145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:02.413179] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:02.413207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:02.413265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:02.433197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:02.433896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:02.433983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:02.434018] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:02.472579] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:02.472722] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:02.472772] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:02.472804] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:02.476633] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: UP (p=87.02%)
[2025-09-29T22:21:02.477128] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-09-29T22:21:02.477289] [INFO ] [sig       ] ESE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:02.630282] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ESE.txt
[2025-09-29T22:21:02.630502] [WARN ] [sig       ] [717/2211] Failed ESE after 0.3s | 4.40 sym/s | Total: 2.7m | ETA: 5.7m
[2025-09-29T22:21:02.630580] [INFO ] [sig       ] [718/2211] Forecasting ESI...
[2025-09-29T22:21:02.630625] [INFO ] [sig       ] Generating forecast for: ESI
[2025-09-29T22:21:02.630693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-09-29T22:21:02.641433] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ESI'.
[2025-09-29T22:21:02.641782] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-09-29T22:21:02.671357] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:02.672144] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-09-29T22:21:02.672201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:02.672235] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:02.672264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:02.672321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:02.693262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:02.693960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:02.694047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:02.694082] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:02.732254] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:02.732369] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:02.732408] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:02.732438] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:02.735806] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: UP (p=96.16%)
[2025-09-29T22:21:02.736075] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-09-29T22:21:02.736229] [INFO ] [sig       ] ESI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:02.902185] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ESI.txt
[2025-09-29T22:21:02.902445] [WARN ] [sig       ] [718/2211] Failed ESI after 0.3s | 4.40 sym/s | Total: 2.7m | ETA: 5.7m
[2025-09-29T22:21:02.902528] [INFO ] [sig       ] [719/2211] Forecasting ESNT...
[2025-09-29T22:21:02.902569] [INFO ] [sig       ] Generating forecast for: ESNT
[2025-09-29T22:21:02.902602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESNT' from 'https://tdm.silogroup.org/data/derivative_storage/ESNT.csv'.
[2025-09-29T22:21:02.914106] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ESNT'.
[2025-09-29T22:21:02.914602] [INFO ] [FORECASTER] Starting predict_future for ESNT
[2025-09-29T22:21:02.942817] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:02.943608] [DEBUG] [LOCAL     ] No optimal features file found for ESNT: ./output/feature-sets/ESNT.txt
[2025-09-29T22:21:02.943694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:02.943742] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:02.943772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:02.943831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:02.966082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:02.966718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:02.966806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:02.966842] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:03.002844] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:03.002942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:03.002978] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:03.003008] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:03.007381] [DEBUG] [FORECASTER] ESNT: Forecast T+1@11:T+2@11: DOWN (p=19.58%)
[2025-09-29T22:21:03.007707] [INFO ] [FORECASTER] Completed predict_future for ESNT
[2025-09-29T22:21:03.007881] [INFO ] [sig       ] ESNT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:03.172784] [INFO ] [LOCAL     ] Saved forecast: ESNT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ESNT.txt
[2025-09-29T22:21:03.173059] [WARN ] [sig       ] [719/2211] Failed ESNT after 0.3s | 4.40 sym/s | Total: 2.7m | ETA: 5.7m
[2025-09-29T22:21:03.173145] [INFO ] [sig       ] [720/2211] Forecasting ESRT...
[2025-09-29T22:21:03.173192] [INFO ] [sig       ] Generating forecast for: ESRT
[2025-09-29T22:21:03.173228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESRT' from 'https://tdm.silogroup.org/data/derivative_storage/ESRT.csv'.
[2025-09-29T22:21:03.184042] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ESRT'.
[2025-09-29T22:21:03.184405] [INFO ] [FORECASTER] Starting predict_future for ESRT
[2025-09-29T22:21:03.212252] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:03.213082] [DEBUG] [LOCAL     ] No optimal features file found for ESRT: ./output/feature-sets/ESRT.txt
[2025-09-29T22:21:03.213160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:03.213198] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:03.213227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:03.213288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:03.234194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:03.234813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:03.234897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:03.234952] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:03.272450] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:03.272545] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:03.272583] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:03.272612] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:03.275818] [DEBUG] [FORECASTER] ESRT: Forecast T+1@11:T+2@11: UP (p=55.17%)
[2025-09-29T22:21:03.276119] [INFO ] [FORECASTER] Completed predict_future for ESRT
[2025-09-29T22:21:03.276258] [INFO ] [sig       ] ESRT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:03.433414] [INFO ] [LOCAL     ] Saved forecast: ESRT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ESRT.txt
[2025-09-29T22:21:03.433686] [WARN ] [sig       ] [720/2211] Failed ESRT after 0.3s | 4.40 sym/s | Total: 2.7m | ETA: 5.6m
[2025-09-29T22:21:03.433767] [INFO ] [sig       ] [721/2211] Forecasting ESS...
[2025-09-29T22:21:03.433807] [INFO ] [sig       ] Generating forecast for: ESS
[2025-09-29T22:21:03.433876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESS' from 'https://tdm.silogroup.org/data/derivative_storage/ESS.csv'.
[2025-09-29T22:21:03.444586] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ESS'.
[2025-09-29T22:21:03.444966] [INFO ] [FORECASTER] Starting predict_future for ESS
[2025-09-29T22:21:03.472060] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:03.472869] [DEBUG] [LOCAL     ] No optimal features file found for ESS: ./output/feature-sets/ESS.txt
[2025-09-29T22:21:03.472927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:03.472961] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:03.472990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:03.473048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:03.493069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:03.493678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:03.493766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:03.493801] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:03.532610] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:03.532734] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:03.532789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:03.532831] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:03.536200] [DEBUG] [FORECASTER] ESS: Forecast T+1@11:T+2@11: UP (p=94.55%)
[2025-09-29T22:21:03.536490] [INFO ] [FORECASTER] Completed predict_future for ESS
[2025-09-29T22:21:03.536664] [INFO ] [sig       ] ESS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:03.692351] [INFO ] [LOCAL     ] Saved forecast: ESS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ESS.txt
[2025-09-29T22:21:03.692561] [WARN ] [sig       ] [721/2211] Failed ESS after 0.3s | 4.40 sym/s | Total: 2.7m | ETA: 5.6m
[2025-09-29T22:21:03.692665] [INFO ] [sig       ] [722/2211] Forecasting ESTC...
[2025-09-29T22:21:03.692724] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-09-29T22:21:03.692768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-09-29T22:21:03.702925] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ESTC'.
[2025-09-29T22:21:03.703240] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-09-29T22:21:03.730256] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:03.731036] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-09-29T22:21:03.731149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:03.731197] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:03.731227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:03.731286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:03.752288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:03.753037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:03.753129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:03.753167] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:03.790625] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:03.790764] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:03.790807] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:03.790838] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:03.794205] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: DOWN (p=45.48%)
[2025-09-29T22:21:03.794480] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-09-29T22:21:03.794669] [INFO ] [sig       ] ESTC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:03.952105] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ESTC.txt
[2025-09-29T22:21:03.952373] [WARN ] [sig       ] [722/2211] Failed ESTC after 0.3s | 4.40 sym/s | Total: 2.7m | ETA: 5.6m
[2025-09-29T22:21:03.952452] [INFO ] [sig       ] [723/2211] Forecasting ET...
[2025-09-29T22:21:03.952492] [INFO ] [sig       ] Generating forecast for: ET
[2025-09-29T22:21:03.952525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ET' from 'https://tdm.silogroup.org/data/derivative_storage/ET.csv'.
[2025-09-29T22:21:03.964517] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ET'.
[2025-09-29T22:21:03.964973] [INFO ] [FORECASTER] Starting predict_future for ET
[2025-09-29T22:21:03.993809] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:03.994596] [DEBUG] [LOCAL     ] No optimal features file found for ET: ./output/feature-sets/ET.txt
[2025-09-29T22:21:03.994690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:03.994759] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:03.994844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:03.994931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:04.015377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:04.016049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:04.016149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:04.016205] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:04.048492] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:04.048627] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:04.048711] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:04.048760] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:04.052275] [DEBUG] [FORECASTER] ET: Forecast T+1@11:T+2@11: UP (p=99.76%)
[2025-09-29T22:21:04.052571] [INFO ] [FORECASTER] Completed predict_future for ET
[2025-09-29T22:21:04.052745] [INFO ] [sig       ] ET: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:04.206696] [INFO ] [LOCAL     ] Saved forecast: ET	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ET.txt
[2025-09-29T22:21:04.206944] [WARN ] [sig       ] [723/2211] Failed ET after 0.3s | 4.40 sym/s | Total: 2.7m | ETA: 5.6m
[2025-09-29T22:21:04.207022] [INFO ] [sig       ] [724/2211] Forecasting ETB...
[2025-09-29T22:21:04.207093] [INFO ] [sig       ] Generating forecast for: ETB
[2025-09-29T22:21:04.207147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-09-29T22:21:04.218775] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ETB'.
[2025-09-29T22:21:04.219104] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-09-29T22:21:04.245928] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:04.246762] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-09-29T22:21:04.246827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:04.246864] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:04.246895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:04.246955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:04.265865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:04.266488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:04.266577] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:04.266617] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:04.297983] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:04.298102] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:04.298140] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:04.298170] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:04.301496] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=6.08%)
[2025-09-29T22:21:04.301822] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-09-29T22:21:04.301971] [INFO ] [sig       ] ETB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:04.458898] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ETB.txt
[2025-09-29T22:21:04.459156] [WARN ] [sig       ] [724/2211] Failed ETB after 0.3s | 4.40 sym/s | Total: 2.7m | ETA: 5.6m
[2025-09-29T22:21:04.459241] [INFO ] [sig       ] [725/2211] Forecasting ETD...
[2025-09-29T22:21:04.459282] [INFO ] [sig       ] Generating forecast for: ETD
[2025-09-29T22:21:04.459316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-09-29T22:21:04.469878] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ETD'.
[2025-09-29T22:21:04.470241] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-09-29T22:21:04.497162] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:04.498070] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-09-29T22:21:04.498137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:04.498174] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:04.498202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:04.498259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:04.517117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:04.517998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:04.518106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:04.518143] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:04.556863] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:04.557038] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:04.557124] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:04.557579] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:04.561409] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=0.73%)
[2025-09-29T22:21:04.561848] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-09-29T22:21:04.562074] [INFO ] [sig       ] ETD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:04.744888] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ETD.txt
[2025-09-29T22:21:04.745146] [WARN ] [sig       ] [725/2211] Failed ETD after 0.3s | 4.39 sym/s | Total: 2.7m | ETA: 5.6m
[2025-09-29T22:21:04.745227] [INFO ] [sig       ] [726/2211] Forecasting ETG...
[2025-09-29T22:21:04.745268] [INFO ] [sig       ] Generating forecast for: ETG
[2025-09-29T22:21:04.745301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-09-29T22:21:04.756295] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ETG'.
[2025-09-29T22:21:04.756760] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-09-29T22:21:04.783339] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:04.784209] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-09-29T22:21:04.784271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:04.784309] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:04.784340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:04.784401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:04.801940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:04.802550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:04.802637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:04.802713] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:04.839823] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:04.840011] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:04.840061] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:04.840091] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:04.843813] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: DOWN (p=28.06%)
[2025-09-29T22:21:04.844172] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-09-29T22:21:04.844348] [INFO ] [sig       ] ETG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:04.997053] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ETG.txt
[2025-09-29T22:21:04.997356] [WARN ] [sig       ] [726/2211] Failed ETG after 0.3s | 4.39 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:04.997451] [INFO ] [sig       ] [727/2211] Forecasting ETJ...
[2025-09-29T22:21:04.997498] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-09-29T22:21:04.997532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-09-29T22:21:05.008633] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ETJ'.
[2025-09-29T22:21:05.009009] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-09-29T22:21:05.034205] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:05.035020] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-09-29T22:21:05.035076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:05.035110] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:05.035139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:05.035198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:05.053000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:05.053561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:05.053665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:05.053721] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:05.090738] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:05.090896] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:05.090940] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:05.090972] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:05.094424] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=56.24%)
[2025-09-29T22:21:05.094755] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-09-29T22:21:05.094908] [INFO ] [sig       ] ETJ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:05.242484] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ETJ.txt
[2025-09-29T22:21:05.242770] [WARN ] [sig       ] [727/2211] Failed ETJ after 0.2s | 4.39 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:05.242854] [INFO ] [sig       ] [728/2211] Forecasting ETN...
[2025-09-29T22:21:05.242902] [INFO ] [sig       ] Generating forecast for: ETN
[2025-09-29T22:21:05.242938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-09-29T22:21:05.253916] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ETN'.
[2025-09-29T22:21:05.254382] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-09-29T22:21:05.281893] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:05.282765] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-09-29T22:21:05.282824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:05.282860] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:05.282888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:05.282947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:05.301833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:05.302494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:05.302582] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:05.302618] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:05.336286] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:05.336456] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:05.336502] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:05.336568] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:05.340238] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-09-29T22:21:05.340525] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-09-29T22:21:05.340693] [INFO ] [sig       ] ETN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:05.496745] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ETN.txt
[2025-09-29T22:21:05.496989] [WARN ] [sig       ] [728/2211] Failed ETN after 0.3s | 4.39 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:05.497096] [INFO ] [sig       ] [729/2211] Forecasting ETO...
[2025-09-29T22:21:05.497150] [INFO ] [sig       ] Generating forecast for: ETO
[2025-09-29T22:21:05.497186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-09-29T22:21:05.511419] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ETO'.
[2025-09-29T22:21:05.512025] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-09-29T22:21:05.542266] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:05.543241] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-09-29T22:21:05.543318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:05.543381] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:05.543422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:05.543485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:05.565236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:05.566087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:05.566182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:05.566219] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:05.604575] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:05.604803] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:05.604861] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:05.604901] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:05.608759] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=96.08%)
[2025-09-29T22:21:05.609079] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-09-29T22:21:05.609229] [INFO ] [sig       ] ETO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:05.775452] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ETO.txt
[2025-09-29T22:21:05.775743] [WARN ] [sig       ] [729/2211] Failed ETO after 0.3s | 4.39 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:05.775835] [INFO ] [sig       ] [730/2211] Forecasting ETR...
[2025-09-29T22:21:05.775882] [INFO ] [sig       ] Generating forecast for: ETR
[2025-09-29T22:21:05.775927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETR' from 'https://tdm.silogroup.org/data/derivative_storage/ETR.csv'.
[2025-09-29T22:21:05.788346] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ETR'.
[2025-09-29T22:21:05.788861] [INFO ] [FORECASTER] Starting predict_future for ETR
[2025-09-29T22:21:05.816245] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:05.817229] [DEBUG] [LOCAL     ] No optimal features file found for ETR: ./output/feature-sets/ETR.txt
[2025-09-29T22:21:05.817292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:05.817329] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:05.817359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:05.817419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:05.835912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:05.836555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:05.836666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:05.836722] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:05.877535] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:05.877730] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:05.877786] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:05.877818] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:05.881434] [DEBUG] [FORECASTER] ETR: Forecast T+1@11:T+2@11: DOWN (p=40.00%)
[2025-09-29T22:21:05.881843] [INFO ] [FORECASTER] Completed predict_future for ETR
[2025-09-29T22:21:05.882046] [INFO ] [sig       ] ETR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:06.046378] [INFO ] [LOCAL     ] Saved forecast: ETR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ETR.txt
[2025-09-29T22:21:06.046628] [WARN ] [sig       ] [730/2211] Failed ETR after 0.3s | 4.39 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:06.046731] [INFO ] [sig       ] [731/2211] Forecasting ETV...
[2025-09-29T22:21:06.046772] [INFO ] [sig       ] Generating forecast for: ETV
[2025-09-29T22:21:06.046806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETV' from 'https://tdm.silogroup.org/data/derivative_storage/ETV.csv'.
[2025-09-29T22:21:06.058603] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ETV'.
[2025-09-29T22:21:06.059091] [INFO ] [FORECASTER] Starting predict_future for ETV
[2025-09-29T22:21:06.088373] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:06.089442] [DEBUG] [LOCAL     ] No optimal features file found for ETV: ./output/feature-sets/ETV.txt
[2025-09-29T22:21:06.089504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:06.089540] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:06.089568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:06.089628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:06.108914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:06.109694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:06.109789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:06.109825] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:06.151958] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:06.152124] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:06.152197] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:06.152271] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:06.156040] [DEBUG] [FORECASTER] ETV: Forecast T+1@11:T+2@11: DOWN (p=0.54%)
[2025-09-29T22:21:06.156331] [INFO ] [FORECASTER] Completed predict_future for ETV
[2025-09-29T22:21:06.156479] [INFO ] [sig       ] ETV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:06.313473] [INFO ] [LOCAL     ] Saved forecast: ETV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ETV.txt
[2025-09-29T22:21:06.313767] [WARN ] [sig       ] [731/2211] Failed ETV after 0.3s | 4.39 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:06.313851] [INFO ] [sig       ] [732/2211] Forecasting ETW...
[2025-09-29T22:21:06.313892] [INFO ] [sig       ] Generating forecast for: ETW
[2025-09-29T22:21:06.313926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETW' from 'https://tdm.silogroup.org/data/derivative_storage/ETW.csv'.
[2025-09-29T22:21:06.323804] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ETW'.
[2025-09-29T22:21:06.324145] [INFO ] [FORECASTER] Starting predict_future for ETW
[2025-09-29T22:21:06.351840] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:06.352658] [DEBUG] [LOCAL     ] No optimal features file found for ETW: ./output/feature-sets/ETW.txt
[2025-09-29T22:21:06.352724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:06.352761] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:06.352790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:06.352859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:06.373041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:06.374069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:06.374175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:06.374270] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:06.419995] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:06.420197] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:06.420258] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:06.420301] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:06.424286] [DEBUG] [FORECASTER] ETW: Forecast T+1@11:T+2@11: UP (p=60.06%)
[2025-09-29T22:21:06.424676] [INFO ] [FORECASTER] Completed predict_future for ETW
[2025-09-29T22:21:06.424845] [INFO ] [sig       ] ETW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:06.596559] [INFO ] [LOCAL     ] Saved forecast: ETW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ETW.txt
[2025-09-29T22:21:06.596793] [WARN ] [sig       ] [732/2211] Failed ETW after 0.3s | 4.39 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:06.596896] [INFO ] [sig       ] [733/2211] Forecasting ETX...
[2025-09-29T22:21:06.596936] [INFO ] [sig       ] Generating forecast for: ETX
[2025-09-29T22:21:06.596969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETX' from 'https://tdm.silogroup.org/data/derivative_storage/ETX.csv'.
[2025-09-29T22:21:06.609947] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'ETX'.
[2025-09-29T22:21:06.610500] [INFO ] [FORECASTER] Starting predict_future for ETX
[2025-09-29T22:21:06.653822] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:06.655016] [DEBUG] [LOCAL     ] No optimal features file found for ETX: ./output/feature-sets/ETX.txt
[2025-09-29T22:21:06.655091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:06.655163] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:06.655222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:06.655318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:06.686080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:06.687301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:06.687423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:06.687487] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:06.743682] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:06.743881] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:06.743953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:06.744020] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:06.748366] [DEBUG] [FORECASTER] ETX: Forecast T+1@11:T+2@11: DOWN (p=7.45%)
[2025-09-29T22:21:06.748738] [INFO ] [FORECASTER] Completed predict_future for ETX
[2025-09-29T22:21:06.748901] [INFO ] [sig       ] ETX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:06.905710] [INFO ] [LOCAL     ] Saved forecast: ETX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ETX.txt
[2025-09-29T22:21:06.905989] [WARN ] [sig       ] [733/2211] Failed ETX after 0.3s | 4.39 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:06.906071] [INFO ] [sig       ] [734/2211] Forecasting ETY...
[2025-09-29T22:21:06.906141] [INFO ] [sig       ] Generating forecast for: ETY
[2025-09-29T22:21:06.906203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-09-29T22:21:06.919235] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ETY'.
[2025-09-29T22:21:06.919688] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-09-29T22:21:06.947488] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:06.948366] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-09-29T22:21:06.948425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:06.948463] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:06.948493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:06.948554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:06.968731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:06.969632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:06.969762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:06.969810] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:07.008857] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:07.009091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:07.009154] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:07.009189] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:07.013885] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=50.04%)
[2025-09-29T22:21:07.014166] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-09-29T22:21:07.014313] [INFO ] [sig       ] ETY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:07.169632] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ETY.txt
[2025-09-29T22:21:07.169932] [WARN ] [sig       ] [734/2211] Failed ETY after 0.3s | 4.38 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:07.170014] [INFO ] [sig       ] [735/2211] Forecasting EVC...
[2025-09-29T22:21:07.170055] [INFO ] [sig       ] Generating forecast for: EVC
[2025-09-29T22:21:07.170089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-09-29T22:21:07.175468] [WARN ] [REMOTE    ] Historical data not found for symbol 'EVC' (404).
[2025-09-29T22:21:07.175759] [FATAL] [sig       ] EVC: No historical data fetched.
[2025-09-29T22:21:07.175859] [WARN ] [sig       ] [735/2211] Failed EVC after 0.0s | 4.39 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:07.175949] [INFO ] [sig       ] [736/2211] Forecasting EVEX...
[2025-09-29T22:21:07.176010] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-09-29T22:21:07.176046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-09-29T22:21:07.180242] [WARN ] [REMOTE    ] Historical data not found for symbol 'EVEX' (404).
[2025-09-29T22:21:07.180435] [FATAL] [sig       ] EVEX: No historical data fetched.
[2025-09-29T22:21:07.180520] [WARN ] [sig       ] [736/2211] Failed EVEX after 0.0s | 4.40 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:07.180591] [INFO ] [sig       ] [737/2211] Forecasting EVF...
[2025-09-29T22:21:07.180684] [INFO ] [sig       ] Generating forecast for: EVF
[2025-09-29T22:21:07.180736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-09-29T22:21:07.189321] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EVF'.
[2025-09-29T22:21:07.189619] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-09-29T22:21:07.218699] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:07.219502] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-09-29T22:21:07.219595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:07.219661] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:07.219742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:07.219877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:07.241079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:07.241735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:07.241826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:07.241863] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:07.280281] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:07.280375] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:07.280455] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:07.280493] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:07.285933] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=56.21%)
[2025-09-29T22:21:07.286204] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-09-29T22:21:07.286350] [INFO ] [sig       ] EVF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:07.439635] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EVF.txt
[2025-09-29T22:21:07.439927] [WARN ] [sig       ] [737/2211] Failed EVF after 0.3s | 4.40 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:07.440010] [INFO ] [sig       ] [738/2211] Forecasting EVG...
[2025-09-29T22:21:07.440051] [INFO ] [sig       ] Generating forecast for: EVG
[2025-09-29T22:21:07.440084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-09-29T22:21:07.445288] [WARN ] [REMOTE    ] Historical data not found for symbol 'EVG' (404).
[2025-09-29T22:21:07.445582] [FATAL] [sig       ] EVG: No historical data fetched.
[2025-09-29T22:21:07.445704] [WARN ] [sig       ] [738/2211] Failed EVG after 0.0s | 4.40 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:07.445776] [INFO ] [sig       ] [739/2211] Forecasting EVH...
[2025-09-29T22:21:07.445819] [INFO ] [sig       ] Generating forecast for: EVH
[2025-09-29T22:21:07.445853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-09-29T22:21:07.455687] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EVH'.
[2025-09-29T22:21:07.456033] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-09-29T22:21:07.482688] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:07.483470] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-09-29T22:21:07.483527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:07.483563] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:07.483593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:07.483674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:07.502045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:07.502684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:07.502775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:07.502849] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:07.538622] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:07.538787] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:07.538834] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:07.538865] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:07.542401] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: UP (p=79.49%)
[2025-09-29T22:21:07.542727] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-09-29T22:21:07.542876] [INFO ] [sig       ] EVH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:07.698041] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EVH.txt
[2025-09-29T22:21:07.698292] [WARN ] [sig       ] [739/2211] Failed EVH after 0.3s | 4.40 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:07.698371] [INFO ] [sig       ] [740/2211] Forecasting EVN...
[2025-09-29T22:21:07.698410] [INFO ] [sig       ] Generating forecast for: EVN
[2025-09-29T22:21:07.698443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-09-29T22:21:07.708707] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EVN'.
[2025-09-29T22:21:07.709058] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-09-29T22:21:07.735438] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:07.736216] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-09-29T22:21:07.736275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:07.736346] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:07.736398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:07.736462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:07.756782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:07.757631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:07.757750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:07.757789] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:07.799540] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:07.799699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:07.799765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:07.799800] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:07.803806] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: DOWN (p=30.21%)
[2025-09-29T22:21:07.804103] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-09-29T22:21:07.804273] [INFO ] [sig       ] EVN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:07.970588] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EVN.txt
[2025-09-29T22:21:07.970855] [WARN ] [sig       ] [740/2211] Failed EVN after 0.3s | 4.40 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:07.970939] [INFO ] [sig       ] [741/2211] Forecasting EVR...
[2025-09-29T22:21:07.970980] [INFO ] [sig       ] Generating forecast for: EVR
[2025-09-29T22:21:07.971013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVR' from 'https://tdm.silogroup.org/data/derivative_storage/EVR.csv'.
[2025-09-29T22:21:07.981303] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EVR'.
[2025-09-29T22:21:07.981605] [INFO ] [FORECASTER] Starting predict_future for EVR
[2025-09-29T22:21:08.009560] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:08.010353] [DEBUG] [LOCAL     ] No optimal features file found for EVR: ./output/feature-sets/EVR.txt
[2025-09-29T22:21:08.010411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:08.010446] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:08.010476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:08.010535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:08.030479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:08.031228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:08.031404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:08.031472] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:08.080573] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:08.080784] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:08.080840] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:08.080872] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:08.084718] [DEBUG] [FORECASTER] EVR: Forecast T+1@11:T+2@11: DOWN (p=12.87%)
[2025-09-29T22:21:08.085030] [INFO ] [FORECASTER] Completed predict_future for EVR
[2025-09-29T22:21:08.085178] [INFO ] [sig       ] EVR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:08.250549] [INFO ] [LOCAL     ] Saved forecast: EVR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EVR.txt
[2025-09-29T22:21:08.250845] [WARN ] [sig       ] [741/2211] Failed EVR after 0.3s | 4.40 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:08.250906] [INFO ] [sig       ] [742/2211] Forecasting EVT...
[2025-09-29T22:21:08.250942] [INFO ] [sig       ] Generating forecast for: EVT
[2025-09-29T22:21:08.250976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVT' from 'https://tdm.silogroup.org/data/derivative_storage/EVT.csv'.
[2025-09-29T22:21:08.262330] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EVT'.
[2025-09-29T22:21:08.262724] [INFO ] [FORECASTER] Starting predict_future for EVT
[2025-09-29T22:21:08.297050] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:08.298099] [DEBUG] [LOCAL     ] No optimal features file found for EVT: ./output/feature-sets/EVT.txt
[2025-09-29T22:21:08.298157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:08.298192] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:08.298223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:08.298285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:08.318892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:08.319456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:08.319540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:08.319575] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:08.362205] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:08.362336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:08.362378] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:08.362415] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:08.367320] [DEBUG] [FORECASTER] EVT: Forecast T+1@11:T+2@11: UP (p=86.65%)
[2025-09-29T22:21:08.367854] [INFO ] [FORECASTER] Completed predict_future for EVT
[2025-09-29T22:21:08.368046] [INFO ] [sig       ] EVT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:08.540797] [INFO ] [LOCAL     ] Saved forecast: EVT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EVT.txt
[2025-09-29T22:21:08.541018] [WARN ] [sig       ] [742/2211] Failed EVT after 0.3s | 4.40 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:08.541096] [INFO ] [sig       ] [743/2211] Forecasting EVTC...
[2025-09-29T22:21:08.541136] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-09-29T22:21:08.541167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-09-29T22:21:08.552458] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EVTC'.
[2025-09-29T22:21:08.552785] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-09-29T22:21:08.582623] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:08.583562] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-09-29T22:21:08.583624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:08.583701] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:08.583744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:08.583823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:08.605129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:08.605786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:08.605874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:08.605909] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:08.646273] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:08.646375] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:08.646451] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:08.646500] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:08.650100] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: DOWN (p=44.64%)
[2025-09-29T22:21:08.650379] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-09-29T22:21:08.650524] [INFO ] [sig       ] EVTC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:08.850382] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EVTC.txt
[2025-09-29T22:21:08.850745] [WARN ] [sig       ] [743/2211] Failed EVTC after 0.3s | 4.39 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:08.850844] [INFO ] [sig       ] [744/2211] Forecasting EVTL...
[2025-09-29T22:21:08.850922] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-09-29T22:21:08.850979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-09-29T22:21:08.863835] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EVTL'.
[2025-09-29T22:21:08.864224] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-09-29T22:21:08.900820] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:08.901723] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-09-29T22:21:08.901784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:08.901839] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:08.901887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:08.901972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:08.923227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:08.923930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:08.924021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:08.924057] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:08.974355] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:08.974541] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:08.974602] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:08.974686] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:08.979633] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: UP (p=84.13%)
[2025-09-29T22:21:08.980043] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-09-29T22:21:08.980214] [INFO ] [sig       ] EVTL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:09.193514] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EVTL.txt
[2025-09-29T22:21:09.193805] [WARN ] [sig       ] [744/2211] Failed EVTL after 0.3s | 4.39 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:09.193890] [INFO ] [sig       ] [745/2211] Forecasting EVTR...
[2025-09-29T22:21:09.193930] [INFO ] [sig       ] Generating forecast for: EVTR
[2025-09-29T22:21:09.193963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTR' from 'https://tdm.silogroup.org/data/derivative_storage/EVTR.csv'.
[2025-09-29T22:21:09.206287] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'EVTR'.
[2025-09-29T22:21:09.206790] [INFO ] [FORECASTER] Starting predict_future for EVTR
[2025-09-29T22:21:09.235220] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:09.236112] [DEBUG] [LOCAL     ] No optimal features file found for EVTR: ./output/feature-sets/EVTR.txt
[2025-09-29T22:21:09.236171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:09.236272] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:09.236340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:09.236438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:09.254998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:09.255754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:09.255847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:09.255885] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:09.294867] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:09.295055] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:09.295105] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:09.295139] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:09.299473] [DEBUG] [FORECASTER] EVTR: Forecast T+1@11:T+2@11: UP (p=85.27%)
[2025-09-29T22:21:09.299913] [INFO ] [FORECASTER] Completed predict_future for EVTR
[2025-09-29T22:21:09.300088] [INFO ] [sig       ] EVTR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:09.452708] [INFO ] [LOCAL     ] Saved forecast: EVTR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EVTR.txt
[2025-09-29T22:21:09.452967] [WARN ] [sig       ] [745/2211] Failed EVTR after 0.3s | 4.39 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:09.453055] [INFO ] [sig       ] [746/2211] Forecasting EW...
[2025-09-29T22:21:09.453097] [INFO ] [sig       ] Generating forecast for: EW
[2025-09-29T22:21:09.453130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EW' from 'https://tdm.silogroup.org/data/derivative_storage/EW.csv'.
[2025-09-29T22:21:09.463862] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EW'.
[2025-09-29T22:21:09.464230] [INFO ] [FORECASTER] Starting predict_future for EW
[2025-09-29T22:21:09.492901] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:09.493720] [DEBUG] [LOCAL     ] No optimal features file found for EW: ./output/feature-sets/EW.txt
[2025-09-29T22:21:09.493781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:09.493816] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:09.493844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:09.493903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:09.514208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:09.514941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:09.515037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:09.515072] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:09.555348] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:09.555456] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:09.555494] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:09.555524] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:09.559215] [DEBUG] [FORECASTER] EW: Forecast T+1@11:T+2@11: UP (p=69.72%)
[2025-09-29T22:21:09.559497] [INFO ] [FORECASTER] Completed predict_future for EW
[2025-09-29T22:21:09.559638] [INFO ] [sig       ] EW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:09.722236] [INFO ] [LOCAL     ] Saved forecast: EW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EW.txt
[2025-09-29T22:21:09.722499] [WARN ] [sig       ] [746/2211] Failed EW after 0.3s | 4.39 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:09.722581] [INFO ] [sig       ] [747/2211] Forecasting EXG...
[2025-09-29T22:21:09.722621] [INFO ] [sig       ] Generating forecast for: EXG
[2025-09-29T22:21:09.722694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-09-29T22:21:09.734891] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EXG'.
[2025-09-29T22:21:09.735306] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-09-29T22:21:09.762398] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:09.763482] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-09-29T22:21:09.763547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:09.763607] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:09.763640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:09.763751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:09.781955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:09.782620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:09.782736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:09.782778] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:09.816697] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:09.816878] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:09.816926] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:09.816957] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:09.820726] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: DOWN (p=22.04%)
[2025-09-29T22:21:09.821085] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-09-29T22:21:09.821237] [INFO ] [sig       ] EXG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:09.996292] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EXG.txt
[2025-09-29T22:21:09.996542] [WARN ] [sig       ] [747/2211] Failed EXG after 0.3s | 4.39 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:09.996626] [INFO ] [sig       ] [748/2211] Forecasting EXK...
[2025-09-29T22:21:09.996704] [INFO ] [sig       ] Generating forecast for: EXK
[2025-09-29T22:21:09.996747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-09-29T22:21:10.007532] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EXK'.
[2025-09-29T22:21:10.007941] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-09-29T22:21:10.036767] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:10.038151] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-09-29T22:21:10.038218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:10.038255] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:10.038290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:10.038349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:10.059017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:10.059871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:10.059970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:10.060008] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:10.092392] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:10.092554] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:10.092597] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:10.092628] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:10.098334] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=80.77%)
[2025-09-29T22:21:10.098627] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-09-29T22:21:10.098803] [INFO ] [sig       ] EXK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:10.245879] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EXK.txt
[2025-09-29T22:21:10.246131] [WARN ] [sig       ] [748/2211] Failed EXK after 0.2s | 4.39 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:10.246212] [INFO ] [sig       ] [749/2211] Forecasting EXP...
[2025-09-29T22:21:10.246252] [INFO ] [sig       ] Generating forecast for: EXP
[2025-09-29T22:21:10.246285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-09-29T22:21:10.257407] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EXP'.
[2025-09-29T22:21:10.257894] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-09-29T22:21:10.285002] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:10.285930] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-09-29T22:21:10.285997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:10.286037] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:10.286067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:10.286131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:10.305238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:10.305838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:10.305929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:10.305975] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:10.345628] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:10.345745] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:10.345796] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:10.345834] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:10.349190] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: DOWN (p=2.50%)
[2025-09-29T22:21:10.349461] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-09-29T22:21:10.349599] [INFO ] [sig       ] EXP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:10.511218] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EXP.txt
[2025-09-29T22:21:10.511539] [WARN ] [sig       ] [749/2211] Failed EXP after 0.3s | 4.39 sym/s | Total: 2.8m | ETA: 5.6m
[2025-09-29T22:21:10.511671] [INFO ] [sig       ] [750/2211] Forecasting EXPD...
[2025-09-29T22:21:10.511741] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-09-29T22:21:10.511809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-09-29T22:21:10.524828] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EXPD'.
[2025-09-29T22:21:10.525246] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-09-29T22:21:10.560368] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:10.561326] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-09-29T22:21:10.561390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:10.561457] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:10.561535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:10.561677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:10.587245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:10.587930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:10.588051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:10.588118] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:10.638032] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:10.638213] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:10.638290] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:10.638370] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:10.644064] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: UP (p=59.17%)
[2025-09-29T22:21:10.644442] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-09-29T22:21:10.644639] [INFO ] [sig       ] EXPD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:10.833454] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/EXPD.txt
[2025-09-29T22:21:10.833773] [WARN ] [sig       ] [750/2211] Failed EXPD after 0.3s | 4.38 sym/s | Total: 2.9m | ETA: 5.6m
[2025-09-29T22:21:10.833895] [INFO ] [sig       ] [751/2211] Forecasting EXR...
[2025-09-29T22:21:10.833968] [INFO ] [sig       ] Generating forecast for: EXR
[2025-09-29T22:21:10.834047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXR' from 'https://tdm.silogroup.org/data/derivative_storage/EXR.csv'.
[2025-09-29T22:21:10.845931] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'EXR'.
[2025-09-29T22:21:10.846326] [INFO ] [FORECASTER] Starting predict_future for EXR
[2025-09-29T22:21:10.874302] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:10.875240] [DEBUG] [LOCAL     ] No optimal features file found for EXR: ./output/feature-sets/EXR.txt
[2025-09-29T22:21:10.875301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:10.875337] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:10.875367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:10.875427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:10.894234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:10.895057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:10.895148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:10.895185] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:10.942216] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:10.942410] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:10.942458] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:10.942490] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:10.946416] [DEBUG] [FORECASTER] EXR: Forecast T+1@11:T+2@11: DOWN (p=38.51%)
[2025-09-29T22:21:10.946750] [INFO ] [FORECASTER] Completed predict_future for EXR
[2025-09-29T22:21:10.946901] [INFO ] [sig       ] EXR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:11.108212] [INFO ] [LOCAL     ] Saved forecast: EXR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/EXR.txt
[2025-09-29T22:21:11.108468] [WARN ] [sig       ] [751/2211] Failed EXR after 0.3s | 4.38 sym/s | Total: 2.9m | ETA: 5.6m
[2025-09-29T22:21:11.108548] [INFO ] [sig       ] [752/2211] Forecasting F...
[2025-09-29T22:21:11.108605] [INFO ] [sig       ] Generating forecast for: F
[2025-09-29T22:21:11.108701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-09-29T22:21:11.119546] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'F'.
[2025-09-29T22:21:11.119964] [INFO ] [FORECASTER] Starting predict_future for F
[2025-09-29T22:21:11.148432] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:11.149284] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-09-29T22:21:11.149344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:11.149380] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:11.149411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:11.149472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:11.168144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:11.169054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:11.169151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:11.169189] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:11.204457] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:11.204630] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:11.204721] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:11.204762] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:11.208507] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: UP (p=92.38%)
[2025-09-29T22:21:11.208837] [INFO ] [FORECASTER] Completed predict_future for F
[2025-09-29T22:21:11.208979] [INFO ] [sig       ] F: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:11.381473] [INFO ] [LOCAL     ] Saved forecast: F	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/F.txt
[2025-09-29T22:21:11.381739] [WARN ] [sig       ] [752/2211] Failed F after 0.3s | 4.38 sym/s | Total: 2.9m | ETA: 5.5m
[2025-09-29T22:21:11.381823] [INFO ] [sig       ] [753/2211] Forecasting FAF...
[2025-09-29T22:21:11.381866] [INFO ] [sig       ] Generating forecast for: FAF
[2025-09-29T22:21:11.381927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-09-29T22:21:11.393079] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FAF'.
[2025-09-29T22:21:11.393468] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-09-29T22:21:11.421345] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:11.422238] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-09-29T22:21:11.422299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:11.422336] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:11.422367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:11.422429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:11.440847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:11.441551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:11.441666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:11.441725] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:11.478441] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:11.478615] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:11.478689] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:11.478775] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:11.482605] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: DOWN (p=26.22%)
[2025-09-29T22:21:11.482991] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-09-29T22:21:11.483156] [INFO ] [sig       ] FAF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:11.636570] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FAF.txt
[2025-09-29T22:21:11.636852] [WARN ] [sig       ] [753/2211] Failed FAF after 0.3s | 4.38 sym/s | Total: 2.9m | ETA: 5.5m
[2025-09-29T22:21:11.636940] [INFO ] [sig       ] [754/2211] Forecasting FBIN...
[2025-09-29T22:21:11.636980] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-09-29T22:21:11.637013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-09-29T22:21:11.648111] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FBIN'.
[2025-09-29T22:21:11.648475] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-09-29T22:21:11.674237] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:11.675002] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-09-29T22:21:11.675059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:11.675093] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:11.675140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:11.675199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:11.693312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:11.693987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:11.694075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:11.694109] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:11.735528] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:11.735689] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:11.735747] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:11.735779] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:11.739272] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: DOWN (p=26.59%)
[2025-09-29T22:21:11.739553] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-09-29T22:21:11.739729] [INFO ] [sig       ] FBIN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:11.899783] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FBIN.txt
[2025-09-29T22:21:11.900143] [WARN ] [sig       ] [754/2211] Failed FBIN after 0.3s | 4.38 sym/s | Total: 2.9m | ETA: 5.5m
[2025-09-29T22:21:11.900229] [INFO ] [sig       ] [755/2211] Forecasting FBK...
[2025-09-29T22:21:11.900273] [INFO ] [sig       ] Generating forecast for: FBK
[2025-09-29T22:21:11.900308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-09-29T22:21:11.904952] [WARN ] [REMOTE    ] Historical data not found for symbol 'FBK' (404).
[2025-09-29T22:21:11.905246] [FATAL] [sig       ] FBK: No historical data fetched.
[2025-09-29T22:21:11.905346] [WARN ] [sig       ] [755/2211] Failed FBK after 0.0s | 4.39 sym/s | Total: 2.9m | ETA: 5.5m
[2025-09-29T22:21:11.905418] [INFO ] [sig       ] [756/2211] Forecasting FBP...
[2025-09-29T22:21:11.905460] [INFO ] [sig       ] Generating forecast for: FBP
[2025-09-29T22:21:11.905492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-09-29T22:21:11.910007] [WARN ] [REMOTE    ] Historical data not found for symbol 'FBP' (404).
[2025-09-29T22:21:11.910308] [FATAL] [sig       ] FBP: No historical data fetched.
[2025-09-29T22:21:11.910430] [WARN ] [sig       ] [756/2211] Failed FBP after 0.0s | 4.39 sym/s | Total: 2.9m | ETA: 5.5m
[2025-09-29T22:21:11.910520] [INFO ] [sig       ] [757/2211] Forecasting FBRT...
[2025-09-29T22:21:11.910584] [INFO ] [sig       ] Generating forecast for: FBRT
[2025-09-29T22:21:11.910623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBRT' from 'https://tdm.silogroup.org/data/derivative_storage/FBRT.csv'.
[2025-09-29T22:21:11.920807] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FBRT'.
[2025-09-29T22:21:11.921195] [INFO ] [FORECASTER] Starting predict_future for FBRT
[2025-09-29T22:21:11.948698] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:11.949483] [DEBUG] [LOCAL     ] No optimal features file found for FBRT: ./output/feature-sets/FBRT.txt
[2025-09-29T22:21:11.949588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:11.949688] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:11.949749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:11.949837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:11.969433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:11.970184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:11.970273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:11.970308] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:12.009673] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:12.009868] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:12.009918] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:12.010062] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:12.015012] [DEBUG] [FORECASTER] FBRT: Forecast T+1@11:T+2@11: UP (p=54.01%)
[2025-09-29T22:21:12.015381] [INFO ] [FORECASTER] Completed predict_future for FBRT
[2025-09-29T22:21:12.015543] [INFO ] [sig       ] FBRT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:12.173156] [INFO ] [LOCAL     ] Saved forecast: FBRT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FBRT.txt
[2025-09-29T22:21:12.173461] [WARN ] [sig       ] [757/2211] Failed FBRT after 0.3s | 4.39 sym/s | Total: 2.9m | ETA: 5.5m
[2025-09-29T22:21:12.173563] [INFO ] [sig       ] [758/2211] Forecasting FC...
[2025-09-29T22:21:12.173636] [INFO ] [sig       ] Generating forecast for: FC
[2025-09-29T22:21:12.173730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-09-29T22:21:12.184512] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FC'.
[2025-09-29T22:21:12.184926] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-09-29T22:21:12.212445] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:12.213313] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-09-29T22:21:12.213373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:12.213450] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:12.213496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:12.213558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:12.233360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:12.234151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:12.234239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:12.234276] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:12.272703] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:12.272888] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:12.272935] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:12.272969] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:12.277336] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=76.80%)
[2025-09-29T22:21:12.277684] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-09-29T22:21:12.277851] [INFO ] [sig       ] FC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:12.429955] [INFO ] [LOCAL     ] Saved forecast: FC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FC.txt
[2025-09-29T22:21:12.430208] [WARN ] [sig       ] [758/2211] Failed FC after 0.3s | 4.39 sym/s | Total: 2.9m | ETA: 5.5m
[2025-09-29T22:21:12.430301] [INFO ] [sig       ] [759/2211] Forecasting FCF...
[2025-09-29T22:21:12.430374] [INFO ] [sig       ] Generating forecast for: FCF
[2025-09-29T22:21:12.430433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-09-29T22:21:12.442228] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FCF'.
[2025-09-29T22:21:12.442717] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-09-29T22:21:12.471402] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:12.472349] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-09-29T22:21:12.472414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:12.472474] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:12.472507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:12.472569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:12.492586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:12.493490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:12.493583] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:12.493619] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:12.533082] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:12.533246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:12.533291] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:12.533324] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:12.537020] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=6.23%)
[2025-09-29T22:21:12.537339] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-09-29T22:21:12.537484] [INFO ] [sig       ] FCF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:12.695473] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FCF.txt
[2025-09-29T22:21:12.695748] [WARN ] [sig       ] [759/2211] Failed FCF after 0.3s | 4.39 sym/s | Total: 2.9m | ETA: 5.5m
[2025-09-29T22:21:12.695832] [INFO ] [sig       ] [760/2211] Forecasting FCN...
[2025-09-29T22:21:12.695873] [INFO ] [sig       ] Generating forecast for: FCN
[2025-09-29T22:21:12.695907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-09-29T22:21:12.700586] [WARN ] [REMOTE    ] Historical data not found for symbol 'FCN' (404).
[2025-09-29T22:21:12.700792] [FATAL] [sig       ] FCN: No historical data fetched.
[2025-09-29T22:21:12.700878] [WARN ] [sig       ] [760/2211] Failed FCN after 0.0s | 4.39 sym/s | Total: 2.9m | ETA: 5.5m
[2025-09-29T22:21:12.700946] [INFO ] [sig       ] [761/2211] Forecasting FCPT...
[2025-09-29T22:21:12.700986] [INFO ] [sig       ] Generating forecast for: FCPT
[2025-09-29T22:21:12.701017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCPT' from 'https://tdm.silogroup.org/data/derivative_storage/FCPT.csv'.
[2025-09-29T22:21:12.710461] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FCPT'.
[2025-09-29T22:21:12.710889] [INFO ] [FORECASTER] Starting predict_future for FCPT
[2025-09-29T22:21:12.737972] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:12.738835] [DEBUG] [LOCAL     ] No optimal features file found for FCPT: ./output/feature-sets/FCPT.txt
[2025-09-29T22:21:12.738895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:12.738932] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:12.738963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:12.739024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:12.758127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:12.758992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:12.759085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:12.759173] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:12.797408] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:12.797589] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:12.797637] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:12.797731] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:12.801425] [DEBUG] [FORECASTER] FCPT: Forecast T+1@11:T+2@11: DOWN (p=14.65%)
[2025-09-29T22:21:12.801769] [INFO ] [FORECASTER] Completed predict_future for FCPT
[2025-09-29T22:21:12.801928] [INFO ] [sig       ] FCPT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:12.964014] [INFO ] [LOCAL     ] Saved forecast: FCPT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FCPT.txt
[2025-09-29T22:21:12.964277] [WARN ] [sig       ] [761/2211] Failed FCPT after 0.3s | 4.39 sym/s | Total: 2.9m | ETA: 5.5m
[2025-09-29T22:21:12.964356] [INFO ] [sig       ] [762/2211] Forecasting FCT...
[2025-09-29T22:21:12.964413] [INFO ] [sig       ] Generating forecast for: FCT
[2025-09-29T22:21:12.964481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCT' from 'https://tdm.silogroup.org/data/derivative_storage/FCT.csv'.
[2025-09-29T22:21:12.975254] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FCT'.
[2025-09-29T22:21:12.975698] [INFO ] [FORECASTER] Starting predict_future for FCT
[2025-09-29T22:21:13.007548] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:13.008567] [DEBUG] [LOCAL     ] No optimal features file found for FCT: ./output/feature-sets/FCT.txt
[2025-09-29T22:21:13.008629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:13.008704] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:13.008744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:13.008804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:13.028324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:13.029259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:13.029356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:13.029392] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:13.067799] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:13.067968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:13.068016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:13.068047] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:13.071883] [DEBUG] [FORECASTER] FCT: Forecast T+1@11:T+2@11: DOWN (p=8.05%)
[2025-09-29T22:21:13.072193] [INFO ] [FORECASTER] Completed predict_future for FCT
[2025-09-29T22:21:13.072342] [INFO ] [sig       ] FCT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:13.226435] [INFO ] [LOCAL     ] Saved forecast: FCT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FCT.txt
[2025-09-29T22:21:13.226723] [WARN ] [sig       ] [762/2211] Failed FCT after 0.3s | 4.39 sym/s | Total: 2.9m | ETA: 5.5m
[2025-09-29T22:21:13.226819] [INFO ] [sig       ] [763/2211] Forecasting FCX...
[2025-09-29T22:21:13.226879] [INFO ] [sig       ] Generating forecast for: FCX
[2025-09-29T22:21:13.226916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-09-29T22:21:13.238131] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FCX'.
[2025-09-29T22:21:13.238511] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-09-29T22:21:13.266385] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:13.267453] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-09-29T22:21:13.267512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:13.267546] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:13.267574] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:13.267631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:13.286810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:13.287613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:13.287731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:13.287777] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:13.327518] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:13.327750] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:13.327810] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:13.327896] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:13.331447] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=92.46%)
[2025-09-29T22:21:13.331807] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-09-29T22:21:13.331955] [INFO ] [sig       ] FCX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:13.492358] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FCX.txt
[2025-09-29T22:21:13.492632] [WARN ] [sig       ] [763/2211] Failed FCX after 0.3s | 4.39 sym/s | Total: 2.9m | ETA: 5.5m
[2025-09-29T22:21:13.492752] [INFO ] [sig       ] [764/2211] Forecasting FDP...
[2025-09-29T22:21:13.492842] [INFO ] [sig       ] Generating forecast for: FDP
[2025-09-29T22:21:13.492918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-09-29T22:21:13.504741] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FDP'.
[2025-09-29T22:21:13.505281] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-09-29T22:21:13.534355] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:13.535220] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-09-29T22:21:13.535279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:13.535315] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:13.535347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:13.535414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:13.554483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:13.555226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:13.555325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:13.555366] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:13.598765] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:13.598939] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:13.598987] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:13.599050] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:13.603167] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=32.90%)
[2025-09-29T22:21:13.603478] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-09-29T22:21:13.603629] [INFO ] [sig       ] FDP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:13.768173] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FDP.txt
[2025-09-29T22:21:13.768417] [WARN ] [sig       ] [764/2211] Failed FDP after 0.3s | 4.39 sym/s | Total: 2.9m | ETA: 5.5m
[2025-09-29T22:21:13.768497] [INFO ] [sig       ] [765/2211] Forecasting FDS...
[2025-09-29T22:21:13.768556] [INFO ] [sig       ] Generating forecast for: FDS
[2025-09-29T22:21:13.768590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-09-29T22:21:13.779232] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FDS'.
[2025-09-29T22:21:13.779699] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-09-29T22:21:13.806742] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:13.807683] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-09-29T22:21:13.807745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:13.807802] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:13.807833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:13.807895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:13.826714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:13.827396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:13.827488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:13.827524] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:13.866041] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:13.866210] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:13.866254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:13.866284] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:13.869852] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: DOWN (p=12.98%)
[2025-09-29T22:21:13.870140] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-09-29T22:21:13.870278] [INFO ] [sig       ] FDS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:14.022405] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FDS.txt
[2025-09-29T22:21:14.022700] [WARN ] [sig       ] [765/2211] Failed FDS after 0.3s | 4.39 sym/s | Total: 2.9m | ETA: 5.5m
[2025-09-29T22:21:14.022785] [INFO ] [sig       ] [766/2211] Forecasting FDX...
[2025-09-29T22:21:14.022827] [INFO ] [sig       ] Generating forecast for: FDX
[2025-09-29T22:21:14.022860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-09-29T22:21:14.027537] [WARN ] [REMOTE    ] Historical data not found for symbol 'FDX' (404).
[2025-09-29T22:21:14.027763] [FATAL] [sig       ] FDX: No historical data fetched.
[2025-09-29T22:21:14.027851] [WARN ] [sig       ] [766/2211] Failed FDX after 0.0s | 4.40 sym/s | Total: 2.9m | ETA: 5.5m
[2025-09-29T22:21:14.027892] [INFO ] [sig       ] [767/2211] Forecasting FE...
[2025-09-29T22:21:14.027925] [INFO ] [sig       ] Generating forecast for: FE
[2025-09-29T22:21:14.027955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-09-29T22:21:14.037661] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'FE'.
[2025-09-29T22:21:14.038017] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-09-29T22:21:14.065507] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:14.066322] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-09-29T22:21:14.066380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:14.066417] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:14.066447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:14.066507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:14.085732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:14.086482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:14.086576] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:14.086613] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:14.128721] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:14.128891] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:14.128936] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:14.128968] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:14.132752] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-09-29T22:21:14.133043] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-09-29T22:21:14.133188] [INFO ] [sig       ] FE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:14.287267] [INFO ] [LOCAL     ] Saved forecast: FE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FE.txt
[2025-09-29T22:21:14.287521] [WARN ] [sig       ] [767/2211] Failed FE after 0.3s | 4.39 sym/s | Total: 2.9m | ETA: 5.5m
[2025-09-29T22:21:14.287600] [INFO ] [sig       ] [768/2211] Forecasting FERG...
[2025-09-29T22:21:14.287662] [INFO ] [sig       ] Generating forecast for: FERG
[2025-09-29T22:21:14.287722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-09-29T22:21:14.298466] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FERG'.
[2025-09-29T22:21:14.298921] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-09-29T22:21:14.326597] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:14.327586] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-09-29T22:21:14.327668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:14.327725] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:14.327757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:14.327815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:14.347166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:14.347931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:14.348020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:14.348055] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:14.381836] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:14.382014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:14.382062] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:14.382095] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:14.386138] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=70.01%)
[2025-09-29T22:21:14.386434] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-09-29T22:21:14.386578] [INFO ] [sig       ] FERG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:14.541181] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FERG.txt
[2025-09-29T22:21:14.541422] [WARN ] [sig       ] [768/2211] Failed FERG after 0.3s | 4.39 sym/s | Total: 2.9m | ETA: 5.5m
[2025-09-29T22:21:14.541499] [INFO ] [sig       ] [769/2211] Forecasting FET...
[2025-09-29T22:21:14.541539] [INFO ] [sig       ] Generating forecast for: FET
[2025-09-29T22:21:14.541573] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FET' from 'https://tdm.silogroup.org/data/derivative_storage/FET.csv'.
[2025-09-29T22:21:14.551811] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FET'.
[2025-09-29T22:21:14.552151] [INFO ] [FORECASTER] Starting predict_future for FET
[2025-09-29T22:21:14.579344] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:14.580270] [DEBUG] [LOCAL     ] No optimal features file found for FET: ./output/feature-sets/FET.txt
[2025-09-29T22:21:14.580385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:14.580437] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:14.580469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:14.580531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:14.600752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:14.601423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:14.601511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:14.601549] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:14.633972] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:14.634151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:14.634210] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:14.634244] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:14.637768] [DEBUG] [FORECASTER] FET: Forecast T+1@11:T+2@11: DOWN (p=27.03%)
[2025-09-29T22:21:14.638047] [INFO ] [FORECASTER] Completed predict_future for FET
[2025-09-29T22:21:14.638181] [INFO ] [sig       ] FET: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:14.793774] [INFO ] [LOCAL     ] Saved forecast: FET	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FET.txt
[2025-09-29T22:21:14.793995] [WARN ] [sig       ] [769/2211] Failed FET after 0.3s | 4.39 sym/s | Total: 2.9m | ETA: 5.5m
[2025-09-29T22:21:14.794074] [INFO ] [sig       ] [770/2211] Forecasting FF...
[2025-09-29T22:21:14.794114] [INFO ] [sig       ] Generating forecast for: FF
[2025-09-29T22:21:14.794147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-09-29T22:21:14.803875] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FF'.
[2025-09-29T22:21:14.804179] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-09-29T22:21:14.830230] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:14.831001] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-09-29T22:21:14.831059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:14.831094] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:14.831123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:14.831182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:14.850331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:14.850969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:14.851055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:14.851090] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:14.882091] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:14.882193] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:14.882233] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:14.882265] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:14.885638] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=49.96%)
[2025-09-29T22:21:14.886001] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-09-29T22:21:14.886143] [INFO ] [sig       ] FF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:15.037291] [INFO ] [LOCAL     ] Saved forecast: FF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FF.txt
[2025-09-29T22:21:15.037559] [WARN ] [sig       ] [770/2211] Failed FF after 0.2s | 4.39 sym/s | Total: 2.9m | ETA: 5.5m
[2025-09-29T22:21:15.037639] [INFO ] [sig       ] [771/2211] Forecasting FFA...
[2025-09-29T22:21:15.037721] [INFO ] [sig       ] Generating forecast for: FFA
[2025-09-29T22:21:15.037759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-09-29T22:21:15.042310] [WARN ] [REMOTE    ] Historical data not found for symbol 'FFA' (404).
[2025-09-29T22:21:15.042567] [FATAL] [sig       ] FFA: No historical data fetched.
[2025-09-29T22:21:15.042711] [WARN ] [sig       ] [771/2211] Failed FFA after 0.0s | 4.40 sym/s | Total: 2.9m | ETA: 5.5m
[2025-09-29T22:21:15.042798] [INFO ] [sig       ] [772/2211] Forecasting FFC...
[2025-09-29T22:21:15.042843] [INFO ] [sig       ] Generating forecast for: FFC
[2025-09-29T22:21:15.042876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-09-29T22:21:15.053701] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FFC'.
[2025-09-29T22:21:15.054116] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-09-29T22:21:15.081235] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:15.082084] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-09-29T22:21:15.082144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:15.082181] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:15.082209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:15.082267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:15.101981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:15.102829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:15.102922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:15.102958] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:15.150573] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:15.150824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:15.150919] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:15.150978] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:15.155752] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: UP (p=71.19%)
[2025-09-29T22:21:15.156113] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-09-29T22:21:15.156313] [INFO ] [sig       ] FFC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:15.317277] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FFC.txt
[2025-09-29T22:21:15.317542] [WARN ] [sig       ] [772/2211] Failed FFC after 0.3s | 4.40 sym/s | Total: 2.9m | ETA: 5.5m
[2025-09-29T22:21:15.317625] [INFO ] [sig       ] [773/2211] Forecasting FFWM...
[2025-09-29T22:21:15.317714] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-09-29T22:21:15.317774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-09-29T22:21:15.329426] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FFWM'.
[2025-09-29T22:21:15.329977] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-09-29T22:21:15.359454] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:15.360258] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-09-29T22:21:15.360315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:15.360349] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:15.360379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:15.360442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:15.379314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:15.380111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:15.380198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:15.380281] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:15.416528] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:15.416662] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:15.416724] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:15.416759] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:15.420300] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=30.02%)
[2025-09-29T22:21:15.420574] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-09-29T22:21:15.420736] [INFO ] [sig       ] FFWM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:15.577743] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FFWM.txt
[2025-09-29T22:21:15.578013] [WARN ] [sig       ] [773/2211] Failed FFWM after 0.3s | 4.40 sym/s | Total: 2.9m | ETA: 5.5m
[2025-09-29T22:21:15.578101] [INFO ] [sig       ] [774/2211] Forecasting FG...
[2025-09-29T22:21:15.578143] [INFO ] [sig       ] Generating forecast for: FG
[2025-09-29T22:21:15.578184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-09-29T22:21:15.582756] [WARN ] [REMOTE    ] Historical data not found for symbol 'FG' (404).
[2025-09-29T22:21:15.582946] [FATAL] [sig       ] FG: No historical data fetched.
[2025-09-29T22:21:15.583040] [WARN ] [sig       ] [774/2211] Failed FG after 0.0s | 4.40 sym/s | Total: 2.9m | ETA: 5.4m
[2025-09-29T22:21:15.583117] [INFO ] [sig       ] [775/2211] Forecasting FGN...
[2025-09-29T22:21:15.583163] [INFO ] [sig       ] Generating forecast for: FGN
[2025-09-29T22:21:15.583205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGN' from 'https://tdm.silogroup.org/data/derivative_storage/FGN.csv'.
[2025-09-29T22:21:15.593079] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FGN'.
[2025-09-29T22:21:15.593541] [INFO ] [FORECASTER] Starting predict_future for FGN
[2025-09-29T22:21:15.621024] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:15.621895] [DEBUG] [LOCAL     ] No optimal features file found for FGN: ./output/feature-sets/FGN.txt
[2025-09-29T22:21:15.621954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:15.621989] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:15.622018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:15.622078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:15.642135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:15.642982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:15.643075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:15.643117] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:15.679197] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:15.679430] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:15.679526] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:15.679604] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:15.687375] [DEBUG] [FORECASTER] FGN: Forecast T+1@11:T+2@11: DOWN (p=23.74%)
[2025-09-29T22:21:15.687916] [INFO ] [FORECASTER] Completed predict_future for FGN
[2025-09-29T22:21:15.688150] [INFO ] [sig       ] FGN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:16.082526] [INFO ] [LOCAL     ] Saved forecast: FGN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FGN.txt
[2025-09-29T22:21:16.082916] [WARN ] [sig       ] [775/2211] Failed FGN after 0.5s | 4.40 sym/s | Total: 2.9m | ETA: 5.4m
[2025-09-29T22:21:16.083027] [INFO ] [sig       ] [776/2211] Forecasting FHI...
[2025-09-29T22:21:16.083105] [INFO ] [sig       ] Generating forecast for: FHI
[2025-09-29T22:21:16.083185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-09-29T22:21:16.089198] [WARN ] [REMOTE    ] Historical data not found for symbol 'FHI' (404).
[2025-09-29T22:21:16.089441] [FATAL] [sig       ] FHI: No historical data fetched.
[2025-09-29T22:21:16.089547] [WARN ] [sig       ] [776/2211] Failed FHI after 0.0s | 4.40 sym/s | Total: 2.9m | ETA: 5.4m
[2025-09-29T22:21:16.089628] [INFO ] [sig       ] [777/2211] Forecasting FHN...
[2025-09-29T22:21:16.089724] [INFO ] [sig       ] Generating forecast for: FHN
[2025-09-29T22:21:16.089784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-09-29T22:21:16.102476] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FHN'.
[2025-09-29T22:21:16.103019] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-09-29T22:21:16.150266] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:16.151730] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-09-29T22:21:16.151875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:16.151957] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:16.152011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:16.152091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:16.190692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:16.192069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:16.192204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:16.192282] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:16.255540] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:16.255765] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:16.255836] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:16.255877] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:16.262681] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=76.61%)
[2025-09-29T22:21:16.263379] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-09-29T22:21:16.263757] [INFO ] [sig       ] FHN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:16.646604] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FHN.txt
[2025-09-29T22:21:16.647006] [WARN ] [sig       ] [777/2211] Failed FHN after 0.6s | 4.39 sym/s | Total: 2.9m | ETA: 5.4m
[2025-09-29T22:21:16.647162] [INFO ] [sig       ] [778/2211] Forecasting FI...
[2025-09-29T22:21:16.647212] [INFO ] [sig       ] Generating forecast for: FI
[2025-09-29T22:21:16.647253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FI' from 'https://tdm.silogroup.org/data/derivative_storage/FI.csv'.
[2025-09-29T22:21:16.666754] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FI'.
[2025-09-29T22:21:16.667729] [INFO ] [FORECASTER] Starting predict_future for FI
[2025-09-29T22:21:16.720081] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:16.721589] [DEBUG] [LOCAL     ] No optimal features file found for FI: ./output/feature-sets/FI.txt
[2025-09-29T22:21:16.721698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:16.721781] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:16.721859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:16.721985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:16.758056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:16.759192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:16.759319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:16.759395] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:16.819374] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:16.819599] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:16.819773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:16.819844] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:16.826553] [DEBUG] [FORECASTER] FI: Forecast T+1@11:T+2@11: DOWN (p=10.12%)
[2025-09-29T22:21:16.827021] [INFO ] [FORECASTER] Completed predict_future for FI
[2025-09-29T22:21:16.827254] [INFO ] [sig       ] FI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:17.179441] [INFO ] [LOCAL     ] Saved forecast: FI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FI.txt
[2025-09-29T22:21:17.179817] [WARN ] [sig       ] [778/2211] Failed FI after 0.5s | 4.39 sym/s | Total: 3.0m | ETA: 5.4m
[2025-09-29T22:21:17.179933] [INFO ] [sig       ] [779/2211] Forecasting FICO...
[2025-09-29T22:21:17.180013] [INFO ] [sig       ] Generating forecast for: FICO
[2025-09-29T22:21:17.180099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-09-29T22:21:17.192332] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FICO'.
[2025-09-29T22:21:17.192741] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-09-29T22:21:17.221609] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:17.222406] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-09-29T22:21:17.222464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:17.222500] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:17.222528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:17.222586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:17.242333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:17.243026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:17.243116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:17.243152] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:17.286290] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:17.286463] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:17.286511] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:17.286542] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:17.290233] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-09-29T22:21:17.290525] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-09-29T22:21:17.290696] [INFO ] [sig       ] FICO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:17.453149] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FICO.txt
[2025-09-29T22:21:17.453416] [WARN ] [sig       ] [779/2211] Failed FICO after 0.3s | 4.38 sym/s | Total: 3.0m | ETA: 5.4m
[2025-09-29T22:21:17.453502] [INFO ] [sig       ] [780/2211] Forecasting FIGS...
[2025-09-29T22:21:17.453543] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-09-29T22:21:17.453576] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-09-29T22:21:17.463388] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FIGS'.
[2025-09-29T22:21:17.463756] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-09-29T22:21:17.491730] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:17.492539] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-09-29T22:21:17.492595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:17.492631] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:17.492702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:17.492774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:17.512205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:17.512934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:17.513029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:17.513067] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:17.550993] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:17.551179] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:17.551232] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:17.551268] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:17.555107] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: DOWN (p=30.53%)
[2025-09-29T22:21:17.555409] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-09-29T22:21:17.555604] [INFO ] [sig       ] FIGS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:17.711630] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FIGS.txt
[2025-09-29T22:21:17.711897] [WARN ] [sig       ] [780/2211] Failed FIGS after 0.3s | 4.38 sym/s | Total: 3.0m | ETA: 5.4m
[2025-09-29T22:21:17.711976] [INFO ] [sig       ] [781/2211] Forecasting FIHL...
[2025-09-29T22:21:17.712028] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-09-29T22:21:17.712066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-09-29T22:21:17.723130] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FIHL'.
[2025-09-29T22:21:17.723481] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-09-29T22:21:17.750886] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:17.751675] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-09-29T22:21:17.751738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:17.751775] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:17.751805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:17.751865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:17.771959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:17.772662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:17.772763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:17.772805] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:17.812465] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:17.812584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:17.812630] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:17.812705] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:17.816302] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: UP (p=53.46%)
[2025-09-29T22:21:17.816611] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-09-29T22:21:17.816796] [INFO ] [sig       ] FIHL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:17.977619] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FIHL.txt
[2025-09-29T22:21:17.977985] [WARN ] [sig       ] [781/2211] Failed FIHL after 0.3s | 4.38 sym/s | Total: 3.0m | ETA: 5.4m
[2025-09-29T22:21:17.978075] [INFO ] [sig       ] [782/2211] Forecasting FINS...
[2025-09-29T22:21:17.978115] [INFO ] [sig       ] Generating forecast for: FINS
[2025-09-29T22:21:17.978147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-09-29T22:21:17.989113] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FINS'.
[2025-09-29T22:21:17.989572] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-09-29T22:21:18.017823] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:18.018619] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-09-29T22:21:18.018700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:18.018766] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:18.018797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:18.018855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:18.036952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:18.037921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:18.038020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:18.038058] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:18.074780] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:18.074958] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:18.075004] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:18.075035] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:18.078916] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=67.30%)
[2025-09-29T22:21:18.079200] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-09-29T22:21:18.079370] [INFO ] [sig       ] FINS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:18.231950] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FINS.txt
[2025-09-29T22:21:18.232176] [WARN ] [sig       ] [782/2211] Failed FINS after 0.3s | 4.38 sym/s | Total: 3.0m | ETA: 5.4m
[2025-09-29T22:21:18.232262] [INFO ] [sig       ] [783/2211] Forecasting FINV...
[2025-09-29T22:21:18.232301] [INFO ] [sig       ] Generating forecast for: FINV
[2025-09-29T22:21:18.232333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINV' from 'https://tdm.silogroup.org/data/derivative_storage/FINV.csv'.
[2025-09-29T22:21:18.242822] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FINV'.
[2025-09-29T22:21:18.243186] [INFO ] [FORECASTER] Starting predict_future for FINV
[2025-09-29T22:21:18.271026] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:18.271869] [DEBUG] [LOCAL     ] No optimal features file found for FINV: ./output/feature-sets/FINV.txt
[2025-09-29T22:21:18.271928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:18.271965] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:18.271995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:18.272055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:18.290984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:18.291733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:18.291826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:18.291863] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:18.330606] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:18.330806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:18.330866] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:18.330900] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:18.334595] [DEBUG] [FORECASTER] FINV: Forecast T+1@11:T+2@11: DOWN (p=7.34%)
[2025-09-29T22:21:18.334911] [INFO ] [FORECASTER] Completed predict_future for FINV
[2025-09-29T22:21:18.335073] [INFO ] [sig       ] FINV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:18.489799] [INFO ] [LOCAL     ] Saved forecast: FINV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FINV.txt
[2025-09-29T22:21:18.490127] [WARN ] [sig       ] [783/2211] Failed FINV after 0.3s | 4.38 sym/s | Total: 3.0m | ETA: 5.4m
[2025-09-29T22:21:18.490211] [INFO ] [sig       ] [784/2211] Forecasting FIS...
[2025-09-29T22:21:18.490251] [INFO ] [sig       ] Generating forecast for: FIS
[2025-09-29T22:21:18.490284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-09-29T22:21:18.500892] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FIS'.
[2025-09-29T22:21:18.501317] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-09-29T22:21:18.530326] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:18.531255] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-09-29T22:21:18.531316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:18.531352] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:18.531382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:18.531448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:18.551286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:18.552170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:18.552273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:18.552308] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:18.597021] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:18.597226] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:18.597279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:18.597311] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:18.601256] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=37.01%)
[2025-09-29T22:21:18.601581] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-09-29T22:21:18.601784] [INFO ] [sig       ] FIS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:18.863928] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FIS.txt
[2025-09-29T22:21:18.864283] [WARN ] [sig       ] [784/2211] Failed FIS after 0.4s | 4.38 sym/s | Total: 3.0m | ETA: 5.4m
[2025-09-29T22:21:18.864386] [INFO ] [sig       ] [785/2211] Forecasting FIX...
[2025-09-29T22:21:18.864430] [INFO ] [sig       ] Generating forecast for: FIX
[2025-09-29T22:21:18.864499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-09-29T22:21:18.878991] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FIX'.
[2025-09-29T22:21:18.879547] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-09-29T22:21:18.916539] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:18.917943] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-09-29T22:21:18.918056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:18.918110] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:18.918154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:18.918243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:18.948137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:18.949400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:18.949570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:18.949701] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:18.995421] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:18.995607] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:18.995683] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:18.995738] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:19.000107] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-09-29T22:21:19.000500] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-09-29T22:21:19.000708] [INFO ] [sig       ] FIX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:19.213936] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FIX.txt
[2025-09-29T22:21:19.214300] [WARN ] [sig       ] [785/2211] Failed FIX after 0.3s | 4.37 sym/s | Total: 3.0m | ETA: 5.4m
[2025-09-29T22:21:19.214402] [INFO ] [sig       ] [786/2211] Forecasting FLC...
[2025-09-29T22:21:19.214453] [INFO ] [sig       ] Generating forecast for: FLC
[2025-09-29T22:21:19.214498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLC' from 'https://tdm.silogroup.org/data/derivative_storage/FLC.csv'.
[2025-09-29T22:21:19.229051] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FLC'.
[2025-09-29T22:21:19.229595] [INFO ] [FORECASTER] Starting predict_future for FLC
[2025-09-29T22:21:19.271242] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:19.272602] [DEBUG] [LOCAL     ] No optimal features file found for FLC: ./output/feature-sets/FLC.txt
[2025-09-29T22:21:19.272729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:19.272794] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:19.272848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:19.272948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:19.299551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:19.300481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:19.300584] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:19.300627] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:19.340188] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:19.340384] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:19.340435] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:19.340470] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:19.345007] [DEBUG] [FORECASTER] FLC: Forecast T+1@11:T+2@11: UP (p=54.42%)
[2025-09-29T22:21:19.345436] [INFO ] [FORECASTER] Completed predict_future for FLC
[2025-09-29T22:21:19.345680] [INFO ] [sig       ] FLC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:19.588884] [INFO ] [LOCAL     ] Saved forecast: FLC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FLC.txt
[2025-09-29T22:21:19.589262] [WARN ] [sig       ] [786/2211] Failed FLC after 0.4s | 4.37 sym/s | Total: 3.0m | ETA: 5.4m
[2025-09-29T22:21:19.589366] [INFO ] [sig       ] [787/2211] Forecasting FLG...
[2025-09-29T22:21:19.589424] [INFO ] [sig       ] Generating forecast for: FLG
[2025-09-29T22:21:19.589479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLG' from 'https://tdm.silogroup.org/data/derivative_storage/FLG.csv'.
[2025-09-29T22:21:19.603159] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FLG'.
[2025-09-29T22:21:19.603743] [INFO ] [FORECASTER] Starting predict_future for FLG
[2025-09-29T22:21:19.645603] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:19.646761] [DEBUG] [LOCAL     ] No optimal features file found for FLG: ./output/feature-sets/FLG.txt
[2025-09-29T22:21:19.646840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:19.646879] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:19.646912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:19.646984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:19.670985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:19.672198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:19.672326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:19.672378] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:19.720545] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:19.720772] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:19.720831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:19.720866] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:19.724586] [DEBUG] [FORECASTER] FLG: Forecast T+1@11:T+2@11: UP (p=98.00%)
[2025-09-29T22:21:19.724938] [INFO ] [FORECASTER] Completed predict_future for FLG
[2025-09-29T22:21:19.725097] [INFO ] [sig       ] FLG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:19.900195] [INFO ] [LOCAL     ] Saved forecast: FLG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FLG.txt
[2025-09-29T22:21:19.900438] [WARN ] [sig       ] [787/2211] Failed FLG after 0.3s | 4.37 sym/s | Total: 3.0m | ETA: 5.4m
[2025-09-29T22:21:19.900531] [INFO ] [sig       ] [788/2211] Forecasting FLNG...
[2025-09-29T22:21:19.900571] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-09-29T22:21:19.900603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-09-29T22:21:19.913724] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FLNG'.
[2025-09-29T22:21:19.914445] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-09-29T22:21:19.948197] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:19.949196] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-09-29T22:21:19.949260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:19.949296] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:19.949326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:19.949386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:19.968377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:19.969299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:19.969394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:19.969431] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:20.011330] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:20.011501] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:20.011548] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:20.011579] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:20.016298] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: UP (p=75.61%)
[2025-09-29T22:21:20.016606] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-09-29T22:21:20.016800] [INFO ] [sig       ] FLNG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:20.178880] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FLNG.txt
[2025-09-29T22:21:20.179121] [WARN ] [sig       ] [788/2211] Failed FLNG after 0.3s | 4.37 sym/s | Total: 3.0m | ETA: 5.4m
[2025-09-29T22:21:20.179210] [INFO ] [sig       ] [789/2211] Forecasting FLO...
[2025-09-29T22:21:20.179256] [INFO ] [sig       ] Generating forecast for: FLO
[2025-09-29T22:21:20.179296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-09-29T22:21:20.189838] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FLO'.
[2025-09-29T22:21:20.190200] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-09-29T22:21:20.217717] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:20.218511] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-09-29T22:21:20.218570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:20.218662] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:20.218721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:20.218787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:20.239764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:20.240554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:20.240674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:20.240734] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:20.280956] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:20.281103] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:20.281148] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:20.281181] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:20.285014] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=6.69%)
[2025-09-29T22:21:20.285340] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-09-29T22:21:20.285488] [INFO ] [sig       ] FLO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:20.447902] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FLO.txt
[2025-09-29T22:21:20.448161] [WARN ] [sig       ] [789/2211] Failed FLO after 0.3s | 4.37 sym/s | Total: 3.0m | ETA: 5.4m
[2025-09-29T22:21:20.448249] [INFO ] [sig       ] [790/2211] Forecasting FLR...
[2025-09-29T22:21:20.448291] [INFO ] [sig       ] Generating forecast for: FLR
[2025-09-29T22:21:20.448326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLR' from 'https://tdm.silogroup.org/data/derivative_storage/FLR.csv'.
[2025-09-29T22:21:20.458541] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FLR'.
[2025-09-29T22:21:20.458985] [INFO ] [FORECASTER] Starting predict_future for FLR
[2025-09-29T22:21:20.487113] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:20.487974] [DEBUG] [LOCAL     ] No optimal features file found for FLR: ./output/feature-sets/FLR.txt
[2025-09-29T22:21:20.488034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:20.488070] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:20.488100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:20.488160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:20.507790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:20.508616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:20.508735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:20.508781] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:20.549502] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:20.549703] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:20.549765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:20.549826] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:20.553536] [DEBUG] [FORECASTER] FLR: Forecast T+1@11:T+2@11: UP (p=95.29%)
[2025-09-29T22:21:20.553881] [INFO ] [FORECASTER] Completed predict_future for FLR
[2025-09-29T22:21:20.554050] [INFO ] [sig       ] FLR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:20.711969] [INFO ] [LOCAL     ] Saved forecast: FLR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FLR.txt
[2025-09-29T22:21:20.712244] [WARN ] [sig       ] [790/2211] Failed FLR after 0.3s | 4.37 sym/s | Total: 3.0m | ETA: 5.4m
[2025-09-29T22:21:20.712337] [INFO ] [sig       ] [791/2211] Forecasting FLS...
[2025-09-29T22:21:20.712378] [INFO ] [sig       ] Generating forecast for: FLS
[2025-09-29T22:21:20.712413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-09-29T22:21:20.722807] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FLS'.
[2025-09-29T22:21:20.723173] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-09-29T22:21:20.751190] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:20.752032] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-09-29T22:21:20.752090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:20.752127] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:20.752157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:20.752215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:20.770599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:20.771345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:20.771433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:20.771468] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:20.809384] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:20.809538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:20.809582] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:20.809613] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:20.813157] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=9.52%)
[2025-09-29T22:21:20.813432] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-09-29T22:21:20.813570] [INFO ] [sig       ] FLS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:20.966137] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FLS.txt
[2025-09-29T22:21:20.966408] [WARN ] [sig       ] [791/2211] Failed FLS after 0.3s | 4.37 sym/s | Total: 3.0m | ETA: 5.4m
[2025-09-29T22:21:20.966489] [INFO ] [sig       ] [792/2211] Forecasting FLUT...
[2025-09-29T22:21:20.966530] [INFO ] [sig       ] Generating forecast for: FLUT
[2025-09-29T22:21:20.966564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUT' from 'https://tdm.silogroup.org/data/derivative_storage/FLUT.csv'.
[2025-09-29T22:21:20.976434] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FLUT'.
[2025-09-29T22:21:20.976812] [INFO ] [FORECASTER] Starting predict_future for FLUT
[2025-09-29T22:21:21.003604] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:21.004522] [DEBUG] [LOCAL     ] No optimal features file found for FLUT: ./output/feature-sets/FLUT.txt
[2025-09-29T22:21:21.004624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:21.004711] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:21.004754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:21.004825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:21.023804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:21.024531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:21.024628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:21.024745] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:21.063098] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:21.063271] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:21.063317] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:21.063348] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:21.067254] [DEBUG] [FORECASTER] FLUT: Forecast T+1@11:T+2@11: UP (p=57.14%)
[2025-09-29T22:21:21.067564] [INFO ] [FORECASTER] Completed predict_future for FLUT
[2025-09-29T22:21:21.067743] [INFO ] [sig       ] FLUT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:21.219484] [INFO ] [LOCAL     ] Saved forecast: FLUT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FLUT.txt
[2025-09-29T22:21:21.219762] [WARN ] [sig       ] [792/2211] Failed FLUT after 0.3s | 4.36 sym/s | Total: 3.0m | ETA: 5.4m
[2025-09-29T22:21:21.219846] [INFO ] [sig       ] [793/2211] Forecasting FLXR...
[2025-09-29T22:21:21.219887] [INFO ] [sig       ] Generating forecast for: FLXR
[2025-09-29T22:21:21.219921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXR' from 'https://tdm.silogroup.org/data/derivative_storage/FLXR.csv'.
[2025-09-29T22:21:21.230272] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FLXR'.
[2025-09-29T22:21:21.230716] [INFO ] [FORECASTER] Starting predict_future for FLXR
[2025-09-29T22:21:21.257817] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:21.258637] [DEBUG] [LOCAL     ] No optimal features file found for FLXR: ./output/feature-sets/FLXR.txt
[2025-09-29T22:21:21.258755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:21.258819] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:21.258854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:21.258916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:21.278319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:21.279061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:21.279153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:21.279190] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:21.316205] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:21.316377] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:21.316423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:21.316457] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:21.320298] [DEBUG] [FORECASTER] FLXR: Forecast T+1@11:T+2@11: UP (p=93.86%)
[2025-09-29T22:21:21.320618] [INFO ] [FORECASTER] Completed predict_future for FLXR
[2025-09-29T22:21:21.320800] [INFO ] [sig       ] FLXR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:21.472471] [INFO ] [LOCAL     ] Saved forecast: FLXR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FLXR.txt
[2025-09-29T22:21:21.472774] [WARN ] [sig       ] [793/2211] Failed FLXR after 0.3s | 4.36 sym/s | Total: 3.0m | ETA: 5.4m
[2025-09-29T22:21:21.472864] [INFO ] [sig       ] [794/2211] Forecasting FMC...
[2025-09-29T22:21:21.472904] [INFO ] [sig       ] Generating forecast for: FMC
[2025-09-29T22:21:21.472937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-09-29T22:21:21.483845] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FMC'.
[2025-09-29T22:21:21.484266] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-09-29T22:21:21.512145] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:21.513144] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-09-29T22:21:21.513216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:21.513260] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:21.513293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:21.513368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:21.532635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:21.533532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:21.533639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:21.533728] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:21.578050] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:21.578227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:21.578293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:21.578327] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:21.582371] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=72.89%)
[2025-09-29T22:21:21.582745] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-09-29T22:21:21.582925] [INFO ] [sig       ] FMC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:21.756010] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FMC.txt
[2025-09-29T22:21:21.756272] [WARN ] [sig       ] [794/2211] Failed FMC after 0.3s | 4.36 sym/s | Total: 3.0m | ETA: 5.4m
[2025-09-29T22:21:21.756381] [INFO ] [sig       ] [795/2211] Forecasting FMN...
[2025-09-29T22:21:21.756441] [INFO ] [sig       ] Generating forecast for: FMN
[2025-09-29T22:21:21.756481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-09-29T22:21:21.768089] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FMN'.
[2025-09-29T22:21:21.768602] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-09-29T22:21:21.802052] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:21.803147] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-09-29T22:21:21.803225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:21.803266] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:21.803297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:21.803358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:21.826909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:21.828044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:21.828170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:21.828218] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:21.872257] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:21.872432] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:21.872478] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:21.872551] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:21.879327] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: UP (p=95.78%)
[2025-09-29T22:21:21.879841] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-09-29T22:21:21.880057] [INFO ] [sig       ] FMN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:22.092854] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FMN.txt
[2025-09-29T22:21:22.093114] [WARN ] [sig       ] [795/2211] Failed FMN after 0.3s | 4.36 sym/s | Total: 3.0m | ETA: 5.4m
[2025-09-29T22:21:22.093200] [INFO ] [sig       ] [796/2211] Forecasting FMS...
[2025-09-29T22:21:22.093244] [INFO ] [sig       ] Generating forecast for: FMS
[2025-09-29T22:21:22.093278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-09-29T22:21:22.106196] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FMS'.
[2025-09-29T22:21:22.106711] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-09-29T22:21:22.141639] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:22.142831] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-09-29T22:21:22.142982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:22.143058] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:22.143194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:22.143301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:22.167849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:22.168744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:22.168873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:22.168942] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:22.219892] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:22.220107] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:22.220163] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:22.220250] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:22.224988] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=54.73%)
[2025-09-29T22:21:22.225289] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-09-29T22:21:22.225529] [INFO ] [sig       ] FMS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:22.468718] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FMS.txt
[2025-09-29T22:21:22.469081] [WARN ] [sig       ] [796/2211] Failed FMS after 0.4s | 4.36 sym/s | Total: 3.0m | ETA: 5.4m
[2025-09-29T22:21:22.469203] [INFO ] [sig       ] [797/2211] Forecasting FMX...
[2025-09-29T22:21:22.469270] [INFO ] [sig       ] Generating forecast for: FMX
[2025-09-29T22:21:22.469351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-09-29T22:21:22.481470] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FMX'.
[2025-09-29T22:21:22.481905] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-09-29T22:21:22.510086] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:22.510997] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-09-29T22:21:22.511060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:22.511106] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:22.511138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:22.511199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:22.529543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:22.530585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:22.530776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:22.530841] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:22.570307] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:22.570494] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:22.570564] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:22.570605] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:22.574413] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: UP (p=64.25%)
[2025-09-29T22:21:22.574738] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-09-29T22:21:22.574898] [INFO ] [sig       ] FMX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:22.727620] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FMX.txt
[2025-09-29T22:21:22.727906] [WARN ] [sig       ] [797/2211] Failed FMX after 0.3s | 4.36 sym/s | Total: 3.0m | ETA: 5.4m
[2025-09-29T22:21:22.727992] [INFO ] [sig       ] [798/2211] Forecasting FMY...
[2025-09-29T22:21:22.728034] [INFO ] [sig       ] Generating forecast for: FMY
[2025-09-29T22:21:22.728069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMY' from 'https://tdm.silogroup.org/data/derivative_storage/FMY.csv'.
[2025-09-29T22:21:22.737547] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'FMY'.
[2025-09-29T22:21:22.737931] [INFO ] [FORECASTER] Starting predict_future for FMY
[2025-09-29T22:21:22.766135] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:22.767288] [DEBUG] [LOCAL     ] No optimal features file found for FMY: ./output/feature-sets/FMY.txt
[2025-09-29T22:21:22.767372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:22.767442] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:22.767510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:22.767620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:22.789235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:22.790107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:22.790236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:22.790283] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:22.827633] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:22.827817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:22.827863] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:22.827894] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:22.831433] [DEBUG] [FORECASTER] FMY: Forecast T+1@11:T+2@11: DOWN (p=11.57%)
[2025-09-29T22:21:22.831804] [INFO ] [FORECASTER] Completed predict_future for FMY
[2025-09-29T22:21:22.831953] [INFO ] [sig       ] FMY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:22.995962] [INFO ] [LOCAL     ] Saved forecast: FMY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FMY.txt
[2025-09-29T22:21:22.996201] [WARN ] [sig       ] [798/2211] Failed FMY after 0.3s | 4.36 sym/s | Total: 3.1m | ETA: 5.4m
[2025-09-29T22:21:22.996280] [INFO ] [sig       ] [799/2211] Forecasting FN...
[2025-09-29T22:21:22.996320] [INFO ] [sig       ] Generating forecast for: FN
[2025-09-29T22:21:22.996352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-09-29T22:21:23.006319] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FN'.
[2025-09-29T22:21:23.006727] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-09-29T22:21:23.033471] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:23.034293] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-09-29T22:21:23.034352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:23.034387] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:23.034415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:23.034472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:23.052259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:23.053096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:23.053190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:23.053228] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:23.081928] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:23.082059] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:23.082101] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:23.082132] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:23.085627] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: UP (p=77.25%)
[2025-09-29T22:21:23.085933] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-09-29T22:21:23.086061] [INFO ] [sig       ] FN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:23.238614] [INFO ] [LOCAL     ] Saved forecast: FN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FN.txt
[2025-09-29T22:21:23.238905] [WARN ] [sig       ] [799/2211] Failed FN after 0.2s | 4.35 sym/s | Total: 3.1m | ETA: 5.4m
[2025-09-29T22:21:23.238986] [INFO ] [sig       ] [800/2211] Forecasting FNB...
[2025-09-29T22:21:23.239033] [INFO ] [sig       ] Generating forecast for: FNB
[2025-09-29T22:21:23.239068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-09-29T22:21:23.249616] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FNB'.
[2025-09-29T22:21:23.250008] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-09-29T22:21:23.277830] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:23.278706] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-09-29T22:21:23.278768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:23.278805] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:23.278834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:23.278895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:23.298627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:23.299542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:23.299638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:23.299717] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:23.329541] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:23.329722] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:23.329780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:23.329814] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:23.333541] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=19.48%)
[2025-09-29T22:21:23.333889] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-09-29T22:21:23.334036] [INFO ] [sig       ] FNB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:23.487765] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FNB.txt
[2025-09-29T22:21:23.487988] [WARN ] [sig       ] [800/2211] Failed FNB after 0.2s | 4.35 sym/s | Total: 3.1m | ETA: 5.4m
[2025-09-29T22:21:23.488067] [INFO ] [sig       ] [801/2211] Forecasting FND...
[2025-09-29T22:21:23.488106] [INFO ] [sig       ] Generating forecast for: FND
[2025-09-29T22:21:23.488139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-09-29T22:21:23.498309] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FND'.
[2025-09-29T22:21:23.498664] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-09-29T22:21:23.525674] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:23.526479] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-09-29T22:21:23.526539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:23.526577] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:23.526607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:23.526689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:23.545120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:23.545978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:23.546086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:23.546128] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:23.578273] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:23.578453] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:23.578521] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:23.578557] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:23.582919] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: UP (p=50.72%)
[2025-09-29T22:21:23.583310] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-09-29T22:21:23.583471] [INFO ] [sig       ] FND: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:23.751501] [INFO ] [LOCAL     ] Saved forecast: FND	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FND.txt
[2025-09-29T22:21:23.751807] [WARN ] [sig       ] [801/2211] Failed FND after 0.3s | 4.35 sym/s | Total: 3.1m | ETA: 5.4m
[2025-09-29T22:21:23.751915] [INFO ] [sig       ] [802/2211] Forecasting FNF...
[2025-09-29T22:21:23.751987] [INFO ] [sig       ] Generating forecast for: FNF
[2025-09-29T22:21:23.752048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-09-29T22:21:23.762770] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FNF'.
[2025-09-29T22:21:23.763246] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-09-29T22:21:23.792085] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:23.793047] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-09-29T22:21:23.793109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:23.793146] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:23.793177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:23.793238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:23.816108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:23.817044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:23.817171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:23.817275] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:23.853331] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:23.853516] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:23.853564] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:23.853598] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:23.857853] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=41.68%)
[2025-09-29T22:21:23.858237] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-09-29T22:21:23.858394] [INFO ] [sig       ] FNF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:24.019544] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FNF.txt
[2025-09-29T22:21:24.019871] [WARN ] [sig       ] [802/2211] Failed FNF after 0.3s | 4.35 sym/s | Total: 3.1m | ETA: 5.4m
[2025-09-29T22:21:24.019961] [INFO ] [sig       ] [803/2211] Forecasting FNV...
[2025-09-29T22:21:24.020005] [INFO ] [sig       ] Generating forecast for: FNV
[2025-09-29T22:21:24.020065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNV' from 'https://tdm.silogroup.org/data/derivative_storage/FNV.csv'.
[2025-09-29T22:21:24.031617] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FNV'.
[2025-09-29T22:21:24.032097] [INFO ] [FORECASTER] Starting predict_future for FNV
[2025-09-29T22:21:24.059633] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:24.060450] [DEBUG] [LOCAL     ] No optimal features file found for FNV: ./output/feature-sets/FNV.txt
[2025-09-29T22:21:24.060515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:24.060552] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:24.060582] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:24.060683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:24.079286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:24.080053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:24.080157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:24.080212] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:24.113280] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:24.113484] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:24.113537] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:24.113571] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:24.118004] [DEBUG] [FORECASTER] FNV: Forecast T+1@11:T+2@11: DOWN (p=12.65%)
[2025-09-29T22:21:24.118389] [INFO ] [FORECASTER] Completed predict_future for FNV
[2025-09-29T22:21:24.118552] [INFO ] [sig       ] FNV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:24.277274] [INFO ] [LOCAL     ] Saved forecast: FNV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FNV.txt
[2025-09-29T22:21:24.277569] [WARN ] [sig       ] [803/2211] Failed FNV after 0.3s | 4.35 sym/s | Total: 3.1m | ETA: 5.4m
[2025-09-29T22:21:24.277681] [INFO ] [sig       ] [804/2211] Forecasting FOA...
[2025-09-29T22:21:24.277733] [INFO ] [sig       ] Generating forecast for: FOA
[2025-09-29T22:21:24.277776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-09-29T22:21:24.293077] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FOA'.
[2025-09-29T22:21:24.293673] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-09-29T22:21:24.337290] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:24.338143] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-09-29T22:21:24.338202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:24.338238] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:24.338269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:24.338329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:24.357236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:24.357863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:24.357948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:24.357987] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:24.385260] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:24.385379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:24.385420] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:24.385452] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:24.388997] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=34.53%)
[2025-09-29T22:21:24.389271] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-09-29T22:21:24.389415] [INFO ] [sig       ] FOA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:24.544511] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FOA.txt
[2025-09-29T22:21:24.544791] [WARN ] [sig       ] [804/2211] Failed FOA after 0.3s | 4.35 sym/s | Total: 3.1m | ETA: 5.4m
[2025-09-29T22:21:24.544874] [INFO ] [sig       ] [805/2211] Forecasting FOF...
[2025-09-29T22:21:24.544915] [INFO ] [sig       ] Generating forecast for: FOF
[2025-09-29T22:21:24.544949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-09-29T22:21:24.555086] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FOF'.
[2025-09-29T22:21:24.555447] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-09-29T22:21:24.581725] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:24.582494] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-09-29T22:21:24.582556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:24.582596] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:24.582626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:24.582724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:24.601226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:24.601849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:24.601935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:24.601974] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:24.627982] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:24.628130] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:24.628180] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:24.628210] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:24.632077] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: UP (p=71.23%)
[2025-09-29T22:21:24.632384] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-09-29T22:21:24.632529] [INFO ] [sig       ] FOF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:24.793283] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FOF.txt
[2025-09-29T22:21:24.793718] [WARN ] [sig       ] [805/2211] Failed FOF after 0.2s | 4.35 sym/s | Total: 3.1m | ETA: 5.4m
[2025-09-29T22:21:24.793825] [INFO ] [sig       ] [806/2211] Forecasting FOR...
[2025-09-29T22:21:24.793890] [INFO ] [sig       ] Generating forecast for: FOR
[2025-09-29T22:21:24.793950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOR' from 'https://tdm.silogroup.org/data/derivative_storage/FOR.csv'.
[2025-09-29T22:21:24.805449] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FOR'.
[2025-09-29T22:21:24.805882] [INFO ] [FORECASTER] Starting predict_future for FOR
[2025-09-29T22:21:24.834419] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:24.835256] [DEBUG] [LOCAL     ] No optimal features file found for FOR: ./output/feature-sets/FOR.txt
[2025-09-29T22:21:24.835314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:24.835353] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:24.835391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:24.835459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:24.854193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:24.854978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:24.855107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:24.855143] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:24.884991] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:24.885114] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:24.885164] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:24.885204] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:24.890147] [DEBUG] [FORECASTER] FOR: Forecast T+1@11:T+2@11: UP (p=73.96%)
[2025-09-29T22:21:24.890800] [INFO ] [FORECASTER] Completed predict_future for FOR
[2025-09-29T22:21:24.891044] [INFO ] [sig       ] FOR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:25.075543] [INFO ] [LOCAL     ] Saved forecast: FOR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FOR.txt
[2025-09-29T22:21:25.075811] [WARN ] [sig       ] [806/2211] Failed FOR after 0.3s | 4.35 sym/s | Total: 3.1m | ETA: 5.4m
[2025-09-29T22:21:25.075907] [INFO ] [sig       ] [807/2211] Forecasting FOUR...
[2025-09-29T22:21:25.075984] [INFO ] [sig       ] Generating forecast for: FOUR
[2025-09-29T22:21:25.076061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOUR' from 'https://tdm.silogroup.org/data/derivative_storage/FOUR.csv'.
[2025-09-29T22:21:25.087380] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FOUR'.
[2025-09-29T22:21:25.087766] [INFO ] [FORECASTER] Starting predict_future for FOUR
[2025-09-29T22:21:25.119762] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:25.120580] [DEBUG] [LOCAL     ] No optimal features file found for FOUR: ./output/feature-sets/FOUR.txt
[2025-09-29T22:21:25.120675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:25.120767] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:25.120837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:25.120913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:25.144492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:25.145344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:25.145438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:25.145474] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:25.190065] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:25.190207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:25.190250] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:25.190281] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:25.194057] [DEBUG] [FORECASTER] FOUR: Forecast T+1@11:T+2@11: UP (p=58.72%)
[2025-09-29T22:21:25.194349] [INFO ] [FORECASTER] Completed predict_future for FOUR
[2025-09-29T22:21:25.194493] [INFO ] [sig       ] FOUR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:25.396499] [INFO ] [LOCAL     ] Saved forecast: FOUR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FOUR.txt
[2025-09-29T22:21:25.396808] [WARN ] [sig       ] [807/2211] Failed FOUR after 0.3s | 4.35 sym/s | Total: 3.1m | ETA: 5.4m
[2025-09-29T22:21:25.396908] [INFO ] [sig       ] [808/2211] Forecasting FPF...
[2025-09-29T22:21:25.396986] [INFO ] [sig       ] Generating forecast for: FPF
[2025-09-29T22:21:25.397046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-09-29T22:21:25.407896] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FPF'.
[2025-09-29T22:21:25.408243] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-09-29T22:21:25.434910] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:25.435725] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-09-29T22:21:25.435784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:25.435820] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:25.435849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:25.435909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:25.454187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:25.454967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:25.455055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:25.455090] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:25.484768] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:25.484909] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:25.484951] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:25.485000] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:25.488608] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: UP (p=72.34%)
[2025-09-29T22:21:25.488965] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-09-29T22:21:25.489149] [INFO ] [sig       ] FPF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:25.648035] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FPF.txt
[2025-09-29T22:21:25.648287] [WARN ] [sig       ] [808/2211] Failed FPF after 0.3s | 4.35 sym/s | Total: 3.1m | ETA: 5.4m
[2025-09-29T22:21:25.648369] [INFO ] [sig       ] [809/2211] Forecasting FPH...
[2025-09-29T22:21:25.648410] [INFO ] [sig       ] Generating forecast for: FPH
[2025-09-29T22:21:25.648444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-09-29T22:21:25.659578] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FPH'.
[2025-09-29T22:21:25.660007] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-09-29T22:21:25.689870] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:25.690996] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-09-29T22:21:25.691071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:25.691125] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:25.691235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:25.691339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:25.720002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:25.721144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:25.721264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:25.721321] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:25.761186] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:25.761380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:25.761448] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:25.761500] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:25.766842] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: UP (p=90.97%)
[2025-09-29T22:21:25.767323] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-09-29T22:21:25.767522] [INFO ] [sig       ] FPH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:25.933078] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FPH.txt
[2025-09-29T22:21:25.933327] [WARN ] [sig       ] [809/2211] Failed FPH after 0.3s | 4.35 sym/s | Total: 3.1m | ETA: 5.4m
[2025-09-29T22:21:25.933410] [INFO ] [sig       ] [810/2211] Forecasting FPI...
[2025-09-29T22:21:25.933450] [INFO ] [sig       ] Generating forecast for: FPI
[2025-09-29T22:21:25.933484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-09-29T22:21:25.943593] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FPI'.
[2025-09-29T22:21:25.943947] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-09-29T22:21:25.971210] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:25.972022] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-09-29T22:21:25.972079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:25.972116] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:25.972146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:25.972206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:25.991300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:25.991992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:25.992082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:25.992118] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:26.020282] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:26.020397] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:26.020438] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:26.020470] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:26.024124] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2025-09-29T22:21:26.024437] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-09-29T22:21:26.024578] [INFO ] [sig       ] FPI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:26.181999] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FPI.txt
[2025-09-29T22:21:26.182222] [WARN ] [sig       ] [810/2211] Failed FPI after 0.2s | 4.34 sym/s | Total: 3.1m | ETA: 5.4m
[2025-09-29T22:21:26.182302] [INFO ] [sig       ] [811/2211] Forecasting FR...
[2025-09-29T22:21:26.182349] [INFO ] [sig       ] Generating forecast for: FR
[2025-09-29T22:21:26.182390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FR' from 'https://tdm.silogroup.org/data/derivative_storage/FR.csv'.
[2025-09-29T22:21:26.192528] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FR'.
[2025-09-29T22:21:26.192904] [INFO ] [FORECASTER] Starting predict_future for FR
[2025-09-29T22:21:26.219524] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:26.220403] [DEBUG] [LOCAL     ] No optimal features file found for FR: ./output/feature-sets/FR.txt
[2025-09-29T22:21:26.220462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:26.220508] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:26.220546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:26.220612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:26.239863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:26.240691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:26.240786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:26.240823] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:26.270609] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:26.270772] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:26.270824] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:26.270857] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:26.274626] [DEBUG] [FORECASTER] FR: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2025-09-29T22:21:26.274938] [INFO ] [FORECASTER] Completed predict_future for FR
[2025-09-29T22:21:26.275105] [INFO ] [sig       ] FR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:26.431684] [INFO ] [LOCAL     ] Saved forecast: FR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FR.txt
[2025-09-29T22:21:26.431941] [WARN ] [sig       ] [811/2211] Failed FR after 0.2s | 4.34 sym/s | Total: 3.1m | ETA: 5.4m
[2025-09-29T22:21:26.432022] [INFO ] [sig       ] [812/2211] Forecasting FRA...
[2025-09-29T22:21:26.432062] [INFO ] [sig       ] Generating forecast for: FRA
[2025-09-29T22:21:26.432094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-09-29T22:21:26.442208] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FRA'.
[2025-09-29T22:21:26.442672] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-09-29T22:21:26.470971] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:26.471805] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-09-29T22:21:26.471863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:26.471900] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:26.471930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:26.471991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:26.491592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:26.492236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:26.492331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:26.492372] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:26.520424] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:26.520526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:26.520567] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:26.520602] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:26.523978] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=70.97%)
[2025-09-29T22:21:26.524279] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-09-29T22:21:26.524411] [INFO ] [sig       ] FRA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:26.676512] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FRA.txt
[2025-09-29T22:21:26.676775] [WARN ] [sig       ] [812/2211] Failed FRA after 0.2s | 4.34 sym/s | Total: 3.1m | ETA: 5.4m
[2025-09-29T22:21:26.676861] [INFO ] [sig       ] [813/2211] Forecasting FRGE...
[2025-09-29T22:21:26.676902] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-09-29T22:21:26.676936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-09-29T22:21:26.687413] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FRGE'.
[2025-09-29T22:21:26.687805] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-09-29T22:21:26.714246] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:26.715097] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-09-29T22:21:26.715155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:26.715191] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:26.715221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:26.715280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:26.733501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:26.734206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:26.734297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:26.734335] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:26.772725] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:26.772891] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:26.772938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:26.772969] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:26.776765] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: UP (p=95.31%)
[2025-09-29T22:21:26.777059] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-09-29T22:21:26.777241] [INFO ] [sig       ] FRGE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:26.931073] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FRGE.txt
[2025-09-29T22:21:26.931322] [WARN ] [sig       ] [813/2211] Failed FRGE after 0.3s | 4.34 sym/s | Total: 3.1m | ETA: 5.4m
[2025-09-29T22:21:26.931410] [INFO ] [sig       ] [814/2211] Forecasting FRO...
[2025-09-29T22:21:26.931451] [INFO ] [sig       ] Generating forecast for: FRO
[2025-09-29T22:21:26.931484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-09-29T22:21:26.941498] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FRO'.
[2025-09-29T22:21:26.941942] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-09-29T22:21:26.970804] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:26.971757] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-09-29T22:21:26.971817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:26.971853] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:26.971884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:26.971942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:26.990637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:26.991328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:26.991417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:26.991462] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:27.030705] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:27.030888] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:27.030947] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:27.030983] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:27.034745] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: UP (p=98.38%)
[2025-09-29T22:21:27.035045] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-09-29T22:21:27.035200] [INFO ] [sig       ] FRO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:27.195639] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FRO.txt
[2025-09-29T22:21:27.195937] [WARN ] [sig       ] [814/2211] Failed FRO after 0.3s | 4.34 sym/s | Total: 3.1m | ETA: 5.4m
[2025-09-29T22:21:27.196092] [INFO ] [sig       ] [815/2211] Forecasting FRT...
[2025-09-29T22:21:27.196150] [INFO ] [sig       ] Generating forecast for: FRT
[2025-09-29T22:21:27.196186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRT' from 'https://tdm.silogroup.org/data/derivative_storage/FRT.csv'.
[2025-09-29T22:21:27.207938] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FRT'.
[2025-09-29T22:21:27.208364] [INFO ] [FORECASTER] Starting predict_future for FRT
[2025-09-29T22:21:27.234539] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:27.235388] [DEBUG] [LOCAL     ] No optimal features file found for FRT: ./output/feature-sets/FRT.txt
[2025-09-29T22:21:27.235447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:27.235482] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:27.235511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:27.235570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:27.254237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:27.254945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:27.255035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:27.255070] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:27.292459] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:27.292634] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:27.292722] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:27.292762] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:27.296561] [DEBUG] [FORECASTER] FRT: Forecast T+1@11:T+2@11: DOWN (p=13.43%)
[2025-09-29T22:21:27.296940] [INFO ] [FORECASTER] Completed predict_future for FRT
[2025-09-29T22:21:27.297133] [INFO ] [sig       ] FRT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:27.478921] [INFO ] [LOCAL     ] Saved forecast: FRT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FRT.txt
[2025-09-29T22:21:27.479189] [WARN ] [sig       ] [815/2211] Failed FRT after 0.3s | 4.34 sym/s | Total: 3.1m | ETA: 5.4m
[2025-09-29T22:21:27.479274] [INFO ] [sig       ] [816/2211] Forecasting FSCO...
[2025-09-29T22:21:27.479314] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-09-29T22:21:27.479348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-09-29T22:21:27.490687] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FSCO'.
[2025-09-29T22:21:27.491104] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-09-29T22:21:27.518578] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:27.519673] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-09-29T22:21:27.519736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:27.519772] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:27.519800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:27.519859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:27.540808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:27.541716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:27.541814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:27.541851] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:27.586532] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:27.586735] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:27.586792] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:27.586825] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:27.590634] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=93.42%)
[2025-09-29T22:21:27.590978] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-09-29T22:21:27.591153] [INFO ] [sig       ] FSCO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:27.762153] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FSCO.txt
[2025-09-29T22:21:27.762388] [WARN ] [sig       ] [816/2211] Failed FSCO after 0.3s | 4.34 sym/s | Total: 3.1m | ETA: 5.4m
[2025-09-29T22:21:27.762467] [INFO ] [sig       ] [817/2211] Forecasting FSK...
[2025-09-29T22:21:27.762515] [INFO ] [sig       ] Generating forecast for: FSK
[2025-09-29T22:21:27.762550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-09-29T22:21:27.774120] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FSK'.
[2025-09-29T22:21:27.774584] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-09-29T22:21:27.803467] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:27.804372] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-09-29T22:21:27.804431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:27.804469] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:27.804500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:27.804561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:27.825066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:27.826124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:27.826258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:27.826310] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:27.866092] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:27.866264] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:27.866310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:27.866342] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:27.870024] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-09-29T22:21:27.870309] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-09-29T22:21:27.870446] [INFO ] [sig       ] FSK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:28.027411] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FSK.txt
[2025-09-29T22:21:28.027698] [WARN ] [sig       ] [817/2211] Failed FSK after 0.3s | 4.34 sym/s | Total: 3.1m | ETA: 5.4m
[2025-09-29T22:21:28.027783] [INFO ] [sig       ] [818/2211] Forecasting FSLY...
[2025-09-29T22:21:28.027823] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-09-29T22:21:28.027855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-09-29T22:21:28.037945] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FSLY'.
[2025-09-29T22:21:28.038312] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-09-29T22:21:28.065506] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:28.066397] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-09-29T22:21:28.066461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:28.066497] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:28.066527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:28.066587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:28.085638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:28.086421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:28.086512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:28.086550] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:28.125813] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:28.125990] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:28.126061] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:28.126115] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:28.130321] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: UP (p=92.60%)
[2025-09-29T22:21:28.130682] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-09-29T22:21:28.130846] [INFO ] [sig       ] FSLY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:28.298924] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FSLY.txt
[2025-09-29T22:21:28.299182] [WARN ] [sig       ] [818/2211] Failed FSLY after 0.3s | 4.34 sym/s | Total: 3.1m | ETA: 5.4m
[2025-09-29T22:21:28.299261] [INFO ] [sig       ] [819/2211] Forecasting FSM...
[2025-09-29T22:21:28.299301] [INFO ] [sig       ] Generating forecast for: FSM
[2025-09-29T22:21:28.299334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-09-29T22:21:28.310062] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FSM'.
[2025-09-29T22:21:28.310616] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-09-29T22:21:28.337760] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:28.338571] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-09-29T22:21:28.338661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:28.338735] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:28.338793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:28.338857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:28.358450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:28.359138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:28.359233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:28.359274] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:28.398295] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:28.398495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:28.398570] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:28.398630] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:28.405108] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: UP (p=82.76%)
[2025-09-29T22:21:28.405388] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-09-29T22:21:28.405540] [INFO ] [sig       ] FSM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:28.561915] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FSM.txt
[2025-09-29T22:21:28.562177] [WARN ] [sig       ] [819/2211] Failed FSM after 0.3s | 4.34 sym/s | Total: 3.1m | ETA: 5.3m
[2025-09-29T22:21:28.562259] [INFO ] [sig       ] [820/2211] Forecasting FSS...
[2025-09-29T22:21:28.562301] [INFO ] [sig       ] Generating forecast for: FSS
[2025-09-29T22:21:28.562334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-09-29T22:21:28.573907] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FSS'.
[2025-09-29T22:21:28.574360] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-09-29T22:21:28.602227] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:28.603100] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-09-29T22:21:28.603164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:28.603202] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:28.603235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:28.603295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:28.622332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:28.623227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:28.623329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:28.623366] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:28.668923] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:28.669096] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:28.669143] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:28.669175] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:28.672859] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=94.33%)
[2025-09-29T22:21:28.673141] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-09-29T22:21:28.673284] [INFO ] [sig       ] FSS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:28.833137] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FSS.txt
[2025-09-29T22:21:28.833363] [WARN ] [sig       ] [820/2211] Failed FSS after 0.3s | 4.34 sym/s | Total: 3.2m | ETA: 5.3m
[2025-09-29T22:21:28.833440] [INFO ] [sig       ] [821/2211] Forecasting FT...
[2025-09-29T22:21:28.833490] [INFO ] [sig       ] Generating forecast for: FT
[2025-09-29T22:21:28.833524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FT' from 'https://tdm.silogroup.org/data/derivative_storage/FT.csv'.
[2025-09-29T22:21:28.846922] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FT'.
[2025-09-29T22:21:28.847425] [INFO ] [FORECASTER] Starting predict_future for FT
[2025-09-29T22:21:28.876128] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:28.876996] [DEBUG] [LOCAL     ] No optimal features file found for FT: ./output/feature-sets/FT.txt
[2025-09-29T22:21:28.877083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:28.877148] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:28.877184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:28.877244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:28.896404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:28.897298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:28.897396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:28.897439] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:28.936298] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:28.936460] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:28.936509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:28.936547] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:28.942201] [DEBUG] [FORECASTER] FT: Forecast T+1@11:T+2@11: DOWN (p=3.71%)
[2025-09-29T22:21:28.942536] [INFO ] [FORECASTER] Completed predict_future for FT
[2025-09-29T22:21:28.942733] [INFO ] [sig       ] FT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:29.108566] [INFO ] [LOCAL     ] Saved forecast: FT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FT.txt
[2025-09-29T22:21:29.108880] [WARN ] [sig       ] [821/2211] Failed FT after 0.3s | 4.34 sym/s | Total: 3.2m | ETA: 5.3m
[2025-09-29T22:21:29.108982] [INFO ] [sig       ] [822/2211] Forecasting FTHY...
[2025-09-29T22:21:29.109023] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-09-29T22:21:29.109058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-09-29T22:21:29.120452] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FTHY'.
[2025-09-29T22:21:29.120806] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-09-29T22:21:29.146998] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:29.147920] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-09-29T22:21:29.147977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:29.148014] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:29.148042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:29.148100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:29.166134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:29.166897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:29.166996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:29.167040] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:29.204529] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:29.204735] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:29.204801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:29.204846] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:29.208621] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2025-09-29T22:21:29.208936] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-09-29T22:21:29.209079] [INFO ] [sig       ] FTHY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:29.364824] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FTHY.txt
[2025-09-29T22:21:29.365140] [WARN ] [sig       ] [822/2211] Failed FTHY after 0.3s | 4.34 sym/s | Total: 3.2m | ETA: 5.3m
[2025-09-29T22:21:29.365230] [INFO ] [sig       ] [823/2211] Forecasting FTI...
[2025-09-29T22:21:29.365271] [INFO ] [sig       ] Generating forecast for: FTI
[2025-09-29T22:21:29.365350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-09-29T22:21:29.375543] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FTI'.
[2025-09-29T22:21:29.375998] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-09-29T22:21:29.403073] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:29.404101] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-09-29T22:21:29.404165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:29.404203] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:29.404234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:29.404294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:29.427259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:29.428480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:29.428598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:29.428698] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:29.468352] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:29.468523] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:29.468570] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:29.468604] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:29.472237] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: UP (p=92.67%)
[2025-09-29T22:21:29.472526] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-09-29T22:21:29.472696] [INFO ] [sig       ] FTI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:29.639384] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FTI.txt
[2025-09-29T22:21:29.639626] [WARN ] [sig       ] [823/2211] Failed FTI after 0.3s | 4.33 sym/s | Total: 3.2m | ETA: 5.3m
[2025-09-29T22:21:29.639726] [INFO ] [sig       ] [824/2211] Forecasting FTK...
[2025-09-29T22:21:29.639766] [INFO ] [sig       ] Generating forecast for: FTK
[2025-09-29T22:21:29.639799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-09-29T22:21:29.650484] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FTK'.
[2025-09-29T22:21:29.650871] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-09-29T22:21:29.677609] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:29.678449] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-09-29T22:21:29.678508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:29.678543] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:29.678571] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:29.678630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:29.697401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:29.698212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:29.698325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:29.698364] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:29.734274] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:29.734432] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:29.734478] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:29.734511] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:29.738200] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=9.03%)
[2025-09-29T22:21:29.738482] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-09-29T22:21:29.738614] [INFO ] [sig       ] FTK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:29.894794] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FTK.txt
[2025-09-29T22:21:29.895122] [WARN ] [sig       ] [824/2211] Failed FTK after 0.3s | 4.33 sym/s | Total: 3.2m | ETA: 5.3m
[2025-09-29T22:21:29.895211] [INFO ] [sig       ] [825/2211] Forecasting FTS...
[2025-09-29T22:21:29.895253] [INFO ] [sig       ] Generating forecast for: FTS
[2025-09-29T22:21:29.895288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-09-29T22:21:29.906831] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FTS'.
[2025-09-29T22:21:29.907381] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-09-29T22:21:29.943037] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:29.943932] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-09-29T22:21:29.943990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:29.944026] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:29.944056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:29.944127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:29.969061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:29.969909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:29.969999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:29.970034] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:30.007405] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:30.007568] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:30.007612] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:30.007668] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:30.011398] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-09-29T22:21:30.011714] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-09-29T22:21:30.011861] [INFO ] [sig       ] FTS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:30.169897] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FTS.txt
[2025-09-29T22:21:30.170158] [WARN ] [sig       ] [825/2211] Failed FTS after 0.3s | 4.33 sym/s | Total: 3.2m | ETA: 5.3m
[2025-09-29T22:21:30.170242] [INFO ] [sig       ] [826/2211] Forecasting FTV...
[2025-09-29T22:21:30.170282] [INFO ] [sig       ] Generating forecast for: FTV
[2025-09-29T22:21:30.170317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTV' from 'https://tdm.silogroup.org/data/derivative_storage/FTV.csv'.
[2025-09-29T22:21:30.181277] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FTV'.
[2025-09-29T22:21:30.181631] [INFO ] [FORECASTER] Starting predict_future for FTV
[2025-09-29T22:21:30.208502] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:30.209291] [DEBUG] [LOCAL     ] No optimal features file found for FTV: ./output/feature-sets/FTV.txt
[2025-09-29T22:21:30.209369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:30.209406] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:30.209436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:30.209574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:30.227837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:30.228436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:30.228522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:30.228557] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:30.264320] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:30.264464] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:30.264509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:30.264543] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:30.268485] [DEBUG] [FORECASTER] FTV: Forecast T+1@11:T+2@11: UP (p=78.45%)
[2025-09-29T22:21:30.268843] [INFO ] [FORECASTER] Completed predict_future for FTV
[2025-09-29T22:21:30.268997] [INFO ] [sig       ] FTV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:30.418328] [INFO ] [LOCAL     ] Saved forecast: FTV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FTV.txt
[2025-09-29T22:21:30.418575] [WARN ] [sig       ] [826/2211] Failed FTV after 0.2s | 4.33 sym/s | Total: 3.2m | ETA: 5.3m
[2025-09-29T22:21:30.418697] [INFO ] [sig       ] [827/2211] Forecasting FTWO...
[2025-09-29T22:21:30.418771] [INFO ] [sig       ] Generating forecast for: FTWO
[2025-09-29T22:21:30.418832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTWO' from 'https://tdm.silogroup.org/data/derivative_storage/FTWO.csv'.
[2025-09-29T22:21:30.428583] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'FTWO'.
[2025-09-29T22:21:30.428935] [INFO ] [FORECASTER] Starting predict_future for FTWO
[2025-09-29T22:21:30.454970] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:30.455749] [DEBUG] [LOCAL     ] No optimal features file found for FTWO: ./output/feature-sets/FTWO.txt
[2025-09-29T22:21:30.455806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:30.455841] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:30.455870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:30.455926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:30.474318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:30.474931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:30.475016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:30.475051] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:30.507312] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:30.507476] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:30.507529] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:30.507564] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:30.511535] [DEBUG] [FORECASTER] FTWO: Forecast T+1@11:T+2@11: DOWN (p=23.93%)
[2025-09-29T22:21:30.511879] [INFO ] [FORECASTER] Completed predict_future for FTWO
[2025-09-29T22:21:30.512030] [INFO ] [sig       ] FTWO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:30.671153] [INFO ] [LOCAL     ] Saved forecast: FTWO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FTWO.txt
[2025-09-29T22:21:30.671407] [WARN ] [sig       ] [827/2211] Failed FTWO after 0.3s | 4.33 sym/s | Total: 3.2m | ETA: 5.3m
[2025-09-29T22:21:30.671491] [INFO ] [sig       ] [828/2211] Forecasting FUBO...
[2025-09-29T22:21:30.671568] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-09-29T22:21:30.671625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-09-29T22:21:30.682592] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FUBO'.
[2025-09-29T22:21:30.682974] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-09-29T22:21:30.709508] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:30.710317] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-09-29T22:21:30.710374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:30.710410] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:30.710441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:30.710500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:30.728458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:30.729108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:30.729194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:30.729229] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:30.760397] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:30.760542] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:30.760587] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:30.760621] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:30.764995] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: UP (p=91.33%)
[2025-09-29T22:21:30.765321] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-09-29T22:21:30.765472] [INFO ] [sig       ] FUBO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:30.924867] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FUBO.txt
[2025-09-29T22:21:30.925206] [WARN ] [sig       ] [828/2211] Failed FUBO after 0.3s | 4.33 sym/s | Total: 3.2m | ETA: 5.3m
[2025-09-29T22:21:30.925300] [INFO ] [sig       ] [829/2211] Forecasting FUL...
[2025-09-29T22:21:30.925366] [INFO ] [sig       ] Generating forecast for: FUL
[2025-09-29T22:21:30.925432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-09-29T22:21:30.936445] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FUL'.
[2025-09-29T22:21:30.936809] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-09-29T22:21:30.964266] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:30.965375] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-09-29T22:21:30.965437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:30.965474] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:30.965503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:30.965563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:30.984545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:30.985174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:30.985263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:30.985303] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:31.053369] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:31.053485] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:31.053529] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:31.053561] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:31.057593] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: UP (p=96.86%)
[2025-09-29T22:21:31.058158] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-09-29T22:21:31.058306] [INFO ] [sig       ] FUL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:31.219419] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FUL.txt
[2025-09-29T22:21:31.219666] [WARN ] [sig       ] [829/2211] Failed FUL after 0.3s | 4.33 sym/s | Total: 3.2m | ETA: 5.3m
[2025-09-29T22:21:31.219754] [INFO ] [sig       ] [830/2211] Forecasting FUN...
[2025-09-29T22:21:31.219794] [INFO ] [sig       ] Generating forecast for: FUN
[2025-09-29T22:21:31.219833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-09-29T22:21:31.229524] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FUN'.
[2025-09-29T22:21:31.229874] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-09-29T22:21:31.256519] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:31.257344] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-09-29T22:21:31.257401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:31.257437] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:31.257467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:31.257527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:31.276524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:31.277191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:31.277279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:31.277315] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:31.308284] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:31.308434] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:31.308483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:31.308519] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:31.312234] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: DOWN (p=25.03%)
[2025-09-29T22:21:31.312566] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-09-29T22:21:31.312733] [INFO ] [sig       ] FUN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:31.466587] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FUN.txt
[2025-09-29T22:21:31.466920] [WARN ] [sig       ] [830/2211] Failed FUN after 0.2s | 4.33 sym/s | Total: 3.2m | ETA: 5.3m
[2025-09-29T22:21:31.467005] [INFO ] [sig       ] [831/2211] Forecasting FVR...
[2025-09-29T22:21:31.467047] [INFO ] [sig       ] Generating forecast for: FVR
[2025-09-29T22:21:31.467118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVR' from 'https://tdm.silogroup.org/data/derivative_storage/FVR.csv'.
[2025-09-29T22:21:31.478598] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'FVR'.
[2025-09-29T22:21:31.478970] [INFO ] [FORECASTER] Starting predict_future for FVR
[2025-09-29T22:21:31.506611] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:31.507507] [DEBUG] [LOCAL     ] No optimal features file found for FVR: ./output/feature-sets/FVR.txt
[2025-09-29T22:21:31.507570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:31.507608] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:31.507637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:31.507741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:31.526064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:31.526630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:31.526773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:31.526829] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:31.553977] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:31.554122] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:31.554166] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:31.554198] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:31.557883] [DEBUG] [FORECASTER] FVR: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2025-09-29T22:21:31.558179] [INFO ] [FORECASTER] Completed predict_future for FVR
[2025-09-29T22:21:31.558315] [INFO ] [sig       ] FVR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:31.718742] [INFO ] [LOCAL     ] Saved forecast: FVR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/FVR.txt
[2025-09-29T22:21:31.719065] [WARN ] [sig       ] [831/2211] Failed FVR after 0.3s | 4.33 sym/s | Total: 3.2m | ETA: 5.3m
[2025-09-29T22:21:31.719165] [INFO ] [sig       ] [832/2211] Forecasting FVRR...
[2025-09-29T22:21:31.719238] [INFO ] [sig       ] Generating forecast for: FVRR
[2025-09-29T22:21:31.719310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVRR' from 'https://tdm.silogroup.org/data/derivative_storage/FVRR.csv'.
[2025-09-29T22:21:31.730416] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FVRR'.
[2025-09-29T22:21:31.730957] [INFO ] [FORECASTER] Starting predict_future for FVRR
[2025-09-29T22:21:31.767981] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:31.768995] [DEBUG] [LOCAL     ] No optimal features file found for FVRR: ./output/feature-sets/FVRR.txt
[2025-09-29T22:21:31.769056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:31.769092] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:31.769121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:31.769181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:31.790104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:31.791137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:31.791253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:31.791321] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:31.830563] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:31.830780] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:31.830869] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:31.830918] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:31.836617] [DEBUG] [FORECASTER] FVRR: Forecast T+1@11:T+2@11: UP (p=86.93%)
[2025-09-29T22:21:31.837177] [INFO ] [FORECASTER] Completed predict_future for FVRR
[2025-09-29T22:21:31.837375] [INFO ] [sig       ] FVRR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:32.015594] [INFO ] [LOCAL     ] Saved forecast: FVRR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FVRR.txt
[2025-09-29T22:21:32.015901] [WARN ] [sig       ] [832/2211] Failed FVRR after 0.3s | 4.33 sym/s | Total: 3.2m | ETA: 5.3m
[2025-09-29T22:21:32.015986] [INFO ] [sig       ] [833/2211] Forecasting FXED...
[2025-09-29T22:21:32.016028] [INFO ] [sig       ] Generating forecast for: FXED
[2025-09-29T22:21:32.016063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FXED' from 'https://tdm.silogroup.org/data/derivative_storage/FXED.csv'.
[2025-09-29T22:21:32.025929] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'FXED'.
[2025-09-29T22:21:32.026336] [INFO ] [FORECASTER] Starting predict_future for FXED
[2025-09-29T22:21:32.055775] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:32.056855] [DEBUG] [LOCAL     ] No optimal features file found for FXED: ./output/feature-sets/FXED.txt
[2025-09-29T22:21:32.056932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:32.056970] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:32.057093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:32.057210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:32.077343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:32.078019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:32.078106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:32.078142] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:32.118588] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:32.118758] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:32.118815] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:32.118848] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:32.122444] [DEBUG] [FORECASTER] FXED: Forecast T+1@11:T+2@11: UP (p=70.15%)
[2025-09-29T22:21:32.122782] [INFO ] [FORECASTER] Completed predict_future for FXED
[2025-09-29T22:21:32.122933] [INFO ] [sig       ] FXED: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:32.280508] [INFO ] [LOCAL     ] Saved forecast: FXED	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/FXED.txt
[2025-09-29T22:21:32.280771] [WARN ] [sig       ] [833/2211] Failed FXED after 0.3s | 4.33 sym/s | Total: 3.2m | ETA: 5.3m
[2025-09-29T22:21:32.280855] [INFO ] [sig       ] [834/2211] Forecasting G...
[2025-09-29T22:21:32.280895] [INFO ] [sig       ] Generating forecast for: G
[2025-09-29T22:21:32.280927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-09-29T22:21:32.292665] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'G'.
[2025-09-29T22:21:32.293110] [INFO ] [FORECASTER] Starting predict_future for G
[2025-09-29T22:21:32.319979] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:32.320839] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-09-29T22:21:32.320899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:32.320936] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:32.320966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:32.321026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:32.340085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:32.340948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:32.341041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:32.341077] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:32.378278] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:32.378444] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:32.378489] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:32.378522] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:32.382264] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: UP (p=96.69%)
[2025-09-29T22:21:32.382677] [INFO ] [FORECASTER] Completed predict_future for G
[2025-09-29T22:21:32.382830] [INFO ] [sig       ] G: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:32.535692] [INFO ] [LOCAL     ] Saved forecast: G	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/G.txt
[2025-09-29T22:21:32.535947] [WARN ] [sig       ] [834/2211] Failed G after 0.3s | 4.33 sym/s | Total: 3.2m | ETA: 5.3m
[2025-09-29T22:21:32.536026] [INFO ] [sig       ] [835/2211] Forecasting GAB...
[2025-09-29T22:21:32.536067] [INFO ] [sig       ] Generating forecast for: GAB
[2025-09-29T22:21:32.536111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-09-29T22:21:32.547796] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GAB'.
[2025-09-29T22:21:32.548203] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-09-29T22:21:32.574294] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:32.575179] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-09-29T22:21:32.575238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:32.575287] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:32.575348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:32.575417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:32.594297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:32.594917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:32.595003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:32.595040] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:32.631166] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:32.631311] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:32.631371] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:32.631408] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:32.635008] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=96.08%)
[2025-09-29T22:21:32.635346] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-09-29T22:21:32.635549] [INFO ] [sig       ] GAB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:32.791034] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GAB.txt
[2025-09-29T22:21:32.791267] [WARN ] [sig       ] [835/2211] Failed GAB after 0.3s | 4.33 sym/s | Total: 3.2m | ETA: 5.3m
[2025-09-29T22:21:32.791345] [INFO ] [sig       ] [836/2211] Forecasting GAM...
[2025-09-29T22:21:32.791387] [INFO ] [sig       ] Generating forecast for: GAM
[2025-09-29T22:21:32.791420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-09-29T22:21:32.800930] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'GAM'.
[2025-09-29T22:21:32.801254] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-09-29T22:21:32.827391] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:32.828200] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-09-29T22:21:32.828258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:32.828293] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:32.828322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:32.828381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:32.846954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:32.847795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:32.847890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:32.847926] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:32.883824] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:32.883966] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:32.884044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:32.884077] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:32.890094] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: UP (p=65.87%)
[2025-09-29T22:21:32.890375] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-09-29T22:21:32.890585] [INFO ] [sig       ] GAM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:33.041355] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GAM.txt
[2025-09-29T22:21:33.041804] [WARN ] [sig       ] [836/2211] Failed GAM after 0.3s | 4.33 sym/s | Total: 3.2m | ETA: 5.3m
[2025-09-29T22:21:33.041891] [INFO ] [sig       ] [837/2211] Forecasting GAP...
[2025-09-29T22:21:33.041932] [INFO ] [sig       ] Generating forecast for: GAP
[2025-09-29T22:21:33.041966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAP' from 'https://tdm.silogroup.org/data/derivative_storage/GAP.csv'.
[2025-09-29T22:21:33.052381] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GAP'.
[2025-09-29T22:21:33.052739] [INFO ] [FORECASTER] Starting predict_future for GAP
[2025-09-29T22:21:33.078583] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:33.079423] [DEBUG] [LOCAL     ] No optimal features file found for GAP: ./output/feature-sets/GAP.txt
[2025-09-29T22:21:33.079480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:33.079514] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:33.079543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:33.079602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:33.097919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:33.098502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:33.098585] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:33.098622] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:33.133329] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:33.133457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:33.133501] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:33.133532] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:33.136961] [DEBUG] [FORECASTER] GAP: Forecast T+1@11:T+2@11: UP (p=55.65%)
[2025-09-29T22:21:33.137276] [INFO ] [FORECASTER] Completed predict_future for GAP
[2025-09-29T22:21:33.137426] [INFO ] [sig       ] GAP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:33.286726] [INFO ] [LOCAL     ] Saved forecast: GAP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GAP.txt
[2025-09-29T22:21:33.286990] [WARN ] [sig       ] [837/2211] Failed GAP after 0.2s | 4.32 sym/s | Total: 3.2m | ETA: 5.3m
[2025-09-29T22:21:33.287098] [INFO ] [sig       ] [838/2211] Forecasting GATX...
[2025-09-29T22:21:33.287155] [INFO ] [sig       ] Generating forecast for: GATX
[2025-09-29T22:21:33.287193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-09-29T22:21:33.298150] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GATX'.
[2025-09-29T22:21:33.298576] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-09-29T22:21:33.325417] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:33.326306] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-09-29T22:21:33.326366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:33.326401] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:33.326430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:33.326490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:33.345132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:33.346059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:33.346150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:33.346205] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:33.384105] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:33.384269] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:33.384318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:33.384352] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:33.388185] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: UP (p=90.71%)
[2025-09-29T22:21:33.388476] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-09-29T22:21:33.388621] [INFO ] [sig       ] GATX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:33.539868] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GATX.txt
[2025-09-29T22:21:33.540109] [WARN ] [sig       ] [838/2211] Failed GATX after 0.3s | 4.32 sym/s | Total: 3.2m | ETA: 5.3m
[2025-09-29T22:21:33.540185] [INFO ] [sig       ] [839/2211] Forecasting GBAB...
[2025-09-29T22:21:33.540225] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-09-29T22:21:33.540258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-09-29T22:21:33.551243] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GBAB'.
[2025-09-29T22:21:33.551610] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-09-29T22:21:33.583064] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:33.585077] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-09-29T22:21:33.585141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:33.585177] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:33.585206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:33.585266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:33.603240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:33.603922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:33.604011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:33.604045] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:33.643753] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:33.643919] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:33.643962] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:33.643993] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:33.647774] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=79.56%)
[2025-09-29T22:21:33.648069] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-09-29T22:21:33.648212] [INFO ] [sig       ] GBAB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:33.797784] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GBAB.txt
[2025-09-29T22:21:33.798050] [WARN ] [sig       ] [839/2211] Failed GBAB after 0.3s | 4.32 sym/s | Total: 3.2m | ETA: 5.3m
[2025-09-29T22:21:33.798164] [INFO ] [sig       ] [840/2211] Forecasting GBCI...
[2025-09-29T22:21:33.798205] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-09-29T22:21:33.798237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-09-29T22:21:33.811002] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GBCI'.
[2025-09-29T22:21:33.811395] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-09-29T22:21:33.839113] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:33.840082] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-09-29T22:21:33.840198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:33.840302] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:33.840356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:33.840431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:33.858947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:33.859622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:33.859752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:33.859793] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:33.895563] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:33.895750] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:33.895806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:33.895840] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:33.899571] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=23.72%)
[2025-09-29T22:21:33.899914] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-09-29T22:21:33.900108] [INFO ] [sig       ] GBCI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:34.051584] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GBCI.txt
[2025-09-29T22:21:34.051894] [WARN ] [sig       ] [840/2211] Failed GBCI after 0.3s | 4.32 sym/s | Total: 3.2m | ETA: 5.3m
[2025-09-29T22:21:34.051966] [INFO ] [sig       ] [841/2211] Forecasting GBTG...
[2025-09-29T22:21:34.051999] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-09-29T22:21:34.052031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-09-29T22:21:34.063483] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GBTG'.
[2025-09-29T22:21:34.063900] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-09-29T22:21:34.090931] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:34.091928] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-09-29T22:21:34.091991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:34.092026] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:34.092056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:34.092113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:34.110638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:34.111318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:34.111406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:34.111442] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:34.150145] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:34.150296] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:34.150338] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:34.150369] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:34.154196] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: DOWN (p=38.94%)
[2025-09-29T22:21:34.154486] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-09-29T22:21:34.154627] [INFO ] [sig       ] GBTG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:34.307970] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GBTG.txt
[2025-09-29T22:21:34.308215] [WARN ] [sig       ] [841/2211] Failed GBTG after 0.3s | 4.32 sym/s | Total: 3.2m | ETA: 5.3m
[2025-09-29T22:21:34.308292] [INFO ] [sig       ] [842/2211] Forecasting GBX...
[2025-09-29T22:21:34.308332] [INFO ] [sig       ] Generating forecast for: GBX
[2025-09-29T22:21:34.308364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-09-29T22:21:34.319182] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GBX'.
[2025-09-29T22:21:34.319523] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-09-29T22:21:34.346835] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:34.347724] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-09-29T22:21:34.347789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:34.347829] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:34.347873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:34.347942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:34.367457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:34.368096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:34.368183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:34.368220] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:34.403989] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:34.404171] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:34.404232] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:34.404273] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:34.408135] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: UP (p=73.00%)
[2025-09-29T22:21:34.408448] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-09-29T22:21:34.408599] [INFO ] [sig       ] GBX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:34.575446] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GBX.txt
[2025-09-29T22:21:34.575693] [WARN ] [sig       ] [842/2211] Failed GBX after 0.3s | 4.32 sym/s | Total: 3.2m | ETA: 5.3m
[2025-09-29T22:21:34.575774] [INFO ] [sig       ] [843/2211] Forecasting GCI...
[2025-09-29T22:21:34.575814] [INFO ] [sig       ] Generating forecast for: GCI
[2025-09-29T22:21:34.575847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCI' from 'https://tdm.silogroup.org/data/derivative_storage/GCI.csv'.
[2025-09-29T22:21:34.585964] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GCI'.
[2025-09-29T22:21:34.586297] [INFO ] [FORECASTER] Starting predict_future for GCI
[2025-09-29T22:21:34.614953] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:34.615939] [DEBUG] [LOCAL     ] No optimal features file found for GCI: ./output/feature-sets/GCI.txt
[2025-09-29T22:21:34.616001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:34.616038] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:34.616070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:34.616130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:34.637274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:34.638205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:34.638297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:34.638334] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:34.678380] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:34.678547] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:34.678592] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:34.678623] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:34.682230] [DEBUG] [FORECASTER] GCI: Forecast T+1@11:T+2@11: DOWN (p=40.66%)
[2025-09-29T22:21:34.682516] [INFO ] [FORECASTER] Completed predict_future for GCI
[2025-09-29T22:21:34.682755] [INFO ] [sig       ] GCI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:34.841056] [INFO ] [LOCAL     ] Saved forecast: GCI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GCI.txt
[2025-09-29T22:21:34.841355] [WARN ] [sig       ] [843/2211] Failed GCI after 0.3s | 4.32 sym/s | Total: 3.3m | ETA: 5.3m
[2025-09-29T22:21:34.841442] [INFO ] [sig       ] [844/2211] Forecasting GCO...
[2025-09-29T22:21:34.841484] [INFO ] [sig       ] Generating forecast for: GCO
[2025-09-29T22:21:34.841520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-09-29T22:21:34.852428] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GCO'.
[2025-09-29T22:21:34.852869] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-09-29T22:21:34.880689] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:34.881524] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-09-29T22:21:34.881582] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:34.881617] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:34.881677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:34.881791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:34.901131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:34.902031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:34.902131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:34.902167] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:34.940727] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:34.940903] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:34.940951] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:34.940983] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:34.944891] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-09-29T22:21:34.945201] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-09-29T22:21:34.945373] [INFO ] [sig       ] GCO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:35.104824] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GCO.txt
[2025-09-29T22:21:35.105085] [WARN ] [sig       ] [844/2211] Failed GCO after 0.3s | 4.32 sym/s | Total: 3.3m | ETA: 5.3m
[2025-09-29T22:21:35.105171] [INFO ] [sig       ] [845/2211] Forecasting GCTS...
[2025-09-29T22:21:35.105213] [INFO ] [sig       ] Generating forecast for: GCTS
[2025-09-29T22:21:35.105247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCTS' from 'https://tdm.silogroup.org/data/derivative_storage/GCTS.csv'.
[2025-09-29T22:21:35.122853] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GCTS'.
[2025-09-29T22:21:35.123437] [INFO ] [FORECASTER] Starting predict_future for GCTS
[2025-09-29T22:21:35.152186] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:35.153061] [DEBUG] [LOCAL     ] No optimal features file found for GCTS: ./output/feature-sets/GCTS.txt
[2025-09-29T22:21:35.153121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:35.153180] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:35.153236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:35.153299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:35.171714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:35.172463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:35.172598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:35.172680] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:35.211364] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:35.211535] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:35.211578] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:35.211610] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:35.215446] [DEBUG] [FORECASTER] GCTS: Forecast T+1@11:T+2@11: UP (p=66.39%)
[2025-09-29T22:21:35.215789] [INFO ] [FORECASTER] Completed predict_future for GCTS
[2025-09-29T22:21:35.215938] [INFO ] [sig       ] GCTS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:35.382826] [INFO ] [LOCAL     ] Saved forecast: GCTS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GCTS.txt
[2025-09-29T22:21:35.383108] [WARN ] [sig       ] [845/2211] Failed GCTS after 0.3s | 4.32 sym/s | Total: 3.3m | ETA: 5.3m
[2025-09-29T22:21:35.383204] [INFO ] [sig       ] [846/2211] Forecasting GCV...
[2025-09-29T22:21:35.383261] [INFO ] [sig       ] Generating forecast for: GCV
[2025-09-29T22:21:35.383297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCV' from 'https://tdm.silogroup.org/data/derivative_storage/GCV.csv'.
[2025-09-29T22:21:35.393545] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GCV'.
[2025-09-29T22:21:35.393947] [INFO ] [FORECASTER] Starting predict_future for GCV
[2025-09-29T22:21:35.420986] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:35.421832] [DEBUG] [LOCAL     ] No optimal features file found for GCV: ./output/feature-sets/GCV.txt
[2025-09-29T22:21:35.421892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:35.421928] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:35.421959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:35.422019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:35.441954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:35.442696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:35.442789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:35.442825] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:35.478609] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:35.478808] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:35.478859] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:35.478890] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:35.482387] [DEBUG] [FORECASTER] GCV: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2025-09-29T22:21:35.482702] [INFO ] [FORECASTER] Completed predict_future for GCV
[2025-09-29T22:21:35.482852] [INFO ] [sig       ] GCV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:35.645905] [INFO ] [LOCAL     ] Saved forecast: GCV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GCV.txt
[2025-09-29T22:21:35.646140] [WARN ] [sig       ] [846/2211] Failed GCV after 0.3s | 4.32 sym/s | Total: 3.3m | ETA: 5.3m
[2025-09-29T22:21:35.646219] [INFO ] [sig       ] [847/2211] Forecasting GD...
[2025-09-29T22:21:35.646442] [INFO ] [sig       ] Generating forecast for: GD
[2025-09-29T22:21:35.646475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-09-29T22:21:35.657606] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GD'.
[2025-09-29T22:21:35.658010] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-09-29T22:21:35.685680] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:35.686485] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-09-29T22:21:35.686546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:35.686609] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:35.686672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:35.686758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:35.706166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:35.707053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:35.707165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:35.707206] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:35.746973] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:35.747216] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:35.747285] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:35.747321] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:35.751484] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=76.76%)
[2025-09-29T22:21:35.751839] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-09-29T22:21:35.752012] [INFO ] [sig       ] GD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:35.916301] [INFO ] [LOCAL     ] Saved forecast: GD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GD.txt
[2025-09-29T22:21:35.916560] [WARN ] [sig       ] [847/2211] Failed GD after 0.3s | 4.32 sym/s | Total: 3.3m | ETA: 5.3m
[2025-09-29T22:21:35.916661] [INFO ] [sig       ] [848/2211] Forecasting GDDY...
[2025-09-29T22:21:35.916719] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-09-29T22:21:35.916756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-09-29T22:21:35.927145] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GDDY'.
[2025-09-29T22:21:35.927535] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-09-29T22:21:35.956361] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:35.957406] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-09-29T22:21:35.957471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:35.957517] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:35.957549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:35.957618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:35.977707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:35.978410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:35.978534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:35.978578] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:36.016422] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:36.016624] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:36.016734] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:36.016805] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:36.021747] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=87.01%)
[2025-09-29T22:21:36.022108] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-09-29T22:21:36.022320] [INFO ] [sig       ] GDDY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:36.204793] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GDDY.txt
[2025-09-29T22:21:36.205157] [WARN ] [sig       ] [848/2211] Failed GDDY after 0.3s | 4.32 sym/s | Total: 3.3m | ETA: 5.3m
[2025-09-29T22:21:36.205291] [INFO ] [sig       ] [849/2211] Forecasting GDIV...
[2025-09-29T22:21:36.205338] [INFO ] [sig       ] Generating forecast for: GDIV
[2025-09-29T22:21:36.205431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDIV' from 'https://tdm.silogroup.org/data/derivative_storage/GDIV.csv'.
[2025-09-29T22:21:36.219068] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'GDIV'.
[2025-09-29T22:21:36.219590] [INFO ] [FORECASTER] Starting predict_future for GDIV
[2025-09-29T22:21:36.261098] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:36.262441] [DEBUG] [LOCAL     ] No optimal features file found for GDIV: ./output/feature-sets/GDIV.txt
[2025-09-29T22:21:36.262546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:36.262602] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:36.262638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:36.262795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:36.293111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:36.294069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:36.294164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:36.294230] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:36.346251] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:36.346493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:36.346590] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:36.346633] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:36.352286] [DEBUG] [FORECASTER] GDIV: Forecast T+1@11:T+2@11: DOWN (p=42.35%)
[2025-09-29T22:21:36.352814] [INFO ] [FORECASTER] Completed predict_future for GDIV
[2025-09-29T22:21:36.353138] [INFO ] [sig       ] GDIV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:36.599523] [INFO ] [LOCAL     ] Saved forecast: GDIV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GDIV.txt
[2025-09-29T22:21:36.599796] [WARN ] [sig       ] [849/2211] Failed GDIV after 0.4s | 4.31 sym/s | Total: 3.3m | ETA: 5.3m
[2025-09-29T22:21:36.599878] [INFO ] [sig       ] [850/2211] Forecasting GDL...
[2025-09-29T22:21:36.599918] [INFO ] [sig       ] Generating forecast for: GDL
[2025-09-29T22:21:36.599951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDL' from 'https://tdm.silogroup.org/data/derivative_storage/GDL.csv'.
[2025-09-29T22:21:36.604463] [WARN ] [REMOTE    ] Historical data not found for symbol 'GDL' (404).
[2025-09-29T22:21:36.604681] [FATAL] [sig       ] GDL: No historical data fetched.
[2025-09-29T22:21:36.604769] [WARN ] [sig       ] [850/2211] Failed GDL after 0.0s | 4.32 sym/s | Total: 3.3m | ETA: 5.3m
[2025-09-29T22:21:36.604836] [INFO ] [sig       ] [851/2211] Forecasting GDO...
[2025-09-29T22:21:36.604880] [INFO ] [sig       ] Generating forecast for: GDO
[2025-09-29T22:21:36.604911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDO' from 'https://tdm.silogroup.org/data/derivative_storage/GDO.csv'.
[2025-09-29T22:21:36.615209] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GDO'.
[2025-09-29T22:21:36.615694] [INFO ] [FORECASTER] Starting predict_future for GDO
[2025-09-29T22:21:36.642290] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:36.643139] [DEBUG] [LOCAL     ] No optimal features file found for GDO: ./output/feature-sets/GDO.txt
[2025-09-29T22:21:36.643197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:36.643234] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:36.643265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:36.643326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:36.662097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:36.662844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:36.662968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:36.663024] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:36.702736] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:36.702932] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:36.703003] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:36.703063] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:36.708096] [DEBUG] [FORECASTER] GDO: Forecast T+1@11:T+2@11: UP (p=99.73%)
[2025-09-29T22:21:36.708388] [INFO ] [FORECASTER] Completed predict_future for GDO
[2025-09-29T22:21:36.708559] [INFO ] [sig       ] GDO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:36.864372] [INFO ] [LOCAL     ] Saved forecast: GDO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GDO.txt
[2025-09-29T22:21:36.864700] [WARN ] [sig       ] [851/2211] Failed GDO after 0.3s | 4.32 sym/s | Total: 3.3m | ETA: 5.2m
[2025-09-29T22:21:36.864787] [INFO ] [sig       ] [852/2211] Forecasting GDOT...
[2025-09-29T22:21:36.864830] [INFO ] [sig       ] Generating forecast for: GDOT
[2025-09-29T22:21:36.864866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDOT' from 'https://tdm.silogroup.org/data/derivative_storage/GDOT.csv'.
[2025-09-29T22:21:36.876537] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GDOT'.
[2025-09-29T22:21:36.877058] [INFO ] [FORECASTER] Starting predict_future for GDOT
[2025-09-29T22:21:36.907319] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:36.908308] [DEBUG] [LOCAL     ] No optimal features file found for GDOT: ./output/feature-sets/GDOT.txt
[2025-09-29T22:21:36.908372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:36.908410] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:36.908443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:36.908505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:36.930749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:36.931563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:36.931682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:36.931741] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:36.980806] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:36.980954] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:36.981000] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:36.981032] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:36.985872] [DEBUG] [FORECASTER] GDOT: Forecast T+1@11:T+2@11: DOWN (p=24.25%)
[2025-09-29T22:21:36.986319] [INFO ] [FORECASTER] Completed predict_future for GDOT
[2025-09-29T22:21:36.986534] [INFO ] [sig       ] GDOT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:37.166423] [INFO ] [LOCAL     ] Saved forecast: GDOT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GDOT.txt
[2025-09-29T22:21:37.166704] [WARN ] [sig       ] [852/2211] Failed GDOT after 0.3s | 4.32 sym/s | Total: 3.3m | ETA: 5.2m
[2025-09-29T22:21:37.166791] [INFO ] [sig       ] [853/2211] Forecasting GDV...
[2025-09-29T22:21:37.166833] [INFO ] [sig       ] Generating forecast for: GDV
[2025-09-29T22:21:37.166912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDV' from 'https://tdm.silogroup.org/data/derivative_storage/GDV.csv'.
[2025-09-29T22:21:37.177250] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GDV'.
[2025-09-29T22:21:37.177615] [INFO ] [FORECASTER] Starting predict_future for GDV
[2025-09-29T22:21:37.204704] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:37.205532] [DEBUG] [LOCAL     ] No optimal features file found for GDV: ./output/feature-sets/GDV.txt
[2025-09-29T22:21:37.205591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:37.205696] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:37.205755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:37.205831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:37.225526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:37.226292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:37.226386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:37.226426] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:37.264758] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:37.264930] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:37.264976] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:37.265007] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:37.268671] [DEBUG] [FORECASTER] GDV: Forecast T+1@11:T+2@11: DOWN (p=47.98%)
[2025-09-29T22:21:37.269012] [INFO ] [FORECASTER] Completed predict_future for GDV
[2025-09-29T22:21:37.269160] [INFO ] [sig       ] GDV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:37.421031] [INFO ] [LOCAL     ] Saved forecast: GDV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GDV.txt
[2025-09-29T22:21:37.421274] [WARN ] [sig       ] [853/2211] Failed GDV after 0.3s | 4.32 sym/s | Total: 3.3m | ETA: 5.2m
[2025-09-29T22:21:37.421351] [INFO ] [sig       ] [854/2211] Forecasting GE...
[2025-09-29T22:21:37.421391] [INFO ] [sig       ] Generating forecast for: GE
[2025-09-29T22:21:37.421423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-09-29T22:21:37.432800] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GE'.
[2025-09-29T22:21:37.433292] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-09-29T22:21:37.461832] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:37.462726] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-09-29T22:21:37.462788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:37.462828] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:37.462867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:37.462929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:37.482447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:37.483345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:37.483440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:37.483552] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:37.521765] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:37.521938] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:37.521985] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:37.522017] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:37.525875] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: DOWN (p=33.81%)
[2025-09-29T22:21:37.526197] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-09-29T22:21:37.526340] [INFO ] [sig       ] GE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:37.683829] [INFO ] [LOCAL     ] Saved forecast: GE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GE.txt
[2025-09-29T22:21:37.684070] [WARN ] [sig       ] [854/2211] Failed GE after 0.3s | 4.31 sym/s | Total: 3.3m | ETA: 5.2m
[2025-09-29T22:21:37.684147] [INFO ] [sig       ] [855/2211] Forecasting GEF...
[2025-09-29T22:21:37.684187] [INFO ] [sig       ] Generating forecast for: GEF
[2025-09-29T22:21:37.684220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-09-29T22:21:37.694709] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GEF'.
[2025-09-29T22:21:37.695068] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-09-29T22:21:37.721690] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:37.722489] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-09-29T22:21:37.722546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:37.722582] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:37.722611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:37.722692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:37.741978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:37.742744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:37.742839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:37.742878] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:37.779294] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:37.779450] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:37.779496] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:37.779528] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:37.783154] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=48.11%)
[2025-09-29T22:21:37.783433] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-09-29T22:21:37.783573] [INFO ] [sig       ] GEF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:37.945388] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GEF.txt
[2025-09-29T22:21:37.945690] [WARN ] [sig       ] [855/2211] Failed GEF after 0.3s | 4.31 sym/s | Total: 3.3m | ETA: 5.2m
[2025-09-29T22:21:37.945778] [INFO ] [sig       ] [856/2211] Forecasting GEL...
[2025-09-29T22:21:37.945820] [INFO ] [sig       ] Generating forecast for: GEL
[2025-09-29T22:21:37.945855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-09-29T22:21:37.956030] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GEL'.
[2025-09-29T22:21:37.956414] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-09-29T22:21:37.982671] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:37.983492] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-09-29T22:21:37.983551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:37.983587] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:37.983617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:37.983705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:38.003935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:38.004699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:38.004791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:38.004829] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:38.037046] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:38.037286] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:38.037346] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:38.037379] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:38.040903] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2025-09-29T22:21:38.041183] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-09-29T22:21:38.041316] [INFO ] [sig       ] GEL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:38.205558] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GEL.txt
[2025-09-29T22:21:38.205863] [WARN ] [sig       ] [856/2211] Failed GEL after 0.3s | 4.31 sym/s | Total: 3.3m | ETA: 5.2m
[2025-09-29T22:21:38.205961] [INFO ] [sig       ] [857/2211] Forecasting GENI...
[2025-09-29T22:21:38.206003] [INFO ] [sig       ] Generating forecast for: GENI
[2025-09-29T22:21:38.206037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-09-29T22:21:38.216239] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GENI'.
[2025-09-29T22:21:38.216710] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-09-29T22:21:38.244488] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:38.245356] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-09-29T22:21:38.245417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:38.245454] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:38.245485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:38.245557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:38.264583] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:38.265378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:38.265472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:38.265509] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:38.298053] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:38.298228] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:38.298275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:38.298307] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:38.302013] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: DOWN (p=12.48%)
[2025-09-29T22:21:38.302301] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-09-29T22:21:38.302437] [INFO ] [sig       ] GENI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:38.454895] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GENI.txt
[2025-09-29T22:21:38.455296] [WARN ] [sig       ] [857/2211] Failed GENI after 0.2s | 4.31 sym/s | Total: 3.3m | ETA: 5.2m
[2025-09-29T22:21:38.455363] [INFO ] [sig       ] [858/2211] Forecasting GEO...
[2025-09-29T22:21:38.455403] [INFO ] [sig       ] Generating forecast for: GEO
[2025-09-29T22:21:38.455437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEO' from 'https://tdm.silogroup.org/data/derivative_storage/GEO.csv'.
[2025-09-29T22:21:38.465542] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GEO'.
[2025-09-29T22:21:38.465882] [INFO ] [FORECASTER] Starting predict_future for GEO
[2025-09-29T22:21:38.493075] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:38.493879] [DEBUG] [LOCAL     ] No optimal features file found for GEO: ./output/feature-sets/GEO.txt
[2025-09-29T22:21:38.493937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:38.493974] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:38.494005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:38.494065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:38.512520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:38.513158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:38.513244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:38.513280] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:38.550633] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:38.550806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:38.550850] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:38.550882] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:38.554566] [DEBUG] [FORECASTER] GEO: Forecast T+1@11:T+2@11: DOWN (p=25.73%)
[2025-09-29T22:21:38.554899] [INFO ] [FORECASTER] Completed predict_future for GEO
[2025-09-29T22:21:38.555090] [INFO ] [sig       ] GEO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:38.721501] [INFO ] [LOCAL     ] Saved forecast: GEO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GEO.txt
[2025-09-29T22:21:38.721841] [WARN ] [sig       ] [858/2211] Failed GEO after 0.3s | 4.31 sym/s | Total: 3.3m | ETA: 5.2m
[2025-09-29T22:21:38.721931] [INFO ] [sig       ] [859/2211] Forecasting GES...
[2025-09-29T22:21:38.721972] [INFO ] [sig       ] Generating forecast for: GES
[2025-09-29T22:21:38.722005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-09-29T22:21:38.733601] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GES'.
[2025-09-29T22:21:38.734069] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-09-29T22:21:38.763267] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:38.764160] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-09-29T22:21:38.764218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:38.764254] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:38.764284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:38.764342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:38.784039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:38.784935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:38.785047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:38.785091] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:38.823519] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:38.823710] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:38.823768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:38.823801] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:38.828198] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-09-29T22:21:38.828487] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-09-29T22:21:38.828627] [INFO ] [sig       ] GES: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:38.990803] [INFO ] [LOCAL     ] Saved forecast: GES	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GES.txt
[2025-09-29T22:21:38.991070] [WARN ] [sig       ] [859/2211] Failed GES after 0.3s | 4.31 sym/s | Total: 3.3m | ETA: 5.2m
[2025-09-29T22:21:38.991154] [INFO ] [sig       ] [860/2211] Forecasting GETY...
[2025-09-29T22:21:38.991195] [INFO ] [sig       ] Generating forecast for: GETY
[2025-09-29T22:21:38.991229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GETY' from 'https://tdm.silogroup.org/data/derivative_storage/GETY.csv'.
[2025-09-29T22:21:39.002094] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GETY'.
[2025-09-29T22:21:39.002460] [INFO ] [FORECASTER] Starting predict_future for GETY
[2025-09-29T22:21:39.031206] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:39.032191] [DEBUG] [LOCAL     ] No optimal features file found for GETY: ./output/feature-sets/GETY.txt
[2025-09-29T22:21:39.032266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:39.032332] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:39.032365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:39.032454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:39.052660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:39.053503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:39.053597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:39.053639] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:39.090728] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:39.090884] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:39.090929] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:39.090961] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:39.094513] [DEBUG] [FORECASTER] GETY: Forecast T+1@11:T+2@11: DOWN (p=37.47%)
[2025-09-29T22:21:39.094875] [INFO ] [FORECASTER] Completed predict_future for GETY
[2025-09-29T22:21:39.095024] [INFO ] [sig       ] GETY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:39.248114] [INFO ] [LOCAL     ] Saved forecast: GETY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GETY.txt
[2025-09-29T22:21:39.248352] [WARN ] [sig       ] [860/2211] Failed GETY after 0.3s | 4.31 sym/s | Total: 3.3m | ETA: 5.2m
[2025-09-29T22:21:39.248432] [INFO ] [sig       ] [861/2211] Forecasting GEV...
[2025-09-29T22:21:39.248471] [INFO ] [sig       ] Generating forecast for: GEV
[2025-09-29T22:21:39.248503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEV' from 'https://tdm.silogroup.org/data/derivative_storage/GEV.csv'.
[2025-09-29T22:21:39.258754] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GEV'.
[2025-09-29T22:21:39.259125] [INFO ] [FORECASTER] Starting predict_future for GEV
[2025-09-29T22:21:39.286468] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:39.287344] [DEBUG] [LOCAL     ] No optimal features file found for GEV: ./output/feature-sets/GEV.txt
[2025-09-29T22:21:39.287402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:39.287488] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:39.287527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:39.287588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:39.307411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:39.308059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:39.308145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:39.308183] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:39.342240] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:39.342397] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:39.342442] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:39.342474] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:39.346073] [DEBUG] [FORECASTER] GEV: Forecast T+1@11:T+2@11: DOWN (p=28.00%)
[2025-09-29T22:21:39.346360] [INFO ] [FORECASTER] Completed predict_future for GEV
[2025-09-29T22:21:39.346497] [INFO ] [sig       ] GEV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:39.512081] [INFO ] [LOCAL     ] Saved forecast: GEV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GEV.txt
[2025-09-29T22:21:39.512337] [WARN ] [sig       ] [861/2211] Failed GEV after 0.3s | 4.31 sym/s | Total: 3.3m | ETA: 5.2m
[2025-09-29T22:21:39.512420] [INFO ] [sig       ] [862/2211] Forecasting GF...
[2025-09-29T22:21:39.512460] [INFO ] [sig       ] Generating forecast for: GF
[2025-09-29T22:21:39.512492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GF' from 'https://tdm.silogroup.org/data/derivative_storage/GF.csv'.
[2025-09-29T22:21:39.521586] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GF'.
[2025-09-29T22:21:39.522032] [INFO ] [FORECASTER] Starting predict_future for GF
[2025-09-29T22:21:39.551262] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:39.552174] [DEBUG] [LOCAL     ] No optimal features file found for GF: ./output/feature-sets/GF.txt
[2025-09-29T22:21:39.552240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:39.552277] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:39.552318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:39.552405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:39.574676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:39.575633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:39.575765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:39.575804] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:39.615227] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:39.615402] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:39.615448] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:39.615480] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:39.619639] [DEBUG] [FORECASTER] GF: Forecast T+1@11:T+2@11: UP (p=56.81%)
[2025-09-29T22:21:39.620090] [INFO ] [FORECASTER] Completed predict_future for GF
[2025-09-29T22:21:39.620255] [INFO ] [sig       ] GF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:39.801419] [INFO ] [LOCAL     ] Saved forecast: GF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GF.txt
[2025-09-29T22:21:39.801730] [WARN ] [sig       ] [862/2211] Failed GF after 0.3s | 4.31 sym/s | Total: 3.3m | ETA: 5.2m
[2025-09-29T22:21:39.801817] [INFO ] [sig       ] [863/2211] Forecasting GFF...
[2025-09-29T22:21:39.801887] [INFO ] [sig       ] Generating forecast for: GFF
[2025-09-29T22:21:39.801941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-09-29T22:21:39.813217] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GFF'.
[2025-09-29T22:21:39.813572] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-09-29T22:21:39.845045] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:39.846022] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-09-29T22:21:39.846080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:39.846115] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:39.846144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:39.846203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:39.869786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:39.870382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:39.870472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:39.870511] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:39.913244] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:39.913359] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:39.913400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:39.913431] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:39.918261] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: UP (p=93.62%)
[2025-09-29T22:21:39.918542] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-09-29T22:21:39.918710] [INFO ] [sig       ] GFF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:40.097194] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GFF.txt
[2025-09-29T22:21:40.097490] [WARN ] [sig       ] [863/2211] Failed GFF after 0.3s | 4.31 sym/s | Total: 3.3m | ETA: 5.2m
[2025-09-29T22:21:40.097572] [INFO ] [sig       ] [864/2211] Forecasting GFI...
[2025-09-29T22:21:40.097612] [INFO ] [sig       ] Generating forecast for: GFI
[2025-09-29T22:21:40.097669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-09-29T22:21:40.110167] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GFI'.
[2025-09-29T22:21:40.110701] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-09-29T22:21:40.141533] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:40.142709] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-09-29T22:21:40.142770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:40.142812] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:40.142850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:40.142911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:40.164849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:40.165551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:40.165671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:40.165728] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:40.212530] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:40.212736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:40.212803] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:40.212839] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:40.218993] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: UP (p=71.38%)
[2025-09-29T22:21:40.219319] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-09-29T22:21:40.219516] [INFO ] [sig       ] GFI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:40.401534] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GFI.txt
[2025-09-29T22:21:40.401860] [WARN ] [sig       ] [864/2211] Failed GFI after 0.3s | 4.31 sym/s | Total: 3.3m | ETA: 5.2m
[2025-09-29T22:21:40.401956] [INFO ] [sig       ] [865/2211] Forecasting GFL...
[2025-09-29T22:21:40.402008] [INFO ] [sig       ] Generating forecast for: GFL
[2025-09-29T22:21:40.402103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-09-29T22:21:40.416138] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GFL'.
[2025-09-29T22:21:40.416690] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-09-29T22:21:40.448481] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:40.449390] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-09-29T22:21:40.449449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:40.449495] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:40.449531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:40.449592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:40.471002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:40.471980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:40.472076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:40.472113] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:40.506951] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:40.507228] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:40.507297] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:40.507332] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:40.511617] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: UP (p=68.59%)
[2025-09-29T22:21:40.512060] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-09-29T22:21:40.512257] [INFO ] [sig       ] GFL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:40.676576] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GFL.txt
[2025-09-29T22:21:40.676945] [WARN ] [sig       ] [865/2211] Failed GFL after 0.3s | 4.31 sym/s | Total: 3.3m | ETA: 5.2m
[2025-09-29T22:21:40.677046] [INFO ] [sig       ] [866/2211] Forecasting GFR...
[2025-09-29T22:21:40.677120] [INFO ] [sig       ] Generating forecast for: GFR
[2025-09-29T22:21:40.677166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFR' from 'https://tdm.silogroup.org/data/derivative_storage/GFR.csv'.
[2025-09-29T22:21:40.688294] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GFR'.
[2025-09-29T22:21:40.688730] [INFO ] [FORECASTER] Starting predict_future for GFR
[2025-09-29T22:21:40.715685] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:40.716614] [DEBUG] [LOCAL     ] No optimal features file found for GFR: ./output/feature-sets/GFR.txt
[2025-09-29T22:21:40.716698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:40.716784] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:40.716828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:40.716889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:40.737274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:40.738086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:40.738174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:40.738209] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:40.777896] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:40.778114] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:40.778179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:40.778214] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:40.782256] [DEBUG] [FORECASTER] GFR: Forecast T+1@11:T+2@11: UP (p=97.00%)
[2025-09-29T22:21:40.782618] [INFO ] [FORECASTER] Completed predict_future for GFR
[2025-09-29T22:21:40.782835] [INFO ] [sig       ] GFR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:40.937461] [INFO ] [LOCAL     ] Saved forecast: GFR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GFR.txt
[2025-09-29T22:21:40.937722] [WARN ] [sig       ] [866/2211] Failed GFR after 0.3s | 4.30 sym/s | Total: 3.4m | ETA: 5.2m
[2025-09-29T22:21:40.937804] [INFO ] [sig       ] [867/2211] Forecasting GGB...
[2025-09-29T22:21:40.937843] [INFO ] [sig       ] Generating forecast for: GGB
[2025-09-29T22:21:40.937876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-09-29T22:21:40.948956] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GGB'.
[2025-09-29T22:21:40.949422] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-09-29T22:21:40.977579] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:40.978495] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-09-29T22:21:40.978556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:40.978598] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:40.978678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:40.978762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:40.998684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:40.999584] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:40.999704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:40.999758] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:41.040146] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:41.040326] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:41.040373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:41.040404] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:41.044313] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: DOWN (p=3.25%)
[2025-09-29T22:21:41.044782] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-09-29T22:21:41.044958] [INFO ] [sig       ] GGB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:41.204757] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GGB.txt
[2025-09-29T22:21:41.205018] [WARN ] [sig       ] [867/2211] Failed GGB after 0.3s | 4.30 sym/s | Total: 3.4m | ETA: 5.2m
[2025-09-29T22:21:41.205102] [INFO ] [sig       ] [868/2211] Forecasting GGG...
[2025-09-29T22:21:41.205148] [INFO ] [sig       ] Generating forecast for: GGG
[2025-09-29T22:21:41.205184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-09-29T22:21:41.215634] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GGG'.
[2025-09-29T22:21:41.216083] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-09-29T22:21:41.243308] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:41.244231] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-09-29T22:21:41.244295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:41.244332] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:41.244363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:41.244424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:41.263242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:41.264075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:41.264174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:41.264210] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:41.300815] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:41.300984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:41.301029] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:41.301060] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:41.304742] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: UP (p=78.51%)
[2025-09-29T22:21:41.305029] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-09-29T22:21:41.305172] [INFO ] [sig       ] GGG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:41.466836] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GGG.txt
[2025-09-29T22:21:41.467146] [WARN ] [sig       ] [868/2211] Failed GGG after 0.3s | 4.30 sym/s | Total: 3.4m | ETA: 5.2m
[2025-09-29T22:21:41.467237] [INFO ] [sig       ] [869/2211] Forecasting GGT...
[2025-09-29T22:21:41.467476] [INFO ] [sig       ] Generating forecast for: GGT
[2025-09-29T22:21:41.467512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGT' from 'https://tdm.silogroup.org/data/derivative_storage/GGT.csv'.
[2025-09-29T22:21:41.472862] [WARN ] [REMOTE    ] Historical data not found for symbol 'GGT' (404).
[2025-09-29T22:21:41.473200] [FATAL] [sig       ] GGT: No historical data fetched.
[2025-09-29T22:21:41.473304] [WARN ] [sig       ] [869/2211] Failed GGT after 0.0s | 4.31 sym/s | Total: 3.4m | ETA: 5.2m
[2025-09-29T22:21:41.473385] [INFO ] [sig       ] [870/2211] Forecasting GGZ...
[2025-09-29T22:21:41.473450] [INFO ] [sig       ] Generating forecast for: GGZ
[2025-09-29T22:21:41.473501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGZ' from 'https://tdm.silogroup.org/data/derivative_storage/GGZ.csv'.
[2025-09-29T22:21:41.483122] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GGZ'.
[2025-09-29T22:21:41.483548] [INFO ] [FORECASTER] Starting predict_future for GGZ
[2025-09-29T22:21:41.512420] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:41.513352] [DEBUG] [LOCAL     ] No optimal features file found for GGZ: ./output/feature-sets/GGZ.txt
[2025-09-29T22:21:41.513412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:41.513449] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:41.513480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:41.513540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:41.535935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:41.537164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:41.537307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:41.537379] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:41.584096] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:41.584269] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:41.584316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:41.584349] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:41.588395] [DEBUG] [FORECASTER] GGZ: Forecast T+1@11:T+2@11: UP (p=90.07%)
[2025-09-29T22:21:41.588709] [INFO ] [FORECASTER] Completed predict_future for GGZ
[2025-09-29T22:21:41.588857] [INFO ] [sig       ] GGZ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:41.742904] [INFO ] [LOCAL     ] Saved forecast: GGZ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GGZ.txt
[2025-09-29T22:21:41.743167] [WARN ] [sig       ] [870/2211] Failed GGZ after 0.3s | 4.31 sym/s | Total: 3.4m | ETA: 5.2m
[2025-09-29T22:21:41.743262] [INFO ] [sig       ] [871/2211] Forecasting GHC...
[2025-09-29T22:21:41.743324] [INFO ] [sig       ] Generating forecast for: GHC
[2025-09-29T22:21:41.743368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHC' from 'https://tdm.silogroup.org/data/derivative_storage/GHC.csv'.
[2025-09-29T22:21:41.756329] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GHC'.
[2025-09-29T22:21:41.756818] [INFO ] [FORECASTER] Starting predict_future for GHC
[2025-09-29T22:21:41.797763] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:41.798630] [DEBUG] [LOCAL     ] No optimal features file found for GHC: ./output/feature-sets/GHC.txt
[2025-09-29T22:21:41.798717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:41.798758] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:41.798789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:41.798849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:41.819202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:41.820035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:41.820131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:41.820168] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:41.855633] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:41.855842] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:41.855918] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:41.855961] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:41.860070] [DEBUG] [FORECASTER] GHC: Forecast T+1@11:T+2@11: UP (p=59.69%)
[2025-09-29T22:21:41.860377] [INFO ] [FORECASTER] Completed predict_future for GHC
[2025-09-29T22:21:41.860515] [INFO ] [sig       ] GHC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:42.028703] [INFO ] [LOCAL     ] Saved forecast: GHC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GHC.txt
[2025-09-29T22:21:42.029272] [WARN ] [sig       ] [871/2211] Failed GHC after 0.3s | 4.31 sym/s | Total: 3.4m | ETA: 5.2m
[2025-09-29T22:21:42.029383] [INFO ] [sig       ] [872/2211] Forecasting GHG...
[2025-09-29T22:21:42.029456] [INFO ] [sig       ] Generating forecast for: GHG
[2025-09-29T22:21:42.029578] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHG' from 'https://tdm.silogroup.org/data/derivative_storage/GHG.csv'.
[2025-09-29T22:21:42.041882] [DEBUG] [REMOTE    ] Successfully parsed 1789 rows of historical data for symbol 'GHG'.
[2025-09-29T22:21:42.042417] [INFO ] [FORECASTER] Starting predict_future for GHG
[2025-09-29T22:21:42.072890] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:42.073940] [DEBUG] [LOCAL     ] No optimal features file found for GHG: ./output/feature-sets/GHG.txt
[2025-09-29T22:21:42.074016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:42.074095] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:42.074163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:42.074242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:42.095256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:42.096246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:42.096364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:42.096399] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:42.137622] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:42.137845] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:42.137899] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:42.137933] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:42.142909] [DEBUG] [FORECASTER] GHG: Forecast T+1@11:T+2@11: DOWN (p=3.58%)
[2025-09-29T22:21:42.143361] [INFO ] [FORECASTER] Completed predict_future for GHG
[2025-09-29T22:21:42.143722] [INFO ] [sig       ] GHG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:42.303624] [INFO ] [LOCAL     ] Saved forecast: GHG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GHG.txt
[2025-09-29T22:21:42.303957] [WARN ] [sig       ] [872/2211] Failed GHG after 0.3s | 4.31 sym/s | Total: 3.4m | ETA: 5.2m
[2025-09-29T22:21:42.304039] [INFO ] [sig       ] [873/2211] Forecasting GHI...
[2025-09-29T22:21:42.304079] [INFO ] [sig       ] Generating forecast for: GHI
[2025-09-29T22:21:42.304116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-09-29T22:21:42.315405] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GHI'.
[2025-09-29T22:21:42.315903] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-09-29T22:21:42.344072] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:42.344954] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-09-29T22:21:42.345014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:42.345050] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:42.345104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:42.345166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:42.363766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:42.364474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:42.364564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:42.364602] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:42.404358] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:42.404540] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:42.404588] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:42.404620] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:42.408687] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: UP (p=66.51%)
[2025-09-29T22:21:42.408987] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-09-29T22:21:42.409144] [INFO ] [sig       ] GHI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:42.562693] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GHI.txt
[2025-09-29T22:21:42.562944] [WARN ] [sig       ] [873/2211] Failed GHI after 0.3s | 4.30 sym/s | Total: 3.4m | ETA: 5.2m
[2025-09-29T22:21:42.563023] [INFO ] [sig       ] [874/2211] Forecasting GHLD...
[2025-09-29T22:21:42.563064] [INFO ] [sig       ] Generating forecast for: GHLD
[2025-09-29T22:21:42.563097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHLD' from 'https://tdm.silogroup.org/data/derivative_storage/GHLD.csv'.
[2025-09-29T22:21:42.573966] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GHLD'.
[2025-09-29T22:21:42.574303] [INFO ] [FORECASTER] Starting predict_future for GHLD
[2025-09-29T22:21:42.601070] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:42.601843] [DEBUG] [LOCAL     ] No optimal features file found for GHLD: ./output/feature-sets/GHLD.txt
[2025-09-29T22:21:42.601904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:42.601943] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:42.601972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:42.602031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:42.620632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:42.621243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:42.621363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:42.621419] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:42.658226] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:42.658317] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:42.658354] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:42.658383] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:42.661918] [DEBUG] [FORECASTER] GHLD: Forecast T+1@11:T+2@11: UP (p=94.23%)
[2025-09-29T22:21:42.662383] [INFO ] [FORECASTER] Completed predict_future for GHLD
[2025-09-29T22:21:42.662559] [INFO ] [sig       ] GHLD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:42.818303] [INFO ] [LOCAL     ] Saved forecast: GHLD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GHLD.txt
[2025-09-29T22:21:42.818599] [WARN ] [sig       ] [874/2211] Failed GHLD after 0.3s | 4.30 sym/s | Total: 3.4m | ETA: 5.2m
[2025-09-29T22:21:42.818706] [INFO ] [sig       ] [875/2211] Forecasting GHM...
[2025-09-29T22:21:42.818749] [INFO ] [sig       ] Generating forecast for: GHM
[2025-09-29T22:21:42.818783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-09-29T22:21:42.830726] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GHM'.
[2025-09-29T22:21:42.831164] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-09-29T22:21:42.860139] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:42.861012] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-09-29T22:21:42.861076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:42.861111] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:42.861140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:42.861207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:42.880208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:42.880819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:42.880905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:42.880941] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:42.917531] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:42.917710] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:42.917772] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:42.917810] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:42.921436] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: UP (p=56.66%)
[2025-09-29T22:21:42.921779] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-09-29T22:21:42.922195] [INFO ] [sig       ] GHM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:43.082315] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GHM.txt
[2025-09-29T22:21:43.082565] [WARN ] [sig       ] [875/2211] Failed GHM after 0.3s | 4.30 sym/s | Total: 3.4m | ETA: 5.2m
[2025-09-29T22:21:43.082667] [INFO ] [sig       ] [876/2211] Forecasting GHY...
[2025-09-29T22:21:43.082725] [INFO ] [sig       ] Generating forecast for: GHY
[2025-09-29T22:21:43.082763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-09-29T22:21:43.093872] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GHY'.
[2025-09-29T22:21:43.094377] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-09-29T22:21:43.124438] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:43.125364] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-09-29T22:21:43.125451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:43.125528] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:43.125603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:43.125711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:43.147586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:43.148429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:43.148548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:43.148603] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:43.186746] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:43.186862] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:43.186903] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:43.186975] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:43.190699] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=93.85%)
[2025-09-29T22:21:43.191015] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-09-29T22:21:43.191184] [INFO ] [sig       ] GHY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:43.354901] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GHY.txt
[2025-09-29T22:21:43.355186] [WARN ] [sig       ] [876/2211] Failed GHY after 0.3s | 4.30 sym/s | Total: 3.4m | ETA: 5.2m
[2025-09-29T22:21:43.355265] [INFO ] [sig       ] [877/2211] Forecasting GIB...
[2025-09-29T22:21:43.355309] [INFO ] [sig       ] Generating forecast for: GIB
[2025-09-29T22:21:43.355346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-09-29T22:21:43.365842] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GIB'.
[2025-09-29T22:21:43.366192] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-09-29T22:21:43.393660] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:43.394492] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-09-29T22:21:43.394552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:43.394589] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:43.394619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:43.394709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:43.413604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:43.414406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:43.414503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:43.414539] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:43.456459] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:43.456665] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:43.456738] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:43.456777] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:43.461080] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: DOWN (p=5.61%)
[2025-09-29T22:21:43.461397] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-09-29T22:21:43.461550] [INFO ] [sig       ] GIB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:43.611394] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GIB.txt
[2025-09-29T22:21:43.611619] [WARN ] [sig       ] [877/2211] Failed GIB after 0.3s | 4.30 sym/s | Total: 3.4m | ETA: 5.2m
[2025-09-29T22:21:43.611715] [INFO ] [sig       ] [878/2211] Forecasting GIC...
[2025-09-29T22:21:43.611759] [INFO ] [sig       ] Generating forecast for: GIC
[2025-09-29T22:21:43.611798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIC' from 'https://tdm.silogroup.org/data/derivative_storage/GIC.csv'.
[2025-09-29T22:21:43.621730] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GIC'.
[2025-09-29T22:21:43.622103] [INFO ] [FORECASTER] Starting predict_future for GIC
[2025-09-29T22:21:43.647505] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:43.648292] [DEBUG] [LOCAL     ] No optimal features file found for GIC: ./output/feature-sets/GIC.txt
[2025-09-29T22:21:43.648351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:43.648387] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:43.648416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:43.648475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:43.666393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:43.667005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:43.667117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:43.667170] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:43.695961] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:43.696068] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:43.696123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:43.696156] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:43.699861] [DEBUG] [FORECASTER] GIC: Forecast T+1@11:T+2@11: UP (p=85.70%)
[2025-09-29T22:21:43.700180] [INFO ] [FORECASTER] Completed predict_future for GIC
[2025-09-29T22:21:43.700323] [INFO ] [sig       ] GIC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:43.853909] [INFO ] [LOCAL     ] Saved forecast: GIC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GIC.txt
[2025-09-29T22:21:43.854151] [WARN ] [sig       ] [878/2211] Failed GIC after 0.2s | 4.30 sym/s | Total: 3.4m | ETA: 5.2m
[2025-09-29T22:21:43.854254] [INFO ] [sig       ] [879/2211] Forecasting GIL...
[2025-09-29T22:21:43.854309] [INFO ] [sig       ] Generating forecast for: GIL
[2025-09-29T22:21:43.854344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-09-29T22:21:43.865334] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GIL'.
[2025-09-29T22:21:43.865627] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-09-29T22:21:43.891209] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:43.891946] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-09-29T22:21:43.892063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:43.892122] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:43.892156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:43.892215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:43.910269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:43.910927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:43.911013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:43.911047] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:43.945128] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:43.945222] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:43.945259] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:43.945288] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:43.948638] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: DOWN (p=36.85%)
[2025-09-29T22:21:43.948929] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-09-29T22:21:43.949055] [INFO ] [sig       ] GIL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:44.095797] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GIL.txt
[2025-09-29T22:21:44.096022] [WARN ] [sig       ] [879/2211] Failed GIL after 0.2s | 4.30 sym/s | Total: 3.4m | ETA: 5.2m
[2025-09-29T22:21:44.096105] [INFO ] [sig       ] [880/2211] Forecasting GIS...
[2025-09-29T22:21:44.096144] [INFO ] [sig       ] Generating forecast for: GIS
[2025-09-29T22:21:44.096178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-09-29T22:21:44.106090] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GIS'.
[2025-09-29T22:21:44.106402] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-09-29T22:21:44.131762] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:44.132474] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-09-29T22:21:44.132529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:44.132563] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:44.132592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:44.132715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:44.153128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:44.153754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:44.153839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:44.153874] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:44.187690] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:44.187821] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:44.187868] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:44.187898] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:44.191530] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=96.69%)
[2025-09-29T22:21:44.191854] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-09-29T22:21:44.192001] [INFO ] [sig       ] GIS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:44.343803] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GIS.txt
[2025-09-29T22:21:44.344053] [WARN ] [sig       ] [880/2211] Failed GIS after 0.2s | 4.30 sym/s | Total: 3.4m | ETA: 5.2m
[2025-09-29T22:21:44.344135] [INFO ] [sig       ] [881/2211] Forecasting GKOS...
[2025-09-29T22:21:44.344181] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-09-29T22:21:44.344216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-09-29T22:21:44.354578] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GKOS'.
[2025-09-29T22:21:44.354912] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-09-29T22:21:44.381686] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:44.382476] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-09-29T22:21:44.382534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:44.382574] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:44.382604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:44.382687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:44.401292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:44.402108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:44.402198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:44.402234] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:44.436729] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:44.436868] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:44.436911] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:44.436943] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:44.440558] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: UP (p=52.44%)
[2025-09-29T22:21:44.440900] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-09-29T22:21:44.441056] [INFO ] [sig       ] GKOS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:44.598835] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GKOS.txt
[2025-09-29T22:21:44.599095] [WARN ] [sig       ] [881/2211] Failed GKOS after 0.3s | 4.30 sym/s | Total: 3.4m | ETA: 5.2m
[2025-09-29T22:21:44.599175] [INFO ] [sig       ] [882/2211] Forecasting GL...
[2025-09-29T22:21:44.599215] [INFO ] [sig       ] Generating forecast for: GL
[2025-09-29T22:21:44.599250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-09-29T22:21:44.609569] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GL'.
[2025-09-29T22:21:44.609934] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-09-29T22:21:44.636471] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:44.637336] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-09-29T22:21:44.637393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:44.637429] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:44.637460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:44.637520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:44.655636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:44.656264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:44.656350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:44.656385] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:44.694493] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:44.694692] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:44.694755] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:44.694837] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:44.701316] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: DOWN (p=33.77%)
[2025-09-29T22:21:44.701601] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-09-29T22:21:44.701778] [INFO ] [sig       ] GL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:44.853501] [INFO ] [LOCAL     ] Saved forecast: GL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GL.txt
[2025-09-29T22:21:44.853778] [WARN ] [sig       ] [882/2211] Failed GL after 0.3s | 4.30 sym/s | Total: 3.4m | ETA: 5.2m
[2025-09-29T22:21:44.853867] [INFO ] [sig       ] [883/2211] Forecasting GLOB...
[2025-09-29T22:21:44.853909] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-09-29T22:21:44.853942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-09-29T22:21:44.864380] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GLOB'.
[2025-09-29T22:21:44.864716] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-09-29T22:21:44.892131] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:44.892931] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-09-29T22:21:44.892990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:44.893024] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:44.893053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:44.893113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:44.911592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:44.912205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:44.912292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:44.912327] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:44.951705] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:44.951842] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:44.951888] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:44.951920] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:44.955399] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: UP (p=50.93%)
[2025-09-29T22:21:44.955734] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-09-29T22:21:44.955894] [INFO ] [sig       ] GLOB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:45.107958] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GLOB.txt
[2025-09-29T22:21:45.108250] [WARN ] [sig       ] [883/2211] Failed GLOB after 0.3s | 4.30 sym/s | Total: 3.4m | ETA: 5.1m
[2025-09-29T22:21:45.108370] [INFO ] [sig       ] [884/2211] Forecasting GLP...
[2025-09-29T22:21:45.108413] [INFO ] [sig       ] Generating forecast for: GLP
[2025-09-29T22:21:45.108447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-09-29T22:21:45.119110] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GLP'.
[2025-09-29T22:21:45.119488] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-09-29T22:21:45.146225] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:45.147029] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-09-29T22:21:45.147114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:45.147162] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:45.147192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:45.147251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:45.165095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:45.165824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:45.165914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:45.165948] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:45.209715] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:45.209925] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:45.210007] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:45.210057] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:45.214595] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: DOWN (p=11.35%)
[2025-09-29T22:21:45.215048] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-09-29T22:21:45.215235] [INFO ] [sig       ] GLP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:45.379240] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GLP.txt
[2025-09-29T22:21:45.379510] [WARN ] [sig       ] [884/2211] Failed GLP after 0.3s | 4.30 sym/s | Total: 3.4m | ETA: 5.1m
[2025-09-29T22:21:45.379597] [INFO ] [sig       ] [885/2211] Forecasting GLW...
[2025-09-29T22:21:45.379673] [INFO ] [sig       ] Generating forecast for: GLW
[2025-09-29T22:21:45.379729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLW' from 'https://tdm.silogroup.org/data/derivative_storage/GLW.csv'.
[2025-09-29T22:21:45.390303] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GLW'.
[2025-09-29T22:21:45.390754] [INFO ] [FORECASTER] Starting predict_future for GLW
[2025-09-29T22:21:45.419357] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:45.420289] [DEBUG] [LOCAL     ] No optimal features file found for GLW: ./output/feature-sets/GLW.txt
[2025-09-29T22:21:45.420349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:45.420386] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:45.420418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:45.420479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:45.439540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:45.440421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:45.440516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:45.440552] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:45.482747] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:45.482925] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:45.482972] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:45.483019] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:45.486883] [DEBUG] [FORECASTER] GLW: Forecast T+1@11:T+2@11: UP (p=89.83%)
[2025-09-29T22:21:45.487363] [INFO ] [FORECASTER] Completed predict_future for GLW
[2025-09-29T22:21:45.487539] [INFO ] [sig       ] GLW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:45.649862] [INFO ] [LOCAL     ] Saved forecast: GLW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GLW.txt
[2025-09-29T22:21:45.650113] [WARN ] [sig       ] [885/2211] Failed GLW after 0.3s | 4.30 sym/s | Total: 3.4m | ETA: 5.1m
[2025-09-29T22:21:45.650195] [INFO ] [sig       ] [886/2211] Forecasting GM...
[2025-09-29T22:21:45.650235] [INFO ] [sig       ] Generating forecast for: GM
[2025-09-29T22:21:45.650269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GM' from 'https://tdm.silogroup.org/data/derivative_storage/GM.csv'.
[2025-09-29T22:21:45.661410] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GM'.
[2025-09-29T22:21:45.661799] [INFO ] [FORECASTER] Starting predict_future for GM
[2025-09-29T22:21:45.688959] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:45.689767] [DEBUG] [LOCAL     ] No optimal features file found for GM: ./output/feature-sets/GM.txt
[2025-09-29T22:21:45.689825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:45.689863] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:45.689903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:45.689967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:45.709866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:45.710566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:45.710687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:45.710751] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:45.751229] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:45.751368] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:45.751414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:45.751446] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:45.754849] [DEBUG] [FORECASTER] GM: Forecast T+1@11:T+2@11: DOWN (p=5.76%)
[2025-09-29T22:21:45.755117] [INFO ] [FORECASTER] Completed predict_future for GM
[2025-09-29T22:21:45.755252] [INFO ] [sig       ] GM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:45.913123] [INFO ] [LOCAL     ] Saved forecast: GM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GM.txt
[2025-09-29T22:21:45.913396] [WARN ] [sig       ] [886/2211] Failed GM after 0.3s | 4.30 sym/s | Total: 3.4m | ETA: 5.1m
[2025-09-29T22:21:45.913492] [INFO ] [sig       ] [887/2211] Forecasting GME...
[2025-09-29T22:21:45.913550] [INFO ] [sig       ] Generating forecast for: GME
[2025-09-29T22:21:45.913587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-09-29T22:21:45.924337] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GME'.
[2025-09-29T22:21:45.924691] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-09-29T22:21:45.951160] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:45.952018] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-09-29T22:21:45.952077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:45.952115] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:45.952146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:45.952207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:45.970537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:45.971198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:45.971286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:45.971322] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:46.014814] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:46.014959] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:46.015002] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:46.015035] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:46.019073] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=15.81%)
[2025-09-29T22:21:46.019353] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-09-29T22:21:46.019500] [INFO ] [sig       ] GME: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:46.179313] [INFO ] [LOCAL     ] Saved forecast: GME	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GME.txt
[2025-09-29T22:21:46.179667] [WARN ] [sig       ] [887/2211] Failed GME after 0.3s | 4.30 sym/s | Total: 3.4m | ETA: 5.1m
[2025-09-29T22:21:46.179760] [INFO ] [sig       ] [888/2211] Forecasting GMED...
[2025-09-29T22:21:46.179802] [INFO ] [sig       ] Generating forecast for: GMED
[2025-09-29T22:21:46.179841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-09-29T22:21:46.191766] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GMED'.
[2025-09-29T22:21:46.192095] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-09-29T22:21:46.219274] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:46.220106] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-09-29T22:21:46.220163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:46.220199] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:46.220228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:46.220287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:46.239276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:46.239966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:46.240055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:46.240091] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:46.277526] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:46.277674] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:46.277733] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:46.277771] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:46.281343] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: UP (p=74.10%)
[2025-09-29T22:21:46.281627] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-09-29T22:21:46.281811] [INFO ] [sig       ] GMED: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:46.432313] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GMED.txt
[2025-09-29T22:21:46.432603] [WARN ] [sig       ] [888/2211] Failed GMED after 0.3s | 4.30 sym/s | Total: 3.4m | ETA: 5.1m
[2025-09-29T22:21:46.432714] [INFO ] [sig       ] [889/2211] Forecasting GMRE...
[2025-09-29T22:21:46.432756] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-09-29T22:21:46.432789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-09-29T22:21:46.444724] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GMRE'.
[2025-09-29T22:21:46.445129] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-09-29T22:21:46.473280] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:46.474168] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-09-29T22:21:46.474226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:46.474262] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:46.474292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:46.474352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:46.493357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:46.494129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:46.494219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:46.494306] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:46.527722] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:46.527906] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:46.527957] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:46.527992] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:46.532416] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=95.51%)
[2025-09-29T22:21:46.532826] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-09-29T22:21:46.532990] [INFO ] [sig       ] GMRE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:46.682455] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GMRE.txt
[2025-09-29T22:21:46.682730] [WARN ] [sig       ] [889/2211] Failed GMRE after 0.2s | 4.30 sym/s | Total: 3.4m | ETA: 5.1m
[2025-09-29T22:21:46.682814] [INFO ] [sig       ] [890/2211] Forecasting GNE...
[2025-09-29T22:21:46.682855] [INFO ] [sig       ] Generating forecast for: GNE
[2025-09-29T22:21:46.682889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-09-29T22:21:46.692860] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GNE'.
[2025-09-29T22:21:46.693207] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-09-29T22:21:46.720842] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:46.721631] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-09-29T22:21:46.721714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:46.721755] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:46.721785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:46.721845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:46.741440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:46.742276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:46.742451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:46.742514] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:46.779966] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:46.780122] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:46.780171] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:46.780203] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:46.783853] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=83.24%)
[2025-09-29T22:21:46.784145] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-09-29T22:21:46.784282] [INFO ] [sig       ] GNE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:46.933347] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GNE.txt
[2025-09-29T22:21:46.933593] [WARN ] [sig       ] [890/2211] Failed GNE after 0.3s | 4.30 sym/s | Total: 3.5m | ETA: 5.1m
[2025-09-29T22:21:46.933702] [INFO ] [sig       ] [891/2211] Forecasting GNK...
[2025-09-29T22:21:46.933749] [INFO ] [sig       ] Generating forecast for: GNK
[2025-09-29T22:21:46.933782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-09-29T22:21:46.943820] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GNK'.
[2025-09-29T22:21:46.944155] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-09-29T22:21:46.971022] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:46.971878] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-09-29T22:21:46.971941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:46.971978] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:46.972007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:46.972067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:46.991513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:46.992295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:46.992387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:46.992426] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:47.032681] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:47.032835] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:47.032880] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:47.032911] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:47.037251] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: DOWN (p=2.45%)
[2025-09-29T22:21:47.037562] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-09-29T22:21:47.037738] [INFO ] [sig       ] GNK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:47.203297] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GNK.txt
[2025-09-29T22:21:47.203558] [WARN ] [sig       ] [891/2211] Failed GNK after 0.3s | 4.30 sym/s | Total: 3.5m | ETA: 5.1m
[2025-09-29T22:21:47.203695] [INFO ] [sig       ] [892/2211] Forecasting GNL...
[2025-09-29T22:21:47.203744] [INFO ] [sig       ] Generating forecast for: GNL
[2025-09-29T22:21:47.203779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-09-29T22:21:47.214876] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GNL'.
[2025-09-29T22:21:47.215288] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-09-29T22:21:47.242235] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:47.243064] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-09-29T22:21:47.243120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:47.243155] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:47.243183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:47.243243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:47.261996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:47.262703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:47.262796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:47.262831] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:47.303942] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:47.304118] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:47.304162] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:47.304215] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:47.308264] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-09-29T22:21:47.308611] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-09-29T22:21:47.308824] [INFO ] [sig       ] GNL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:47.470720] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GNL.txt
[2025-09-29T22:21:47.471000] [WARN ] [sig       ] [892/2211] Failed GNL after 0.3s | 4.29 sym/s | Total: 3.5m | ETA: 5.1m
[2025-09-29T22:21:47.471080] [INFO ] [sig       ] [893/2211] Forecasting GNRC...
[2025-09-29T22:21:47.471139] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-09-29T22:21:47.471174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-09-29T22:21:47.482030] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GNRC'.
[2025-09-29T22:21:47.482344] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-09-29T22:21:47.509439] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:47.510242] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-09-29T22:21:47.510299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:47.510336] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:47.510365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:47.510424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:47.528569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:47.529164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:47.529252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:47.529287] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:47.565214] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:47.565326] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:47.565365] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:47.565395] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:47.568882] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: UP (p=90.96%)
[2025-09-29T22:21:47.569159] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-09-29T22:21:47.569296] [INFO ] [sig       ] GNRC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:47.720172] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GNRC.txt
[2025-09-29T22:21:47.720397] [WARN ] [sig       ] [893/2211] Failed GNRC after 0.2s | 4.29 sym/s | Total: 3.5m | ETA: 5.1m
[2025-09-29T22:21:47.720476] [INFO ] [sig       ] [894/2211] Forecasting GNT...
[2025-09-29T22:21:47.720516] [INFO ] [sig       ] Generating forecast for: GNT
[2025-09-29T22:21:47.720549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNT' from 'https://tdm.silogroup.org/data/derivative_storage/GNT.csv'.
[2025-09-29T22:21:47.730513] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GNT'.
[2025-09-29T22:21:47.730892] [INFO ] [FORECASTER] Starting predict_future for GNT
[2025-09-29T22:21:47.758694] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:47.759556] [DEBUG] [LOCAL     ] No optimal features file found for GNT: ./output/feature-sets/GNT.txt
[2025-09-29T22:21:47.759615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:47.759682] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:47.759732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:47.759796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:47.780011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:47.780818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:47.780909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:47.780945] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:47.817928] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:47.818084] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:47.818128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:47.818159] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:47.821847] [DEBUG] [FORECASTER] GNT: Forecast T+1@11:T+2@11: DOWN (p=42.54%)
[2025-09-29T22:21:47.822202] [INFO ] [FORECASTER] Completed predict_future for GNT
[2025-09-29T22:21:47.822346] [INFO ] [sig       ] GNT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:47.978722] [INFO ] [LOCAL     ] Saved forecast: GNT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GNT.txt
[2025-09-29T22:21:47.978978] [WARN ] [sig       ] [894/2211] Failed GNT after 0.3s | 4.29 sym/s | Total: 3.5m | ETA: 5.1m
[2025-09-29T22:21:47.979053] [INFO ] [sig       ] [895/2211] Forecasting GNTY...
[2025-09-29T22:21:47.979095] [INFO ] [sig       ] Generating forecast for: GNTY
[2025-09-29T22:21:47.979127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTY' from 'https://tdm.silogroup.org/data/derivative_storage/GNTY.csv'.
[2025-09-29T22:21:47.990315] [DEBUG] [REMOTE    ] Successfully parsed 1790 rows of historical data for symbol 'GNTY'.
[2025-09-29T22:21:47.990702] [INFO ] [FORECASTER] Starting predict_future for GNTY
[2025-09-29T22:21:48.018622] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:48.019492] [DEBUG] [LOCAL     ] No optimal features file found for GNTY: ./output/feature-sets/GNTY.txt
[2025-09-29T22:21:48.019550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:48.019584] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:48.019613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:48.019693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:48.038169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:48.038884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:48.038974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:48.039009] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:48.077582] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:48.077815] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:48.077894] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:48.077936] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:48.081709] [DEBUG] [FORECASTER] GNTY: Forecast T+1@11:T+2@11: DOWN (p=1.85%)
[2025-09-29T22:21:48.081995] [INFO ] [FORECASTER] Completed predict_future for GNTY
[2025-09-29T22:21:48.082145] [INFO ] [sig       ] GNTY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:48.241199] [INFO ] [LOCAL     ] Saved forecast: GNTY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GNTY.txt
[2025-09-29T22:21:48.241471] [WARN ] [sig       ] [895/2211] Failed GNTY after 0.3s | 4.29 sym/s | Total: 3.5m | ETA: 5.1m
[2025-09-29T22:21:48.241554] [INFO ] [sig       ] [896/2211] Forecasting GNW...
[2025-09-29T22:21:48.241594] [INFO ] [sig       ] Generating forecast for: GNW
[2025-09-29T22:21:48.241627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNW' from 'https://tdm.silogroup.org/data/derivative_storage/GNW.csv'.
[2025-09-29T22:21:48.252364] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GNW'.
[2025-09-29T22:21:48.252892] [INFO ] [FORECASTER] Starting predict_future for GNW
[2025-09-29T22:21:48.281219] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:48.282070] [DEBUG] [LOCAL     ] No optimal features file found for GNW: ./output/feature-sets/GNW.txt
[2025-09-29T22:21:48.282128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:48.282164] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:48.282242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:48.282324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:48.301360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:48.302001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:48.302087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:48.302123] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:48.353392] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:48.353560] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:48.353610] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:48.353695] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:48.357822] [DEBUG] [FORECASTER] GNW: Forecast T+1@11:T+2@11: UP (p=94.12%)
[2025-09-29T22:21:48.358244] [INFO ] [FORECASTER] Completed predict_future for GNW
[2025-09-29T22:21:48.358407] [INFO ] [sig       ] GNW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:48.511223] [INFO ] [LOCAL     ] Saved forecast: GNW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GNW.txt
[2025-09-29T22:21:48.511531] [WARN ] [sig       ] [896/2211] Failed GNW after 0.3s | 4.29 sym/s | Total: 3.5m | ETA: 5.1m
[2025-09-29T22:21:48.511620] [INFO ] [sig       ] [897/2211] Forecasting GOF...
[2025-09-29T22:21:48.511707] [INFO ] [sig       ] Generating forecast for: GOF
[2025-09-29T22:21:48.511755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-09-29T22:21:48.523443] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GOF'.
[2025-09-29T22:21:48.523831] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-09-29T22:21:48.550016] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:48.550842] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-09-29T22:21:48.550899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:48.550936] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:48.550965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:48.551025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:48.569023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:48.569725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:48.569812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:48.569847] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:48.607238] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:48.607380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:48.607422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:48.607453] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:48.610895] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=13.80%)
[2025-09-29T22:21:48.611187] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-09-29T22:21:48.611327] [INFO ] [sig       ] GOF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:48.766676] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GOF.txt
[2025-09-29T22:21:48.766937] [WARN ] [sig       ] [897/2211] Failed GOF after 0.3s | 4.29 sym/s | Total: 3.5m | ETA: 5.1m
[2025-09-29T22:21:48.767054] [INFO ] [sig       ] [898/2211] Forecasting GOLF...
[2025-09-29T22:21:48.767143] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-09-29T22:21:48.767183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-09-29T22:21:48.777594] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GOLF'.
[2025-09-29T22:21:48.777921] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-09-29T22:21:48.804694] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:48.805437] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-09-29T22:21:48.805493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:48.805533] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:48.805563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:48.805622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:48.824417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:48.825053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:48.825143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:48.825178] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:48.863174] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:48.863273] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:48.863311] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:48.863340] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:48.866713] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: UP (p=66.45%)
[2025-09-29T22:21:48.867000] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-09-29T22:21:48.867196] [INFO ] [sig       ] GOLF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:49.019073] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GOLF.txt
[2025-09-29T22:21:49.019303] [WARN ] [sig       ] [898/2211] Failed GOLF after 0.3s | 4.29 sym/s | Total: 3.5m | ETA: 5.1m
[2025-09-29T22:21:49.019382] [INFO ] [sig       ] [899/2211] Forecasting GOOS...
[2025-09-29T22:21:49.019429] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-09-29T22:21:49.019464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-09-29T22:21:49.030852] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GOOS'.
[2025-09-29T22:21:49.031296] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-09-29T22:21:49.060488] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:49.061386] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-09-29T22:21:49.061448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:49.061485] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:49.061516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:49.061581] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:49.081921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:49.082604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:49.082746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:49.082817] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:49.114956] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:49.115085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:49.115127] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:49.115156] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:49.118542] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: UP (p=57.67%)
[2025-09-29T22:21:49.119213] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-09-29T22:21:49.119354] [INFO ] [sig       ] GOOS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:49.279322] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GOOS.txt
[2025-09-29T22:21:49.279577] [WARN ] [sig       ] [899/2211] Failed GOOS after 0.3s | 4.29 sym/s | Total: 3.5m | ETA: 5.1m
[2025-09-29T22:21:49.279684] [INFO ] [sig       ] [900/2211] Forecasting GOTU...
[2025-09-29T22:21:49.279735] [INFO ] [sig       ] Generating forecast for: GOTU
[2025-09-29T22:21:49.279770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOTU' from 'https://tdm.silogroup.org/data/derivative_storage/GOTU.csv'.
[2025-09-29T22:21:49.289864] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GOTU'.
[2025-09-29T22:21:49.290176] [INFO ] [FORECASTER] Starting predict_future for GOTU
[2025-09-29T22:21:49.318599] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:49.319513] [DEBUG] [LOCAL     ] No optimal features file found for GOTU: ./output/feature-sets/GOTU.txt
[2025-09-29T22:21:49.319575] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:49.319611] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:49.319665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:49.319752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:49.339407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:49.340090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:49.340178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:49.340215] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:49.414042] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:49.414207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:49.414260] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:49.414290] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:49.418397] [DEBUG] [FORECASTER] GOTU: Forecast T+1@11:T+2@11: UP (p=76.90%)
[2025-09-29T22:21:49.418797] [INFO ] [FORECASTER] Completed predict_future for GOTU
[2025-09-29T22:21:49.418956] [INFO ] [sig       ] GOTU: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:49.578225] [INFO ] [LOCAL     ] Saved forecast: GOTU	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GOTU.txt
[2025-09-29T22:21:49.578505] [WARN ] [sig       ] [900/2211] Failed GOTU after 0.3s | 4.29 sym/s | Total: 3.5m | ETA: 5.1m
[2025-09-29T22:21:49.578582] [INFO ] [sig       ] [901/2211] Forecasting GPC...
[2025-09-29T22:21:49.578622] [INFO ] [sig       ] Generating forecast for: GPC
[2025-09-29T22:21:49.578688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-09-29T22:21:49.590376] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GPC'.
[2025-09-29T22:21:49.590781] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-09-29T22:21:49.618130] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:49.618925] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-09-29T22:21:49.618982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:49.619017] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:49.619045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:49.619113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:49.638104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:49.638742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:49.638828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:49.638862] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:49.676152] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:49.676251] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:49.676289] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:49.676317] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:49.679575] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=96.55%)
[2025-09-29T22:21:49.679872] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-09-29T22:21:49.680016] [INFO ] [sig       ] GPC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:49.831938] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GPC.txt
[2025-09-29T22:21:49.832159] [WARN ] [sig       ] [901/2211] Failed GPC after 0.3s | 4.29 sym/s | Total: 3.5m | ETA: 5.1m
[2025-09-29T22:21:49.832239] [INFO ] [sig       ] [902/2211] Forecasting GPI...
[2025-09-29T22:21:49.832278] [INFO ] [sig       ] Generating forecast for: GPI
[2025-09-29T22:21:49.832311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-09-29T22:21:49.842218] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GPI'.
[2025-09-29T22:21:49.842523] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-09-29T22:21:49.869695] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:49.870434] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-09-29T22:21:49.870491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:49.870526] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:49.870555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:49.870613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:49.888336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:49.888945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:49.889053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:49.889087] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:49.927287] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:49.927431] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:49.927480] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:49.927519] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:49.931179] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=50.38%)
[2025-09-29T22:21:49.931497] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-09-29T22:21:49.931664] [INFO ] [sig       ] GPI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:50.091887] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GPI.txt
[2025-09-29T22:21:50.092133] [WARN ] [sig       ] [902/2211] Failed GPI after 0.3s | 4.29 sym/s | Total: 3.5m | ETA: 5.1m
[2025-09-29T22:21:50.092211] [INFO ] [sig       ] [903/2211] Forecasting GPJA...
[2025-09-29T22:21:50.092250] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-09-29T22:21:50.092282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-09-29T22:21:50.102465] [DEBUG] [REMOTE    ] Successfully parsed 1791 rows of historical data for symbol 'GPJA'.
[2025-09-29T22:21:50.102786] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-09-29T22:21:50.129730] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:50.130521] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-09-29T22:21:50.130579] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:50.130614] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:50.130670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:50.130753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:50.149217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:50.149835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:50.149923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:50.149957] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:50.186667] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:50.186801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:50.186845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:50.186876] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:50.193215] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=55.36%)
[2025-09-29T22:21:50.193553] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-09-29T22:21:50.193748] [INFO ] [sig       ] GPJA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:50.344536] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GPJA.txt
[2025-09-29T22:21:50.344849] [WARN ] [sig       ] [903/2211] Failed GPJA after 0.3s | 4.29 sym/s | Total: 3.5m | ETA: 5.1m
[2025-09-29T22:21:50.344936] [INFO ] [sig       ] [904/2211] Forecasting GPK...
[2025-09-29T22:21:50.344977] [INFO ] [sig       ] Generating forecast for: GPK
[2025-09-29T22:21:50.345011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-09-29T22:21:50.356011] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GPK'.
[2025-09-29T22:21:50.356340] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-09-29T22:21:50.385223] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:50.386113] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-09-29T22:21:50.386173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:50.386211] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:50.386245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:50.386324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:50.405580] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:50.406296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:50.406403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:50.406461] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:50.447926] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:50.448095] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:50.448151] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:50.448184] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:50.451723] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: DOWN (p=1.98%)
[2025-09-29T22:21:50.452008] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-09-29T22:21:50.452150] [INFO ] [sig       ] GPK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:50.613864] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GPK.txt
[2025-09-29T22:21:50.614107] [WARN ] [sig       ] [904/2211] Failed GPK after 0.3s | 4.29 sym/s | Total: 3.5m | ETA: 5.1m
[2025-09-29T22:21:50.614186] [INFO ] [sig       ] [905/2211] Forecasting GPMT...
[2025-09-29T22:21:50.614280] [INFO ] [sig       ] Generating forecast for: GPMT
[2025-09-29T22:21:50.614334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPMT' from 'https://tdm.silogroup.org/data/derivative_storage/GPMT.csv'.
[2025-09-29T22:21:50.625554] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GPMT'.
[2025-09-29T22:21:50.625972] [INFO ] [FORECASTER] Starting predict_future for GPMT
[2025-09-29T22:21:50.652599] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:50.653511] [DEBUG] [LOCAL     ] No optimal features file found for GPMT: ./output/feature-sets/GPMT.txt
[2025-09-29T22:21:50.653570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:50.653606] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:50.653635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:50.653745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:50.672344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:50.673009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:50.673102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:50.673140] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:50.711758] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:50.711929] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:50.711976] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:50.712007] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:50.715912] [DEBUG] [FORECASTER] GPMT: Forecast T+1@11:T+2@11: UP (p=96.26%)
[2025-09-29T22:21:50.716216] [INFO ] [FORECASTER] Completed predict_future for GPMT
[2025-09-29T22:21:50.716418] [INFO ] [sig       ] GPMT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:50.871587] [INFO ] [LOCAL     ] Saved forecast: GPMT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GPMT.txt
[2025-09-29T22:21:50.871887] [WARN ] [sig       ] [905/2211] Failed GPMT after 0.3s | 4.29 sym/s | Total: 3.5m | ETA: 5.1m
[2025-09-29T22:21:50.871974] [INFO ] [sig       ] [906/2211] Forecasting GPN...
[2025-09-29T22:21:50.872062] [INFO ] [sig       ] Generating forecast for: GPN
[2025-09-29T22:21:50.872143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-09-29T22:21:50.883596] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GPN'.
[2025-09-29T22:21:50.884063] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-09-29T22:21:50.910619] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:50.911454] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-09-29T22:21:50.911513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:50.911550] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:50.911581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:50.911667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:50.930233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:50.930930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:50.931019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:50.931055] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:50.972989] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:50.973523] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:50.973572] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:50.973604] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:50.977902] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=87.58%)
[2025-09-29T22:21:50.978245] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-09-29T22:21:50.978395] [INFO ] [sig       ] GPN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:51.139379] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GPN.txt
[2025-09-29T22:21:51.139695] [WARN ] [sig       ] [906/2211] Failed GPN after 0.3s | 4.29 sym/s | Total: 3.5m | ETA: 5.1m
[2025-09-29T22:21:51.139796] [INFO ] [sig       ] [907/2211] Forecasting GPOR...
[2025-09-29T22:21:51.139858] [INFO ] [sig       ] Generating forecast for: GPOR
[2025-09-29T22:21:51.139898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPOR' from 'https://tdm.silogroup.org/data/derivative_storage/GPOR.csv'.
[2025-09-29T22:21:51.150745] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GPOR'.
[2025-09-29T22:21:51.151097] [INFO ] [FORECASTER] Starting predict_future for GPOR
[2025-09-29T22:21:51.177969] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:51.178820] [DEBUG] [LOCAL     ] No optimal features file found for GPOR: ./output/feature-sets/GPOR.txt
[2025-09-29T22:21:51.178877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:51.178912] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:51.178940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:51.179063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:51.196823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:51.197428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:51.197552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:51.197607] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:51.235299] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:51.235447] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:51.235489] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:51.235520] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:51.239114] [DEBUG] [FORECASTER] GPOR: Forecast T+1@11:T+2@11: DOWN (p=4.55%)
[2025-09-29T22:21:51.239429] [INFO ] [FORECASTER] Completed predict_future for GPOR
[2025-09-29T22:21:51.239578] [INFO ] [sig       ] GPOR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:51.389198] [INFO ] [LOCAL     ] Saved forecast: GPOR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GPOR.txt
[2025-09-29T22:21:51.389444] [WARN ] [sig       ] [907/2211] Failed GPOR after 0.2s | 4.29 sym/s | Total: 3.5m | ETA: 5.1m
[2025-09-29T22:21:51.389520] [INFO ] [sig       ] [908/2211] Forecasting GPRK...
[2025-09-29T22:21:51.389559] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-09-29T22:21:51.389592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-09-29T22:21:51.400319] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GPRK'.
[2025-09-29T22:21:51.400620] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-09-29T22:21:51.426971] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:51.427802] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-09-29T22:21:51.427858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:51.427894] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:51.427924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:51.427982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:51.446385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:51.447116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:51.447204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:51.447238] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:51.485755] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:51.485887] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:51.485928] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:51.485956] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:51.489372] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=61.12%)
[2025-09-29T22:21:51.489677] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-09-29T22:21:51.489841] [INFO ] [sig       ] GPRK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:51.641457] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GPRK.txt
[2025-09-29T22:21:51.641748] [WARN ] [sig       ] [908/2211] Failed GPRK after 0.3s | 4.29 sym/s | Total: 3.5m | ETA: 5.1m
[2025-09-29T22:21:51.641834] [INFO ] [sig       ] [909/2211] Forecasting GRBK...
[2025-09-29T22:21:51.641907] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-09-29T22:21:51.641961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-09-29T22:21:51.652740] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GRBK'.
[2025-09-29T22:21:51.653116] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-09-29T22:21:51.679022] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:51.679861] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-09-29T22:21:51.679922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:51.679961] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:51.679992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:51.680052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:51.698963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:51.699673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:51.699766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:51.699804] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:51.738789] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:51.738951] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:51.738997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:51.739029] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:51.742915] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: UP (p=82.63%)
[2025-09-29T22:21:51.743344] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-09-29T22:21:51.743544] [INFO ] [sig       ] GRBK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:51.902742] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GRBK.txt
[2025-09-29T22:21:51.903038] [WARN ] [sig       ] [909/2211] Failed GRBK after 0.3s | 4.28 sym/s | Total: 3.5m | ETA: 5.1m
[2025-09-29T22:21:51.903119] [INFO ] [sig       ] [910/2211] Forecasting GRC...
[2025-09-29T22:21:51.903160] [INFO ] [sig       ] Generating forecast for: GRC
[2025-09-29T22:21:51.903214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-09-29T22:21:51.913612] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GRC'.
[2025-09-29T22:21:51.914017] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-09-29T22:21:51.940285] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:51.941127] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-09-29T22:21:51.941187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:51.941223] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:51.941254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:51.941314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:51.959990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:51.960730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:51.960820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:51.960857] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:52.003484] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:52.003701] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:52.003764] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:52.003801] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:52.008011] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=91.56%)
[2025-09-29T22:21:52.008330] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-09-29T22:21:52.008481] [INFO ] [sig       ] GRC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:52.173379] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GRC.txt
[2025-09-29T22:21:52.173633] [WARN ] [sig       ] [910/2211] Failed GRC after 0.3s | 4.28 sym/s | Total: 3.5m | ETA: 5.1m
[2025-09-29T22:21:52.173737] [INFO ] [sig       ] [911/2211] Forecasting GRDN...
[2025-09-29T22:21:52.173779] [INFO ] [sig       ] Generating forecast for: GRDN
[2025-09-29T22:21:52.173813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRDN' from 'https://tdm.silogroup.org/data/derivative_storage/GRDN.csv'.
[2025-09-29T22:21:52.184763] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GRDN'.
[2025-09-29T22:21:52.185206] [INFO ] [FORECASTER] Starting predict_future for GRDN
[2025-09-29T22:21:52.212052] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:52.212879] [DEBUG] [LOCAL     ] No optimal features file found for GRDN: ./output/feature-sets/GRDN.txt
[2025-09-29T22:21:52.212938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:52.212976] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:52.213007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:52.213068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:52.231484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:52.232141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:52.232229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:52.232266] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:52.273293] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:52.273468] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:52.273524] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:52.273569] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:52.277408] [DEBUG] [FORECASTER] GRDN: Forecast T+1@11:T+2@11: DOWN (p=17.16%)
[2025-09-29T22:21:52.277746] [INFO ] [FORECASTER] Completed predict_future for GRDN
[2025-09-29T22:21:52.277904] [INFO ] [sig       ] GRDN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:52.431437] [INFO ] [LOCAL     ] Saved forecast: GRDN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GRDN.txt
[2025-09-29T22:21:52.431728] [WARN ] [sig       ] [911/2211] Failed GRDN after 0.3s | 4.28 sym/s | Total: 3.5m | ETA: 5.1m
[2025-09-29T22:21:52.431821] [INFO ] [sig       ] [912/2211] Forecasting GRMN...
[2025-09-29T22:21:52.431872] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-09-29T22:21:52.431908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-09-29T22:21:52.442621] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GRMN'.
[2025-09-29T22:21:52.443186] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-09-29T22:21:52.472156] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:52.473047] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-09-29T22:21:52.473109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:52.473147] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:52.473181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:52.473241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:52.493998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:52.494950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:52.495046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:52.495082] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:52.535814] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:52.535980] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:52.536027] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:52.536059] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:52.539838] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-09-29T22:21:52.540145] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-09-29T22:21:52.540293] [INFO ] [sig       ] GRMN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:52.702596] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GRMN.txt
[2025-09-29T22:21:52.702947] [WARN ] [sig       ] [912/2211] Failed GRMN after 0.3s | 4.28 sym/s | Total: 3.5m | ETA: 5.1m
[2025-09-29T22:21:52.703034] [INFO ] [sig       ] [913/2211] Forecasting GRND...
[2025-09-29T22:21:52.703076] [INFO ] [sig       ] Generating forecast for: GRND
[2025-09-29T22:21:52.703122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-09-29T22:21:52.714977] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GRND'.
[2025-09-29T22:21:52.715350] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-09-29T22:21:52.747416] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:52.748967] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-09-29T22:21:52.749048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:52.749124] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:52.749194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:52.749391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:52.768937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:52.769632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:52.769752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:52.769790] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:52.809803] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:52.809924] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:52.810004] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:52.810076] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:52.813608] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: UP (p=76.82%)
[2025-09-29T22:21:52.813915] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-09-29T22:21:52.814053] [INFO ] [sig       ] GRND: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:52.980166] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GRND.txt
[2025-09-29T22:21:52.980531] [WARN ] [sig       ] [913/2211] Failed GRND after 0.3s | 4.28 sym/s | Total: 3.6m | ETA: 5.1m
[2025-09-29T22:21:52.980629] [INFO ] [sig       ] [914/2211] Forecasting GRNT...
[2025-09-29T22:21:52.980708] [INFO ] [sig       ] Generating forecast for: GRNT
[2025-09-29T22:21:52.980751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRNT' from 'https://tdm.silogroup.org/data/derivative_storage/GRNT.csv'.
[2025-09-29T22:21:52.992558] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GRNT'.
[2025-09-29T22:21:52.992925] [INFO ] [FORECASTER] Starting predict_future for GRNT
[2025-09-29T22:21:53.019806] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:53.020638] [DEBUG] [LOCAL     ] No optimal features file found for GRNT: ./output/feature-sets/GRNT.txt
[2025-09-29T22:21:53.020722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:53.020761] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:53.020790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:53.020849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:53.040725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:53.041559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:53.041678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:53.041735] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:53.083908] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:53.084114] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:53.084168] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:53.084200] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:53.088861] [DEBUG] [FORECASTER] GRNT: Forecast T+1@11:T+2@11: UP (p=98.60%)
[2025-09-29T22:21:53.089207] [INFO ] [FORECASTER] Completed predict_future for GRNT
[2025-09-29T22:21:53.089385] [INFO ] [sig       ] GRNT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:53.256054] [INFO ] [LOCAL     ] Saved forecast: GRNT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GRNT.txt
[2025-09-29T22:21:53.256325] [WARN ] [sig       ] [914/2211] Failed GRNT after 0.3s | 4.28 sym/s | Total: 3.6m | ETA: 5.0m
[2025-09-29T22:21:53.256415] [INFO ] [sig       ] [915/2211] Forecasting GROV...
[2025-09-29T22:21:53.256456] [INFO ] [sig       ] Generating forecast for: GROV
[2025-09-29T22:21:53.256491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GROV' from 'https://tdm.silogroup.org/data/derivative_storage/GROV.csv'.
[2025-09-29T22:21:53.268685] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GROV'.
[2025-09-29T22:21:53.269189] [INFO ] [FORECASTER] Starting predict_future for GROV
[2025-09-29T22:21:53.297432] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:53.298281] [DEBUG] [LOCAL     ] No optimal features file found for GROV: ./output/feature-sets/GROV.txt
[2025-09-29T22:21:53.298340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:53.298377] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:53.298408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:53.298470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:53.318463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:53.319377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:53.319472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:53.319508] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:53.358692] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:53.358898] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:53.359017] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:53.359069] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:53.364329] [DEBUG] [FORECASTER] GROV: Forecast T+1@11:T+2@11: UP (p=79.95%)
[2025-09-29T22:21:53.364816] [INFO ] [FORECASTER] Completed predict_future for GROV
[2025-09-29T22:21:53.365020] [INFO ] [sig       ] GROV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:53.524228] [INFO ] [LOCAL     ] Saved forecast: GROV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GROV.txt
[2025-09-29T22:21:53.524504] [WARN ] [sig       ] [915/2211] Failed GROV after 0.3s | 4.28 sym/s | Total: 3.6m | ETA: 5.0m
[2025-09-29T22:21:53.524588] [INFO ] [sig       ] [916/2211] Forecasting GRX...
[2025-09-29T22:21:53.524628] [INFO ] [sig       ] Generating forecast for: GRX
[2025-09-29T22:21:53.524701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-09-29T22:21:53.535959] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GRX'.
[2025-09-29T22:21:53.536339] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-09-29T22:21:53.563634] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:53.564466] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-09-29T22:21:53.564525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:53.564561] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:53.564590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:53.564671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:53.584427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:53.585320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:53.585411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:53.585448] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:53.623102] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:53.623252] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:53.623302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:53.623333] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:53.627094] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: DOWN (p=31.91%)
[2025-09-29T22:21:53.627447] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-09-29T22:21:53.627603] [INFO ] [sig       ] GRX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:53.789851] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GRX.txt
[2025-09-29T22:21:53.790138] [WARN ] [sig       ] [916/2211] Failed GRX after 0.3s | 4.28 sym/s | Total: 3.6m | ETA: 5.0m
[2025-09-29T22:21:53.790226] [INFO ] [sig       ] [917/2211] Forecasting GS...
[2025-09-29T22:21:53.790266] [INFO ] [sig       ] Generating forecast for: GS
[2025-09-29T22:21:53.790300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-09-29T22:21:53.801381] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GS'.
[2025-09-29T22:21:53.801803] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-09-29T22:21:53.829041] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:53.829920] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-09-29T22:21:53.829979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:53.830015] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:53.830045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:53.830104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:53.848777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:53.849600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:53.849714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:53.849760] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:53.891032] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:53.891193] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:53.891240] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:53.891273] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:53.895048] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: UP (p=68.72%)
[2025-09-29T22:21:53.895351] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-09-29T22:21:53.895499] [INFO ] [sig       ] GS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:54.077745] [INFO ] [LOCAL     ] Saved forecast: GS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GS.txt
[2025-09-29T22:21:54.078007] [WARN ] [sig       ] [917/2211] Failed GS after 0.3s | 4.28 sym/s | Total: 3.6m | ETA: 5.0m
[2025-09-29T22:21:54.078091] [INFO ] [sig       ] [918/2211] Forecasting GSBD...
[2025-09-29T22:21:54.078134] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-09-29T22:21:54.078167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-09-29T22:21:54.090051] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GSBD'.
[2025-09-29T22:21:54.090593] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-09-29T22:21:54.123674] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:54.124595] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-09-29T22:21:54.124678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:54.124731] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:54.124763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:54.124824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:54.143834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:54.144664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:54.144767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:54.144803] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:54.185244] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:54.185408] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:54.185453] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:54.185486] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:54.189218] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: DOWN (p=13.72%)
[2025-09-29T22:21:54.189510] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-09-29T22:21:54.189679] [INFO ] [sig       ] GSBD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:54.364606] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GSBD.txt
[2025-09-29T22:21:54.364900] [WARN ] [sig       ] [918/2211] Failed GSBD after 0.3s | 4.28 sym/s | Total: 3.6m | ETA: 5.0m
[2025-09-29T22:21:54.364982] [INFO ] [sig       ] [919/2211] Forecasting GSK...
[2025-09-29T22:21:54.365035] [INFO ] [sig       ] Generating forecast for: GSK
[2025-09-29T22:21:54.365071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-09-29T22:21:54.376174] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GSK'.
[2025-09-29T22:21:54.376594] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-09-29T22:21:54.403197] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:54.404041] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-09-29T22:21:54.404099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:54.404135] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:54.404165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:54.404227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:54.423431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:54.424173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:54.424266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:54.424302] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:54.466173] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:54.466371] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:54.466420] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:54.466453] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:54.470279] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=61.12%)
[2025-09-29T22:21:54.470608] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-09-29T22:21:54.470813] [INFO ] [sig       ] GSK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:54.712358] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GSK.txt
[2025-09-29T22:21:54.712617] [WARN ] [sig       ] [919/2211] Failed GSK after 0.3s | 4.28 sym/s | Total: 3.6m | ETA: 5.0m
[2025-09-29T22:21:54.712718] [INFO ] [sig       ] [920/2211] Forecasting GSL...
[2025-09-29T22:21:54.712758] [INFO ] [sig       ] Generating forecast for: GSL
[2025-09-29T22:21:54.712793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-09-29T22:21:54.723606] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GSL'.
[2025-09-29T22:21:54.724011] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-09-29T22:21:54.749889] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:54.750778] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-09-29T22:21:54.750836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:54.750872] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:54.750901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:54.750960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:54.769126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:54.769853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:54.769940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:54.769976] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:54.808468] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:54.808678] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:54.808751] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:54.808792] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:54.812550] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: DOWN (p=28.96%)
[2025-09-29T22:21:54.812891] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-09-29T22:21:54.813047] [INFO ] [sig       ] GSL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:54.963330] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GSL.txt
[2025-09-29T22:21:54.963558] [WARN ] [sig       ] [920/2211] Failed GSL after 0.3s | 4.28 sym/s | Total: 3.6m | ETA: 5.0m
[2025-09-29T22:21:54.963666] [INFO ] [sig       ] [921/2211] Forecasting GTES...
[2025-09-29T22:21:54.963723] [INFO ] [sig       ] Generating forecast for: GTES
[2025-09-29T22:21:54.963758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-09-29T22:21:54.975786] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GTES'.
[2025-09-29T22:21:54.976213] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-09-29T22:21:55.004048] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:55.004972] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-09-29T22:21:55.005043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:55.005088] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:55.005120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:55.005180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:55.024009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:55.024746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:55.024839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:55.024877] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:55.061295] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:55.061425] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:55.061467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:55.061498] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:55.064943] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=97.38%)
[2025-09-29T22:21:55.065225] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-09-29T22:21:55.065367] [INFO ] [sig       ] GTES: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:55.214909] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GTES.txt
[2025-09-29T22:21:55.215179] [WARN ] [sig       ] [921/2211] Failed GTES after 0.3s | 4.27 sym/s | Total: 3.6m | ETA: 5.0m
[2025-09-29T22:21:55.215260] [INFO ] [sig       ] [922/2211] Forecasting GTLS...
[2025-09-29T22:21:55.215305] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-09-29T22:21:55.215348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-09-29T22:21:55.227508] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GTLS'.
[2025-09-29T22:21:55.228019] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-09-29T22:21:55.256148] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:55.257064] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-09-29T22:21:55.257164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:55.257207] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:55.257238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:55.257303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:55.276195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:55.276972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:55.277180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:55.277238] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:55.321351] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:55.321538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:55.321585] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:55.321617] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:55.325680] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: UP (p=98.25%)
[2025-09-29T22:21:55.326044] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-09-29T22:21:55.326204] [INFO ] [sig       ] GTLS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:55.486816] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GTLS.txt
[2025-09-29T22:21:55.487213] [WARN ] [sig       ] [922/2211] Failed GTLS after 0.3s | 4.27 sym/s | Total: 3.6m | ETA: 5.0m
[2025-09-29T22:21:55.487310] [INFO ] [sig       ] [923/2211] Forecasting GTN...
[2025-09-29T22:21:55.487353] [INFO ] [sig       ] Generating forecast for: GTN
[2025-09-29T22:21:55.487387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-09-29T22:21:55.498734] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GTN'.
[2025-09-29T22:21:55.499173] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-09-29T22:21:55.530241] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:55.531098] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-09-29T22:21:55.531155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:55.531191] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:55.531220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:55.531279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:55.552935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:55.553636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:55.553750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:55.553787] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:55.603059] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:55.603224] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:55.603266] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:55.603339] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:55.609285] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=70.43%)
[2025-09-29T22:21:55.609587] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-09-29T22:21:55.609770] [INFO ] [sig       ] GTN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:55.789332] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GTN.txt
[2025-09-29T22:21:55.789563] [WARN ] [sig       ] [923/2211] Failed GTN after 0.3s | 4.27 sym/s | Total: 3.6m | ETA: 5.0m
[2025-09-29T22:21:55.789666] [INFO ] [sig       ] [924/2211] Forecasting GTY...
[2025-09-29T22:21:55.789723] [INFO ] [sig       ] Generating forecast for: GTY
[2025-09-29T22:21:55.789760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-09-29T22:21:55.800451] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GTY'.
[2025-09-29T22:21:55.800848] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-09-29T22:21:55.830468] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:55.831320] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-09-29T22:21:55.831402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:55.831440] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:55.831470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:55.831529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:55.852392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:55.853024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:55.853109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:55.853144] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:55.892456] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:55.892600] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:55.892702] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:55.892768] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:55.896578] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: DOWN (p=28.96%)
[2025-09-29T22:21:55.896887] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-09-29T22:21:55.897050] [INFO ] [sig       ] GTY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:56.075756] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GTY.txt
[2025-09-29T22:21:56.075971] [WARN ] [sig       ] [924/2211] Failed GTY after 0.3s | 4.27 sym/s | Total: 3.6m | ETA: 5.0m
[2025-09-29T22:21:56.076048] [INFO ] [sig       ] [925/2211] Forecasting GUG...
[2025-09-29T22:21:56.076087] [INFO ] [sig       ] Generating forecast for: GUG
[2025-09-29T22:21:56.076120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-09-29T22:21:56.087208] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GUG'.
[2025-09-29T22:21:56.087669] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-09-29T22:21:56.118122] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:56.119048] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-09-29T22:21:56.119107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:56.119143] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:56.119173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:56.119232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:56.141921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:56.142876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:56.142991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:56.143058] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:56.185750] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:56.185894] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:56.185938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:56.185970] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:56.189711] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=76.24%)
[2025-09-29T22:21:56.189999] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-09-29T22:21:56.190140] [INFO ] [sig       ] GUG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:56.367409] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GUG.txt
[2025-09-29T22:21:56.367662] [WARN ] [sig       ] [925/2211] Failed GUG after 0.3s | 4.27 sym/s | Total: 3.6m | ETA: 5.0m
[2025-09-29T22:21:56.367746] [INFO ] [sig       ] [926/2211] Forecasting GUT...
[2025-09-29T22:21:56.367787] [INFO ] [sig       ] Generating forecast for: GUT
[2025-09-29T22:21:56.367831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUT' from 'https://tdm.silogroup.org/data/derivative_storage/GUT.csv'.
[2025-09-29T22:21:56.378890] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GUT'.
[2025-09-29T22:21:56.379295] [INFO ] [FORECASTER] Starting predict_future for GUT
[2025-09-29T22:21:56.407637] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:56.408703] [DEBUG] [LOCAL     ] No optimal features file found for GUT: ./output/feature-sets/GUT.txt
[2025-09-29T22:21:56.408769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:56.408808] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:56.408838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:56.408899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:56.427574] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:56.428474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:56.428623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:56.428703] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:56.467618] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:56.467814] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:56.467865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:56.467898] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:56.471793] [DEBUG] [FORECASTER] GUT: Forecast T+1@11:T+2@11: DOWN (p=24.13%)
[2025-09-29T22:21:56.472114] [INFO ] [FORECASTER] Completed predict_future for GUT
[2025-09-29T22:21:56.472264] [INFO ] [sig       ] GUT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:56.631997] [INFO ] [LOCAL     ] Saved forecast: GUT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GUT.txt
[2025-09-29T22:21:56.632258] [WARN ] [sig       ] [926/2211] Failed GUT after 0.3s | 4.27 sym/s | Total: 3.6m | ETA: 5.0m
[2025-09-29T22:21:56.632343] [INFO ] [sig       ] [927/2211] Forecasting GVA...
[2025-09-29T22:21:56.632384] [INFO ] [sig       ] Generating forecast for: GVA
[2025-09-29T22:21:56.632434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-09-29T22:21:56.643551] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GVA'.
[2025-09-29T22:21:56.643936] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-09-29T22:21:56.672980] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:56.673789] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-09-29T22:21:56.673846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:56.673889] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:56.673958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:56.674038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:56.696053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:56.696704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:56.696796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:56.696831] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:56.741500] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:56.741627] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:56.741718] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:56.741756] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:56.745221] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2025-09-29T22:21:56.745518] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-09-29T22:21:56.745693] [INFO ] [sig       ] GVA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:56.929247] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GVA.txt
[2025-09-29T22:21:56.929483] [WARN ] [sig       ] [927/2211] Failed GVA after 0.3s | 4.27 sym/s | Total: 3.6m | ETA: 5.0m
[2025-09-29T22:21:56.929562] [INFO ] [sig       ] [928/2211] Forecasting GWH...
[2025-09-29T22:21:56.929602] [INFO ] [sig       ] Generating forecast for: GWH
[2025-09-29T22:21:56.929635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-09-29T22:21:56.940514] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GWH'.
[2025-09-29T22:21:56.940946] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-09-29T22:21:56.970851] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:56.971916] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-09-29T22:21:56.971974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:56.972010] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:56.972039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:56.972097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:56.994490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:56.995361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:56.995451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:56.995486] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:57.038263] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:57.038384] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:57.038429] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:57.038485] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:57.042607] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=35.51%)
[2025-09-29T22:21:57.042928] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-09-29T22:21:57.043076] [INFO ] [sig       ] GWH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:57.226747] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GWH.txt
[2025-09-29T22:21:57.227112] [WARN ] [sig       ] [928/2211] Failed GWH after 0.3s | 4.27 sym/s | Total: 3.6m | ETA: 5.0m
[2025-09-29T22:21:57.227247] [INFO ] [sig       ] [929/2211] Forecasting GWRE...
[2025-09-29T22:21:57.227319] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-09-29T22:21:57.227375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-09-29T22:21:57.238160] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GWRE'.
[2025-09-29T22:21:57.238515] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-09-29T22:21:57.268704] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:57.269828] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-09-29T22:21:57.269902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:57.269973] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:57.270039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:57.270149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:57.291268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:57.291972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:57.292061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:57.292117] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:57.332297] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:57.332409] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:57.332449] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:57.332480] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:57.336157] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-09-29T22:21:57.336437] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-09-29T22:21:57.336573] [INFO ] [sig       ] GWRE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:57.491055] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GWRE.txt
[2025-09-29T22:21:57.491259] [WARN ] [sig       ] [929/2211] Failed GWRE after 0.3s | 4.27 sym/s | Total: 3.6m | ETA: 5.0m
[2025-09-29T22:21:57.491334] [INFO ] [sig       ] [930/2211] Forecasting GWW...
[2025-09-29T22:21:57.491374] [INFO ] [sig       ] Generating forecast for: GWW
[2025-09-29T22:21:57.491406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWW' from 'https://tdm.silogroup.org/data/derivative_storage/GWW.csv'.
[2025-09-29T22:21:57.501270] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GWW'.
[2025-09-29T22:21:57.501553] [INFO ] [FORECASTER] Starting predict_future for GWW
[2025-09-29T22:21:57.529410] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:57.530488] [DEBUG] [LOCAL     ] No optimal features file found for GWW: ./output/feature-sets/GWW.txt
[2025-09-29T22:21:57.530556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:57.530596] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:57.530636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:57.530782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:57.550100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:57.550975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:57.551074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:57.551110] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:57.593840] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:57.594335] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:57.594611] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:57.594879] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:57.598814] [DEBUG] [FORECASTER] GWW: Forecast T+1@11:T+2@11: UP (p=90.18%)
[2025-09-29T22:21:57.599110] [INFO ] [FORECASTER] Completed predict_future for GWW
[2025-09-29T22:21:57.599256] [INFO ] [sig       ] GWW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:57.759663] [INFO ] [LOCAL     ] Saved forecast: GWW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GWW.txt
[2025-09-29T22:21:57.759968] [WARN ] [sig       ] [930/2211] Failed GWW after 0.3s | 4.27 sym/s | Total: 3.6m | ETA: 5.0m
[2025-09-29T22:21:57.760064] [INFO ] [sig       ] [931/2211] Forecasting GXO...
[2025-09-29T22:21:57.760111] [INFO ] [sig       ] Generating forecast for: GXO
[2025-09-29T22:21:57.760152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXO' from 'https://tdm.silogroup.org/data/derivative_storage/GXO.csv'.
[2025-09-29T22:21:57.770677] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'GXO'.
[2025-09-29T22:21:57.770986] [INFO ] [FORECASTER] Starting predict_future for GXO
[2025-09-29T22:21:57.797249] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:57.798088] [DEBUG] [LOCAL     ] No optimal features file found for GXO: ./output/feature-sets/GXO.txt
[2025-09-29T22:21:57.798160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:57.798197] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:57.798227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:57.798285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:57.816458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:57.817033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:57.817144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:57.817189] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:57.856110] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:57.856220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:57.856257] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:57.856287] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:57.859860] [DEBUG] [FORECASTER] GXO: Forecast T+1@11:T+2@11: DOWN (p=4.69%)
[2025-09-29T22:21:57.860139] [INFO ] [FORECASTER] Completed predict_future for GXO
[2025-09-29T22:21:57.860270] [INFO ] [sig       ] GXO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:58.011068] [INFO ] [LOCAL     ] Saved forecast: GXO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/GXO.txt
[2025-09-29T22:21:58.011327] [WARN ] [sig       ] [931/2211] Failed GXO after 0.3s | 4.27 sym/s | Total: 3.6m | ETA: 5.0m
[2025-09-29T22:21:58.011426] [INFO ] [sig       ] [932/2211] Forecasting GYLD...
[2025-09-29T22:21:58.011496] [INFO ] [sig       ] Generating forecast for: GYLD
[2025-09-29T22:21:58.011561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYLD' from 'https://tdm.silogroup.org/data/derivative_storage/GYLD.csv'.
[2025-09-29T22:21:58.021157] [DEBUG] [REMOTE    ] Successfully parsed 1789 rows of historical data for symbol 'GYLD'.
[2025-09-29T22:21:58.021470] [INFO ] [FORECASTER] Starting predict_future for GYLD
[2025-09-29T22:21:58.047664] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:58.048396] [DEBUG] [LOCAL     ] No optimal features file found for GYLD: ./output/feature-sets/GYLD.txt
[2025-09-29T22:21:58.048453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:58.048488] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:58.048516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:58.048575] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:58.066818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:58.067403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:58.067492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:58.067528] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:58.112688] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:58.112797] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:58.112838] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:58.112874] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:58.116608] [DEBUG] [FORECASTER] GYLD: Forecast T+1@11:T+2@11: UP (p=52.32%)
[2025-09-29T22:21:58.116938] [INFO ] [FORECASTER] Completed predict_future for GYLD
[2025-09-29T22:21:58.117113] [INFO ] [sig       ] GYLD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:58.268072] [INFO ] [LOCAL     ] Saved forecast: GYLD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/GYLD.txt
[2025-09-29T22:21:58.268268] [WARN ] [sig       ] [932/2211] Failed GYLD after 0.3s | 4.27 sym/s | Total: 3.6m | ETA: 5.0m
[2025-09-29T22:21:58.268356] [INFO ] [sig       ] [933/2211] Forecasting H...
[2025-09-29T22:21:58.268431] [INFO ] [sig       ] Generating forecast for: H
[2025-09-29T22:21:58.268490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-09-29T22:21:58.278731] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'H'.
[2025-09-29T22:21:58.279040] [INFO ] [FORECASTER] Starting predict_future for H
[2025-09-29T22:21:58.304938] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:58.305694] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-09-29T22:21:58.305760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:58.305795] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:58.305830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:58.305893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:58.324728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:58.325315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:58.325401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:58.325441] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:58.373326] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:58.373435] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:58.373479] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:58.373511] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:58.377357] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: DOWN (p=6.84%)
[2025-09-29T22:21:58.377684] [INFO ] [FORECASTER] Completed predict_future for H
[2025-09-29T22:21:58.377877] [INFO ] [sig       ] H: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:58.537226] [INFO ] [LOCAL     ] Saved forecast: H	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/H.txt
[2025-09-29T22:21:58.537434] [WARN ] [sig       ] [933/2211] Failed H after 0.3s | 4.26 sym/s | Total: 3.6m | ETA: 5.0m
[2025-09-29T22:21:58.537529] [INFO ] [sig       ] [934/2211] Forecasting HAE...
[2025-09-29T22:21:58.537605] [INFO ] [sig       ] Generating forecast for: HAE
[2025-09-29T22:21:58.537706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-09-29T22:21:58.548605] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HAE'.
[2025-09-29T22:21:58.549023] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-09-29T22:21:58.576369] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:58.577426] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-09-29T22:21:58.577485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:58.577522] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:58.577550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:58.577610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:58.598749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:58.599767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:58.599880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:58.599922] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:58.647893] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:58.648068] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:58.648117] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:58.648151] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:58.652446] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=7.32%)
[2025-09-29T22:21:58.652812] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-09-29T22:21:58.652999] [INFO ] [sig       ] HAE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:58.821139] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HAE.txt
[2025-09-29T22:21:58.821386] [WARN ] [sig       ] [934/2211] Failed HAE after 0.3s | 4.26 sym/s | Total: 3.7m | ETA: 5.0m
[2025-09-29T22:21:58.821468] [INFO ] [sig       ] [935/2211] Forecasting HAFN...
[2025-09-29T22:21:58.821508] [INFO ] [sig       ] Generating forecast for: HAFN
[2025-09-29T22:21:58.821541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFN' from 'https://tdm.silogroup.org/data/derivative_storage/HAFN.csv'.
[2025-09-29T22:21:58.835562] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HAFN'.
[2025-09-29T22:21:58.836555] [INFO ] [FORECASTER] Starting predict_future for HAFN
[2025-09-29T22:21:58.869572] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:58.870497] [DEBUG] [LOCAL     ] No optimal features file found for HAFN: ./output/feature-sets/HAFN.txt
[2025-09-29T22:21:58.870559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:58.870596] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:58.870626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:58.870730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:58.894059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:58.895364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:58.895494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:58.895588] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:58.941377] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:58.941583] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:58.941635] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:58.941713] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:58.945825] [DEBUG] [FORECASTER] HAFN: Forecast T+1@11:T+2@11: UP (p=67.92%)
[2025-09-29T22:21:58.946133] [INFO ] [FORECASTER] Completed predict_future for HAFN
[2025-09-29T22:21:58.946295] [INFO ] [sig       ] HAFN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:59.108626] [INFO ] [LOCAL     ] Saved forecast: HAFN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HAFN.txt
[2025-09-29T22:21:59.108983] [WARN ] [sig       ] [935/2211] Failed HAFN after 0.3s | 4.26 sym/s | Total: 3.7m | ETA: 5.0m
[2025-09-29T22:21:59.109068] [INFO ] [sig       ] [936/2211] Forecasting HAL...
[2025-09-29T22:21:59.109109] [INFO ] [sig       ] Generating forecast for: HAL
[2025-09-29T22:21:59.109169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-09-29T22:21:59.122021] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HAL'.
[2025-09-29T22:21:59.122409] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-09-29T22:21:59.150271] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:59.151082] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-09-29T22:21:59.151139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:59.151174] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:59.151203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:59.151259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:59.171183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:59.171901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:59.172020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:59.172061] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:59.218187] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:59.218356] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:59.218401] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:59.218449] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:59.222051] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=0.61%)
[2025-09-29T22:21:59.222327] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-09-29T22:21:59.222471] [INFO ] [sig       ] HAL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:59.384412] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HAL.txt
[2025-09-29T22:21:59.384718] [WARN ] [sig       ] [936/2211] Failed HAL after 0.3s | 4.26 sym/s | Total: 3.7m | ETA: 5.0m
[2025-09-29T22:21:59.384805] [INFO ] [sig       ] [937/2211] Forecasting HASI...
[2025-09-29T22:21:59.384845] [INFO ] [sig       ] Generating forecast for: HASI
[2025-09-29T22:21:59.384879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-09-29T22:21:59.396300] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HASI'.
[2025-09-29T22:21:59.396795] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-09-29T22:21:59.424434] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:59.425307] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-09-29T22:21:59.425366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:59.425402] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:59.425431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:59.425489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:59.443184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:59.443858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:59.443946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:59.443980] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:59.484497] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:59.484662] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:59.484727] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:59.484761] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:59.488386] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: DOWN (p=18.19%)
[2025-09-29T22:21:59.488688] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-09-29T22:21:59.488853] [INFO ] [sig       ] HASI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:21:59.640455] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HASI.txt
[2025-09-29T22:21:59.640755] [WARN ] [sig       ] [937/2211] Failed HASI after 0.3s | 4.26 sym/s | Total: 3.7m | ETA: 5.0m
[2025-09-29T22:21:59.640838] [INFO ] [sig       ] [938/2211] Forecasting HAYW...
[2025-09-29T22:21:59.640878] [INFO ] [sig       ] Generating forecast for: HAYW
[2025-09-29T22:21:59.640911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAYW' from 'https://tdm.silogroup.org/data/derivative_storage/HAYW.csv'.
[2025-09-29T22:21:59.651181] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HAYW'.
[2025-09-29T22:21:59.651482] [INFO ] [FORECASTER] Starting predict_future for HAYW
[2025-09-29T22:21:59.678405] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:59.679272] [DEBUG] [LOCAL     ] No optimal features file found for HAYW: ./output/feature-sets/HAYW.txt
[2025-09-29T22:21:59.679331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:59.679434] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:59.679487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:59.679551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:59.697945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:59.698604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:59.698730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:59.698778] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:59.736059] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:59.736240] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:59.736286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:59.736318] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:59.740238] [DEBUG] [FORECASTER] HAYW: Forecast T+1@11:T+2@11: UP (p=84.32%)
[2025-09-29T22:21:59.740563] [INFO ] [FORECASTER] Completed predict_future for HAYW
[2025-09-29T22:21:59.740748] [INFO ] [sig       ] HAYW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:21:59.892212] [INFO ] [LOCAL     ] Saved forecast: HAYW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HAYW.txt
[2025-09-29T22:21:59.892539] [WARN ] [sig       ] [938/2211] Failed HAYW after 0.3s | 4.26 sym/s | Total: 3.7m | ETA: 5.0m
[2025-09-29T22:21:59.892627] [INFO ] [sig       ] [939/2211] Forecasting HBB...
[2025-09-29T22:21:59.892743] [INFO ] [sig       ] Generating forecast for: HBB
[2025-09-29T22:21:59.892795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-09-29T22:21:59.908215] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HBB'.
[2025-09-29T22:21:59.908702] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-09-29T22:21:59.934833] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:21:59.935669] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-09-29T22:21:59.935730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:21:59.935766] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:21:59.935795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:21:59.935853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:21:59.954287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:21:59.954946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:21:59.955035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:21:59.955072] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:21:59.993474] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:21:59.993633] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:21:59.993731] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:21:59.993788] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:21:59.997310] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: UP (p=91.55%)
[2025-09-29T22:21:59.997592] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-09-29T22:21:59.997765] [INFO ] [sig       ] HBB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:00.151807] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HBB.txt
[2025-09-29T22:22:00.152128] [WARN ] [sig       ] [939/2211] Failed HBB after 0.3s | 4.26 sym/s | Total: 3.7m | ETA: 5.0m
[2025-09-29T22:22:00.152214] [INFO ] [sig       ] [940/2211] Forecasting HBI...
[2025-09-29T22:22:00.152257] [INFO ] [sig       ] Generating forecast for: HBI
[2025-09-29T22:22:00.152291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBI' from 'https://tdm.silogroup.org/data/derivative_storage/HBI.csv'.
[2025-09-29T22:22:00.163929] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HBI'.
[2025-09-29T22:22:00.164283] [INFO ] [FORECASTER] Starting predict_future for HBI
[2025-09-29T22:22:00.190803] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:00.191541] [DEBUG] [LOCAL     ] No optimal features file found for HBI: ./output/feature-sets/HBI.txt
[2025-09-29T22:22:00.191597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:00.191633] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:00.191703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:00.191774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:00.210382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:00.211000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:00.211141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:00.211198] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:00.249120] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:00.249245] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:00.249284] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:00.249314] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:00.255405] [DEBUG] [FORECASTER] HBI: Forecast T+1@11:T+2@11: DOWN (p=8.50%)
[2025-09-29T22:22:00.255794] [INFO ] [FORECASTER] Completed predict_future for HBI
[2025-09-29T22:22:00.255934] [INFO ] [sig       ] HBI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:00.408690] [INFO ] [LOCAL     ] Saved forecast: HBI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HBI.txt
[2025-09-29T22:22:00.408975] [WARN ] [sig       ] [940/2211] Failed HBI after 0.3s | 4.26 sym/s | Total: 3.7m | ETA: 5.0m
[2025-09-29T22:22:00.409066] [INFO ] [sig       ] [941/2211] Forecasting HBM...
[2025-09-29T22:22:00.409108] [INFO ] [sig       ] Generating forecast for: HBM
[2025-09-29T22:22:00.409144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-09-29T22:22:00.420410] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HBM'.
[2025-09-29T22:22:00.420786] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-09-29T22:22:00.447415] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:00.448234] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-09-29T22:22:00.448292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:00.448328] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:00.448359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:00.448422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:00.466960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:00.467866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:00.467953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:00.467990] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:00.507201] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:00.507335] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:00.507377] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:00.507407] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:00.510999] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: UP (p=75.69%)
[2025-09-29T22:22:00.511280] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-09-29T22:22:00.511436] [INFO ] [sig       ] HBM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:00.664704] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HBM.txt
[2025-09-29T22:22:00.664954] [WARN ] [sig       ] [941/2211] Failed HBM after 0.3s | 4.26 sym/s | Total: 3.7m | ETA: 5.0m
[2025-09-29T22:22:00.665033] [INFO ] [sig       ] [942/2211] Forecasting HCA...
[2025-09-29T22:22:00.665076] [INFO ] [sig       ] Generating forecast for: HCA
[2025-09-29T22:22:00.665110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-09-29T22:22:00.676349] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HCA'.
[2025-09-29T22:22:00.676833] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-09-29T22:22:00.703718] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:00.704603] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-09-29T22:22:00.704701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:00.704780] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:00.704812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:00.704872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:00.723614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:00.724240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:00.724328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:00.724362] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:00.760354] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:00.760508] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:00.760550] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:00.760612] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:00.764299] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: DOWN (p=37.10%)
[2025-09-29T22:22:00.764589] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-09-29T22:22:00.764766] [INFO ] [sig       ] HCA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:00.917317] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HCA.txt
[2025-09-29T22:22:00.917576] [WARN ] [sig       ] [942/2211] Failed HCA after 0.3s | 4.26 sym/s | Total: 3.7m | ETA: 5.0m
[2025-09-29T22:22:00.917683] [INFO ] [sig       ] [943/2211] Forecasting HCC...
[2025-09-29T22:22:00.917736] [INFO ] [sig       ] Generating forecast for: HCC
[2025-09-29T22:22:00.917770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-09-29T22:22:00.928288] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HCC'.
[2025-09-29T22:22:00.928637] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-09-29T22:22:00.955383] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:00.956195] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-09-29T22:22:00.956258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:00.956295] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:00.956324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:00.956388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:00.974936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:00.975638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:00.975756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:00.975793] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:01.014720] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:01.014906] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:01.014960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:01.014993] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:01.018621] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=1.45%)
[2025-09-29T22:22:01.018945] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-09-29T22:22:01.019088] [INFO ] [sig       ] HCC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:01.173509] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HCC.txt
[2025-09-29T22:22:01.173835] [WARN ] [sig       ] [943/2211] Failed HCC after 0.3s | 4.26 sym/s | Total: 3.7m | ETA: 5.0m
[2025-09-29T22:22:01.173927] [INFO ] [sig       ] [944/2211] Forecasting HCI...
[2025-09-29T22:22:01.173970] [INFO ] [sig       ] Generating forecast for: HCI
[2025-09-29T22:22:01.174070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-09-29T22:22:01.184828] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HCI'.
[2025-09-29T22:22:01.185323] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-09-29T22:22:01.214373] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:01.215260] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-09-29T22:22:01.215328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:01.215367] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:01.215403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:01.215473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:01.236590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:01.237870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:01.238002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:01.238104] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:01.273393] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:01.273615] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:01.273701] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:01.273748] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:01.277511] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: UP (p=84.06%)
[2025-09-29T22:22:01.277836] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-09-29T22:22:01.277975] [INFO ] [sig       ] HCI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:01.439091] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HCI.txt
[2025-09-29T22:22:01.439422] [WARN ] [sig       ] [944/2211] Failed HCI after 0.3s | 4.26 sym/s | Total: 3.7m | ETA: 5.0m
[2025-09-29T22:22:01.439507] [INFO ] [sig       ] [945/2211] Forecasting HD...
[2025-09-29T22:22:01.439592] [INFO ] [sig       ] Generating forecast for: HD
[2025-09-29T22:22:01.439700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-09-29T22:22:01.450911] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HD'.
[2025-09-29T22:22:01.451366] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-09-29T22:22:01.481460] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:01.482718] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-09-29T22:22:01.482795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:01.482853] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:01.482885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:01.482947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:01.503042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:01.503898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:01.503985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:01.504021] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:01.546581] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:01.546818] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:01.546875] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:01.546909] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:01.551046] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=63.74%)
[2025-09-29T22:22:01.551400] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-09-29T22:22:01.551554] [INFO ] [sig       ] HD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:01.716532] [INFO ] [LOCAL     ] Saved forecast: HD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HD.txt
[2025-09-29T22:22:01.716789] [WARN ] [sig       ] [945/2211] Failed HD after 0.3s | 4.26 sym/s | Total: 3.7m | ETA: 5.0m
[2025-09-29T22:22:01.717099] [INFO ] [sig       ] [946/2211] Forecasting HDB...
[2025-09-29T22:22:01.717156] [INFO ] [sig       ] Generating forecast for: HDB
[2025-09-29T22:22:01.717194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-09-29T22:22:01.727592] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HDB'.
[2025-09-29T22:22:01.727980] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-09-29T22:22:01.756089] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:01.756905] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-09-29T22:22:01.756961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:01.756996] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:01.757026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:01.757123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:01.775503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:01.776190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:01.776279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:01.776315] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:01.812837] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:01.812988] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:01.813031] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:01.813062] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:01.817287] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: UP (p=89.29%)
[2025-09-29T22:22:01.817713] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-09-29T22:22:01.817886] [INFO ] [sig       ] HDB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:01.972950] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HDB.txt
[2025-09-29T22:22:01.973228] [WARN ] [sig       ] [946/2211] Failed HDB after 0.3s | 4.26 sym/s | Total: 3.7m | ETA: 5.0m
[2025-09-29T22:22:01.973311] [INFO ] [sig       ] [947/2211] Forecasting HE...
[2025-09-29T22:22:01.973353] [INFO ] [sig       ] Generating forecast for: HE
[2025-09-29T22:22:01.973386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-09-29T22:22:01.984927] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HE'.
[2025-09-29T22:22:01.985314] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-09-29T22:22:02.015897] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:02.016844] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-09-29T22:22:02.016904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:02.016941] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:02.016972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:02.017037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:02.036299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:02.036981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:02.037094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:02.037150] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:02.066221] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:02.066358] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:02.066403] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:02.066435] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:02.070071] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=22.17%)
[2025-09-29T22:22:02.070361] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-09-29T22:22:02.070495] [INFO ] [sig       ] HE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:02.228338] [INFO ] [LOCAL     ] Saved forecast: HE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HE.txt
[2025-09-29T22:22:02.228590] [WARN ] [sig       ] [947/2211] Failed HE after 0.3s | 4.26 sym/s | Total: 3.7m | ETA: 4.9m
[2025-09-29T22:22:02.228709] [INFO ] [sig       ] [948/2211] Forecasting HEI...
[2025-09-29T22:22:02.228752] [INFO ] [sig       ] Generating forecast for: HEI
[2025-09-29T22:22:02.228788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-09-29T22:22:02.238730] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HEI'.
[2025-09-29T22:22:02.239068] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-09-29T22:22:02.266444] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:02.267314] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-09-29T22:22:02.267382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:02.267419] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:02.267448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:02.267508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:02.287457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:02.288101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:02.288188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:02.288231] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:02.322334] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:02.322477] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:02.322524] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:02.322555] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:02.326092] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=82.66%)
[2025-09-29T22:22:02.326383] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-09-29T22:22:02.326518] [INFO ] [sig       ] HEI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:02.484327] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HEI.txt
[2025-09-29T22:22:02.484625] [WARN ] [sig       ] [948/2211] Failed HEI after 0.3s | 4.26 sym/s | Total: 3.7m | ETA: 4.9m
[2025-09-29T22:22:02.484740] [INFO ] [sig       ] [949/2211] Forecasting HEQ...
[2025-09-29T22:22:02.484790] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-09-29T22:22:02.484824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-09-29T22:22:02.497582] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HEQ'.
[2025-09-29T22:22:02.498134] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-09-29T22:22:02.528540] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:02.529701] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-09-29T22:22:02.529769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:02.529807] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:02.529839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:02.529899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:02.550135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:02.551120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:02.551293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:02.551352] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:02.589859] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:02.590047] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:02.590093] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:02.590126] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:02.593803] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: DOWN (p=16.11%)
[2025-09-29T22:22:02.594087] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-09-29T22:22:02.594232] [INFO ] [sig       ] HEQ: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:02.747244] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HEQ.txt
[2025-09-29T22:22:02.747513] [WARN ] [sig       ] [949/2211] Failed HEQ after 0.3s | 4.26 sym/s | Total: 3.7m | ETA: 4.9m
[2025-09-29T22:22:02.747597] [INFO ] [sig       ] [950/2211] Forecasting HESM...
[2025-09-29T22:22:02.747639] [INFO ] [sig       ] Generating forecast for: HESM
[2025-09-29T22:22:02.747718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-09-29T22:22:02.758346] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HESM'.
[2025-09-29T22:22:02.758767] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-09-29T22:22:02.785493] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:02.786368] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-09-29T22:22:02.786426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:02.786461] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:02.786491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:02.786554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:02.805059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:02.805747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:02.805835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:02.805870] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:02.844096] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:02.844233] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:02.844297] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:02.844330] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:02.848078] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-09-29T22:22:02.848360] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-09-29T22:22:02.848497] [INFO ] [sig       ] HESM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:02.999878] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HESM.txt
[2025-09-29T22:22:03.000169] [WARN ] [sig       ] [950/2211] Failed HESM after 0.3s | 4.26 sym/s | Total: 3.7m | ETA: 4.9m
[2025-09-29T22:22:03.000252] [INFO ] [sig       ] [951/2211] Forecasting HFRO...
[2025-09-29T22:22:03.000292] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-09-29T22:22:03.000327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-09-29T22:22:03.011618] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HFRO'.
[2025-09-29T22:22:03.012157] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-09-29T22:22:03.041308] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:03.042293] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-09-29T22:22:03.042356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:03.042392] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:03.042421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:03.042480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:03.061991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:03.062893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:03.062990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:03.063026] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:03.102164] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:03.102337] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:03.102383] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:03.102414] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:03.106372] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=52.72%)
[2025-09-29T22:22:03.106701] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-09-29T22:22:03.106858] [INFO ] [sig       ] HFRO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:03.265134] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HFRO.txt
[2025-09-29T22:22:03.265432] [WARN ] [sig       ] [951/2211] Failed HFRO after 0.3s | 4.25 sym/s | Total: 3.7m | ETA: 4.9m
[2025-09-29T22:22:03.265521] [INFO ] [sig       ] [952/2211] Forecasting HGER...
[2025-09-29T22:22:03.265564] [INFO ] [sig       ] Generating forecast for: HGER
[2025-09-29T22:22:03.265601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGER' from 'https://tdm.silogroup.org/data/derivative_storage/HGER.csv'.
[2025-09-29T22:22:03.277064] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HGER'.
[2025-09-29T22:22:03.277457] [INFO ] [FORECASTER] Starting predict_future for HGER
[2025-09-29T22:22:03.305071] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:03.306020] [DEBUG] [LOCAL     ] No optimal features file found for HGER: ./output/feature-sets/HGER.txt
[2025-09-29T22:22:03.306078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:03.306114] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:03.306163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:03.306223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:03.326569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:03.327498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:03.327590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:03.327626] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:03.364711] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:03.364831] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:03.364871] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:03.364901] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:03.368446] [DEBUG] [FORECASTER] HGER: Forecast T+1@11:T+2@11: DOWN (p=8.45%)
[2025-09-29T22:22:03.368794] [INFO ] [FORECASTER] Completed predict_future for HGER
[2025-09-29T22:22:03.368940] [INFO ] [sig       ] HGER: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:03.519887] [INFO ] [LOCAL     ] Saved forecast: HGER	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HGER.txt
[2025-09-29T22:22:03.520147] [WARN ] [sig       ] [952/2211] Failed HGER after 0.3s | 4.25 sym/s | Total: 3.7m | ETA: 4.9m
[2025-09-29T22:22:03.520224] [INFO ] [sig       ] [953/2211] Forecasting HGLB...
[2025-09-29T22:22:03.520263] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-09-29T22:22:03.520296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-09-29T22:22:03.531278] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HGLB'.
[2025-09-29T22:22:03.531666] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-09-29T22:22:03.559985] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:03.560869] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-09-29T22:22:03.560933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:03.560972] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:03.561003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:03.561063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:03.581415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:03.582324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:03.582445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:03.582501] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:03.618875] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:03.619035] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:03.619081] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:03.619114] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:03.622765] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: UP (p=66.30%)
[2025-09-29T22:22:03.623055] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-09-29T22:22:03.623202] [INFO ] [sig       ] HGLB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:03.783331] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HGLB.txt
[2025-09-29T22:22:03.783578] [WARN ] [sig       ] [953/2211] Failed HGLB after 0.3s | 4.25 sym/s | Total: 3.7m | ETA: 4.9m
[2025-09-29T22:22:03.783681] [INFO ] [sig       ] [954/2211] Forecasting HGTY...
[2025-09-29T22:22:03.783734] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-09-29T22:22:03.783769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-09-29T22:22:03.794146] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HGTY'.
[2025-09-29T22:22:03.794491] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-09-29T22:22:03.821295] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:03.822058] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-09-29T22:22:03.822150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:03.822191] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:03.822220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:03.822277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:03.840565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:03.841170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:03.841254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:03.841288] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:03.882128] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:03.882334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:03.882393] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:03.882426] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:03.886053] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: UP (p=64.11%)
[2025-09-29T22:22:03.886339] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-09-29T22:22:03.886479] [INFO ] [sig       ] HGTY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:04.044635] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HGTY.txt
[2025-09-29T22:22:04.044992] [WARN ] [sig       ] [954/2211] Failed HGTY after 0.3s | 4.25 sym/s | Total: 3.7m | ETA: 4.9m
[2025-09-29T22:22:04.045078] [INFO ] [sig       ] [955/2211] Forecasting HGV...
[2025-09-29T22:22:04.045124] [INFO ] [sig       ] Generating forecast for: HGV
[2025-09-29T22:22:04.045211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGV' from 'https://tdm.silogroup.org/data/derivative_storage/HGV.csv'.
[2025-09-29T22:22:04.056332] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HGV'.
[2025-09-29T22:22:04.056693] [INFO ] [FORECASTER] Starting predict_future for HGV
[2025-09-29T22:22:04.084434] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:04.085234] [DEBUG] [LOCAL     ] No optimal features file found for HGV: ./output/feature-sets/HGV.txt
[2025-09-29T22:22:04.085292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:04.085328] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:04.085356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:04.085420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:04.104128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:04.104786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:04.104874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:04.104909] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:04.141891] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:04.142077] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:04.142130] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:04.142164] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:04.146312] [DEBUG] [FORECASTER] HGV: Forecast T+1@11:T+2@11: UP (p=83.78%)
[2025-09-29T22:22:04.146601] [INFO ] [FORECASTER] Completed predict_future for HGV
[2025-09-29T22:22:04.146803] [INFO ] [sig       ] HGV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:04.307181] [INFO ] [LOCAL     ] Saved forecast: HGV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HGV.txt
[2025-09-29T22:22:04.307576] [WARN ] [sig       ] [955/2211] Failed HGV after 0.3s | 4.25 sym/s | Total: 3.7m | ETA: 4.9m
[2025-09-29T22:22:04.307726] [INFO ] [sig       ] [956/2211] Forecasting HHH...
[2025-09-29T22:22:04.307795] [INFO ] [sig       ] Generating forecast for: HHH
[2025-09-29T22:22:04.307843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-09-29T22:22:04.319563] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HHH'.
[2025-09-29T22:22:04.320014] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-09-29T22:22:04.347139] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:04.347939] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-09-29T22:22:04.347997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:04.348034] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:04.348063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:04.348122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:04.366564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:04.367271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:04.367359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:04.367395] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:04.405432] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:04.405603] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:04.405670] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:04.405728] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:04.409816] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: UP (p=93.83%)
[2025-09-29T22:22:04.410103] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-09-29T22:22:04.410249] [INFO ] [sig       ] HHH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:04.603347] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HHH.txt
[2025-09-29T22:22:04.603620] [WARN ] [sig       ] [956/2211] Failed HHH after 0.3s | 4.25 sym/s | Total: 3.7m | ETA: 4.9m
[2025-09-29T22:22:04.603729] [INFO ] [sig       ] [957/2211] Forecasting HI...
[2025-09-29T22:22:04.603770] [INFO ] [sig       ] Generating forecast for: HI
[2025-09-29T22:22:04.603804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-09-29T22:22:04.613921] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HI'.
[2025-09-29T22:22:04.614255] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-09-29T22:22:04.642968] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:04.643791] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-09-29T22:22:04.643854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:04.643891] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:04.643919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:04.643978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:04.668117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:04.669074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:04.669168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:04.669203] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:04.712404] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:04.712544] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:04.712627] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:04.712736] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:04.719157] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: DOWN (p=15.19%)
[2025-09-29T22:22:04.719441] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-09-29T22:22:04.719579] [INFO ] [sig       ] HI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:04.881871] [INFO ] [LOCAL     ] Saved forecast: HI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HI.txt
[2025-09-29T22:22:04.882131] [WARN ] [sig       ] [957/2211] Failed HI after 0.3s | 4.25 sym/s | Total: 3.8m | ETA: 4.9m
[2025-09-29T22:22:04.882217] [INFO ] [sig       ] [958/2211] Forecasting HIG...
[2025-09-29T22:22:04.882262] [INFO ] [sig       ] Generating forecast for: HIG
[2025-09-29T22:22:04.882299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-09-29T22:22:04.893264] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HIG'.
[2025-09-29T22:22:04.893633] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-09-29T22:22:04.921262] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:04.922090] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-09-29T22:22:04.922148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:04.922227] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:04.922276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:04.922339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:04.943046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:04.943775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:04.943900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:04.943956] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:04.983062] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:04.983204] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:04.983247] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:04.983278] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:04.986834] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2025-09-29T22:22:04.987139] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-09-29T22:22:04.987320] [INFO ] [sig       ] HIG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:05.147389] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HIG.txt
[2025-09-29T22:22:05.147624] [WARN ] [sig       ] [958/2211] Failed HIG after 0.3s | 4.25 sym/s | Total: 3.8m | ETA: 4.9m
[2025-09-29T22:22:05.147722] [INFO ] [sig       ] [959/2211] Forecasting HII...
[2025-09-29T22:22:05.147762] [INFO ] [sig       ] Generating forecast for: HII
[2025-09-29T22:22:05.147837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-09-29T22:22:05.159539] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HII'.
[2025-09-29T22:22:05.159991] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-09-29T22:22:05.187139] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:05.188003] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-09-29T22:22:05.188063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:05.188100] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:05.188179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:05.188269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:05.207914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:05.208597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:05.208711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:05.208763] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:05.247385] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:05.247508] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:05.247548] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:05.247579] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:05.250958] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: UP (p=61.80%)
[2025-09-29T22:22:05.251227] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-09-29T22:22:05.251372] [INFO ] [sig       ] HII: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:05.411970] [INFO ] [LOCAL     ] Saved forecast: HII	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HII.txt
[2025-09-29T22:22:05.412200] [WARN ] [sig       ] [959/2211] Failed HII after 0.3s | 4.25 sym/s | Total: 3.8m | ETA: 4.9m
[2025-09-29T22:22:05.412275] [INFO ] [sig       ] [960/2211] Forecasting HIMS...
[2025-09-29T22:22:05.412314] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-09-29T22:22:05.412346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-09-29T22:22:05.424627] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HIMS'.
[2025-09-29T22:22:05.425071] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-09-29T22:22:05.451766] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:05.452526] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-09-29T22:22:05.452584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:05.452619] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:05.452677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:05.452758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:05.473014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:05.473872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:05.473987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:05.474043] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:05.508771] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:05.508942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:05.508990] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:05.509023] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:05.512769] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: DOWN (p=22.05%)
[2025-09-29T22:22:05.513066] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-09-29T22:22:05.513207] [INFO ] [sig       ] HIMS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:05.665930] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HIMS.txt
[2025-09-29T22:22:05.666198] [WARN ] [sig       ] [960/2211] Failed HIMS after 0.3s | 4.25 sym/s | Total: 3.8m | ETA: 4.9m
[2025-09-29T22:22:05.666287] [INFO ] [sig       ] [961/2211] Forecasting HIO...
[2025-09-29T22:22:05.666329] [INFO ] [sig       ] Generating forecast for: HIO
[2025-09-29T22:22:05.666404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-09-29T22:22:05.677316] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HIO'.
[2025-09-29T22:22:05.677757] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-09-29T22:22:05.704183] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:05.705010] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-09-29T22:22:05.705067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:05.705101] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:05.705130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:05.705189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:05.724062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:05.724779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:05.724867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:05.724904] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:05.751983] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:05.752121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:05.752164] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:05.752195] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:05.755573] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: DOWN (p=35.12%)
[2025-09-29T22:22:05.755884] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-09-29T22:22:05.756024] [INFO ] [sig       ] HIO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:05.909675] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HIO.txt
[2025-09-29T22:22:05.909932] [WARN ] [sig       ] [961/2211] Failed HIO after 0.2s | 4.25 sym/s | Total: 3.8m | ETA: 4.9m
[2025-09-29T22:22:05.910010] [INFO ] [sig       ] [962/2211] Forecasting HIPO...
[2025-09-29T22:22:05.910051] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-09-29T22:22:05.910084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-09-29T22:22:05.920059] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HIPO'.
[2025-09-29T22:22:05.920377] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-09-29T22:22:05.948418] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:05.949242] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-09-29T22:22:05.949303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:05.949338] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:05.949366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:05.949424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:05.967521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:05.968160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:05.968246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:05.968281] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:05.995154] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:05.995274] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:05.995313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:05.995343] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:05.998674] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: UP (p=59.38%)
[2025-09-29T22:22:05.998959] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-09-29T22:22:05.999089] [INFO ] [sig       ] HIPO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:06.153009] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HIPO.txt
[2025-09-29T22:22:06.153265] [WARN ] [sig       ] [962/2211] Failed HIPO after 0.2s | 4.25 sym/s | Total: 3.8m | ETA: 4.9m
[2025-09-29T22:22:06.153354] [INFO ] [sig       ] [963/2211] Forecasting HIW...
[2025-09-29T22:22:06.153452] [INFO ] [sig       ] Generating forecast for: HIW
[2025-09-29T22:22:06.153502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIW' from 'https://tdm.silogroup.org/data/derivative_storage/HIW.csv'.
[2025-09-29T22:22:06.163958] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HIW'.
[2025-09-29T22:22:06.164299] [INFO ] [FORECASTER] Starting predict_future for HIW
[2025-09-29T22:22:06.190522] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:06.191306] [DEBUG] [LOCAL     ] No optimal features file found for HIW: ./output/feature-sets/HIW.txt
[2025-09-29T22:22:06.191393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:06.191477] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:06.191513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:06.191574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:06.209833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:06.210406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:06.210490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:06.210526] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:06.237987] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:06.238106] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:06.238146] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:06.238179] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:06.241822] [DEBUG] [FORECASTER] HIW: Forecast T+1@11:T+2@11: DOWN (p=43.34%)
[2025-09-29T22:22:06.242119] [INFO ] [FORECASTER] Completed predict_future for HIW
[2025-09-29T22:22:06.242255] [INFO ] [sig       ] HIW: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:06.400148] [INFO ] [LOCAL     ] Saved forecast: HIW	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HIW.txt
[2025-09-29T22:22:06.400479] [WARN ] [sig       ] [963/2211] Failed HIW after 0.2s | 4.25 sym/s | Total: 3.8m | ETA: 4.9m
[2025-09-29T22:22:06.400574] [INFO ] [sig       ] [964/2211] Forecasting HIX...
[2025-09-29T22:22:06.400616] [INFO ] [sig       ] Generating forecast for: HIX
[2025-09-29T22:22:06.400713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-09-29T22:22:06.412135] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HIX'.
[2025-09-29T22:22:06.412599] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-09-29T22:22:06.441141] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:06.442044] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-09-29T22:22:06.442108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:06.442146] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:06.442178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:06.442239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:06.461752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:06.462605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:06.462745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:06.462844] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:06.499608] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:06.499819] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:06.499893] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:06.499926] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:06.503616] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-09-29T22:22:06.503969] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-09-29T22:22:06.504118] [INFO ] [sig       ] HIX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:06.655691] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HIX.txt
[2025-09-29T22:22:06.655920] [WARN ] [sig       ] [964/2211] Failed HIX after 0.3s | 4.25 sym/s | Total: 3.8m | ETA: 4.9m
[2025-09-29T22:22:06.655998] [INFO ] [sig       ] [965/2211] Forecasting HKD...
[2025-09-29T22:22:06.656038] [INFO ] [sig       ] Generating forecast for: HKD
[2025-09-29T22:22:06.656071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HKD' from 'https://tdm.silogroup.org/data/derivative_storage/HKD.csv'.
[2025-09-29T22:22:06.666749] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HKD'.
[2025-09-29T22:22:06.667063] [INFO ] [FORECASTER] Starting predict_future for HKD
[2025-09-29T22:22:06.694826] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:06.695628] [DEBUG] [LOCAL     ] No optimal features file found for HKD: ./output/feature-sets/HKD.txt
[2025-09-29T22:22:06.695729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:06.695782] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:06.695815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:06.695874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:06.714851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:06.715417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:06.715502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:06.715566] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:06.755023] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:06.755141] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:06.755182] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:06.755214] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:06.758640] [DEBUG] [FORECASTER] HKD: Forecast T+1@11:T+2@11: UP (p=76.77%)
[2025-09-29T22:22:06.758947] [INFO ] [FORECASTER] Completed predict_future for HKD
[2025-09-29T22:22:06.759089] [INFO ] [sig       ] HKD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:06.906755] [INFO ] [LOCAL     ] Saved forecast: HKD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HKD.txt
[2025-09-29T22:22:06.906987] [WARN ] [sig       ] [965/2211] Failed HKD after 0.3s | 4.25 sym/s | Total: 3.8m | ETA: 4.9m
[2025-09-29T22:22:06.907066] [INFO ] [sig       ] [966/2211] Forecasting HL...
[2025-09-29T22:22:06.907145] [INFO ] [sig       ] Generating forecast for: HL
[2025-09-29T22:22:06.907181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-09-29T22:22:06.917566] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HL'.
[2025-09-29T22:22:06.917946] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-09-29T22:22:06.944297] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:06.945142] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-09-29T22:22:06.945205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:06.945241] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:06.945270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:06.945347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:06.963704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:06.964281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:06.964369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:06.964404] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:07.001780] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:07.001926] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:07.001967] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:07.002000] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:07.005730] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=97.65%)
[2025-09-29T22:22:07.006041] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-09-29T22:22:07.006194] [INFO ] [sig       ] HL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:07.165204] [INFO ] [LOCAL     ] Saved forecast: HL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HL.txt
[2025-09-29T22:22:07.165437] [WARN ] [sig       ] [966/2211] Failed HL after 0.3s | 4.25 sym/s | Total: 3.8m | ETA: 4.9m
[2025-09-29T22:22:07.165519] [INFO ] [sig       ] [967/2211] Forecasting HLF...
[2025-09-29T22:22:07.165558] [INFO ] [sig       ] Generating forecast for: HLF
[2025-09-29T22:22:07.165591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-09-29T22:22:07.178413] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HLF'.
[2025-09-29T22:22:07.178770] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-09-29T22:22:07.207751] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:07.208527] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-09-29T22:22:07.208587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:07.208631] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:07.208707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:07.208773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:07.227401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:07.228295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:07.228404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:07.228446] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:07.267633] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:07.267811] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:07.267855] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:07.267886] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:07.271342] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: UP (p=90.02%)
[2025-09-29T22:22:07.271666] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-09-29T22:22:07.271827] [INFO ] [sig       ] HLF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:07.440185] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HLF.txt
[2025-09-29T22:22:07.440449] [WARN ] [sig       ] [967/2211] Failed HLF after 0.3s | 4.25 sym/s | Total: 3.8m | ETA: 4.9m
[2025-09-29T22:22:07.440531] [INFO ] [sig       ] [968/2211] Forecasting HLI...
[2025-09-29T22:22:07.440588] [INFO ] [sig       ] Generating forecast for: HLI
[2025-09-29T22:22:07.440623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-09-29T22:22:07.452758] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HLI'.
[2025-09-29T22:22:07.453126] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-09-29T22:22:07.479992] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:07.481005] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-09-29T22:22:07.481064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:07.481101] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:07.481128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:07.481187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:07.500197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:07.500934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:07.501026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:07.501062] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:07.545082] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:07.545207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:07.545254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:07.545286] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:07.557315] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: DOWN (p=17.88%)
[2025-09-29T22:22:07.557724] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-09-29T22:22:07.557899] [INFO ] [sig       ] HLI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:07.713228] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HLI.txt
[2025-09-29T22:22:07.713468] [WARN ] [sig       ] [968/2211] Failed HLI after 0.3s | 4.25 sym/s | Total: 3.8m | ETA: 4.9m
[2025-09-29T22:22:07.713545] [INFO ] [sig       ] [969/2211] Forecasting HLIO...
[2025-09-29T22:22:07.713586] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-09-29T22:22:07.713620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-09-29T22:22:07.724366] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HLIO'.
[2025-09-29T22:22:07.724718] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-09-29T22:22:07.752147] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:07.752967] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-09-29T22:22:07.753025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:07.753061] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:07.753091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:07.753152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:07.771354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:07.771962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:07.772062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:07.772101] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:07.819160] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:07.819323] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:07.819371] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:07.819403] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:07.822974] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: UP (p=91.36%)
[2025-09-29T22:22:07.823257] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-09-29T22:22:07.823395] [INFO ] [sig       ] HLIO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:07.977180] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HLIO.txt
[2025-09-29T22:22:07.977421] [WARN ] [sig       ] [969/2211] Failed HLIO after 0.3s | 4.25 sym/s | Total: 3.8m | ETA: 4.9m
[2025-09-29T22:22:07.977510] [INFO ] [sig       ] [970/2211] Forecasting HLLY...
[2025-09-29T22:22:07.977553] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-09-29T22:22:07.977587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-09-29T22:22:07.988133] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HLLY'.
[2025-09-29T22:22:07.988459] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-09-29T22:22:08.014737] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:08.015494] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-09-29T22:22:08.015551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:08.015586] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:08.015615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:08.015696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:08.035242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:08.036387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:08.036483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:08.036522] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:08.072286] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:08.072426] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:08.072467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:08.072496] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:08.076153] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=92.33%)
[2025-09-29T22:22:08.076433] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-09-29T22:22:08.076690] [INFO ] [sig       ] HLLY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:08.226388] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HLLY.txt
[2025-09-29T22:22:08.226623] [WARN ] [sig       ] [970/2211] Failed HLLY after 0.2s | 4.25 sym/s | Total: 3.8m | ETA: 4.9m
[2025-09-29T22:22:08.226723] [INFO ] [sig       ] [971/2211] Forecasting HLN...
[2025-09-29T22:22:08.226764] [INFO ] [sig       ] Generating forecast for: HLN
[2025-09-29T22:22:08.226798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-09-29T22:22:08.237708] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HLN'.
[2025-09-29T22:22:08.238075] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-09-29T22:22:08.264835] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:08.265567] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-09-29T22:22:08.265623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:08.265694] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:08.265778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:08.265846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:08.284262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:08.284961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:08.285115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:08.285202] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:08.322287] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:08.322427] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:08.322476] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:08.322530] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:08.326003] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: DOWN (p=30.96%)
[2025-09-29T22:22:08.326279] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-09-29T22:22:08.326413] [INFO ] [sig       ] HLN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:08.486014] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HLN.txt
[2025-09-29T22:22:08.486709] [WARN ] [sig       ] [971/2211] Failed HLN after 0.3s | 4.25 sym/s | Total: 3.8m | ETA: 4.9m
[2025-09-29T22:22:08.486805] [INFO ] [sig       ] [972/2211] Forecasting HLT...
[2025-09-29T22:22:08.486846] [INFO ] [sig       ] Generating forecast for: HLT
[2025-09-29T22:22:08.486881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLT' from 'https://tdm.silogroup.org/data/derivative_storage/HLT.csv'.
[2025-09-29T22:22:08.504533] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HLT'.
[2025-09-29T22:22:08.505095] [INFO ] [FORECASTER] Starting predict_future for HLT
[2025-09-29T22:22:08.532632] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:08.533465] [DEBUG] [LOCAL     ] No optimal features file found for HLT: ./output/feature-sets/HLT.txt
[2025-09-29T22:22:08.533523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:08.533559] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:08.533589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:08.533670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:08.554059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:08.554687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:08.554777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:08.554812] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:08.595188] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:08.595366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:08.595414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:08.595447] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:08.599288] [DEBUG] [FORECASTER] HLT: Forecast T+1@11:T+2@11: UP (p=95.45%)
[2025-09-29T22:22:08.599606] [INFO ] [FORECASTER] Completed predict_future for HLT
[2025-09-29T22:22:08.599793] [INFO ] [sig       ] HLT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:08.746179] [INFO ] [LOCAL     ] Saved forecast: HLT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HLT.txt
[2025-09-29T22:22:08.746460] [WARN ] [sig       ] [972/2211] Failed HLT after 0.3s | 4.24 sym/s | Total: 3.8m | ETA: 4.9m
[2025-09-29T22:22:08.746541] [INFO ] [sig       ] [973/2211] Forecasting HLX...
[2025-09-29T22:22:08.746582] [INFO ] [sig       ] Generating forecast for: HLX
[2025-09-29T22:22:08.746615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-09-29T22:22:08.757006] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HLX'.
[2025-09-29T22:22:08.757431] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-09-29T22:22:08.783357] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:08.784166] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-09-29T22:22:08.784223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:08.784257] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:08.784286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:08.784343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:08.801926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:08.802559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:08.802667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:08.802724] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:08.839689] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:08.839873] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:08.839921] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:08.839956] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:08.843810] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: UP (p=82.14%)
[2025-09-29T22:22:08.844186] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-09-29T22:22:08.844349] [INFO ] [sig       ] HLX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:08.998679] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HLX.txt
[2025-09-29T22:22:08.998996] [WARN ] [sig       ] [973/2211] Failed HLX after 0.3s | 4.24 sym/s | Total: 3.8m | ETA: 4.9m
[2025-09-29T22:22:08.999086] [INFO ] [sig       ] [974/2211] Forecasting HMC...
[2025-09-29T22:22:08.999131] [INFO ] [sig       ] Generating forecast for: HMC
[2025-09-29T22:22:08.999203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-09-29T22:22:09.011170] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HMC'.
[2025-09-29T22:22:09.011632] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-09-29T22:22:09.039292] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:09.040165] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-09-29T22:22:09.040223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:09.040258] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:09.040286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:09.040344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:09.059616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:09.060400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:09.060491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:09.060527] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:09.105432] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:09.105593] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:09.105637] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:09.105716] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:09.109617] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: UP (p=63.42%)
[2025-09-29T22:22:09.110011] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-09-29T22:22:09.110162] [INFO ] [sig       ] HMC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:09.269707] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HMC.txt
[2025-09-29T22:22:09.269941] [WARN ] [sig       ] [974/2211] Failed HMC after 0.3s | 4.24 sym/s | Total: 3.8m | ETA: 4.9m
[2025-09-29T22:22:09.270021] [INFO ] [sig       ] [975/2211] Forecasting HMN...
[2025-09-29T22:22:09.270063] [INFO ] [sig       ] Generating forecast for: HMN
[2025-09-29T22:22:09.270097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-09-29T22:22:09.280692] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HMN'.
[2025-09-29T22:22:09.281011] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-09-29T22:22:09.308682] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:09.309667] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-09-29T22:22:09.309736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:09.309773] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:09.309847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:09.309943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:09.331189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:09.331803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:09.331898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:09.331937] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:09.370115] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:09.370334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:09.370446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:09.370503] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:09.374399] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: UP (p=73.88%)
[2025-09-29T22:22:09.374711] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-09-29T22:22:09.374859] [INFO ] [sig       ] HMN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:09.528425] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HMN.txt
[2025-09-29T22:22:09.528710] [WARN ] [sig       ] [975/2211] Failed HMN after 0.3s | 4.24 sym/s | Total: 3.8m | ETA: 4.9m
[2025-09-29T22:22:09.528823] [INFO ] [sig       ] [976/2211] Forecasting HMY...
[2025-09-29T22:22:09.528864] [INFO ] [sig       ] Generating forecast for: HMY
[2025-09-29T22:22:09.528897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-09-29T22:22:09.539853] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HMY'.
[2025-09-29T22:22:09.540288] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-09-29T22:22:09.567003] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:09.568008] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-09-29T22:22:09.568069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:09.568106] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:09.568134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:09.568193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:09.587371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:09.588046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:09.588168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:09.588207] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:09.629711] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:09.629844] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:09.629885] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:09.629916] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:09.633563] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=62.16%)
[2025-09-29T22:22:09.633888] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-09-29T22:22:09.634037] [INFO ] [sig       ] HMY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:09.787365] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HMY.txt
[2025-09-29T22:22:09.787586] [WARN ] [sig       ] [976/2211] Failed HMY after 0.3s | 4.24 sym/s | Total: 3.8m | ETA: 4.9m
[2025-09-29T22:22:09.787695] [INFO ] [sig       ] [977/2211] Forecasting HNI...
[2025-09-29T22:22:09.787744] [INFO ] [sig       ] Generating forecast for: HNI
[2025-09-29T22:22:09.787777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-09-29T22:22:09.798065] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HNI'.
[2025-09-29T22:22:09.798366] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-09-29T22:22:09.824712] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:09.825486] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-09-29T22:22:09.825547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:09.825582] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:09.825609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:09.825688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:09.845431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:09.846047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:09.846146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:09.846202] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:09.886015] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:09.886159] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:09.886201] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:09.886231] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:09.889797] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: UP (p=68.52%)
[2025-09-29T22:22:09.890084] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-09-29T22:22:09.890225] [INFO ] [sig       ] HNI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:10.043632] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HNI.txt
[2025-09-29T22:22:10.044054] [WARN ] [sig       ] [977/2211] Failed HNI after 0.3s | 4.24 sym/s | Total: 3.8m | ETA: 4.8m
[2025-09-29T22:22:10.044146] [INFO ] [sig       ] [978/2211] Forecasting HOG...
[2025-09-29T22:22:10.044188] [INFO ] [sig       ] Generating forecast for: HOG
[2025-09-29T22:22:10.044226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-09-29T22:22:10.055819] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HOG'.
[2025-09-29T22:22:10.056212] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-09-29T22:22:10.085997] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:10.087028] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-09-29T22:22:10.087116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:10.087166] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:10.087198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:10.087256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:10.107301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:10.108016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:10.108110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:10.108148] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:10.148110] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:10.148275] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:10.148322] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:10.148352] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:10.152048] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=52.76%)
[2025-09-29T22:22:10.152338] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-09-29T22:22:10.152483] [INFO ] [sig       ] HOG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:10.298100] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HOG.txt
[2025-09-29T22:22:10.298343] [WARN ] [sig       ] [978/2211] Failed HOG after 0.3s | 4.24 sym/s | Total: 3.8m | ETA: 4.8m
[2025-09-29T22:22:10.298422] [INFO ] [sig       ] [979/2211] Forecasting HOMB...
[2025-09-29T22:22:10.298461] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-09-29T22:22:10.298493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-09-29T22:22:10.310308] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HOMB'.
[2025-09-29T22:22:10.310616] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-09-29T22:22:10.336059] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:10.336805] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-09-29T22:22:10.336861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:10.336895] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:10.336924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:10.336981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:10.354690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:10.355254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:10.355339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:10.355373] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:10.390556] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:10.390689] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:10.390743] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:10.390777] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:10.393972] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=55.71%)
[2025-09-29T22:22:10.394241] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-09-29T22:22:10.394429] [INFO ] [sig       ] HOMB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:10.541375] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HOMB.txt
[2025-09-29T22:22:10.541634] [WARN ] [sig       ] [979/2211] Failed HOMB after 0.2s | 4.24 sym/s | Total: 3.8m | ETA: 4.8m
[2025-09-29T22:22:10.541736] [INFO ] [sig       ] [980/2211] Forecasting HOUS...
[2025-09-29T22:22:10.541776] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-09-29T22:22:10.541808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-09-29T22:22:10.552407] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HOUS'.
[2025-09-29T22:22:10.552775] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-09-29T22:22:10.579901] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:10.580708] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-09-29T22:22:10.580773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:10.580812] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:10.580843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:10.580913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:10.599961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:10.600635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:10.600760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:10.600798] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:10.639260] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:10.639389] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:10.639432] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:10.639466] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:10.643301] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: DOWN (p=33.59%)
[2025-09-29T22:22:10.643609] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-09-29T22:22:10.643789] [INFO ] [sig       ] HOUS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:10.796557] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HOUS.txt
[2025-09-29T22:22:10.796863] [WARN ] [sig       ] [980/2211] Failed HOUS after 0.3s | 4.24 sym/s | Total: 3.9m | ETA: 4.8m
[2025-09-29T22:22:10.796949] [INFO ] [sig       ] [981/2211] Forecasting HOV...
[2025-09-29T22:22:10.796991] [INFO ] [sig       ] Generating forecast for: HOV
[2025-09-29T22:22:10.797028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOV' from 'https://tdm.silogroup.org/data/derivative_storage/HOV.csv'.
[2025-09-29T22:22:10.809134] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HOV'.
[2025-09-29T22:22:10.809528] [INFO ] [FORECASTER] Starting predict_future for HOV
[2025-09-29T22:22:10.836344] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:10.837259] [DEBUG] [LOCAL     ] No optimal features file found for HOV: ./output/feature-sets/HOV.txt
[2025-09-29T22:22:10.837322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:10.837364] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:10.837395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:10.837466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:10.856834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:10.857560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:10.857676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:10.857743] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:10.898762] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:10.899050] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:10.899227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:10.899275] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:10.907771] [DEBUG] [FORECASTER] HOV: Forecast T+1@11:T+2@11: UP (p=67.19%)
[2025-09-29T22:22:10.908109] [INFO ] [FORECASTER] Completed predict_future for HOV
[2025-09-29T22:22:10.908273] [INFO ] [sig       ] HOV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:11.061591] [INFO ] [LOCAL     ] Saved forecast: HOV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HOV.txt
[2025-09-29T22:22:11.061940] [WARN ] [sig       ] [981/2211] Failed HOV after 0.3s | 4.24 sym/s | Total: 3.9m | ETA: 4.8m
[2025-09-29T22:22:11.062026] [INFO ] [sig       ] [982/2211] Forecasting HP...
[2025-09-29T22:22:11.062067] [INFO ] [sig       ] Generating forecast for: HP
[2025-09-29T22:22:11.062100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-09-29T22:22:11.073516] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HP'.
[2025-09-29T22:22:11.073938] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-09-29T22:22:11.101454] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:11.102299] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-09-29T22:22:11.102357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:11.102394] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:11.102424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:11.102482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:11.121820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:11.122548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:11.122639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:11.122717] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:11.160363] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:11.160531] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:11.160576] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:11.160607] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:11.164699] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=57.01%)
[2025-09-29T22:22:11.164988] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-09-29T22:22:11.165134] [INFO ] [sig       ] HP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:11.320452] [INFO ] [LOCAL     ] Saved forecast: HP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HP.txt
[2025-09-29T22:22:11.320708] [WARN ] [sig       ] [982/2211] Failed HP after 0.3s | 4.24 sym/s | Total: 3.9m | ETA: 4.8m
[2025-09-29T22:22:11.320789] [INFO ] [sig       ] [983/2211] Forecasting HPE...
[2025-09-29T22:22:11.320829] [INFO ] [sig       ] Generating forecast for: HPE
[2025-09-29T22:22:11.320863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-09-29T22:22:11.332521] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HPE'.
[2025-09-29T22:22:11.332926] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-09-29T22:22:11.359812] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:11.360608] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-09-29T22:22:11.360691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:11.360747] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:11.360780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:11.360889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:11.380315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:11.380996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:11.381085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:11.381121] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:11.419597] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:11.419789] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:11.419840] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:11.419871] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:11.423406] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: UP (p=65.26%)
[2025-09-29T22:22:11.423719] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-09-29T22:22:11.423869] [INFO ] [sig       ] HPE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:11.576058] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HPE.txt
[2025-09-29T22:22:11.576320] [WARN ] [sig       ] [983/2211] Failed HPE after 0.3s | 4.24 sym/s | Total: 3.9m | ETA: 4.8m
[2025-09-29T22:22:11.576402] [INFO ] [sig       ] [984/2211] Forecasting HPF...
[2025-09-29T22:22:11.576454] [INFO ] [sig       ] Generating forecast for: HPF
[2025-09-29T22:22:11.576490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-09-29T22:22:11.587043] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HPF'.
[2025-09-29T22:22:11.587439] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-09-29T22:22:11.614410] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:11.615244] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-09-29T22:22:11.615301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:11.615336] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:11.615365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:11.615423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:11.633373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:11.634323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:11.634422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:11.634457] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:11.673927] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:11.674102] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:11.674147] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:11.674177] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:11.677785] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: UP (p=87.73%)
[2025-09-29T22:22:11.678072] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-09-29T22:22:11.678218] [INFO ] [sig       ] HPF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:11.823827] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HPF.txt
[2025-09-29T22:22:11.824100] [WARN ] [sig       ] [984/2211] Failed HPF after 0.2s | 4.24 sym/s | Total: 3.9m | ETA: 4.8m
[2025-09-29T22:22:11.824181] [INFO ] [sig       ] [985/2211] Forecasting HPI...
[2025-09-29T22:22:11.824220] [INFO ] [sig       ] Generating forecast for: HPI
[2025-09-29T22:22:11.824253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-09-29T22:22:11.834815] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HPI'.
[2025-09-29T22:22:11.835129] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-09-29T22:22:11.860244] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:11.861008] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-09-29T22:22:11.861064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:11.861099] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:11.861127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:11.861184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:11.878985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:11.879635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:11.879756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:11.879793] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:11.919945] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:11.920098] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:11.920140] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:11.920170] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:11.923688] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: UP (p=77.93%)
[2025-09-29T22:22:11.923988] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-09-29T22:22:11.924131] [INFO ] [sig       ] HPI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:12.072998] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HPI.txt
[2025-09-29T22:22:12.073250] [WARN ] [sig       ] [985/2211] Failed HPI after 0.2s | 4.24 sym/s | Total: 3.9m | ETA: 4.8m
[2025-09-29T22:22:12.073337] [INFO ] [sig       ] [986/2211] Forecasting HPP...
[2025-09-29T22:22:12.073379] [INFO ] [sig       ] Generating forecast for: HPP
[2025-09-29T22:22:12.073412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-09-29T22:22:12.084054] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HPP'.
[2025-09-29T22:22:12.084405] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-09-29T22:22:12.113548] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:12.114453] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-09-29T22:22:12.114511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:12.114548] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:12.114577] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:12.114636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:12.134396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:12.135316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:12.135440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:12.135479] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:12.178813] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:12.179026] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:12.179085] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:12.179119] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:12.183730] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-09-29T22:22:12.184222] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-09-29T22:22:12.184410] [INFO ] [sig       ] HPP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:12.340271] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HPP.txt
[2025-09-29T22:22:12.340544] [WARN ] [sig       ] [986/2211] Failed HPP after 0.3s | 4.24 sym/s | Total: 3.9m | ETA: 4.8m
[2025-09-29T22:22:12.340662] [INFO ] [sig       ] [987/2211] Forecasting HPQ...
[2025-09-29T22:22:12.340719] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-09-29T22:22:12.340773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-09-29T22:22:12.352319] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HPQ'.
[2025-09-29T22:22:12.352690] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-09-29T22:22:12.379930] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:12.380830] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-09-29T22:22:12.380916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:12.380975] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:12.381009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:12.381078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:12.400251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:12.401162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:12.401287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:12.401343] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:12.437470] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:12.437572] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:12.437613] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:12.437669] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:12.441062] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=64.29%)
[2025-09-29T22:22:12.441347] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-09-29T22:22:12.441481] [INFO ] [sig       ] HPQ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:12.595184] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HPQ.txt
[2025-09-29T22:22:12.595428] [WARN ] [sig       ] [987/2211] Failed HPQ after 0.3s | 4.24 sym/s | Total: 3.9m | ETA: 4.8m
[2025-09-29T22:22:12.595506] [INFO ] [sig       ] [988/2211] Forecasting HPS...
[2025-09-29T22:22:12.595546] [INFO ] [sig       ] Generating forecast for: HPS
[2025-09-29T22:22:12.595580] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-09-29T22:22:12.605722] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HPS'.
[2025-09-29T22:22:12.606034] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-09-29T22:22:12.633573] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:12.634383] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-09-29T22:22:12.634441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:12.634477] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:12.634507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:12.634567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:12.652969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:12.653601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:12.653715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:12.653771] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:12.683138] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:12.683264] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:12.683305] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:12.683337] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:12.686833] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=98.06%)
[2025-09-29T22:22:12.687144] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-09-29T22:22:12.687289] [INFO ] [sig       ] HPS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:12.839093] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HPS.txt
[2025-09-29T22:22:12.839345] [WARN ] [sig       ] [988/2211] Failed HPS after 0.2s | 4.24 sym/s | Total: 3.9m | ETA: 4.8m
[2025-09-29T22:22:12.839425] [INFO ] [sig       ] [989/2211] Forecasting HQH...
[2025-09-29T22:22:12.839468] [INFO ] [sig       ] Generating forecast for: HQH
[2025-09-29T22:22:12.839507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQH' from 'https://tdm.silogroup.org/data/derivative_storage/HQH.csv'.
[2025-09-29T22:22:12.849972] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HQH'.
[2025-09-29T22:22:12.850368] [INFO ] [FORECASTER] Starting predict_future for HQH
[2025-09-29T22:22:12.877253] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:12.878086] [DEBUG] [LOCAL     ] No optimal features file found for HQH: ./output/feature-sets/HQH.txt
[2025-09-29T22:22:12.878166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:12.878207] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:12.878237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:12.878296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:12.897280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:12.897897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:12.897983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:12.898019] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:12.927061] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:12.927305] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:12.927359] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:12.927392] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:12.931045] [DEBUG] [FORECASTER] HQH: Forecast T+1@11:T+2@11: UP (p=95.48%)
[2025-09-29T22:22:12.931349] [INFO ] [FORECASTER] Completed predict_future for HQH
[2025-09-29T22:22:12.931528] [INFO ] [sig       ] HQH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:13.077950] [INFO ] [LOCAL     ] Saved forecast: HQH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HQH.txt
[2025-09-29T22:22:13.078270] [WARN ] [sig       ] [989/2211] Failed HQH after 0.2s | 4.24 sym/s | Total: 3.9m | ETA: 4.8m
[2025-09-29T22:22:13.078373] [INFO ] [sig       ] [990/2211] Forecasting HQL...
[2025-09-29T22:22:13.078440] [INFO ] [sig       ] Generating forecast for: HQL
[2025-09-29T22:22:13.078520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-09-29T22:22:13.088601] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HQL'.
[2025-09-29T22:22:13.088954] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-09-29T22:22:13.114867] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:13.115637] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-09-29T22:22:13.115721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:13.115759] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:13.115789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:13.115889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:13.134341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:13.135183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:13.135277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:13.135314] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:13.172542] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:13.172758] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:13.172823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:13.172858] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:13.177166] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=64.98%)
[2025-09-29T22:22:13.177512] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-09-29T22:22:13.177697] [INFO ] [sig       ] HQL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:13.334396] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HQL.txt
[2025-09-29T22:22:13.334680] [WARN ] [sig       ] [990/2211] Failed HQL after 0.3s | 4.24 sym/s | Total: 3.9m | ETA: 4.8m
[2025-09-29T22:22:13.334769] [INFO ] [sig       ] [991/2211] Forecasting HR...
[2025-09-29T22:22:13.334809] [INFO ] [sig       ] Generating forecast for: HR
[2025-09-29T22:22:13.334853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HR' from 'https://tdm.silogroup.org/data/derivative_storage/HR.csv'.
[2025-09-29T22:22:13.345834] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HR'.
[2025-09-29T22:22:13.346285] [INFO ] [FORECASTER] Starting predict_future for HR
[2025-09-29T22:22:13.372024] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:13.372838] [DEBUG] [LOCAL     ] No optimal features file found for HR: ./output/feature-sets/HR.txt
[2025-09-29T22:22:13.372895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:13.372929] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:13.372958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:13.373016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:13.392227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:13.393048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:13.393208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:13.393252] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:13.423791] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:13.423931] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:13.424030] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:13.424083] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:13.427685] [DEBUG] [FORECASTER] HR: Forecast T+1@11:T+2@11: DOWN (p=23.49%)
[2025-09-29T22:22:13.427970] [INFO ] [FORECASTER] Completed predict_future for HR
[2025-09-29T22:22:13.428104] [INFO ] [sig       ] HR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:13.580476] [INFO ] [LOCAL     ] Saved forecast: HR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HR.txt
[2025-09-29T22:22:13.580810] [WARN ] [sig       ] [991/2211] Failed HR after 0.2s | 4.24 sym/s | Total: 3.9m | ETA: 4.8m
[2025-09-29T22:22:13.580887] [INFO ] [sig       ] [992/2211] Forecasting HRB...
[2025-09-29T22:22:13.580937] [INFO ] [sig       ] Generating forecast for: HRB
[2025-09-29T22:22:13.580982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-09-29T22:22:13.591797] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HRB'.
[2025-09-29T22:22:13.592174] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-09-29T22:22:13.628790] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:13.629582] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-09-29T22:22:13.629690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:13.629743] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:13.629775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:13.629835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:13.648528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:13.649148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:13.649233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:13.649268] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:13.683129] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:13.683276] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:13.683323] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:13.683356] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:13.687847] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: UP (p=78.73%)
[2025-09-29T22:22:13.688561] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-09-29T22:22:13.688835] [INFO ] [sig       ] HRB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:13.882276] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HRB.txt
[2025-09-29T22:22:13.882524] [WARN ] [sig       ] [992/2211] Failed HRB after 0.3s | 4.24 sym/s | Total: 3.9m | ETA: 4.8m
[2025-09-29T22:22:13.882604] [INFO ] [sig       ] [993/2211] Forecasting HRI...
[2025-09-29T22:22:13.882674] [INFO ] [sig       ] Generating forecast for: HRI
[2025-09-29T22:22:13.882730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRI' from 'https://tdm.silogroup.org/data/derivative_storage/HRI.csv'.
[2025-09-29T22:22:13.893468] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HRI'.
[2025-09-29T22:22:13.893809] [INFO ] [FORECASTER] Starting predict_future for HRI
[2025-09-29T22:22:13.919500] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:13.920292] [DEBUG] [LOCAL     ] No optimal features file found for HRI: ./output/feature-sets/HRI.txt
[2025-09-29T22:22:13.920347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:13.920381] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:13.920409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:13.920466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:13.938385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:13.938963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:13.939051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:13.939085] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:13.970694] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:13.970792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:13.970831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:13.970867] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:13.974074] [DEBUG] [FORECASTER] HRI: Forecast T+1@11:T+2@11: UP (p=92.22%)
[2025-09-29T22:22:13.974350] [INFO ] [FORECASTER] Completed predict_future for HRI
[2025-09-29T22:22:13.974485] [INFO ] [sig       ] HRI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:14.125798] [INFO ] [LOCAL     ] Saved forecast: HRI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HRI.txt
[2025-09-29T22:22:14.126033] [WARN ] [sig       ] [993/2211] Failed HRI after 0.2s | 4.24 sym/s | Total: 3.9m | ETA: 4.8m
[2025-09-29T22:22:14.126111] [INFO ] [sig       ] [994/2211] Forecasting HRL...
[2025-09-29T22:22:14.126159] [INFO ] [sig       ] Generating forecast for: HRL
[2025-09-29T22:22:14.126196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-09-29T22:22:14.136139] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HRL'.
[2025-09-29T22:22:14.136433] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-09-29T22:22:14.163255] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:14.164110] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-09-29T22:22:14.164175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:14.164215] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:14.164245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:14.164305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:14.182423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:14.183024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:14.183107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:14.183160] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:14.216906] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:14.217060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:14.217143] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:14.217185] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:14.220853] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=46.68%)
[2025-09-29T22:22:14.221132] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-09-29T22:22:14.221268] [INFO ] [sig       ] HRL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:14.371516] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HRL.txt
[2025-09-29T22:22:14.371787] [WARN ] [sig       ] [994/2211] Failed HRL after 0.2s | 4.24 sym/s | Total: 3.9m | ETA: 4.8m
[2025-09-29T22:22:14.371869] [INFO ] [sig       ] [995/2211] Forecasting HRTG...
[2025-09-29T22:22:14.371909] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-09-29T22:22:14.371968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-09-29T22:22:14.382386] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HRTG'.
[2025-09-29T22:22:14.382805] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-09-29T22:22:14.409856] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:14.410559] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-09-29T22:22:14.410614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:14.410714] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:14.410755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:14.410850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:14.430980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:14.431804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:14.431897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:14.431932] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:14.476579] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:14.476791] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:14.476850] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:14.476886] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:14.481262] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=14.81%)
[2025-09-29T22:22:14.481570] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-09-29T22:22:14.481753] [INFO ] [sig       ] HRTG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:14.633956] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HRTG.txt
[2025-09-29T22:22:14.634172] [WARN ] [sig       ] [995/2211] Failed HRTG after 0.3s | 4.24 sym/s | Total: 3.9m | ETA: 4.8m
[2025-09-29T22:22:14.634278] [INFO ] [sig       ] [996/2211] Forecasting HSBC...
[2025-09-29T22:22:14.634333] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-09-29T22:22:14.634401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-09-29T22:22:14.652662] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HSBC'.
[2025-09-29T22:22:14.653240] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-09-29T22:22:14.686161] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:14.687208] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-09-29T22:22:14.687272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:14.687353] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:14.687410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:14.687509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:14.709520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:14.710977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:14.711172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:14.711234] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:14.754838] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:14.755041] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:14.755126] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:14.755175] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:14.759608] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=82.92%)
[2025-09-29T22:22:14.760108] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-09-29T22:22:14.760333] [INFO ] [sig       ] HSBC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:14.929440] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HSBC.txt
[2025-09-29T22:22:14.929745] [WARN ] [sig       ] [996/2211] Failed HSBC after 0.3s | 4.24 sym/s | Total: 3.9m | ETA: 4.8m
[2025-09-29T22:22:14.929831] [INFO ] [sig       ] [997/2211] Forecasting HSHP...
[2025-09-29T22:22:14.929872] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-09-29T22:22:14.929905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-09-29T22:22:14.941591] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HSHP'.
[2025-09-29T22:22:14.941980] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-09-29T22:22:14.968952] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:14.969894] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-09-29T22:22:14.969957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:14.969996] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:14.970025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:14.970082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:14.988873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:14.989471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:14.989571] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:14.989627] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:15.028417] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:15.028528] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:15.028566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:15.028596] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:15.031966] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=96.96%)
[2025-09-29T22:22:15.032312] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-09-29T22:22:15.032469] [INFO ] [sig       ] HSHP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:15.185932] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HSHP.txt
[2025-09-29T22:22:15.186162] [WARN ] [sig       ] [997/2211] Failed HSHP after 0.3s | 4.23 sym/s | Total: 3.9m | ETA: 4.8m
[2025-09-29T22:22:15.186238] [INFO ] [sig       ] [998/2211] Forecasting HSY...
[2025-09-29T22:22:15.186279] [INFO ] [sig       ] Generating forecast for: HSY
[2025-09-29T22:22:15.186312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-09-29T22:22:15.196982] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HSY'.
[2025-09-29T22:22:15.197427] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-09-29T22:22:15.224006] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:15.224998] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-09-29T22:22:15.225056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:15.225091] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:15.225121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:15.225217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:15.244695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:15.245556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:15.245671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:15.245727] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:15.287337] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:15.287495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:15.287538] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:15.287866] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:15.295170] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: UP (p=61.09%)
[2025-09-29T22:22:15.295498] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-09-29T22:22:15.295682] [INFO ] [sig       ] HSY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:15.443848] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HSY.txt
[2025-09-29T22:22:15.444147] [WARN ] [sig       ] [998/2211] Failed HSY after 0.3s | 4.23 sym/s | Total: 3.9m | ETA: 4.8m
[2025-09-29T22:22:15.444231] [INFO ] [sig       ] [999/2211] Forecasting HTD...
[2025-09-29T22:22:15.444271] [INFO ] [sig       ] Generating forecast for: HTD
[2025-09-29T22:22:15.444304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-09-29T22:22:15.455082] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HTD'.
[2025-09-29T22:22:15.455445] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-09-29T22:22:15.481883] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:15.482759] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-09-29T22:22:15.482818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:15.482853] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:15.482881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:15.482940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:15.501923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:15.502767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:15.502858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:15.502893] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:15.545716] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:15.545860] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:15.545907] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:15.545939] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:15.549413] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=91.39%)
[2025-09-29T22:22:15.549724] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-09-29T22:22:15.549900] [INFO ] [sig       ] HTD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:15.696754] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HTD.txt
[2025-09-29T22:22:15.697009] [WARN ] [sig       ] [999/2211] Failed HTD after 0.3s | 4.23 sym/s | Total: 3.9m | ETA: 4.8m
[2025-09-29T22:22:15.697112] [INFO ] [sig       ] [1000/2211] Forecasting HTGC...
[2025-09-29T22:22:15.697162] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-09-29T22:22:15.697197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-09-29T22:22:15.710155] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HTGC'.
[2025-09-29T22:22:15.710567] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-09-29T22:22:15.745477] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:15.746376] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-09-29T22:22:15.746441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:15.746482] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:15.746517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:15.746596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:15.775281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:15.776377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:15.776484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:15.776524] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:15.828378] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:15.828485] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:15.828560] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:15.828624] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:15.833169] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=99.36%)
[2025-09-29T22:22:15.833499] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-09-29T22:22:15.833732] [INFO ] [sig       ] HTGC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:16.008808] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HTGC.txt
[2025-09-29T22:22:16.009047] [WARN ] [sig       ] [1000/2211] Failed HTGC after 0.3s | 4.23 sym/s | Total: 3.9m | ETA: 4.8m
[2025-09-29T22:22:16.009127] [INFO ] [sig       ] [1001/2211] Forecasting HTH...
[2025-09-29T22:22:16.009167] [INFO ] [sig       ] Generating forecast for: HTH
[2025-09-29T22:22:16.009204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-09-29T22:22:16.019574] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HTH'.
[2025-09-29T22:22:16.019908] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-09-29T22:22:16.045919] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:16.046611] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-09-29T22:22:16.046690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:16.046779] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:16.046815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:16.046874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:16.065230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:16.065809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:16.065904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:16.065958] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:16.105532] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:16.105620] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:16.105697] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:16.105748] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:16.109248] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=8.76%)
[2025-09-29T22:22:16.109557] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-09-29T22:22:16.109747] [INFO ] [sig       ] HTH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:16.257846] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HTH.txt
[2025-09-29T22:22:16.258068] [WARN ] [sig       ] [1001/2211] Failed HTH after 0.2s | 4.23 sym/s | Total: 3.9m | ETA: 4.8m
[2025-09-29T22:22:16.258142] [INFO ] [sig       ] [1002/2211] Forecasting HUBB...
[2025-09-29T22:22:16.258184] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-09-29T22:22:16.258216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-09-29T22:22:16.269040] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HUBB'.
[2025-09-29T22:22:16.269469] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-09-29T22:22:16.309331] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:16.310435] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-09-29T22:22:16.310504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:16.310548] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:16.310586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:16.310694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:16.339137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:16.340006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:16.340116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:16.340160] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:16.394393] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:16.394561] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:16.394614] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:16.394688] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:16.399755] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2025-09-29T22:22:16.400171] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-09-29T22:22:16.400356] [INFO ] [sig       ] HUBB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:16.656917] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HUBB.txt
[2025-09-29T22:22:16.657282] [WARN ] [sig       ] [1002/2211] Failed HUBB after 0.4s | 4.23 sym/s | Total: 3.9m | ETA: 4.8m
[2025-09-29T22:22:16.657394] [INFO ] [sig       ] [1003/2211] Forecasting HUBS...
[2025-09-29T22:22:16.657475] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-09-29T22:22:16.657559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-09-29T22:22:16.671513] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HUBS'.
[2025-09-29T22:22:16.672002] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-09-29T22:22:16.715361] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:16.716735] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-09-29T22:22:16.716808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:16.716899] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:16.716952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:16.717041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:16.747397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:16.748574] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:16.748719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:16.748785] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:16.805542] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:16.805771] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:16.805846] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:16.805915] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:16.811627] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: DOWN (p=12.19%)
[2025-09-29T22:22:16.812083] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-09-29T22:22:16.812295] [INFO ] [sig       ] HUBS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:17.058188] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HUBS.txt
[2025-09-29T22:22:17.058495] [WARN ] [sig       ] [1003/2211] Failed HUBS after 0.4s | 4.23 sym/s | Total: 4.0m | ETA: 4.8m
[2025-09-29T22:22:17.058584] [INFO ] [sig       ] [1004/2211] Forecasting HUM...
[2025-09-29T22:22:17.058633] [INFO ] [sig       ] Generating forecast for: HUM
[2025-09-29T22:22:17.058722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-09-29T22:22:17.071780] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HUM'.
[2025-09-29T22:22:17.072161] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-09-29T22:22:17.110763] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:17.111794] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-09-29T22:22:17.111878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:17.111940] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:17.111980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:17.112064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:17.135568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:17.136186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:17.136274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:17.136309] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:17.176170] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:17.176265] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:17.176303] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:17.176333] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:17.179851] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: UP (p=69.60%)
[2025-09-29T22:22:17.180129] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-09-29T22:22:17.180304] [INFO ] [sig       ] HUM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:17.335374] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HUM.txt
[2025-09-29T22:22:17.335597] [WARN ] [sig       ] [1004/2211] Failed HUM after 0.3s | 4.23 sym/s | Total: 4.0m | ETA: 4.8m
[2025-09-29T22:22:17.335699] [INFO ] [sig       ] [1005/2211] Forecasting HUN...
[2025-09-29T22:22:17.335745] [INFO ] [sig       ] Generating forecast for: HUN
[2025-09-29T22:22:17.335781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-09-29T22:22:17.346400] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HUN'.
[2025-09-29T22:22:17.346855] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-09-29T22:22:17.375360] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:17.376257] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-09-29T22:22:17.376322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:17.376358] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:17.376388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:17.376447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:17.396472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:17.397477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:17.397631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:17.397711] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:17.443065] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:17.443366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:17.443472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:17.443530] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:17.448436] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=60.61%)
[2025-09-29T22:22:17.448893] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-09-29T22:22:17.449076] [INFO ] [sig       ] HUN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:17.632002] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HUN.txt
[2025-09-29T22:22:17.632275] [WARN ] [sig       ] [1005/2211] Failed HUN after 0.3s | 4.22 sym/s | Total: 4.0m | ETA: 4.8m
[2025-09-29T22:22:17.632386] [INFO ] [sig       ] [1006/2211] Forecasting HUYA...
[2025-09-29T22:22:17.632442] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-09-29T22:22:17.632478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-09-29T22:22:17.643075] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HUYA'.
[2025-09-29T22:22:17.643470] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-09-29T22:22:17.670331] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:17.671152] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-09-29T22:22:17.671211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:17.671248] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:17.671279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:17.671338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:17.690001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:17.690691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:17.690779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:17.690813] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:17.729063] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:17.729189] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:17.729227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:17.729257] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:17.732541] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: UP (p=94.16%)
[2025-09-29T22:22:17.732845] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-09-29T22:22:17.733050] [INFO ] [sig       ] HUYA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:17.890804] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HUYA.txt
[2025-09-29T22:22:17.891082] [WARN ] [sig       ] [1006/2211] Failed HUYA after 0.3s | 4.22 sym/s | Total: 4.0m | ETA: 4.8m
[2025-09-29T22:22:17.891170] [INFO ] [sig       ] [1007/2211] Forecasting HVT...
[2025-09-29T22:22:17.891211] [INFO ] [sig       ] Generating forecast for: HVT
[2025-09-29T22:22:17.891244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HVT' from 'https://tdm.silogroup.org/data/derivative_storage/HVT.csv'.
[2025-09-29T22:22:17.902364] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HVT'.
[2025-09-29T22:22:17.902797] [INFO ] [FORECASTER] Starting predict_future for HVT
[2025-09-29T22:22:17.932841] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:17.933665] [DEBUG] [LOCAL     ] No optimal features file found for HVT: ./output/feature-sets/HVT.txt
[2025-09-29T22:22:17.933729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:17.933767] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:17.933794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:17.933853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:17.953294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:17.953976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:17.954065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:17.954101] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:17.993826] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:17.993991] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:17.994035] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:17.994066] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:17.998010] [DEBUG] [FORECASTER] HVT: Forecast T+1@11:T+2@11: DOWN (p=4.21%)
[2025-09-29T22:22:17.998302] [INFO ] [FORECASTER] Completed predict_future for HVT
[2025-09-29T22:22:17.998448] [INFO ] [sig       ] HVT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:18.155629] [INFO ] [LOCAL     ] Saved forecast: HVT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HVT.txt
[2025-09-29T22:22:18.155953] [WARN ] [sig       ] [1007/2211] Failed HVT after 0.3s | 4.22 sym/s | Total: 4.0m | ETA: 4.8m
[2025-09-29T22:22:18.156055] [INFO ] [sig       ] [1008/2211] Forecasting HWM...
[2025-09-29T22:22:18.156097] [INFO ] [sig       ] Generating forecast for: HWM
[2025-09-29T22:22:18.156131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-09-29T22:22:18.167063] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HWM'.
[2025-09-29T22:22:18.167406] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-09-29T22:22:18.195101] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:18.195998] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-09-29T22:22:18.196054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:18.196131] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:18.196167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:18.196226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:18.216231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:18.216947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:18.217038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:18.217109] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:18.258943] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:18.259141] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:18.259201] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:18.259235] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:18.263914] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: UP (p=98.51%)
[2025-09-29T22:22:18.264248] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-09-29T22:22:18.264407] [INFO ] [sig       ] HWM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:18.431833] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HWM.txt
[2025-09-29T22:22:18.432121] [WARN ] [sig       ] [1008/2211] Failed HWM after 0.3s | 4.22 sym/s | Total: 4.0m | ETA: 4.7m
[2025-09-29T22:22:18.432177] [INFO ] [sig       ] [1009/2211] Forecasting HXL...
[2025-09-29T22:22:18.432212] [INFO ] [sig       ] Generating forecast for: HXL
[2025-09-29T22:22:18.432246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-09-29T22:22:18.443092] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HXL'.
[2025-09-29T22:22:18.443506] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-09-29T22:22:18.470295] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:18.471113] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-09-29T22:22:18.471173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:18.471211] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:18.471242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:18.471301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:18.490395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:18.491089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:18.491180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:18.491215] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:18.531303] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:18.531460] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:18.531504] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:18.531535] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:18.535194] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=50.65%)
[2025-09-29T22:22:18.535478] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-09-29T22:22:18.535622] [INFO ] [sig       ] HXL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:18.685342] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HXL.txt
[2025-09-29T22:22:18.685600] [WARN ] [sig       ] [1009/2211] Failed HXL after 0.3s | 4.22 sym/s | Total: 4.0m | ETA: 4.7m
[2025-09-29T22:22:18.685700] [INFO ] [sig       ] [1010/2211] Forecasting HY...
[2025-09-29T22:22:18.685744] [INFO ] [sig       ] Generating forecast for: HY
[2025-09-29T22:22:18.685777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-09-29T22:22:18.695952] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HY'.
[2025-09-29T22:22:18.696316] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-09-29T22:22:18.724512] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:18.725555] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-09-29T22:22:18.725613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:18.725697] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:18.725748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:18.725812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:18.747010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:18.747992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:18.748087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:18.748123] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:18.786318] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:18.786447] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:18.786488] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:18.786518] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:18.790137] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-09-29T22:22:18.790438] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-09-29T22:22:18.790582] [INFO ] [sig       ] HY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:18.941539] [INFO ] [LOCAL     ] Saved forecast: HY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HY.txt
[2025-09-29T22:22:18.941825] [WARN ] [sig       ] [1010/2211] Failed HY after 0.3s | 4.22 sym/s | Total: 4.0m | ETA: 4.7m
[2025-09-29T22:22:18.941928] [INFO ] [sig       ] [1011/2211] Forecasting HYI...
[2025-09-29T22:22:18.941983] [INFO ] [sig       ] Generating forecast for: HYI
[2025-09-29T22:22:18.942043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-09-29T22:22:18.952213] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HYI'.
[2025-09-29T22:22:18.952535] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-09-29T22:22:18.978601] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:18.979479] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-09-29T22:22:18.979537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:18.979573] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:18.979602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:18.979683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:18.997858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:18.998488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:18.998577] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:18.998612] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:19.032106] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:19.032237] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:19.032279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:19.032311] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:19.036000] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: UP (p=96.85%)
[2025-09-29T22:22:19.036316] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-09-29T22:22:19.036475] [INFO ] [sig       ] HYI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:19.188723] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HYI.txt
[2025-09-29T22:22:19.189006] [WARN ] [sig       ] [1011/2211] Failed HYI after 0.2s | 4.22 sym/s | Total: 4.0m | ETA: 4.7m
[2025-09-29T22:22:19.189085] [INFO ] [sig       ] [1012/2211] Forecasting HYT...
[2025-09-29T22:22:19.189125] [INFO ] [sig       ] Generating forecast for: HYT
[2025-09-29T22:22:19.189157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYT' from 'https://tdm.silogroup.org/data/derivative_storage/HYT.csv'.
[2025-09-29T22:22:19.199999] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HYT'.
[2025-09-29T22:22:19.200327] [INFO ] [FORECASTER] Starting predict_future for HYT
[2025-09-29T22:22:19.226616] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:19.227458] [DEBUG] [LOCAL     ] No optimal features file found for HYT: ./output/feature-sets/HYT.txt
[2025-09-29T22:22:19.227513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:19.227596] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:19.227633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:19.227732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:19.246984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:19.247689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:19.247781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:19.247817] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:19.285550] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:19.285699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:19.285753] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:19.285786] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:19.289398] [DEBUG] [FORECASTER] HYT: Forecast T+1@11:T+2@11: DOWN (p=31.53%)
[2025-09-29T22:22:19.289766] [INFO ] [FORECASTER] Completed predict_future for HYT
[2025-09-29T22:22:19.289918] [INFO ] [sig       ] HYT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:19.451820] [INFO ] [LOCAL     ] Saved forecast: HYT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HYT.txt
[2025-09-29T22:22:19.452153] [WARN ] [sig       ] [1012/2211] Failed HYT after 0.3s | 4.22 sym/s | Total: 4.0m | ETA: 4.7m
[2025-09-29T22:22:19.452244] [INFO ] [sig       ] [1013/2211] Forecasting HYTR...
[2025-09-29T22:22:19.452315] [INFO ] [sig       ] Generating forecast for: HYTR
[2025-09-29T22:22:19.452365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYTR' from 'https://tdm.silogroup.org/data/derivative_storage/HYTR.csv'.
[2025-09-29T22:22:19.462903] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'HYTR'.
[2025-09-29T22:22:19.463250] [INFO ] [FORECASTER] Starting predict_future for HYTR
[2025-09-29T22:22:19.491103] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:19.491942] [DEBUG] [LOCAL     ] No optimal features file found for HYTR: ./output/feature-sets/HYTR.txt
[2025-09-29T22:22:19.491998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:19.492033] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:19.492063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:19.492121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:19.513151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:19.513869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:19.513958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:19.513994] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:19.561095] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:19.561344] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:19.561481] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:19.561558] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:19.566247] [DEBUG] [FORECASTER] HYTR: Forecast T+1@11:T+2@11: UP (p=83.95%)
[2025-09-29T22:22:19.566638] [INFO ] [FORECASTER] Completed predict_future for HYTR
[2025-09-29T22:22:19.566859] [INFO ] [sig       ] HYTR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:19.728397] [INFO ] [LOCAL     ] Saved forecast: HYTR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/HYTR.txt
[2025-09-29T22:22:19.728697] [WARN ] [sig       ] [1013/2211] Failed HYTR after 0.3s | 4.22 sym/s | Total: 4.0m | ETA: 4.7m
[2025-09-29T22:22:19.728782] [INFO ] [sig       ] [1014/2211] Forecasting HZO...
[2025-09-29T22:22:19.728830] [INFO ] [sig       ] Generating forecast for: HZO
[2025-09-29T22:22:19.728898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-09-29T22:22:19.740222] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'HZO'.
[2025-09-29T22:22:19.740633] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-09-29T22:22:19.768584] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:19.769567] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-09-29T22:22:19.769631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:19.769707] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:19.769747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:19.769809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:19.788447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:19.789180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:19.789285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:19.789347] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:19.829329] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:19.829455] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:19.829494] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:19.829524] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:19.833143] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=12.99%)
[2025-09-29T22:22:19.833597] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-09-29T22:22:19.833873] [INFO ] [sig       ] HZO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:19.999493] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/HZO.txt
[2025-09-29T22:22:19.999754] [WARN ] [sig       ] [1014/2211] Failed HZO after 0.3s | 4.22 sym/s | Total: 4.0m | ETA: 4.7m
[2025-09-29T22:22:19.999838] [INFO ] [sig       ] [1015/2211] Forecasting IAE...
[2025-09-29T22:22:19.999878] [INFO ] [sig       ] Generating forecast for: IAE
[2025-09-29T22:22:19.999910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-09-29T22:22:20.010368] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IAE'.
[2025-09-29T22:22:20.010830] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-09-29T22:22:20.038814] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:20.039832] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-09-29T22:22:20.039893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:20.039931] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:20.039962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:20.040068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:20.060124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:20.061054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:20.061158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:20.061234] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:20.102151] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:20.102368] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:20.102420] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:20.102452] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:20.108303] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=80.93%)
[2025-09-29T22:22:20.108693] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-09-29T22:22:20.108868] [INFO ] [sig       ] IAE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:20.274098] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/IAE.txt
[2025-09-29T22:22:20.274371] [WARN ] [sig       ] [1015/2211] Failed IAE after 0.3s | 4.22 sym/s | Total: 4.0m | ETA: 4.7m
[2025-09-29T22:22:20.274454] [INFO ] [sig       ] [1016/2211] Forecasting IAG...
[2025-09-29T22:22:20.274495] [INFO ] [sig       ] Generating forecast for: IAG
[2025-09-29T22:22:20.274529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-09-29T22:22:20.285979] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IAG'.
[2025-09-29T22:22:20.286345] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-09-29T22:22:20.312517] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:20.313248] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-09-29T22:22:20.313305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:20.313340] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:20.313371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:20.313442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:20.331158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:20.331794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:20.331878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:20.331912] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:20.373955] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:20.374120] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:20.374163] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:20.374195] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:20.377816] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: DOWN (p=17.79%)
[2025-09-29T22:22:20.378095] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-09-29T22:22:20.378238] [INFO ] [sig       ] IAG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:20.532764] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/IAG.txt
[2025-09-29T22:22:20.533005] [WARN ] [sig       ] [1016/2211] Failed IAG after 0.3s | 4.22 sym/s | Total: 4.0m | ETA: 4.7m
[2025-09-29T22:22:20.533086] [INFO ] [sig       ] [1017/2211] Forecasting IBM...
[2025-09-29T22:22:20.533126] [INFO ] [sig       ] Generating forecast for: IBM
[2025-09-29T22:22:20.533158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-09-29T22:22:20.544180] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IBM'.
[2025-09-29T22:22:20.544561] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-09-29T22:22:20.570709] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:20.571592] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-09-29T22:22:20.571673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:20.571749] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:20.571782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:20.571842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:20.590131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:20.590878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:20.590968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:20.591002] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:20.630491] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:20.630600] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:20.630639] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:20.630717] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:20.634012] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: DOWN (p=24.93%)
[2025-09-29T22:22:20.634284] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-09-29T22:22:20.634422] [INFO ] [sig       ] IBM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:20.785765] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/IBM.txt
[2025-09-29T22:22:20.786054] [WARN ] [sig       ] [1017/2211] Failed IBM after 0.3s | 4.22 sym/s | Total: 4.0m | ETA: 4.7m
[2025-09-29T22:22:20.786132] [INFO ] [sig       ] [1018/2211] Forecasting IBN...
[2025-09-29T22:22:20.786173] [INFO ] [sig       ] Generating forecast for: IBN
[2025-09-29T22:22:20.786205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-09-29T22:22:20.801434] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IBN'.
[2025-09-29T22:22:20.801919] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-09-29T22:22:20.829632] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:20.830434] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-09-29T22:22:20.830497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:20.830534] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:20.830564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:20.830624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:20.849544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:20.850346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:20.850437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:20.850473] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:20.892320] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:20.892490] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:20.892535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:20.892568] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:20.896186] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: UP (p=63.05%)
[2025-09-29T22:22:20.896514] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-09-29T22:22:20.896690] [INFO ] [sig       ] IBN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:21.046589] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/IBN.txt
[2025-09-29T22:22:21.046883] [WARN ] [sig       ] [1018/2211] Failed IBN after 0.3s | 4.22 sym/s | Total: 4.0m | ETA: 4.7m
[2025-09-29T22:22:21.046979] [INFO ] [sig       ] [1019/2211] Forecasting IBP...
[2025-09-29T22:22:21.047022] [INFO ] [sig       ] Generating forecast for: IBP
[2025-09-29T22:22:21.047056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-09-29T22:22:21.058529] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IBP'.
[2025-09-29T22:22:21.058942] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-09-29T22:22:21.085881] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:21.086596] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-09-29T22:22:21.086674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:21.086728] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:21.086758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:21.086818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:21.106380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:21.107003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:21.107131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:21.107192] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:21.148600] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:21.148719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:21.148767] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:21.148797] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:21.152383] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: UP (p=77.05%)
[2025-09-29T22:22:21.152684] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-09-29T22:22:21.152844] [INFO ] [sig       ] IBP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:21.307731] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/IBP.txt
[2025-09-29T22:22:21.308001] [WARN ] [sig       ] [1019/2211] Failed IBP after 0.3s | 4.22 sym/s | Total: 4.0m | ETA: 4.7m
[2025-09-29T22:22:21.308081] [INFO ] [sig       ] [1020/2211] Forecasting IBTA...
[2025-09-29T22:22:21.308120] [INFO ] [sig       ] Generating forecast for: IBTA
[2025-09-29T22:22:21.308153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTA' from 'https://tdm.silogroup.org/data/derivative_storage/IBTA.csv'.
[2025-09-29T22:22:21.318764] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IBTA'.
[2025-09-29T22:22:21.319088] [INFO ] [FORECASTER] Starting predict_future for IBTA
[2025-09-29T22:22:21.346085] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:21.346909] [DEBUG] [LOCAL     ] No optimal features file found for IBTA: ./output/feature-sets/IBTA.txt
[2025-09-29T22:22:21.346968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:21.347004] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:21.347032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:21.347127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:21.366412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:21.367097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:21.367190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:21.367226] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:21.406673] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:21.406777] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:21.406817] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:21.406847] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:21.410311] [DEBUG] [FORECASTER] IBTA: Forecast T+1@11:T+2@11: DOWN (p=8.34%)
[2025-09-29T22:22:21.410572] [INFO ] [FORECASTER] Completed predict_future for IBTA
[2025-09-29T22:22:21.410737] [INFO ] [sig       ] IBTA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:21.563744] [INFO ] [LOCAL     ] Saved forecast: IBTA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/IBTA.txt
[2025-09-29T22:22:21.563969] [WARN ] [sig       ] [1020/2211] Failed IBTA after 0.3s | 4.22 sym/s | Total: 4.0m | ETA: 4.7m
[2025-09-29T22:22:21.564050] [INFO ] [sig       ] [1021/2211] Forecasting ICE...
[2025-09-29T22:22:21.564089] [INFO ] [sig       ] Generating forecast for: ICE
[2025-09-29T22:22:21.564121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-09-29T22:22:21.574989] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ICE'.
[2025-09-29T22:22:21.575309] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-09-29T22:22:21.602131] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:21.602919] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-09-29T22:22:21.602979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:21.603018] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:21.603052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:21.603125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:21.622059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:21.622623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:21.622733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:21.622773] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:21.661584] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:21.661711] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:21.661765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:21.661796] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:21.665026] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: UP (p=92.70%)
[2025-09-29T22:22:21.665289] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-09-29T22:22:21.665423] [INFO ] [sig       ] ICE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:21.817428] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ICE.txt
[2025-09-29T22:22:21.817741] [WARN ] [sig       ] [1021/2211] Failed ICE after 0.3s | 4.22 sym/s | Total: 4.0m | ETA: 4.7m
[2025-09-29T22:22:21.817825] [INFO ] [sig       ] [1022/2211] Forecasting ICL...
[2025-09-29T22:22:21.817865] [INFO ] [sig       ] Generating forecast for: ICL
[2025-09-29T22:22:21.817901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-09-29T22:22:21.828704] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ICL'.
[2025-09-29T22:22:21.829141] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-09-29T22:22:21.856071] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:21.856908] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-09-29T22:22:21.856965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:21.857000] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:21.857029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:21.857108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:21.875466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:21.876071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:21.876157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:21.876193] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:21.913378] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:21.913527] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:21.913586] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:21.913618] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:21.917377] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: DOWN (p=18.62%)
[2025-09-29T22:22:21.917704] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-09-29T22:22:21.917866] [INFO ] [sig       ] ICL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:22.078030] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ICL.txt
[2025-09-29T22:22:22.078337] [WARN ] [sig       ] [1022/2211] Failed ICL after 0.3s | 4.22 sym/s | Total: 4.0m | ETA: 4.7m
[2025-09-29T22:22:22.078423] [INFO ] [sig       ] [1023/2211] Forecasting IDA...
[2025-09-29T22:22:22.078472] [INFO ] [sig       ] Generating forecast for: IDA
[2025-09-29T22:22:22.078511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-09-29T22:22:22.090383] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IDA'.
[2025-09-29T22:22:22.090852] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-09-29T22:22:22.118155] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:22.119298] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-09-29T22:22:22.119359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:22.119398] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:22.119427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:22.119485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:22.143203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:22.144826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:22.144961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:22.145017] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:22.183719] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:22.183925] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:22.183997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:22.184059] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:22.188447] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: DOWN (p=15.59%)
[2025-09-29T22:22:22.188818] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-09-29T22:22:22.189053] [INFO ] [sig       ] IDA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:22.342613] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/IDA.txt
[2025-09-29T22:22:22.342899] [WARN ] [sig       ] [1023/2211] Failed IDA after 0.3s | 4.22 sym/s | Total: 4.0m | ETA: 4.7m
[2025-09-29T22:22:22.342989] [INFO ] [sig       ] [1024/2211] Forecasting IDE...
[2025-09-29T22:22:22.343030] [INFO ] [sig       ] Generating forecast for: IDE
[2025-09-29T22:22:22.343063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-09-29T22:22:22.352772] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IDE'.
[2025-09-29T22:22:22.353132] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-09-29T22:22:22.380895] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:22.381698] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-09-29T22:22:22.381757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:22.381794] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:22.381873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:22.381955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:22.400788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:22.401459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:22.401545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:22.401581] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:22.434293] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:22.434473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:22.434521] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:22.434552] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:22.438572] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: UP (p=97.44%)
[2025-09-29T22:22:22.438943] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-09-29T22:22:22.439105] [INFO ] [sig       ] IDE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:22.603947] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/IDE.txt
[2025-09-29T22:22:22.604255] [WARN ] [sig       ] [1024/2211] Failed IDE after 0.3s | 4.22 sym/s | Total: 4.0m | ETA: 4.7m
[2025-09-29T22:22:22.604340] [INFO ] [sig       ] [1025/2211] Forecasting IDT...
[2025-09-29T22:22:22.604381] [INFO ] [sig       ] Generating forecast for: IDT
[2025-09-29T22:22:22.604415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDT' from 'https://tdm.silogroup.org/data/derivative_storage/IDT.csv'.
[2025-09-29T22:22:22.616528] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IDT'.
[2025-09-29T22:22:22.616977] [INFO ] [FORECASTER] Starting predict_future for IDT
[2025-09-29T22:22:22.645533] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:22.646354] [DEBUG] [LOCAL     ] No optimal features file found for IDT: ./output/feature-sets/IDT.txt
[2025-09-29T22:22:22.646414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:22.646468] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:22.646533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:22.646603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:22.666197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:22.666919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:22.667009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:22.667046] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:22.737729] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:22.737875] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:22.737919] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:22.737949] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:22.741572] [DEBUG] [FORECASTER] IDT: Forecast T+1@11:T+2@11: DOWN (p=6.13%)
[2025-09-29T22:22:22.741886] [INFO ] [FORECASTER] Completed predict_future for IDT
[2025-09-29T22:22:22.742025] [INFO ] [sig       ] IDT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:22.906509] [INFO ] [LOCAL     ] Saved forecast: IDT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/IDT.txt
[2025-09-29T22:22:22.906784] [WARN ] [sig       ] [1025/2211] Failed IDT after 0.3s | 4.22 sym/s | Total: 4.1m | ETA: 4.7m
[2025-09-29T22:22:22.906875] [INFO ] [sig       ] [1026/2211] Forecasting IEX...
[2025-09-29T22:22:22.906931] [INFO ] [sig       ] Generating forecast for: IEX
[2025-09-29T22:22:22.907001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-09-29T22:22:22.918370] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IEX'.
[2025-09-29T22:22:22.918737] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-09-29T22:22:22.946226] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:22.947017] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-09-29T22:22:22.947099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:22.947198] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:22.947237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:22.947300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:22.967489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:22.968206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:22.968296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:22.968374] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:23.008469] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:23.008631] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:23.008717] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:23.008759] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:23.012631] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: UP (p=84.75%)
[2025-09-29T22:22:23.012952] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-09-29T22:22:23.013095] [INFO ] [sig       ] IEX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:23.169106] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/IEX.txt
[2025-09-29T22:22:23.169329] [WARN ] [sig       ] [1026/2211] Failed IEX after 0.3s | 4.22 sym/s | Total: 4.1m | ETA: 4.7m
[2025-09-29T22:22:23.169412] [INFO ] [sig       ] [1027/2211] Forecasting IFF...
[2025-09-29T22:22:23.169452] [INFO ] [sig       ] Generating forecast for: IFF
[2025-09-29T22:22:23.169485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-09-29T22:22:23.180674] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IFF'.
[2025-09-29T22:22:23.181058] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-09-29T22:22:23.209086] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:23.209926] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-09-29T22:22:23.210004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:23.210059] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:23.210155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:23.210226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:23.229088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:23.229761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:23.229852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:23.229891] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:23.265512] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:23.265676] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:23.265736] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:23.265772] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:23.269279] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: DOWN (p=17.77%)
[2025-09-29T22:22:23.269565] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-09-29T22:22:23.269737] [INFO ] [sig       ] IFF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:23.427596] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/IFF.txt
[2025-09-29T22:22:23.427889] [WARN ] [sig       ] [1027/2211] Failed IFF after 0.3s | 4.21 sym/s | Total: 4.1m | ETA: 4.7m
[2025-09-29T22:22:23.427975] [INFO ] [sig       ] [1028/2211] Forecasting IFN...
[2025-09-29T22:22:23.428016] [INFO ] [sig       ] Generating forecast for: IFN
[2025-09-29T22:22:23.428049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-09-29T22:22:23.438360] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IFN'.
[2025-09-29T22:22:23.438742] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-09-29T22:22:23.465737] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:23.466537] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-09-29T22:22:23.466593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:23.466627] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:23.466695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:23.466767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:23.485710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:23.486354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:23.486441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:23.486478] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:23.521983] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:23.522136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:23.522180] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:23.522212] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:23.525819] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2025-09-29T22:22:23.526110] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-09-29T22:22:23.526252] [INFO ] [sig       ] IFN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:23.678925] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/IFN.txt
[2025-09-29T22:22:23.679168] [WARN ] [sig       ] [1028/2211] Failed IFN after 0.3s | 4.21 sym/s | Total: 4.1m | ETA: 4.7m
[2025-09-29T22:22:23.679247] [INFO ] [sig       ] [1029/2211] Forecasting IFS...
[2025-09-29T22:22:23.679287] [INFO ] [sig       ] Generating forecast for: IFS
[2025-09-29T22:22:23.679322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-09-29T22:22:23.691309] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IFS'.
[2025-09-29T22:22:23.691817] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-09-29T22:22:23.731304] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:23.732251] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-09-29T22:22:23.732319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:23.732356] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:23.732460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:23.732557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:23.754210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:23.755055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:23.755146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:23.755182] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:23.789778] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:23.789916] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:23.789980] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:23.790014] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:23.793870] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=11.27%)
[2025-09-29T22:22:23.794200] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-09-29T22:22:23.794351] [INFO ] [sig       ] IFS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:23.947439] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/IFS.txt
[2025-09-29T22:22:23.947709] [WARN ] [sig       ] [1029/2211] Failed IFS after 0.3s | 4.21 sym/s | Total: 4.1m | ETA: 4.7m
[2025-09-29T22:22:23.947791] [INFO ] [sig       ] [1030/2211] Forecasting IGA...
[2025-09-29T22:22:23.947831] [INFO ] [sig       ] Generating forecast for: IGA
[2025-09-29T22:22:23.947864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-09-29T22:22:23.957495] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IGA'.
[2025-09-29T22:22:23.957846] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-09-29T22:22:23.984631] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:23.985407] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-09-29T22:22:23.985464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:23.985500] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:23.985528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:23.985585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:24.005212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:24.005868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:24.005954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:24.005990] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:24.043185] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:24.043304] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:24.043345] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:24.043376] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:24.046932] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2025-09-29T22:22:24.047251] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-09-29T22:22:24.047387] [INFO ] [sig       ] IGA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:24.200574] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/IGA.txt
[2025-09-29T22:22:24.200870] [WARN ] [sig       ] [1030/2211] Failed IGA after 0.3s | 4.21 sym/s | Total: 4.1m | ETA: 4.7m
[2025-09-29T22:22:24.200953] [INFO ] [sig       ] [1031/2211] Forecasting IGD...
[2025-09-29T22:22:24.200996] [INFO ] [sig       ] Generating forecast for: IGD
[2025-09-29T22:22:24.201029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-09-29T22:22:24.211483] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IGD'.
[2025-09-29T22:22:24.211882] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-09-29T22:22:24.239321] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:24.240175] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-09-29T22:22:24.240232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:24.240268] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:24.240297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:24.240415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:24.259171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:24.259918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:24.260013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:24.260048] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:24.295573] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:24.295746] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:24.295801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:24.295837] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:24.299397] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=96.14%)
[2025-09-29T22:22:24.299720] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-09-29T22:22:24.299877] [INFO ] [sig       ] IGD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:24.452717] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/IGD.txt
[2025-09-29T22:22:24.452989] [WARN ] [sig       ] [1031/2211] Failed IGD after 0.3s | 4.21 sym/s | Total: 4.1m | ETA: 4.7m
[2025-09-29T22:22:24.453071] [INFO ] [sig       ] [1032/2211] Forecasting IGI...
[2025-09-29T22:22:24.453115] [INFO ] [sig       ] Generating forecast for: IGI
[2025-09-29T22:22:24.453224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-09-29T22:22:24.463495] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IGI'.
[2025-09-29T22:22:24.463897] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-09-29T22:22:24.491215] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:24.492052] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-09-29T22:22:24.492110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:24.492146] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:24.492176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:24.492235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:24.511490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:24.512284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:24.512378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:24.512415] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:24.548069] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:24.548237] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:24.548283] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:24.548372] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:24.552307] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: UP (p=76.39%)
[2025-09-29T22:22:24.553108] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-09-29T22:22:24.553276] [INFO ] [sig       ] IGI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:24.709831] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/IGI.txt
[2025-09-29T22:22:24.710082] [WARN ] [sig       ] [1032/2211] Failed IGI after 0.3s | 4.21 sym/s | Total: 4.1m | ETA: 4.7m
[2025-09-29T22:22:24.710164] [INFO ] [sig       ] [1033/2211] Forecasting IGR...
[2025-09-29T22:22:24.710204] [INFO ] [sig       ] Generating forecast for: IGR
[2025-09-29T22:22:24.710236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGR' from 'https://tdm.silogroup.org/data/derivative_storage/IGR.csv'.
[2025-09-29T22:22:24.721911] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IGR'.
[2025-09-29T22:22:24.722343] [INFO ] [FORECASTER] Starting predict_future for IGR
[2025-09-29T22:22:24.750222] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:24.751195] [DEBUG] [LOCAL     ] No optimal features file found for IGR: ./output/feature-sets/IGR.txt
[2025-09-29T22:22:24.751255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:24.751290] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:24.751319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:24.751380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:24.770720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:24.771372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:24.771463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:24.771498] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:24.807065] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:24.807307] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:24.807366] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:24.807400] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:24.811406] [DEBUG] [FORECASTER] IGR: Forecast T+1@11:T+2@11: DOWN (p=14.82%)
[2025-09-29T22:22:24.811757] [INFO ] [FORECASTER] Completed predict_future for IGR
[2025-09-29T22:22:24.811915] [INFO ] [sig       ] IGR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:24.965224] [INFO ] [LOCAL     ] Saved forecast: IGR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/IGR.txt
[2025-09-29T22:22:24.965509] [WARN ] [sig       ] [1033/2211] Failed IGR after 0.3s | 4.21 sym/s | Total: 4.1m | ETA: 4.7m
[2025-09-29T22:22:24.965594] [INFO ] [sig       ] [1034/2211] Forecasting IH...
[2025-09-29T22:22:24.965635] [INFO ] [sig       ] Generating forecast for: IH
[2025-09-29T22:22:24.965713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IH' from 'https://tdm.silogroup.org/data/derivative_storage/IH.csv'.
[2025-09-29T22:22:24.975104] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IH'.
[2025-09-29T22:22:24.975420] [INFO ] [FORECASTER] Starting predict_future for IH
[2025-09-29T22:22:25.002369] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:25.003193] [DEBUG] [LOCAL     ] No optimal features file found for IH: ./output/feature-sets/IH.txt
[2025-09-29T22:22:25.003251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:25.003286] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:25.003317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:25.003376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:25.022350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:25.023063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:25.023151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:25.023185] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:25.056278] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:25.056447] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:25.056491] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:25.056522] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:25.060224] [DEBUG] [FORECASTER] IH: Forecast T+1@11:T+2@11: UP (p=88.34%)
[2025-09-29T22:22:25.060520] [INFO ] [FORECASTER] Completed predict_future for IH
[2025-09-29T22:22:25.060688] [INFO ] [sig       ] IH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:25.212443] [INFO ] [LOCAL     ] Saved forecast: IH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/IH.txt
[2025-09-29T22:22:25.212757] [WARN ] [sig       ] [1034/2211] Failed IH after 0.2s | 4.21 sym/s | Total: 4.1m | ETA: 4.7m
[2025-09-29T22:22:25.212842] [INFO ] [sig       ] [1035/2211] Forecasting IHD...
[2025-09-29T22:22:25.212891] [INFO ] [sig       ] Generating forecast for: IHD
[2025-09-29T22:22:25.212929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-09-29T22:22:25.223305] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IHD'.
[2025-09-29T22:22:25.223693] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-09-29T22:22:25.251969] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:25.252936] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-09-29T22:22:25.252997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:25.253034] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:25.253062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:25.253122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:25.272511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:25.273192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:25.273293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:25.273329] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:25.316498] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:25.316672] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:25.316762] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:25.316831] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:25.321281] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: DOWN (p=41.31%)
[2025-09-29T22:22:25.321626] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-09-29T22:22:25.321823] [INFO ] [sig       ] IHD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:25.477585] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/IHD.txt
[2025-09-29T22:22:25.477848] [WARN ] [sig       ] [1035/2211] Failed IHD after 0.3s | 4.21 sym/s | Total: 4.1m | ETA: 4.7m
[2025-09-29T22:22:25.477943] [INFO ] [sig       ] [1036/2211] Forecasting IHG...
[2025-09-29T22:22:25.478015] [INFO ] [sig       ] Generating forecast for: IHG
[2025-09-29T22:22:25.478077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-09-29T22:22:25.489009] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IHG'.
[2025-09-29T22:22:25.489407] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-09-29T22:22:25.516803] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:25.517941] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-09-29T22:22:25.518033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:25.518084] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:25.518114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:25.518174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:25.537531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:25.538273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:25.538365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:25.538400] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:25.581117] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:25.581261] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:25.581306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:25.581359] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:25.585786] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-09-29T22:22:25.586132] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-09-29T22:22:25.586361] [INFO ] [sig       ] IHG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:25.758211] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/IHG.txt
[2025-09-29T22:22:25.758454] [WARN ] [sig       ] [1036/2211] Failed IHG after 0.3s | 4.21 sym/s | Total: 4.1m | ETA: 4.7m
[2025-09-29T22:22:25.758550] [INFO ] [sig       ] [1037/2211] Forecasting IHS...
[2025-09-29T22:22:25.758626] [INFO ] [sig       ] Generating forecast for: IHS
[2025-09-29T22:22:25.758721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-09-29T22:22:25.768677] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IHS'.
[2025-09-29T22:22:25.768994] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-09-29T22:22:25.795404] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:25.796324] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-09-29T22:22:25.796386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:25.796421] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:25.796451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:25.796546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:25.816246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:25.817281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:25.817382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:25.817417] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:25.862219] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:25.862405] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:25.862456] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:25.862492] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:25.866747] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: UP (p=64.31%)
[2025-09-29T22:22:25.867128] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-09-29T22:22:25.867304] [INFO ] [sig       ] IHS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:26.034542] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/IHS.txt
[2025-09-29T22:22:26.034866] [WARN ] [sig       ] [1037/2211] Failed IHS after 0.3s | 4.21 sym/s | Total: 4.1m | ETA: 4.6m
[2025-09-29T22:22:26.034969] [INFO ] [sig       ] [1038/2211] Forecasting IIF...
[2025-09-29T22:22:26.035018] [INFO ] [sig       ] Generating forecast for: IIF
[2025-09-29T22:22:26.035060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-09-29T22:22:26.045532] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IIF'.
[2025-09-29T22:22:26.045941] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-09-29T22:22:26.073844] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:26.074777] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-09-29T22:22:26.074840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:26.074884] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:26.074919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:26.074989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:26.093492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:26.094113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:26.094199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:26.094235] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:26.129609] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:26.129783] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:26.129832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:26.129864] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:26.133614] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=23.81%)
[2025-09-29T22:22:26.133950] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-09-29T22:22:26.134091] [INFO ] [sig       ] IIF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:26.288142] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/IIF.txt
[2025-09-29T22:22:26.288397] [WARN ] [sig       ] [1038/2211] Failed IIF after 0.3s | 4.21 sym/s | Total: 4.1m | ETA: 4.6m
[2025-09-29T22:22:26.288479] [INFO ] [sig       ] [1039/2211] Forecasting IIIN...
[2025-09-29T22:22:26.288520] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-09-29T22:22:26.288554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-09-29T22:22:26.298952] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IIIN'.
[2025-09-29T22:22:26.299322] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-09-29T22:22:26.326895] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:26.327839] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-09-29T22:22:26.327912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:26.327954] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:26.327985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:26.328046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:26.347415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:26.348093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:26.348178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:26.348212] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:26.386232] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:26.386751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:26.386803] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:26.386835] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:26.390447] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: DOWN (p=25.97%)
[2025-09-29T22:22:26.390789] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-09-29T22:22:26.390938] [INFO ] [sig       ] IIIN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:26.543869] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/IIIN.txt
[2025-09-29T22:22:26.544096] [WARN ] [sig       ] [1039/2211] Failed IIIN after 0.3s | 4.21 sym/s | Total: 4.1m | ETA: 4.6m
[2025-09-29T22:22:26.544177] [INFO ] [sig       ] [1040/2211] Forecasting IIM...
[2025-09-29T22:22:26.544217] [INFO ] [sig       ] Generating forecast for: IIM
[2025-09-29T22:22:26.544249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-09-29T22:22:26.554038] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IIM'.
[2025-09-29T22:22:26.554330] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-09-29T22:22:26.580527] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:26.581289] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-09-29T22:22:26.581356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:26.581427] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:26.581475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:26.581538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:26.599467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:26.600052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:26.600136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:26.600170] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:26.635678] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:26.635818] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:26.635861] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:26.635891] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:26.639407] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-09-29T22:22:26.639709] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-09-29T22:22:26.639859] [INFO ] [sig       ] IIM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:26.798519] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/IIM.txt
[2025-09-29T22:22:26.798789] [WARN ] [sig       ] [1040/2211] Failed IIM after 0.3s | 4.21 sym/s | Total: 4.1m | ETA: 4.6m
[2025-09-29T22:22:26.798881] [INFO ] [sig       ] [1041/2211] Forecasting IIPR...
[2025-09-29T22:22:26.798922] [INFO ] [sig       ] Generating forecast for: IIPR
[2025-09-29T22:22:26.798957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIPR' from 'https://tdm.silogroup.org/data/derivative_storage/IIPR.csv'.
[2025-09-29T22:22:26.809012] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IIPR'.
[2025-09-29T22:22:26.809316] [INFO ] [FORECASTER] Starting predict_future for IIPR
[2025-09-29T22:22:26.837566] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:26.838618] [DEBUG] [LOCAL     ] No optimal features file found for IIPR: ./output/feature-sets/IIPR.txt
[2025-09-29T22:22:26.838717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:26.838774] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:26.838817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:26.838903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:26.858870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:26.859741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:26.859837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:26.859872] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:26.901624] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:26.901820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:26.901871] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:26.901903] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:26.906073] [DEBUG] [FORECASTER] IIPR: Forecast T+1@11:T+2@11: DOWN (p=27.52%)
[2025-09-29T22:22:26.906389] [INFO ] [FORECASTER] Completed predict_future for IIPR
[2025-09-29T22:22:26.906538] [INFO ] [sig       ] IIPR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:27.069259] [INFO ] [LOCAL     ] Saved forecast: IIPR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/IIPR.txt
[2025-09-29T22:22:27.069532] [WARN ] [sig       ] [1041/2211] Failed IIPR after 0.3s | 4.21 sym/s | Total: 4.1m | ETA: 4.6m
[2025-09-29T22:22:27.069629] [INFO ] [sig       ] [1042/2211] Forecasting IMAX...
[2025-09-29T22:22:27.069712] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-09-29T22:22:27.069756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-09-29T22:22:27.079675] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IMAX'.
[2025-09-29T22:22:27.079972] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-09-29T22:22:27.106736] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:27.107538] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-09-29T22:22:27.107594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:27.107630] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:27.107698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:27.107768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:27.126592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:27.127336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:27.127425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:27.127461] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:27.164613] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:27.164812] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:27.164874] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:27.164912] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:27.168943] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: UP (p=74.31%)
[2025-09-29T22:22:27.169241] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-09-29T22:22:27.169391] [INFO ] [sig       ] IMAX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:27.326842] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/IMAX.txt
[2025-09-29T22:22:27.327119] [WARN ] [sig       ] [1042/2211] Failed IMAX after 0.3s | 4.21 sym/s | Total: 4.1m | ETA: 4.6m
[2025-09-29T22:22:27.327207] [INFO ] [sig       ] [1043/2211] Forecasting INFA...
[2025-09-29T22:22:27.327249] [INFO ] [sig       ] Generating forecast for: INFA
[2025-09-29T22:22:27.327326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFA' from 'https://tdm.silogroup.org/data/derivative_storage/INFA.csv'.
[2025-09-29T22:22:27.338130] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'INFA'.
[2025-09-29T22:22:27.338509] [INFO ] [FORECASTER] Starting predict_future for INFA
[2025-09-29T22:22:27.366550] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:27.367432] [DEBUG] [LOCAL     ] No optimal features file found for INFA: ./output/feature-sets/INFA.txt
[2025-09-29T22:22:27.367489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:27.367524] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:27.367551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:27.367609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:27.385967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:27.386533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:27.386618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:27.386684] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:27.425746] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:27.425913] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:27.425963] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:27.426021] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:27.429575] [DEBUG] [FORECASTER] INFA: Forecast T+1@11:T+2@11: UP (p=86.68%)
[2025-09-29T22:22:27.429886] [INFO ] [FORECASTER] Completed predict_future for INFA
[2025-09-29T22:22:27.430073] [INFO ] [sig       ] INFA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:27.578886] [INFO ] [LOCAL     ] Saved forecast: INFA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/INFA.txt
[2025-09-29T22:22:27.579132] [WARN ] [sig       ] [1043/2211] Failed INFA after 0.3s | 4.21 sym/s | Total: 4.1m | ETA: 4.6m
[2025-09-29T22:22:27.579209] [INFO ] [sig       ] [1044/2211] Forecasting INFY...
[2025-09-29T22:22:27.579248] [INFO ] [sig       ] Generating forecast for: INFY
[2025-09-29T22:22:27.579280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-09-29T22:22:27.588946] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'INFY'.
[2025-09-29T22:22:27.589237] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-09-29T22:22:27.615481] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:27.616230] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-09-29T22:22:27.616286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:27.616322] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:27.616351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:27.616408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:27.636091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:27.636848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:27.636947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:27.636994] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:27.671716] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:27.671829] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:27.671871] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:27.671902] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:27.675273] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: UP (p=64.37%)
[2025-09-29T22:22:27.675554] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-09-29T22:22:27.675720] [INFO ] [sig       ] INFY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:27.829816] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/INFY.txt
[2025-09-29T22:22:27.830040] [WARN ] [sig       ] [1044/2211] Failed INFY after 0.3s | 4.21 sym/s | Total: 4.1m | ETA: 4.6m
[2025-09-29T22:22:27.830116] [INFO ] [sig       ] [1045/2211] Forecasting ING...
[2025-09-29T22:22:27.830155] [INFO ] [sig       ] Generating forecast for: ING
[2025-09-29T22:22:27.830189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-09-29T22:22:27.840052] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ING'.
[2025-09-29T22:22:27.840366] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-09-29T22:22:27.866906] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:27.867828] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-09-29T22:22:27.867886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:27.867923] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:27.867952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:27.868011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:27.886714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:27.887406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:27.887493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:27.887527] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:27.920278] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:27.920393] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:27.920433] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:27.920463] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:27.923770] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: DOWN (p=8.30%)
[2025-09-29T22:22:27.924088] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-09-29T22:22:27.924233] [INFO ] [sig       ] ING: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:28.075289] [INFO ] [LOCAL     ] Saved forecast: ING	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ING.txt
[2025-09-29T22:22:28.075510] [WARN ] [sig       ] [1045/2211] Failed ING after 0.2s | 4.21 sym/s | Total: 4.1m | ETA: 4.6m
[2025-09-29T22:22:28.075585] [INFO ] [sig       ] [1046/2211] Forecasting INGM...
[2025-09-29T22:22:28.075625] [INFO ] [sig       ] Generating forecast for: INGM
[2025-09-29T22:22:28.075690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGM' from 'https://tdm.silogroup.org/data/derivative_storage/INGM.csv'.
[2025-09-29T22:22:28.085692] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'INGM'.
[2025-09-29T22:22:28.085989] [INFO ] [FORECASTER] Starting predict_future for INGM
[2025-09-29T22:22:28.112472] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:28.113417] [DEBUG] [LOCAL     ] No optimal features file found for INGM: ./output/feature-sets/INGM.txt
[2025-09-29T22:22:28.113477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:28.113514] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:28.113544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:28.113675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:28.132523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:28.133165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:28.133251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:28.133288] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:28.166727] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:28.166832] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:28.166872] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:28.166903] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:28.170359] [DEBUG] [FORECASTER] INGM: Forecast T+1@11:T+2@11: UP (p=77.51%)
[2025-09-29T22:22:28.170630] [INFO ] [FORECASTER] Completed predict_future for INGM
[2025-09-29T22:22:28.170805] [INFO ] [sig       ] INGM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:28.329050] [INFO ] [LOCAL     ] Saved forecast: INGM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/INGM.txt
[2025-09-29T22:22:28.329291] [WARN ] [sig       ] [1046/2211] Failed INGM after 0.3s | 4.21 sym/s | Total: 4.1m | ETA: 4.6m
[2025-09-29T22:22:28.329373] [INFO ] [sig       ] [1047/2211] Forecasting INGR...
[2025-09-29T22:22:28.329456] [INFO ] [sig       ] Generating forecast for: INGR
[2025-09-29T22:22:28.329513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGR' from 'https://tdm.silogroup.org/data/derivative_storage/INGR.csv'.
[2025-09-29T22:22:28.340159] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'INGR'.
[2025-09-29T22:22:28.340507] [INFO ] [FORECASTER] Starting predict_future for INGR
[2025-09-29T22:22:28.367062] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:28.367923] [DEBUG] [LOCAL     ] No optimal features file found for INGR: ./output/feature-sets/INGR.txt
[2025-09-29T22:22:28.367983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:28.368028] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:28.368065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:28.368135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:28.386939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:28.387732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:28.387824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:28.387860] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:28.421915] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:28.422048] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:28.422091] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:28.422122] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:28.425580] [DEBUG] [FORECASTER] INGR: Forecast T+1@11:T+2@11: DOWN (p=36.66%)
[2025-09-29T22:22:28.425914] [INFO ] [FORECASTER] Completed predict_future for INGR
[2025-09-29T22:22:28.426063] [INFO ] [sig       ] INGR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:28.582091] [INFO ] [LOCAL     ] Saved forecast: INGR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/INGR.txt
[2025-09-29T22:22:28.582344] [WARN ] [sig       ] [1047/2211] Failed INGR after 0.3s | 4.21 sym/s | Total: 4.1m | ETA: 4.6m
[2025-09-29T22:22:28.582420] [INFO ] [sig       ] [1048/2211] Forecasting INN...
[2025-09-29T22:22:28.582460] [INFO ] [sig       ] Generating forecast for: INN
[2025-09-29T22:22:28.582493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-09-29T22:22:28.593043] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'INN'.
[2025-09-29T22:22:28.593365] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-09-29T22:22:28.619880] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:28.620664] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-09-29T22:22:28.620726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:28.620764] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:28.620794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:28.620856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:28.641106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:28.641919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:28.642010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:28.642046] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:28.680224] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:28.680406] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:28.680450] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:28.680482] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:28.684351] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: DOWN (p=18.66%)
[2025-09-29T22:22:28.684688] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-09-29T22:22:28.684852] [INFO ] [sig       ] INN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:28.847056] [INFO ] [LOCAL     ] Saved forecast: INN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/INN.txt
[2025-09-29T22:22:28.847422] [WARN ] [sig       ] [1048/2211] Failed INN after 0.3s | 4.21 sym/s | Total: 4.2m | ETA: 4.6m
[2025-09-29T22:22:28.847745] [INFO ] [sig       ] [1049/2211] Forecasting INSP...
[2025-09-29T22:22:28.847798] [INFO ] [sig       ] Generating forecast for: INSP
[2025-09-29T22:22:28.847833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-09-29T22:22:28.860822] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'INSP'.
[2025-09-29T22:22:28.861312] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-09-29T22:22:28.890554] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:28.891446] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-09-29T22:22:28.891505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:28.891547] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:28.891609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:28.891729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:28.910942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:28.911850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:28.911947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:28.911982] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:28.952356] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:28.952540] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:28.952587] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:28.952618] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:28.956671] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=37.23%)
[2025-09-29T22:22:28.957205] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-09-29T22:22:28.957426] [INFO ] [sig       ] INSP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:29.183589] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/INSP.txt
[2025-09-29T22:22:29.183935] [WARN ] [sig       ] [1049/2211] Failed INSP after 0.3s | 4.21 sym/s | Total: 4.2m | ETA: 4.6m
[2025-09-29T22:22:29.184044] [INFO ] [sig       ] [1050/2211] Forecasting INSW...
[2025-09-29T22:22:29.184111] [INFO ] [sig       ] Generating forecast for: INSW
[2025-09-29T22:22:29.184188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSW' from 'https://tdm.silogroup.org/data/derivative_storage/INSW.csv'.
[2025-09-29T22:22:29.197029] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'INSW'.
[2025-09-29T22:22:29.197622] [INFO ] [FORECASTER] Starting predict_future for INSW
[2025-09-29T22:22:29.233834] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:29.234953] [DEBUG] [LOCAL     ] No optimal features file found for INSW: ./output/feature-sets/INSW.txt
[2025-09-29T22:22:29.235020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:29.235060] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:29.235096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:29.235175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:29.258762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:29.259859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:29.259977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:29.260025] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:29.308002] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:29.308200] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:29.308254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:29.308326] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:29.313187] [DEBUG] [FORECASTER] INSW: Forecast T+1@11:T+2@11: DOWN (p=8.65%)
[2025-09-29T22:22:29.313600] [INFO ] [FORECASTER] Completed predict_future for INSW
[2025-09-29T22:22:29.313824] [INFO ] [sig       ] INSW: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:29.518583] [INFO ] [LOCAL     ] Saved forecast: INSW	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/INSW.txt
[2025-09-29T22:22:29.518958] [WARN ] [sig       ] [1050/2211] Failed INSW after 0.3s | 4.20 sym/s | Total: 4.2m | ETA: 4.6m
[2025-09-29T22:22:29.519049] [INFO ] [sig       ] [1051/2211] Forecasting INVH...
[2025-09-29T22:22:29.519096] [INFO ] [sig       ] Generating forecast for: INVH
[2025-09-29T22:22:29.519129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-09-29T22:22:29.542184] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'INVH'.
[2025-09-29T22:22:29.542976] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-09-29T22:22:29.583905] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:29.585256] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-09-29T22:22:29.585384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:29.585447] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:29.585488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:29.585573] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:29.616754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:29.618201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:29.618336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:29.618390] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:29.682481] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:29.682736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:29.682842] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:29.682904] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:29.688380] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: DOWN (p=15.62%)
[2025-09-29T22:22:29.688921] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-09-29T22:22:29.689152] [INFO ] [sig       ] INVH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:29.909440] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/INVH.txt
[2025-09-29T22:22:29.909876] [WARN ] [sig       ] [1051/2211] Failed INVH after 0.4s | 4.20 sym/s | Total: 4.2m | ETA: 4.6m
[2025-09-29T22:22:29.909986] [INFO ] [sig       ] [1052/2211] Forecasting INVX...
[2025-09-29T22:22:29.910036] [INFO ] [sig       ] Generating forecast for: INVX
[2025-09-29T22:22:29.910076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVX' from 'https://tdm.silogroup.org/data/derivative_storage/INVX.csv'.
[2025-09-29T22:22:29.923421] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'INVX'.
[2025-09-29T22:22:29.924013] [INFO ] [FORECASTER] Starting predict_future for INVX
[2025-09-29T22:22:29.960832] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:29.962037] [DEBUG] [LOCAL     ] No optimal features file found for INVX: ./output/feature-sets/INVX.txt
[2025-09-29T22:22:29.962114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:29.962157] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:29.962193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:29.962293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:29.987933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:29.989015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:29.989126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:29.989168] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:30.039990] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:30.040177] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:30.040225] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:30.040255] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:30.044715] [DEBUG] [FORECASTER] INVX: Forecast T+1@11:T+2@11: DOWN (p=22.97%)
[2025-09-29T22:22:30.045191] [INFO ] [FORECASTER] Completed predict_future for INVX
[2025-09-29T22:22:30.045360] [INFO ] [sig       ] INVX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:30.331509] [INFO ] [LOCAL     ] Saved forecast: INVX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/INVX.txt
[2025-09-29T22:22:30.331793] [WARN ] [sig       ] [1052/2211] Failed INVX after 0.4s | 4.20 sym/s | Total: 4.2m | ETA: 4.6m
[2025-09-29T22:22:30.331881] [INFO ] [sig       ] [1053/2211] Forecasting IONQ...
[2025-09-29T22:22:30.331922] [INFO ] [sig       ] Generating forecast for: IONQ
[2025-09-29T22:22:30.331964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONQ' from 'https://tdm.silogroup.org/data/derivative_storage/IONQ.csv'.
[2025-09-29T22:22:30.343320] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IONQ'.
[2025-09-29T22:22:30.343921] [INFO ] [FORECASTER] Starting predict_future for IONQ
[2025-09-29T22:22:30.372456] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:30.373375] [DEBUG] [LOCAL     ] No optimal features file found for IONQ: ./output/feature-sets/IONQ.txt
[2025-09-29T22:22:30.373484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:30.373538] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:30.373571] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:30.373637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:30.392876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:30.393701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:30.393793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:30.393830] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:30.429942] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:30.430107] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:30.430162] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:30.430196] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:30.434203] [DEBUG] [FORECASTER] IONQ: Forecast T+1@11:T+2@11: DOWN (p=29.11%)
[2025-09-29T22:22:30.434489] [INFO ] [FORECASTER] Completed predict_future for IONQ
[2025-09-29T22:22:30.434629] [INFO ] [sig       ] IONQ: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:30.590637] [INFO ] [LOCAL     ] Saved forecast: IONQ	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/IONQ.txt
[2025-09-29T22:22:30.590915] [WARN ] [sig       ] [1053/2211] Failed IONQ after 0.3s | 4.20 sym/s | Total: 4.2m | ETA: 4.6m
[2025-09-29T22:22:30.590997] [INFO ] [sig       ] [1054/2211] Forecasting IOT...
[2025-09-29T22:22:30.591040] [INFO ] [sig       ] Generating forecast for: IOT
[2025-09-29T22:22:30.591074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOT' from 'https://tdm.silogroup.org/data/derivative_storage/IOT.csv'.
[2025-09-29T22:22:30.602430] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IOT'.
[2025-09-29T22:22:30.602823] [INFO ] [FORECASTER] Starting predict_future for IOT
[2025-09-29T22:22:30.633262] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:30.634209] [DEBUG] [LOCAL     ] No optimal features file found for IOT: ./output/feature-sets/IOT.txt
[2025-09-29T22:22:30.634270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:30.634309] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:30.634338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:30.634398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:30.654847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:30.655715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:30.655810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:30.655847] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:30.686774] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:30.686924] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:30.686970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:30.687002] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:30.690808] [DEBUG] [FORECASTER] IOT: Forecast T+1@11:T+2@11: UP (p=97.12%)
[2025-09-29T22:22:30.691098] [INFO ] [FORECASTER] Completed predict_future for IOT
[2025-09-29T22:22:30.691242] [INFO ] [sig       ] IOT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:30.849970] [INFO ] [LOCAL     ] Saved forecast: IOT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/IOT.txt
[2025-09-29T22:22:30.850203] [WARN ] [sig       ] [1054/2211] Failed IOT after 0.3s | 4.20 sym/s | Total: 4.2m | ETA: 4.6m
[2025-09-29T22:22:30.850284] [INFO ] [sig       ] [1055/2211] Forecasting IP...
[2025-09-29T22:22:30.850324] [INFO ] [sig       ] Generating forecast for: IP
[2025-09-29T22:22:30.850357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IP' from 'https://tdm.silogroup.org/data/derivative_storage/IP.csv'.
[2025-09-29T22:22:30.860066] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IP'.
[2025-09-29T22:22:30.860459] [INFO ] [FORECASTER] Starting predict_future for IP
[2025-09-29T22:22:30.887989] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:30.888876] [DEBUG] [LOCAL     ] No optimal features file found for IP: ./output/feature-sets/IP.txt
[2025-09-29T22:22:30.888934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:30.888970] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:30.889001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:30.889061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:30.908230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:30.909051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:30.909143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:30.909180] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:30.949310] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:30.949442] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:30.949487] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:30.949517] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:30.953012] [DEBUG] [FORECASTER] IP: Forecast T+1@11:T+2@11: UP (p=77.73%)
[2025-09-29T22:22:30.953292] [INFO ] [FORECASTER] Completed predict_future for IP
[2025-09-29T22:22:30.953425] [INFO ] [sig       ] IP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:31.103230] [INFO ] [LOCAL     ] Saved forecast: IP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/IP.txt
[2025-09-29T22:22:31.103453] [WARN ] [sig       ] [1055/2211] Failed IP after 0.3s | 4.20 sym/s | Total: 4.2m | ETA: 4.6m
[2025-09-29T22:22:31.103540] [INFO ] [sig       ] [1056/2211] Forecasting IPG...
[2025-09-29T22:22:31.103581] [INFO ] [sig       ] Generating forecast for: IPG
[2025-09-29T22:22:31.103613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPG' from 'https://tdm.silogroup.org/data/derivative_storage/IPG.csv'.
[2025-09-29T22:22:31.113413] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IPG'.
[2025-09-29T22:22:31.113752] [INFO ] [FORECASTER] Starting predict_future for IPG
[2025-09-29T22:22:31.140616] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:31.141393] [DEBUG] [LOCAL     ] No optimal features file found for IPG: ./output/feature-sets/IPG.txt
[2025-09-29T22:22:31.141451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:31.141486] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:31.141516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:31.141575] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:31.160495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:31.161176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:31.161264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:31.161301] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:31.200314] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:31.200468] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:31.200543] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:31.200596] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:31.204467] [DEBUG] [FORECASTER] IPG: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2025-09-29T22:22:31.204846] [INFO ] [FORECASTER] Completed predict_future for IPG
[2025-09-29T22:22:31.205023] [INFO ] [sig       ] IPG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:31.362513] [INFO ] [LOCAL     ] Saved forecast: IPG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/IPG.txt
[2025-09-29T22:22:31.362761] [WARN ] [sig       ] [1056/2211] Failed IPG after 0.3s | 4.20 sym/s | Total: 4.2m | ETA: 4.6m
[2025-09-29T22:22:31.362843] [INFO ] [sig       ] [1057/2211] Forecasting IPI...
[2025-09-29T22:22:31.362884] [INFO ] [sig       ] Generating forecast for: IPI
[2025-09-29T22:22:31.362959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-09-29T22:22:31.374272] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IPI'.
[2025-09-29T22:22:31.374840] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-09-29T22:22:31.404560] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:31.405626] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-09-29T22:22:31.405725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:31.405769] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:31.405801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:31.405861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:31.432973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:31.434131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:31.434268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:31.434313] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:31.483917] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:31.484095] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:31.484139] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:31.484188] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:31.488235] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=6.29%)
[2025-09-29T22:22:31.488720] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-09-29T22:22:31.488905] [INFO ] [sig       ] IPI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:31.686832] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/IPI.txt
[2025-09-29T22:22:31.687116] [WARN ] [sig       ] [1057/2211] Failed IPI after 0.3s | 4.20 sym/s | Total: 4.2m | ETA: 4.6m
[2025-09-29T22:22:31.687204] [INFO ] [sig       ] [1058/2211] Forecasting IQI...
[2025-09-29T22:22:31.687245] [INFO ] [sig       ] Generating forecast for: IQI
[2025-09-29T22:22:31.687280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-09-29T22:22:31.698932] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IQI'.
[2025-09-29T22:22:31.699317] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-09-29T22:22:31.737699] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:31.738664] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-09-29T22:22:31.738729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:31.738766] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:31.738807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:31.738919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:31.762786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:31.763881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:31.763990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:31.764037] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:31.831850] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:31.832002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:31.832044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:31.832075] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:31.835728] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: UP (p=80.37%)
[2025-09-29T22:22:31.836020] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-09-29T22:22:31.836161] [INFO ] [sig       ] IQI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:31.987952] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/IQI.txt
[2025-09-29T22:22:31.988191] [WARN ] [sig       ] [1058/2211] Failed IQI after 0.3s | 4.19 sym/s | Total: 4.2m | ETA: 4.6m
[2025-09-29T22:22:31.988269] [INFO ] [sig       ] [1059/2211] Forecasting IQV...
[2025-09-29T22:22:31.988310] [INFO ] [sig       ] Generating forecast for: IQV
[2025-09-29T22:22:31.988342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQV' from 'https://tdm.silogroup.org/data/derivative_storage/IQV.csv'.
[2025-09-29T22:22:31.999061] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IQV'.
[2025-09-29T22:22:31.999421] [INFO ] [FORECASTER] Starting predict_future for IQV
[2025-09-29T22:22:32.027216] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:32.028064] [DEBUG] [LOCAL     ] No optimal features file found for IQV: ./output/feature-sets/IQV.txt
[2025-09-29T22:22:32.028123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:32.028158] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:32.028187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:32.028247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:32.046962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:32.047838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:32.047929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:32.047964] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:32.087724] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:32.087896] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:32.087941] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:32.087972] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:32.091598] [DEBUG] [FORECASTER] IQV: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-09-29T22:22:32.091917] [INFO ] [FORECASTER] Completed predict_future for IQV
[2025-09-29T22:22:32.092066] [INFO ] [sig       ] IQV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:32.252236] [INFO ] [LOCAL     ] Saved forecast: IQV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/IQV.txt
[2025-09-29T22:22:32.252694] [WARN ] [sig       ] [1059/2211] Failed IQV after 0.3s | 4.19 sym/s | Total: 4.2m | ETA: 4.6m
[2025-09-29T22:22:32.252794] [INFO ] [sig       ] [1060/2211] Forecasting IR...
[2025-09-29T22:22:32.252850] [INFO ] [sig       ] Generating forecast for: IR
[2025-09-29T22:22:32.252886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IR' from 'https://tdm.silogroup.org/data/derivative_storage/IR.csv'.
[2025-09-29T22:22:32.263916] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IR'.
[2025-09-29T22:22:32.264320] [INFO ] [FORECASTER] Starting predict_future for IR
[2025-09-29T22:22:32.295579] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:32.296470] [DEBUG] [LOCAL     ] No optimal features file found for IR: ./output/feature-sets/IR.txt
[2025-09-29T22:22:32.296529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:32.296566] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:32.296600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:32.296695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:32.316731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:32.317763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:32.317869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:32.317914] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:32.361146] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:32.361323] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:32.361369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:32.361400] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:32.365355] [DEBUG] [FORECASTER] IR: Forecast T+1@11:T+2@11: DOWN (p=26.56%)
[2025-09-29T22:22:32.365884] [INFO ] [FORECASTER] Completed predict_future for IR
[2025-09-29T22:22:32.366037] [INFO ] [sig       ] IR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:32.536333] [INFO ] [LOCAL     ] Saved forecast: IR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/IR.txt
[2025-09-29T22:22:32.536601] [WARN ] [sig       ] [1060/2211] Failed IR after 0.3s | 4.19 sym/s | Total: 4.2m | ETA: 4.6m
[2025-09-29T22:22:32.536706] [INFO ] [sig       ] [1061/2211] Forecasting IRM...
[2025-09-29T22:22:32.536749] [INFO ] [sig       ] Generating forecast for: IRM
[2025-09-29T22:22:32.536800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-09-29T22:22:32.552115] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IRM'.
[2025-09-29T22:22:32.552615] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-09-29T22:22:32.580739] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:32.581574] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-09-29T22:22:32.581634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:32.581712] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:32.581748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:32.581808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:32.601432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:32.602365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:32.602469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:32.602533] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:32.646914] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:32.647146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:32.647227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:32.647277] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:32.651234] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: DOWN (p=17.61%)
[2025-09-29T22:22:32.651552] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-09-29T22:22:32.651731] [INFO ] [sig       ] IRM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:32.814776] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/IRM.txt
[2025-09-29T22:22:32.815081] [WARN ] [sig       ] [1061/2211] Failed IRM after 0.3s | 4.19 sym/s | Total: 4.2m | ETA: 4.6m
[2025-09-29T22:22:32.815172] [INFO ] [sig       ] [1062/2211] Forecasting IRS...
[2025-09-29T22:22:32.815213] [INFO ] [sig       ] Generating forecast for: IRS
[2025-09-29T22:22:32.815247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRS' from 'https://tdm.silogroup.org/data/derivative_storage/IRS.csv'.
[2025-09-29T22:22:32.826218] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IRS'.
[2025-09-29T22:22:32.826688] [INFO ] [FORECASTER] Starting predict_future for IRS
[2025-09-29T22:22:32.856438] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:32.857335] [DEBUG] [LOCAL     ] No optimal features file found for IRS: ./output/feature-sets/IRS.txt
[2025-09-29T22:22:32.857392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:32.857427] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:32.857456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:32.857516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:32.879831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:32.880753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:32.880850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:32.880885] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:32.919033] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:32.919237] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:32.919307] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:32.919360] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:32.924607] [DEBUG] [FORECASTER] IRS: Forecast T+1@11:T+2@11: UP (p=92.12%)
[2025-09-29T22:22:32.925015] [INFO ] [FORECASTER] Completed predict_future for IRS
[2025-09-29T22:22:32.925170] [INFO ] [sig       ] IRS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:33.079844] [INFO ] [LOCAL     ] Saved forecast: IRS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/IRS.txt
[2025-09-29T22:22:33.080109] [WARN ] [sig       ] [1062/2211] Failed IRS after 0.3s | 4.19 sym/s | Total: 4.2m | ETA: 4.6m
[2025-09-29T22:22:33.080238] [INFO ] [sig       ] [1063/2211] Forecasting IRT...
[2025-09-29T22:22:33.080291] [INFO ] [sig       ] Generating forecast for: IRT
[2025-09-29T22:22:33.080325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRT' from 'https://tdm.silogroup.org/data/derivative_storage/IRT.csv'.
[2025-09-29T22:22:33.091106] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IRT'.
[2025-09-29T22:22:33.091421] [INFO ] [FORECASTER] Starting predict_future for IRT
[2025-09-29T22:22:33.119228] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:33.120060] [DEBUG] [LOCAL     ] No optimal features file found for IRT: ./output/feature-sets/IRT.txt
[2025-09-29T22:22:33.120116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:33.120152] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:33.120233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:33.120304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:33.140365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:33.141061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:33.141150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:33.141184] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:33.178412] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:33.178557] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:33.178602] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:33.178634] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:33.182313] [DEBUG] [FORECASTER] IRT: Forecast T+1@11:T+2@11: UP (p=84.93%)
[2025-09-29T22:22:33.182592] [INFO ] [FORECASTER] Completed predict_future for IRT
[2025-09-29T22:22:33.182765] [INFO ] [sig       ] IRT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:33.338116] [INFO ] [LOCAL     ] Saved forecast: IRT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/IRT.txt
[2025-09-29T22:22:33.338360] [WARN ] [sig       ] [1063/2211] Failed IRT after 0.3s | 4.19 sym/s | Total: 4.2m | ETA: 4.6m
[2025-09-29T22:22:33.338442] [INFO ] [sig       ] [1064/2211] Forecasting ISD...
[2025-09-29T22:22:33.338482] [INFO ] [sig       ] Generating forecast for: ISD
[2025-09-29T22:22:33.338516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-09-29T22:22:33.348741] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ISD'.
[2025-09-29T22:22:33.349110] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-09-29T22:22:33.375914] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:33.376754] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-09-29T22:22:33.376816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:33.376853] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:33.376883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:33.376942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:33.397839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:33.398575] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:33.398687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:33.398744] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:33.432738] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:33.432874] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:33.432915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:33.432946] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:33.436430] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: UP (p=85.31%)
[2025-09-29T22:22:33.436762] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-09-29T22:22:33.436902] [INFO ] [sig       ] ISD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:33.589838] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ISD.txt
[2025-09-29T22:22:33.590062] [WARN ] [sig       ] [1064/2211] Failed ISD after 0.3s | 4.19 sym/s | Total: 4.2m | ETA: 4.6m
[2025-09-29T22:22:33.590138] [INFO ] [sig       ] [1065/2211] Forecasting IT...
[2025-09-29T22:22:33.590178] [INFO ] [sig       ] Generating forecast for: IT
[2025-09-29T22:22:33.590212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IT' from 'https://tdm.silogroup.org/data/derivative_storage/IT.csv'.
[2025-09-29T22:22:33.600215] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IT'.
[2025-09-29T22:22:33.600538] [INFO ] [FORECASTER] Starting predict_future for IT
[2025-09-29T22:22:33.626210] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:33.627009] [DEBUG] [LOCAL     ] No optimal features file found for IT: ./output/feature-sets/IT.txt
[2025-09-29T22:22:33.627097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:33.627157] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:33.627190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:33.627251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:33.645752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:33.646495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:33.646596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:33.646638] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:33.683578] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:33.683743] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:33.683795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:33.683828] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:33.687455] [DEBUG] [FORECASTER] IT: Forecast T+1@11:T+2@11: UP (p=52.21%)
[2025-09-29T22:22:33.687782] [INFO ] [FORECASTER] Completed predict_future for IT
[2025-09-29T22:22:33.687923] [INFO ] [sig       ] IT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:33.839736] [INFO ] [LOCAL     ] Saved forecast: IT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/IT.txt
[2025-09-29T22:22:33.840023] [WARN ] [sig       ] [1065/2211] Failed IT after 0.2s | 4.19 sym/s | Total: 4.2m | ETA: 4.6m
[2025-09-29T22:22:33.840118] [INFO ] [sig       ] [1066/2211] Forecasting ITGR...
[2025-09-29T22:22:33.840166] [INFO ] [sig       ] Generating forecast for: ITGR
[2025-09-29T22:22:33.840201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITGR' from 'https://tdm.silogroup.org/data/derivative_storage/ITGR.csv'.
[2025-09-29T22:22:33.851835] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ITGR'.
[2025-09-29T22:22:33.852259] [INFO ] [FORECASTER] Starting predict_future for ITGR
[2025-09-29T22:22:33.879887] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:33.880856] [DEBUG] [LOCAL     ] No optimal features file found for ITGR: ./output/feature-sets/ITGR.txt
[2025-09-29T22:22:33.880918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:33.880954] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:33.880985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:33.881045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:33.900031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:33.900882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:33.900975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:33.901012] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:33.941613] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:33.941810] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:33.941865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:33.941899] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:33.945527] [DEBUG] [FORECASTER] ITGR: Forecast T+1@11:T+2@11: DOWN (p=29.15%)
[2025-09-29T22:22:33.946256] [INFO ] [FORECASTER] Completed predict_future for ITGR
[2025-09-29T22:22:33.946418] [INFO ] [sig       ] ITGR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:34.108430] [INFO ] [LOCAL     ] Saved forecast: ITGR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ITGR.txt
[2025-09-29T22:22:34.108727] [WARN ] [sig       ] [1066/2211] Failed ITGR after 0.3s | 4.19 sym/s | Total: 4.2m | ETA: 4.6m
[2025-09-29T22:22:34.108818] [INFO ] [sig       ] [1067/2211] Forecasting ITT...
[2025-09-29T22:22:34.108860] [INFO ] [sig       ] Generating forecast for: ITT
[2025-09-29T22:22:34.108894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITT' from 'https://tdm.silogroup.org/data/derivative_storage/ITT.csv'.
[2025-09-29T22:22:34.119773] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ITT'.
[2025-09-29T22:22:34.120152] [INFO ] [FORECASTER] Starting predict_future for ITT
[2025-09-29T22:22:34.147842] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:34.148711] [DEBUG] [LOCAL     ] No optimal features file found for ITT: ./output/feature-sets/ITT.txt
[2025-09-29T22:22:34.148773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:34.148814] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:34.148856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:34.148927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:34.167838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:34.168704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:34.168801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:34.168838] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:34.211276] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:34.211465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:34.211517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:34.211550] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:34.215611] [DEBUG] [FORECASTER] ITT: Forecast T+1@11:T+2@11: UP (p=52.57%)
[2025-09-29T22:22:34.215968] [INFO ] [FORECASTER] Completed predict_future for ITT
[2025-09-29T22:22:34.216124] [INFO ] [sig       ] ITT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:34.372206] [INFO ] [LOCAL     ] Saved forecast: ITT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ITT.txt
[2025-09-29T22:22:34.372485] [WARN ] [sig       ] [1067/2211] Failed ITT after 0.3s | 4.19 sym/s | Total: 4.2m | ETA: 4.5m
[2025-09-29T22:22:34.372570] [INFO ] [sig       ] [1068/2211] Forecasting ITUB...
[2025-09-29T22:22:34.372610] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-09-29T22:22:34.372701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-09-29T22:22:34.383755] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ITUB'.
[2025-09-29T22:22:34.384111] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-09-29T22:22:34.414941] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:34.415966] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-09-29T22:22:34.416039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:34.416080] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:34.416109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:34.416167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:34.434389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:34.435145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:34.435236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:34.435275] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:34.474483] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:34.474700] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:34.474776] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:34.474825] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:34.478787] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: UP (p=91.04%)
[2025-09-29T22:22:34.479087] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-09-29T22:22:34.479230] [INFO ] [sig       ] ITUB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:34.634369] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ITUB.txt
[2025-09-29T22:22:34.634629] [WARN ] [sig       ] [1068/2211] Failed ITUB after 0.3s | 4.19 sym/s | Total: 4.2m | ETA: 4.5m
[2025-09-29T22:22:34.634734] [INFO ] [sig       ] [1069/2211] Forecasting ITW...
[2025-09-29T22:22:34.634775] [INFO ] [sig       ] Generating forecast for: ITW
[2025-09-29T22:22:34.634808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITW' from 'https://tdm.silogroup.org/data/derivative_storage/ITW.csv'.
[2025-09-29T22:22:34.645314] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ITW'.
[2025-09-29T22:22:34.645743] [INFO ] [FORECASTER] Starting predict_future for ITW
[2025-09-29T22:22:34.672982] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:34.673829] [DEBUG] [LOCAL     ] No optimal features file found for ITW: ./output/feature-sets/ITW.txt
[2025-09-29T22:22:34.673889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:34.673929] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:34.673960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:34.674021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:34.692853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:34.693703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:34.693808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:34.693845] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:34.733969] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:34.734163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:34.734212] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:34.734245] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:34.738560] [DEBUG] [FORECASTER] ITW: Forecast T+1@11:T+2@11: UP (p=72.86%)
[2025-09-29T22:22:34.739025] [INFO ] [FORECASTER] Completed predict_future for ITW
[2025-09-29T22:22:34.739194] [INFO ] [sig       ] ITW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:34.905189] [INFO ] [LOCAL     ] Saved forecast: ITW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ITW.txt
[2025-09-29T22:22:34.905430] [WARN ] [sig       ] [1069/2211] Failed ITW after 0.3s | 4.19 sym/s | Total: 4.3m | ETA: 4.5m
[2025-09-29T22:22:34.905549] [INFO ] [sig       ] [1070/2211] Forecasting IVR...
[2025-09-29T22:22:34.905665] [INFO ] [sig       ] Generating forecast for: IVR
[2025-09-29T22:22:34.905725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVR' from 'https://tdm.silogroup.org/data/derivative_storage/IVR.csv'.
[2025-09-29T22:22:34.915855] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IVR'.
[2025-09-29T22:22:34.916236] [INFO ] [FORECASTER] Starting predict_future for IVR
[2025-09-29T22:22:34.944166] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:34.945118] [DEBUG] [LOCAL     ] No optimal features file found for IVR: ./output/feature-sets/IVR.txt
[2025-09-29T22:22:34.945182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:34.945219] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:34.945248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:34.945308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:34.963970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:34.964896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:34.964991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:34.965029] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:35.001201] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:35.001374] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:35.001420] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:35.001453] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:35.005191] [DEBUG] [FORECASTER] IVR: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-09-29T22:22:35.005489] [INFO ] [FORECASTER] Completed predict_future for IVR
[2025-09-29T22:22:35.005635] [INFO ] [sig       ] IVR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:35.157896] [INFO ] [LOCAL     ] Saved forecast: IVR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/IVR.txt
[2025-09-29T22:22:35.158162] [WARN ] [sig       ] [1070/2211] Failed IVR after 0.3s | 4.19 sym/s | Total: 4.3m | ETA: 4.5m
[2025-09-29T22:22:35.158241] [INFO ] [sig       ] [1071/2211] Forecasting IVT...
[2025-09-29T22:22:35.158286] [INFO ] [sig       ] Generating forecast for: IVT
[2025-09-29T22:22:35.158321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVT' from 'https://tdm.silogroup.org/data/derivative_storage/IVT.csv'.
[2025-09-29T22:22:35.168606] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IVT'.
[2025-09-29T22:22:35.168991] [INFO ] [FORECASTER] Starting predict_future for IVT
[2025-09-29T22:22:35.196093] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:35.196968] [DEBUG] [LOCAL     ] No optimal features file found for IVT: ./output/feature-sets/IVT.txt
[2025-09-29T22:22:35.197027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:35.197063] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:35.197139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:35.197212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:35.215458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:35.216092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:35.216180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:35.216215] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:35.258603] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:35.258823] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:35.258892] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:35.258943] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:35.262722] [DEBUG] [FORECASTER] IVT: Forecast T+1@11:T+2@11: UP (p=77.69%)
[2025-09-29T22:22:35.263027] [INFO ] [FORECASTER] Completed predict_future for IVT
[2025-09-29T22:22:35.263172] [INFO ] [sig       ] IVT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:35.416605] [INFO ] [LOCAL     ] Saved forecast: IVT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/IVT.txt
[2025-09-29T22:22:35.416893] [WARN ] [sig       ] [1071/2211] Failed IVT after 0.3s | 4.19 sym/s | Total: 4.3m | ETA: 4.5m
[2025-09-29T22:22:35.416983] [INFO ] [sig       ] [1072/2211] Forecasting IVZ...
[2025-09-29T22:22:35.417050] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-09-29T22:22:35.417130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-09-29T22:22:35.427047] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IVZ'.
[2025-09-29T22:22:35.427439] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-09-29T22:22:35.453709] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:35.454593] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-09-29T22:22:35.454675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:35.454731] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:35.454764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:35.454824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:35.473303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:35.473962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:35.474050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:35.474088] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:35.513761] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:35.513940] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:35.513985] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:35.514017] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:35.518734] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2025-09-29T22:22:35.519156] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-09-29T22:22:35.519344] [INFO ] [sig       ] IVZ: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:35.672179] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/IVZ.txt
[2025-09-29T22:22:35.672440] [WARN ] [sig       ] [1072/2211] Failed IVZ after 0.3s | 4.19 sym/s | Total: 4.3m | ETA: 4.5m
[2025-09-29T22:22:35.672527] [INFO ] [sig       ] [1073/2211] Forecasting IX...
[2025-09-29T22:22:35.672569] [INFO ] [sig       ] Generating forecast for: IX
[2025-09-29T22:22:35.672612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-09-29T22:22:35.682455] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IX'.
[2025-09-29T22:22:35.682874] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-09-29T22:22:35.710045] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:35.710895] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-09-29T22:22:35.710952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:35.710988] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:35.711019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:35.711080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:35.729566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:35.730290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:35.730421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:35.730459] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:35.761833] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:35.762012] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:35.762126] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:35.762164] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:35.768474] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: DOWN (p=14.22%)
[2025-09-29T22:22:35.768922] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-09-29T22:22:35.769116] [INFO ] [sig       ] IX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:35.925363] [INFO ] [LOCAL     ] Saved forecast: IX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/IX.txt
[2025-09-29T22:22:35.925619] [WARN ] [sig       ] [1073/2211] Failed IX after 0.3s | 4.19 sym/s | Total: 4.3m | ETA: 4.5m
[2025-09-29T22:22:35.925725] [INFO ] [sig       ] [1074/2211] Forecasting J...
[2025-09-29T22:22:35.925765] [INFO ] [sig       ] Generating forecast for: J
[2025-09-29T22:22:35.925799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-09-29T22:22:35.935631] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'J'.
[2025-09-29T22:22:35.936066] [INFO ] [FORECASTER] Starting predict_future for J
[2025-09-29T22:22:35.964489] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:35.965379] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-09-29T22:22:35.965438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:35.965474] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:35.965504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:35.965566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:35.984414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:35.985211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:35.985312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:35.985351] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:36.021713] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:36.021883] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:36.021932] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:36.021965] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:36.025813] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: DOWN (p=15.55%)
[2025-09-29T22:22:36.026157] [INFO ] [FORECASTER] Completed predict_future for J
[2025-09-29T22:22:36.026311] [INFO ] [sig       ] J: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:36.193524] [INFO ] [LOCAL     ] Saved forecast: J	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/J.txt
[2025-09-29T22:22:36.193804] [WARN ] [sig       ] [1074/2211] Failed J after 0.3s | 4.19 sym/s | Total: 4.3m | ETA: 4.5m
[2025-09-29T22:22:36.193893] [INFO ] [sig       ] [1075/2211] Forecasting JBGS...
[2025-09-29T22:22:36.193971] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-09-29T22:22:36.194016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-09-29T22:22:36.205267] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JBGS'.
[2025-09-29T22:22:36.205694] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-09-29T22:22:36.232568] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:36.233492] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-09-29T22:22:36.233579] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:36.233624] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:36.233697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:36.233770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:36.252423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:36.253117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:36.253204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:36.253239] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:36.288924] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:36.289088] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:36.289139] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:36.289177] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:36.292850] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=25.64%)
[2025-09-29T22:22:36.293181] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-09-29T22:22:36.293324] [INFO ] [sig       ] JBGS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:36.454008] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/JBGS.txt
[2025-09-29T22:22:36.454341] [WARN ] [sig       ] [1075/2211] Failed JBGS after 0.3s | 4.19 sym/s | Total: 4.3m | ETA: 4.5m
[2025-09-29T22:22:36.454429] [INFO ] [sig       ] [1076/2211] Forecasting JBI...
[2025-09-29T22:22:36.454470] [INFO ] [sig       ] Generating forecast for: JBI
[2025-09-29T22:22:36.454504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-09-29T22:22:36.465288] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JBI'.
[2025-09-29T22:22:36.465783] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-09-29T22:22:36.493769] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:36.494731] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-09-29T22:22:36.494796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:36.494831] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:36.494859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:36.494916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:36.514477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:36.515331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:36.515427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:36.515463] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:36.557891] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:36.558051] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:36.558095] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:36.558126] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:36.561856] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: DOWN (p=18.32%)
[2025-09-29T22:22:36.562176] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-09-29T22:22:36.562322] [INFO ] [sig       ] JBI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:36.717837] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/JBI.txt
[2025-09-29T22:22:36.718081] [WARN ] [sig       ] [1076/2211] Failed JBI after 0.3s | 4.19 sym/s | Total: 4.3m | ETA: 4.5m
[2025-09-29T22:22:36.718158] [INFO ] [sig       ] [1077/2211] Forecasting JBL...
[2025-09-29T22:22:36.718198] [INFO ] [sig       ] Generating forecast for: JBL
[2025-09-29T22:22:36.718240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-09-29T22:22:36.730962] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JBL'.
[2025-09-29T22:22:36.731471] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-09-29T22:22:36.772271] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:36.773614] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-09-29T22:22:36.773757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:36.773806] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:36.773839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:36.773986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:36.804114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:36.805376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:36.805476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:36.805575] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:36.842101] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:36.842238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:36.842282] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:36.842314] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:36.845995] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: DOWN (p=14.56%)
[2025-09-29T22:22:36.846283] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-09-29T22:22:36.846424] [INFO ] [sig       ] JBL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:37.004854] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/JBL.txt
[2025-09-29T22:22:37.005103] [WARN ] [sig       ] [1077/2211] Failed JBL after 0.3s | 4.19 sym/s | Total: 4.3m | ETA: 4.5m
[2025-09-29T22:22:37.005233] [INFO ] [sig       ] [1078/2211] Forecasting JBND...
[2025-09-29T22:22:37.005312] [INFO ] [sig       ] Generating forecast for: JBND
[2025-09-29T22:22:37.005404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-09-29T22:22:37.015628] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'JBND'.
[2025-09-29T22:22:37.016033] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-09-29T22:22:37.043512] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:37.044405] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-09-29T22:22:37.044464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:37.044501] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:37.044535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:37.044597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:37.063281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:37.063934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:37.064023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:37.064060] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:37.095549] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:37.095747] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:37.095829] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:37.095901] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:37.099784] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: UP (p=92.04%)
[2025-09-29T22:22:37.100093] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-09-29T22:22:37.100229] [INFO ] [sig       ] JBND: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:37.254678] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/JBND.txt
[2025-09-29T22:22:37.254948] [WARN ] [sig       ] [1078/2211] Failed JBND after 0.2s | 4.19 sym/s | Total: 4.3m | ETA: 4.5m
[2025-09-29T22:22:37.255026] [INFO ] [sig       ] [1079/2211] Forecasting JCE...
[2025-09-29T22:22:37.255068] [INFO ] [sig       ] Generating forecast for: JCE
[2025-09-29T22:22:37.255101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-09-29T22:22:37.265328] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JCE'.
[2025-09-29T22:22:37.265742] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-09-29T22:22:37.292546] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:37.293374] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-09-29T22:22:37.293431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:37.293467] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:37.293497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:37.293558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:37.312892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:37.313616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:37.313731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:37.313775] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:37.340441] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:37.340554] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:37.340595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:37.340626] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:37.344054] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=43.32%)
[2025-09-29T22:22:37.344322] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-09-29T22:22:37.344448] [INFO ] [sig       ] JCE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:37.505617] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/JCE.txt
[2025-09-29T22:22:37.505884] [WARN ] [sig       ] [1079/2211] Failed JCE after 0.3s | 4.19 sym/s | Total: 4.3m | ETA: 4.5m
[2025-09-29T22:22:37.505965] [INFO ] [sig       ] [1080/2211] Forecasting JCI...
[2025-09-29T22:22:37.506005] [INFO ] [sig       ] Generating forecast for: JCI
[2025-09-29T22:22:37.506037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-09-29T22:22:37.516209] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JCI'.
[2025-09-29T22:22:37.516567] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-09-29T22:22:37.543437] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:37.544280] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-09-29T22:22:37.544341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:37.544379] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:37.544408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:37.544466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:37.564106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:37.564986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:37.565079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:37.565130] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:37.596033] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:37.596195] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:37.596240] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:37.596272] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:37.600017] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: UP (p=58.29%)
[2025-09-29T22:22:37.600308] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-09-29T22:22:37.600441] [INFO ] [sig       ] JCI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:37.752626] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/JCI.txt
[2025-09-29T22:22:37.752886] [WARN ] [sig       ] [1080/2211] Failed JCI after 0.2s | 4.19 sym/s | Total: 4.3m | ETA: 4.5m
[2025-09-29T22:22:37.752964] [INFO ] [sig       ] [1081/2211] Forecasting JEF...
[2025-09-29T22:22:37.753005] [INFO ] [sig       ] Generating forecast for: JEF
[2025-09-29T22:22:37.753045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-09-29T22:22:37.763404] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JEF'.
[2025-09-29T22:22:37.763746] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-09-29T22:22:37.791900] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:37.792733] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-09-29T22:22:37.792791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:37.792869] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:37.792908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:37.792969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:37.811116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:37.811692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:37.811777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:37.811812] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:37.882465] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:37.882668] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:37.882736] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:37.882774] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:37.886541] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: UP (p=67.63%)
[2025-09-29T22:22:37.886878] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-09-29T22:22:37.887035] [INFO ] [sig       ] JEF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:38.055836] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/JEF.txt
[2025-09-29T22:22:38.056088] [WARN ] [sig       ] [1081/2211] Failed JEF after 0.3s | 4.19 sym/s | Total: 4.3m | ETA: 4.5m
[2025-09-29T22:22:38.056169] [INFO ] [sig       ] [1082/2211] Forecasting JELD...
[2025-09-29T22:22:38.056210] [INFO ] [sig       ] Generating forecast for: JELD
[2025-09-29T22:22:38.056246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-09-29T22:22:38.066304] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JELD'.
[2025-09-29T22:22:38.066730] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-09-29T22:22:38.096310] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:38.097410] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-09-29T22:22:38.097493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:38.097533] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:38.097562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:38.097620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:38.116545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:38.117259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:38.117350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:38.117387] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:38.153699] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:38.153871] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:38.153920] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:38.153953] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:38.157879] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2025-09-29T22:22:38.158168] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-09-29T22:22:38.158304] [INFO ] [sig       ] JELD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:38.314138] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/JELD.txt
[2025-09-29T22:22:38.314383] [WARN ] [sig       ] [1082/2211] Failed JELD after 0.3s | 4.18 sym/s | Total: 4.3m | ETA: 4.5m
[2025-09-29T22:22:38.314460] [INFO ] [sig       ] [1083/2211] Forecasting JEQ...
[2025-09-29T22:22:38.314504] [INFO ] [sig       ] Generating forecast for: JEQ
[2025-09-29T22:22:38.314539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEQ.csv'.
[2025-09-29T22:22:38.324096] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JEQ'.
[2025-09-29T22:22:38.324434] [INFO ] [FORECASTER] Starting predict_future for JEQ
[2025-09-29T22:22:38.353266] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:38.354144] [DEBUG] [LOCAL     ] No optimal features file found for JEQ: ./output/feature-sets/JEQ.txt
[2025-09-29T22:22:38.354209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:38.354257] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:38.354294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:38.354377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:38.374825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:38.375432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:38.375520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:38.375558] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:38.402307] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:38.402484] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:38.402533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:38.402567] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:38.406880] [DEBUG] [FORECASTER] JEQ: Forecast T+1@11:T+2@11: DOWN (p=10.71%)
[2025-09-29T22:22:38.407254] [INFO ] [FORECASTER] Completed predict_future for JEQ
[2025-09-29T22:22:38.407403] [INFO ] [sig       ] JEQ: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:38.582468] [INFO ] [LOCAL     ] Saved forecast: JEQ	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/JEQ.txt
[2025-09-29T22:22:38.582761] [WARN ] [sig       ] [1083/2211] Failed JEQ after 0.3s | 4.18 sym/s | Total: 4.3m | ETA: 4.5m
[2025-09-29T22:22:38.582876] [INFO ] [sig       ] [1084/2211] Forecasting JFR...
[2025-09-29T22:22:38.582951] [INFO ] [sig       ] Generating forecast for: JFR
[2025-09-29T22:22:38.583024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFR' from 'https://tdm.silogroup.org/data/derivative_storage/JFR.csv'.
[2025-09-29T22:22:38.593427] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JFR'.
[2025-09-29T22:22:38.593922] [INFO ] [FORECASTER] Starting predict_future for JFR
[2025-09-29T22:22:38.622112] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:38.622963] [DEBUG] [LOCAL     ] No optimal features file found for JFR: ./output/feature-sets/JFR.txt
[2025-09-29T22:22:38.623022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:38.623059] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:38.623089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:38.623153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:38.642477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:38.643196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:38.643287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:38.643324] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:38.676151] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:38.676306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:38.676351] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:38.676385] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:38.680813] [DEBUG] [FORECASTER] JFR: Forecast T+1@11:T+2@11: DOWN (p=9.01%)
[2025-09-29T22:22:38.681126] [INFO ] [FORECASTER] Completed predict_future for JFR
[2025-09-29T22:22:38.681271] [INFO ] [sig       ] JFR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:38.841050] [INFO ] [LOCAL     ] Saved forecast: JFR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/JFR.txt
[2025-09-29T22:22:38.841307] [WARN ] [sig       ] [1084/2211] Failed JFR after 0.3s | 4.18 sym/s | Total: 4.3m | ETA: 4.5m
[2025-09-29T22:22:38.841398] [INFO ] [sig       ] [1085/2211] Forecasting JGH...
[2025-09-29T22:22:38.841470] [INFO ] [sig       ] Generating forecast for: JGH
[2025-09-29T22:22:38.841521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGH' from 'https://tdm.silogroup.org/data/derivative_storage/JGH.csv'.
[2025-09-29T22:22:38.852315] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JGH'.
[2025-09-29T22:22:38.852667] [INFO ] [FORECASTER] Starting predict_future for JGH
[2025-09-29T22:22:38.880077] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:38.880951] [DEBUG] [LOCAL     ] No optimal features file found for JGH: ./output/feature-sets/JGH.txt
[2025-09-29T22:22:38.881010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:38.881061] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:38.881112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:38.881174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:38.900592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:38.901225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:38.901315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:38.901355] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:38.934493] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:38.934668] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:38.934739] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:38.934777] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:38.939026] [DEBUG] [FORECASTER] JGH: Forecast T+1@11:T+2@11: DOWN (p=41.67%)
[2025-09-29T22:22:38.939340] [INFO ] [FORECASTER] Completed predict_future for JGH
[2025-09-29T22:22:38.939522] [INFO ] [sig       ] JGH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:39.106545] [INFO ] [LOCAL     ] Saved forecast: JGH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/JGH.txt
[2025-09-29T22:22:39.106828] [WARN ] [sig       ] [1085/2211] Failed JGH after 0.3s | 4.18 sym/s | Total: 4.3m | ETA: 4.5m
[2025-09-29T22:22:39.106926] [INFO ] [sig       ] [1086/2211] Forecasting JHG...
[2025-09-29T22:22:39.106998] [INFO ] [sig       ] Generating forecast for: JHG
[2025-09-29T22:22:39.107056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-09-29T22:22:39.117035] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JHG'.
[2025-09-29T22:22:39.117467] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-09-29T22:22:39.146679] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:39.147788] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-09-29T22:22:39.147847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:39.147882] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:39.147910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:39.147968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:39.169018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:39.169929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:39.170018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:39.170055] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:39.200329] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:39.200494] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:39.200542] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:39.200574] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:39.204849] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: DOWN (p=45.91%)
[2025-09-29T22:22:39.205210] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-09-29T22:22:39.205369] [INFO ] [sig       ] JHG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:39.364273] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/JHG.txt
[2025-09-29T22:22:39.364545] [WARN ] [sig       ] [1086/2211] Failed JHG after 0.3s | 4.18 sym/s | Total: 4.3m | ETA: 4.5m
[2025-09-29T22:22:39.364628] [INFO ] [sig       ] [1087/2211] Forecasting JHI...
[2025-09-29T22:22:39.364706] [INFO ] [sig       ] Generating forecast for: JHI
[2025-09-29T22:22:39.364749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-09-29T22:22:39.374367] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JHI'.
[2025-09-29T22:22:39.374790] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-09-29T22:22:39.401070] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:39.401930] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-09-29T22:22:39.402037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:39.402107] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:39.402161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:39.402249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:39.420524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:39.421249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:39.421339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:39.421399] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:39.453133] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:39.453282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:39.453325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:39.453360] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:39.457496] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=52.48%)
[2025-09-29T22:22:39.457846] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-09-29T22:22:39.457996] [INFO ] [sig       ] JHI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:39.613733] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/JHI.txt
[2025-09-29T22:22:39.614081] [WARN ] [sig       ] [1087/2211] Failed JHI after 0.2s | 4.18 sym/s | Total: 4.3m | ETA: 4.5m
[2025-09-29T22:22:39.614180] [INFO ] [sig       ] [1088/2211] Forecasting JHS...
[2025-09-29T22:22:39.614256] [INFO ] [sig       ] Generating forecast for: JHS
[2025-09-29T22:22:39.614312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHS' from 'https://tdm.silogroup.org/data/derivative_storage/JHS.csv'.
[2025-09-29T22:22:39.624397] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JHS'.
[2025-09-29T22:22:39.624731] [INFO ] [FORECASTER] Starting predict_future for JHS
[2025-09-29T22:22:39.650943] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:39.651747] [DEBUG] [LOCAL     ] No optimal features file found for JHS: ./output/feature-sets/JHS.txt
[2025-09-29T22:22:39.651805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:39.651841] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:39.651870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:39.651931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:39.671269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:39.671891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:39.671979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:39.672021] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:39.699217] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:39.699348] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:39.699393] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:39.699425] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:39.703160] [DEBUG] [FORECASTER] JHS: Forecast T+1@11:T+2@11: DOWN (p=7.40%)
[2025-09-29T22:22:39.703451] [INFO ] [FORECASTER] Completed predict_future for JHS
[2025-09-29T22:22:39.703586] [INFO ] [sig       ] JHS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:39.861423] [INFO ] [LOCAL     ] Saved forecast: JHS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/JHS.txt
[2025-09-29T22:22:39.861736] [WARN ] [sig       ] [1088/2211] Failed JHS after 0.2s | 4.18 sym/s | Total: 4.3m | ETA: 4.5m
[2025-09-29T22:22:39.862020] [INFO ] [sig       ] [1089/2211] Forecasting JHX...
[2025-09-29T22:22:39.862060] [INFO ] [sig       ] Generating forecast for: JHX
[2025-09-29T22:22:39.862092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-09-29T22:22:39.872814] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JHX'.
[2025-09-29T22:22:39.873200] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-09-29T22:22:39.900160] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:39.901004] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-09-29T22:22:39.901062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:39.901118] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:39.901148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:39.901206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:39.921948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:39.922612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:39.922720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:39.922764] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:39.952842] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:39.952943] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:39.952984] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:39.953016] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:39.957168] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=8.84%)
[2025-09-29T22:22:39.957443] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-09-29T22:22:39.957574] [INFO ] [sig       ] JHX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:40.116052] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/JHX.txt
[2025-09-29T22:22:40.116279] [WARN ] [sig       ] [1089/2211] Failed JHX after 0.3s | 4.18 sym/s | Total: 4.3m | ETA: 4.5m
[2025-09-29T22:22:40.116357] [INFO ] [sig       ] [1090/2211] Forecasting JILL...
[2025-09-29T22:22:40.116397] [INFO ] [sig       ] Generating forecast for: JILL
[2025-09-29T22:22:40.116429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-09-29T22:22:40.127007] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JILL'.
[2025-09-29T22:22:40.127341] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-09-29T22:22:40.154670] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:40.155501] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-09-29T22:22:40.155559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:40.155593] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:40.155623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:40.155716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:40.174812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:40.175373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:40.175459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:40.175495] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:40.204711] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:40.204850] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:40.204909] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:40.204986] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:40.210924] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: DOWN (p=27.35%)
[2025-09-29T22:22:40.211227] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-09-29T22:22:40.211370] [INFO ] [sig       ] JILL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:40.367525] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/JILL.txt
[2025-09-29T22:22:40.367783] [WARN ] [sig       ] [1090/2211] Failed JILL after 0.3s | 4.18 sym/s | Total: 4.3m | ETA: 4.5m
[2025-09-29T22:22:40.367858] [INFO ] [sig       ] [1091/2211] Forecasting JKS...
[2025-09-29T22:22:40.367893] [INFO ] [sig       ] Generating forecast for: JKS
[2025-09-29T22:22:40.367927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-09-29T22:22:40.377457] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JKS'.
[2025-09-29T22:22:40.377795] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-09-29T22:22:40.404326] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:40.405125] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-09-29T22:22:40.405183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:40.405219] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:40.405249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:40.405308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:40.426046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:40.426697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:40.426789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:40.426825] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:40.454166] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:40.454285] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:40.454335] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:40.454378] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:40.457860] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: DOWN (p=11.41%)
[2025-09-29T22:22:40.458146] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-09-29T22:22:40.458281] [INFO ] [sig       ] JKS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:40.613607] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/JKS.txt
[2025-09-29T22:22:40.613894] [WARN ] [sig       ] [1091/2211] Failed JKS after 0.2s | 4.18 sym/s | Total: 4.3m | ETA: 4.5m
[2025-09-29T22:22:40.613975] [INFO ] [sig       ] [1092/2211] Forecasting JLL...
[2025-09-29T22:22:40.614015] [INFO ] [sig       ] Generating forecast for: JLL
[2025-09-29T22:22:40.614049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-09-29T22:22:40.623987] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JLL'.
[2025-09-29T22:22:40.624352] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-09-29T22:22:40.651469] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:40.652315] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-09-29T22:22:40.652373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:40.652410] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:40.652441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:40.652503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:40.671975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:40.672589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:40.672699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:40.672752] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:40.701880] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:40.702019] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:40.702071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:40.702104] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:40.706012] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: DOWN (p=39.82%)
[2025-09-29T22:22:40.706370] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-09-29T22:22:40.706561] [INFO ] [sig       ] JLL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:40.869801] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/JLL.txt
[2025-09-29T22:22:40.870088] [WARN ] [sig       ] [1092/2211] Failed JLL after 0.3s | 4.18 sym/s | Total: 4.4m | ETA: 4.5m
[2025-09-29T22:22:40.870167] [INFO ] [sig       ] [1093/2211] Forecasting JLS...
[2025-09-29T22:22:40.870212] [INFO ] [sig       ] Generating forecast for: JLS
[2025-09-29T22:22:40.870283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-09-29T22:22:40.881274] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JLS'.
[2025-09-29T22:22:40.881709] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-09-29T22:22:40.909220] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:40.910059] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-09-29T22:22:40.910116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:40.910152] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:40.910183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:40.910244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:40.928327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:40.929039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:40.929125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:40.929160] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:40.960787] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:40.960949] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:40.960996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:40.961030] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:40.965504] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: DOWN (p=15.34%)
[2025-09-29T22:22:40.965864] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-09-29T22:22:40.966023] [INFO ] [sig       ] JLS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:41.131048] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/JLS.txt
[2025-09-29T22:22:41.131320] [WARN ] [sig       ] [1093/2211] Failed JLS after 0.3s | 4.18 sym/s | Total: 4.4m | ETA: 4.5m
[2025-09-29T22:22:41.131427] [INFO ] [sig       ] [1094/2211] Forecasting JMIA...
[2025-09-29T22:22:41.131473] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-09-29T22:22:41.131507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-09-29T22:22:41.141867] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JMIA'.
[2025-09-29T22:22:41.142226] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-09-29T22:22:41.172488] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:41.173464] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-09-29T22:22:41.173527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:41.173564] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:41.173594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:41.173675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:41.194265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:41.194952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:41.195044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:41.195081] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:41.224902] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:41.225065] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:41.225111] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:41.225143] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:41.228731] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: UP (p=98.42%)
[2025-09-29T22:22:41.229010] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-09-29T22:22:41.229139] [INFO ] [sig       ] JMIA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:41.389931] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/JMIA.txt
[2025-09-29T22:22:41.390221] [WARN ] [sig       ] [1094/2211] Failed JMIA after 0.3s | 4.18 sym/s | Total: 4.4m | ETA: 4.5m
[2025-09-29T22:22:41.390302] [INFO ] [sig       ] [1095/2211] Forecasting JNJ...
[2025-09-29T22:22:41.390342] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-09-29T22:22:41.390445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-09-29T22:22:41.402390] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JNJ'.
[2025-09-29T22:22:41.402846] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-09-29T22:22:41.432354] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:41.433399] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-09-29T22:22:41.433456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:41.433492] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:41.433520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:41.433578] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:41.452094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:41.452780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:41.452875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:41.452913] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:41.490403] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:41.490522] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:41.490566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:41.490605] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:41.494176] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=31.20%)
[2025-09-29T22:22:41.494479] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-09-29T22:22:41.494626] [INFO ] [sig       ] JNJ: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:41.646390] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/JNJ.txt
[2025-09-29T22:22:41.646605] [WARN ] [sig       ] [1095/2211] Failed JNJ after 0.3s | 4.18 sym/s | Total: 4.4m | ETA: 4.4m
[2025-09-29T22:22:41.646704] [INFO ] [sig       ] [1096/2211] Forecasting JOBY...
[2025-09-29T22:22:41.646746] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-09-29T22:22:41.646781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-09-29T22:22:41.657707] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JOBY'.
[2025-09-29T22:22:41.658009] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-09-29T22:22:41.685870] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:41.686631] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-09-29T22:22:41.686713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:41.686768] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:41.686797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:41.686855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:41.705340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:41.706125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:41.706209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:41.706243] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:41.746136] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:41.746254] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:41.746295] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:41.746339] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:41.750308] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=86.54%)
[2025-09-29T22:22:41.750631] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-09-29T22:22:41.751015] [INFO ] [sig       ] JOBY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:41.909293] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/JOBY.txt
[2025-09-29T22:22:41.909516] [WARN ] [sig       ] [1096/2211] Failed JOBY after 0.3s | 4.18 sym/s | Total: 4.4m | ETA: 4.4m
[2025-09-29T22:22:41.909591] [INFO ] [sig       ] [1097/2211] Forecasting JOE...
[2025-09-29T22:22:41.909630] [INFO ] [sig       ] Generating forecast for: JOE
[2025-09-29T22:22:41.909705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-09-29T22:22:41.919958] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JOE'.
[2025-09-29T22:22:41.920251] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-09-29T22:22:41.945879] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:41.946630] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-09-29T22:22:41.946712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:41.946752] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:41.946782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:41.946840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:41.965040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:41.965576] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:41.965718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:41.965770] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:42.002134] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:42.002226] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:42.002265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:42.002296] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:42.005545] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: UP (p=97.47%)
[2025-09-29T22:22:42.005841] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-09-29T22:22:42.005980] [INFO ] [sig       ] JOE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:42.153881] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/JOE.txt
[2025-09-29T22:22:42.154094] [WARN ] [sig       ] [1097/2211] Failed JOE after 0.2s | 4.18 sym/s | Total: 4.4m | ETA: 4.4m
[2025-09-29T22:22:42.154171] [INFO ] [sig       ] [1098/2211] Forecasting JOF...
[2025-09-29T22:22:42.154210] [INFO ] [sig       ] Generating forecast for: JOF
[2025-09-29T22:22:42.154242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-09-29T22:22:42.164237] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JOF'.
[2025-09-29T22:22:42.164518] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-09-29T22:22:42.191290] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:42.192251] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-09-29T22:22:42.192317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:42.192354] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:42.192382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:42.192516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:42.211069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:42.211936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:42.212031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:42.212066] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:42.250137] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:42.250283] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:42.250326] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:42.250357] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:42.253952] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: UP (p=73.72%)
[2025-09-29T22:22:42.254234] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-09-29T22:22:42.254369] [INFO ] [sig       ] JOF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:42.401849] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/JOF.txt
[2025-09-29T22:22:42.402064] [WARN ] [sig       ] [1098/2211] Failed JOF after 0.2s | 4.18 sym/s | Total: 4.4m | ETA: 4.4m
[2025-09-29T22:22:42.402171] [INFO ] [sig       ] [1099/2211] Forecasting JPC...
[2025-09-29T22:22:42.402210] [INFO ] [sig       ] Generating forecast for: JPC
[2025-09-29T22:22:42.402242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-09-29T22:22:42.413600] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JPC'.
[2025-09-29T22:22:42.413911] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-09-29T22:22:42.440275] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:42.441056] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-09-29T22:22:42.441111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:42.441145] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:42.441172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:42.441230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:42.459541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:42.460117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:42.460200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:42.460234] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:42.498457] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:42.498597] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:42.498670] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:42.498728] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:42.502454] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=98.06%)
[2025-09-29T22:22:42.502781] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-09-29T22:22:42.502994] [INFO ] [sig       ] JPC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:42.740733] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/JPC.txt
[2025-09-29T22:22:42.741059] [WARN ] [sig       ] [1099/2211] Failed JPC after 0.3s | 4.18 sym/s | Total: 4.4m | ETA: 4.4m
[2025-09-29T22:22:42.741160] [INFO ] [sig       ] [1100/2211] Forecasting JPM...
[2025-09-29T22:22:42.741211] [INFO ] [sig       ] Generating forecast for: JPM
[2025-09-29T22:22:42.741255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-09-29T22:22:42.754338] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JPM'.
[2025-09-29T22:22:42.754837] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-09-29T22:22:42.791825] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:42.793099] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-09-29T22:22:42.793168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:42.793212] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:42.793249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:42.793331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:42.820332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:42.821372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:42.821486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:42.821530] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:42.877971] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:42.878173] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:42.878227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:42.878267] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:42.883845] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: DOWN (p=20.70%)
[2025-09-29T22:22:42.884203] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-09-29T22:22:42.884378] [INFO ] [sig       ] JPM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:43.096916] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/JPM.txt
[2025-09-29T22:22:43.097193] [WARN ] [sig       ] [1100/2211] Failed JPM after 0.4s | 4.18 sym/s | Total: 4.4m | ETA: 4.4m
[2025-09-29T22:22:43.097260] [INFO ] [sig       ] [1101/2211] Forecasting JQC...
[2025-09-29T22:22:43.097296] [INFO ] [sig       ] Generating forecast for: JQC
[2025-09-29T22:22:43.097329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-09-29T22:22:43.112424] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JQC'.
[2025-09-29T22:22:43.112953] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-09-29T22:22:43.141341] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:43.142203] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-09-29T22:22:43.142261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:43.142297] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:43.142327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:43.142387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:43.162160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:43.162797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:43.162898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:43.162936] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:43.202635] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:43.202755] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:43.202823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:43.202860] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:43.208111] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: UP (p=96.88%)
[2025-09-29T22:22:43.208616] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-09-29T22:22:43.208821] [INFO ] [sig       ] JQC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:43.371507] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/JQC.txt
[2025-09-29T22:22:43.371805] [WARN ] [sig       ] [1101/2211] Failed JQC after 0.3s | 4.18 sym/s | Total: 4.4m | ETA: 4.4m
[2025-09-29T22:22:43.371906] [INFO ] [sig       ] [1102/2211] Forecasting JRI...
[2025-09-29T22:22:43.371980] [INFO ] [sig       ] Generating forecast for: JRI
[2025-09-29T22:22:43.372049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-09-29T22:22:43.383128] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JRI'.
[2025-09-29T22:22:43.383449] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-09-29T22:22:43.415876] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:43.416599] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-09-29T22:22:43.416680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:43.416732] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:43.416763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:43.416822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:43.435016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:43.435572] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:43.435680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:43.435735] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:43.483930] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:43.484025] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:43.484066] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:43.484140] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:43.488134] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=93.37%)
[2025-09-29T22:22:43.488429] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-09-29T22:22:43.488583] [INFO ] [sig       ] JRI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:43.638186] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/JRI.txt
[2025-09-29T22:22:43.638398] [WARN ] [sig       ] [1102/2211] Failed JRI after 0.3s | 4.18 sym/s | Total: 4.4m | ETA: 4.4m
[2025-09-29T22:22:43.638495] [INFO ] [sig       ] [1103/2211] Forecasting JRS...
[2025-09-29T22:22:43.638569] [INFO ] [sig       ] Generating forecast for: JRS
[2025-09-29T22:22:43.638634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-09-29T22:22:43.649347] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JRS'.
[2025-09-29T22:22:43.649708] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-09-29T22:22:43.675429] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:43.676241] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-09-29T22:22:43.676299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:43.676349] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:43.676380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:43.676437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:43.694237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:43.694815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:43.694898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:43.694932] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:43.739411] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:43.739514] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:43.739555] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:43.739589] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:43.743399] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: UP (p=83.04%)
[2025-09-29T22:22:43.743732] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-09-29T22:22:43.743890] [INFO ] [sig       ] JRS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:43.896293] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/JRS.txt
[2025-09-29T22:22:43.896615] [WARN ] [sig       ] [1103/2211] Failed JRS after 0.3s | 4.18 sym/s | Total: 4.4m | ETA: 4.4m
[2025-09-29T22:22:43.896785] [INFO ] [sig       ] [1104/2211] Forecasting JXN...
[2025-09-29T22:22:43.896841] [INFO ] [sig       ] Generating forecast for: JXN
[2025-09-29T22:22:43.896890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-09-29T22:22:43.909932] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'JXN'.
[2025-09-29T22:22:43.910323] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-09-29T22:22:43.936691] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:43.937465] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-09-29T22:22:43.937521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:43.937619] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:43.937712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:43.937811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:43.956452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:43.957033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:43.957143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:43.957198] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:44.003038] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:44.003157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:44.003199] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:44.003232] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:44.007269] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-09-29T22:22:44.007612] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-09-29T22:22:44.007804] [INFO ] [sig       ] JXN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:44.156358] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/JXN.txt
[2025-09-29T22:22:44.156568] [WARN ] [sig       ] [1104/2211] Failed JXN after 0.3s | 4.18 sym/s | Total: 4.4m | ETA: 4.4m
[2025-09-29T22:22:44.156691] [INFO ] [sig       ] [1105/2211] Forecasting K...
[2025-09-29T22:22:44.156764] [INFO ] [sig       ] Generating forecast for: K
[2025-09-29T22:22:44.156817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'.
[2025-09-29T22:22:44.167689] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'K'.
[2025-09-29T22:22:44.167996] [INFO ] [FORECASTER] Starting predict_future for K
[2025-09-29T22:22:44.194859] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:44.195620] [DEBUG] [LOCAL     ] No optimal features file found for K: ./output/feature-sets/K.txt
[2025-09-29T22:22:44.195702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:44.195747] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:44.195777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:44.195835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:44.214407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:44.215017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:44.215104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:44.215140] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:44.260109] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:44.260294] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:44.260369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:44.260424] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:44.264759] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: UP (p=65.33%)
[2025-09-29T22:22:44.265096] [INFO ] [FORECASTER] Completed predict_future for K
[2025-09-29T22:22:44.265257] [INFO ] [sig       ] K: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:44.418444] [INFO ] [LOCAL     ] Saved forecast: K	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/K.txt
[2025-09-29T22:22:44.418680] [WARN ] [sig       ] [1105/2211] Failed K after 0.3s | 4.18 sym/s | Total: 4.4m | ETA: 4.4m
[2025-09-29T22:22:44.418769] [INFO ] [sig       ] [1106/2211] Forecasting KAI...
[2025-09-29T22:22:44.418817] [INFO ] [sig       ] Generating forecast for: KAI
[2025-09-29T22:22:44.418852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-09-29T22:22:44.429396] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KAI'.
[2025-09-29T22:22:44.429726] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-09-29T22:22:44.456073] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:44.456832] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-09-29T22:22:44.456888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:44.456924] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:44.456953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:44.457011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:44.477627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:44.478201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:44.478288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:44.478321] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:44.515557] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:44.515663] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:44.515721] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:44.515755] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:44.519015] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: DOWN (p=7.04%)
[2025-09-29T22:22:44.519272] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-09-29T22:22:44.519407] [INFO ] [sig       ] KAI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:44.668404] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KAI.txt
[2025-09-29T22:22:44.668636] [WARN ] [sig       ] [1106/2211] Failed KAI after 0.2s | 4.18 sym/s | Total: 4.4m | ETA: 4.4m
[2025-09-29T22:22:44.668735] [INFO ] [sig       ] [1107/2211] Forecasting KAR...
[2025-09-29T22:22:44.668775] [INFO ] [sig       ] Generating forecast for: KAR
[2025-09-29T22:22:44.668808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAR' from 'https://tdm.silogroup.org/data/derivative_storage/KAR.csv'.
[2025-09-29T22:22:44.679955] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KAR'.
[2025-09-29T22:22:44.680431] [INFO ] [FORECASTER] Starting predict_future for KAR
[2025-09-29T22:22:44.707816] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:44.708743] [DEBUG] [LOCAL     ] No optimal features file found for KAR: ./output/feature-sets/KAR.txt
[2025-09-29T22:22:44.708803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:44.708840] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:44.708869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:44.708938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:44.727567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:44.728425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:44.728542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:44.728594] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:44.767708] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:44.767907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:44.767985] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:44.768036] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:44.774441] [DEBUG] [FORECASTER] KAR: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2025-09-29T22:22:44.774805] [INFO ] [FORECASTER] Completed predict_future for KAR
[2025-09-29T22:22:44.774964] [INFO ] [sig       ] KAR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:44.921885] [INFO ] [LOCAL     ] Saved forecast: KAR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/KAR.txt
[2025-09-29T22:22:44.922158] [WARN ] [sig       ] [1107/2211] Failed KAR after 0.3s | 4.17 sym/s | Total: 4.4m | ETA: 4.4m
[2025-09-29T22:22:44.922245] [INFO ] [sig       ] [1108/2211] Forecasting KB...
[2025-09-29T22:22:44.922287] [INFO ] [sig       ] Generating forecast for: KB
[2025-09-29T22:22:44.922319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-09-29T22:22:44.932940] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KB'.
[2025-09-29T22:22:44.933349] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-09-29T22:22:44.959755] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:44.960637] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-09-29T22:22:44.960877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:44.960916] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:44.960946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:44.961006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:44.979522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:44.980469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:44.980565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:44.980634] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:45.025933] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:45.026305] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:45.026411] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:45.026464] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:45.030458] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=10.10%)
[2025-09-29T22:22:45.030817] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-09-29T22:22:45.030971] [INFO ] [sig       ] KB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:45.188703] [INFO ] [LOCAL     ] Saved forecast: KB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KB.txt
[2025-09-29T22:22:45.188968] [WARN ] [sig       ] [1108/2211] Failed KB after 0.3s | 4.17 sym/s | Total: 4.4m | ETA: 4.4m
[2025-09-29T22:22:45.189115] [INFO ] [sig       ] [1109/2211] Forecasting KBDC...
[2025-09-29T22:22:45.189155] [INFO ] [sig       ] Generating forecast for: KBDC
[2025-09-29T22:22:45.189187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBDC' from 'https://tdm.silogroup.org/data/derivative_storage/KBDC.csv'.
[2025-09-29T22:22:45.202662] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KBDC'.
[2025-09-29T22:22:45.203058] [INFO ] [FORECASTER] Starting predict_future for KBDC
[2025-09-29T22:22:45.229578] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:45.230495] [DEBUG] [LOCAL     ] No optimal features file found for KBDC: ./output/feature-sets/KBDC.txt
[2025-09-29T22:22:45.230556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:45.230598] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:45.230629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:45.230726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:45.249937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:45.250734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:45.250824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:45.250859] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:45.291520] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:45.291688] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:45.291748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:45.291780] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:45.295326] [DEBUG] [FORECASTER] KBDC: Forecast T+1@11:T+2@11: UP (p=67.76%)
[2025-09-29T22:22:45.295603] [INFO ] [FORECASTER] Completed predict_future for KBDC
[2025-09-29T22:22:45.295777] [INFO ] [sig       ] KBDC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:45.445437] [INFO ] [LOCAL     ] Saved forecast: KBDC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/KBDC.txt
[2025-09-29T22:22:45.445678] [WARN ] [sig       ] [1109/2211] Failed KBDC after 0.3s | 4.17 sym/s | Total: 4.4m | ETA: 4.4m
[2025-09-29T22:22:45.445762] [INFO ] [sig       ] [1110/2211] Forecasting KBH...
[2025-09-29T22:22:45.445802] [INFO ] [sig       ] Generating forecast for: KBH
[2025-09-29T22:22:45.445835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-09-29T22:22:45.456229] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KBH'.
[2025-09-29T22:22:45.456528] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-09-29T22:22:45.481893] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:45.482581] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-09-29T22:22:45.482635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:45.482710] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:45.482761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:45.482821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:45.500736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:45.501278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:45.501361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:45.501394] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:45.540675] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:45.540763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:45.540800] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:45.540830] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:45.544371] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=3.28%)
[2025-09-29T22:22:45.544661] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-09-29T22:22:45.544855] [INFO ] [sig       ] KBH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:45.716637] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KBH.txt
[2025-09-29T22:22:45.716928] [WARN ] [sig       ] [1110/2211] Failed KBH after 0.3s | 4.17 sym/s | Total: 4.4m | ETA: 4.4m
[2025-09-29T22:22:45.717008] [INFO ] [sig       ] [1111/2211] Forecasting KBR...
[2025-09-29T22:22:45.717049] [INFO ] [sig       ] Generating forecast for: KBR
[2025-09-29T22:22:45.717110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBR' from 'https://tdm.silogroup.org/data/derivative_storage/KBR.csv'.
[2025-09-29T22:22:45.722492] [WARN ] [REMOTE    ] Historical data not found for symbol 'KBR' (404).
[2025-09-29T22:22:45.722821] [FATAL] [sig       ] KBR: No historical data fetched.
[2025-09-29T22:22:45.722916] [WARN ] [sig       ] [1111/2211] Failed KBR after 0.0s | 4.18 sym/s | Total: 4.4m | ETA: 4.4m
[2025-09-29T22:22:45.722988] [INFO ] [sig       ] [1112/2211] Forecasting KD...
[2025-09-29T22:22:45.723029] [INFO ] [sig       ] Generating forecast for: KD
[2025-09-29T22:22:45.723139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-09-29T22:22:45.735420] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KD'.
[2025-09-29T22:22:45.735952] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-09-29T22:22:45.763342] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:45.764296] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-09-29T22:22:45.764355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:45.764390] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:45.764420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:45.764478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:45.783547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:45.784269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:45.784358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:45.784396] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:45.827636] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:45.827821] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:45.827913] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:45.827952] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:45.831595] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: UP (p=57.56%)
[2025-09-29T22:22:45.831908] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-09-29T22:22:45.832056] [INFO ] [sig       ] KD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:45.984224] [INFO ] [LOCAL     ] Saved forecast: KD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/KD.txt
[2025-09-29T22:22:45.984501] [WARN ] [sig       ] [1112/2211] Failed KD after 0.3s | 4.18 sym/s | Total: 4.4m | ETA: 4.4m
[2025-09-29T22:22:45.984581] [INFO ] [sig       ] [1113/2211] Forecasting KEN...
[2025-09-29T22:22:45.984620] [INFO ] [sig       ] Generating forecast for: KEN
[2025-09-29T22:22:45.984684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-09-29T22:22:45.995809] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KEN'.
[2025-09-29T22:22:45.996244] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-09-29T22:22:46.023826] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:46.024755] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-09-29T22:22:46.024813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:46.024889] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:46.024929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:46.024988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:46.043780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:46.044724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:46.044812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:46.044847] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:46.082932] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:46.083101] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:46.083191] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:46.083238] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:46.086727] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: UP (p=77.08%)
[2025-09-29T22:22:46.087238] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-09-29T22:22:46.087384] [INFO ] [sig       ] KEN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:46.241607] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/KEN.txt
[2025-09-29T22:22:46.241908] [WARN ] [sig       ] [1113/2211] Failed KEN after 0.3s | 4.18 sym/s | Total: 4.4m | ETA: 4.4m
[2025-09-29T22:22:46.242010] [INFO ] [sig       ] [1114/2211] Forecasting KEP...
[2025-09-29T22:22:46.242049] [INFO ] [sig       ] Generating forecast for: KEP
[2025-09-29T22:22:46.242083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-09-29T22:22:46.254062] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KEP'.
[2025-09-29T22:22:46.254482] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-09-29T22:22:46.283193] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:46.284053] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-09-29T22:22:46.284116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:46.284153] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:46.284182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:46.284243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:46.302200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:46.302938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:46.303027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:46.303061] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:46.342444] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:46.342629] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:46.342756] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:46.342812] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:46.347006] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=22.30%)
[2025-09-29T22:22:46.347338] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-09-29T22:22:46.347484] [INFO ] [sig       ] KEP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:46.497275] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KEP.txt
[2025-09-29T22:22:46.497529] [WARN ] [sig       ] [1114/2211] Failed KEP after 0.3s | 4.18 sym/s | Total: 4.4m | ETA: 4.4m
[2025-09-29T22:22:46.497610] [INFO ] [sig       ] [1115/2211] Forecasting KEX...
[2025-09-29T22:22:46.497681] [INFO ] [sig       ] Generating forecast for: KEX
[2025-09-29T22:22:46.497734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-09-29T22:22:46.509897] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KEX'.
[2025-09-29T22:22:46.510342] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-09-29T22:22:46.539740] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:46.541036] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-09-29T22:22:46.541095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:46.541130] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:46.541159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:46.541276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:46.560658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:46.561274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:46.561363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:46.561399] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:46.603357] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:46.603530] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:46.603577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:46.603610] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:46.607522] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=0.03%)
[2025-09-29T22:22:46.608173] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-09-29T22:22:46.608335] [INFO ] [sig       ] KEX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:46.768453] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KEX.txt
[2025-09-29T22:22:46.768752] [WARN ] [sig       ] [1115/2211] Failed KEX after 0.3s | 4.18 sym/s | Total: 4.5m | ETA: 4.4m
[2025-09-29T22:22:46.768841] [INFO ] [sig       ] [1116/2211] Forecasting KEYS...
[2025-09-29T22:22:46.768882] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-09-29T22:22:46.768919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-09-29T22:22:46.780730] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KEYS'.
[2025-09-29T22:22:46.781255] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-09-29T22:22:46.809086] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:46.810128] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-09-29T22:22:46.810188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:46.810225] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:46.810299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:46.810361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:46.829854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:46.830939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:46.831033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:46.831069] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:46.873228] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:46.873396] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:46.873440] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:46.873471] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:46.876997] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=73.32%)
[2025-09-29T22:22:46.877318] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-09-29T22:22:46.877470] [INFO ] [sig       ] KEYS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:47.029765] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/KEYS.txt
[2025-09-29T22:22:47.030064] [WARN ] [sig       ] [1116/2211] Failed KEYS after 0.3s | 4.18 sym/s | Total: 4.5m | ETA: 4.4m
[2025-09-29T22:22:47.030147] [INFO ] [sig       ] [1117/2211] Forecasting KF...
[2025-09-29T22:22:47.030187] [INFO ] [sig       ] Generating forecast for: KF
[2025-09-29T22:22:47.030221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KF' from 'https://tdm.silogroup.org/data/derivative_storage/KF.csv'.
[2025-09-29T22:22:47.041879] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KF'.
[2025-09-29T22:22:47.042352] [INFO ] [FORECASTER] Starting predict_future for KF
[2025-09-29T22:22:47.081867] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:47.083006] [DEBUG] [LOCAL     ] No optimal features file found for KF: ./output/feature-sets/KF.txt
[2025-09-29T22:22:47.083083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:47.083141] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:47.083186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:47.083275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:47.103155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:47.104091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:47.104186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:47.104222] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:47.137320] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:47.137482] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:47.137527] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:47.137576] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:47.141810] [DEBUG] [FORECASTER] KF: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-09-29T22:22:47.142166] [INFO ] [FORECASTER] Completed predict_future for KF
[2025-09-29T22:22:47.142361] [INFO ] [sig       ] KF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:47.299845] [INFO ] [LOCAL     ] Saved forecast: KF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KF.txt
[2025-09-29T22:22:47.300106] [WARN ] [sig       ] [1117/2211] Failed KF after 0.3s | 4.18 sym/s | Total: 4.5m | ETA: 4.4m
[2025-09-29T22:22:47.300185] [INFO ] [sig       ] [1118/2211] Forecasting KFRC...
[2025-09-29T22:22:47.300226] [INFO ] [sig       ] Generating forecast for: KFRC
[2025-09-29T22:22:47.300258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFRC' from 'https://tdm.silogroup.org/data/derivative_storage/KFRC.csv'.
[2025-09-29T22:22:47.311970] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KFRC'.
[2025-09-29T22:22:47.312475] [INFO ] [FORECASTER] Starting predict_future for KFRC
[2025-09-29T22:22:47.345929] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:47.346869] [DEBUG] [LOCAL     ] No optimal features file found for KFRC: ./output/feature-sets/KFRC.txt
[2025-09-29T22:22:47.346934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:47.346972] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:47.347267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:47.347367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:47.367552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:47.368547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:47.368716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:47.368775] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:47.407005] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:47.407240] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:47.407310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:47.407346] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:47.412391] [DEBUG] [FORECASTER] KFRC: Forecast T+1@11:T+2@11: DOWN (p=8.69%)
[2025-09-29T22:22:47.412824] [INFO ] [FORECASTER] Completed predict_future for KFRC
[2025-09-29T22:22:47.413638] [INFO ] [sig       ] KFRC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:47.579861] [INFO ] [LOCAL     ] Saved forecast: KFRC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KFRC.txt
[2025-09-29T22:22:47.580262] [WARN ] [sig       ] [1118/2211] Failed KFRC after 0.3s | 4.17 sym/s | Total: 4.5m | ETA: 4.4m
[2025-09-29T22:22:47.580363] [INFO ] [sig       ] [1119/2211] Forecasting KFS...
[2025-09-29T22:22:47.580420] [INFO ] [sig       ] Generating forecast for: KFS
[2025-09-29T22:22:47.580456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-09-29T22:22:47.593121] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KFS'.
[2025-09-29T22:22:47.593587] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-09-29T22:22:47.635746] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:47.637176] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-09-29T22:22:47.637266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:47.637312] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:47.637355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:47.637437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:47.669480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:47.670717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:47.670842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:47.670898] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:47.721203] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:47.721378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:47.721425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:47.721463] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:47.725332] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=20.52%)
[2025-09-29T22:22:47.725720] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-09-29T22:22:47.725969] [INFO ] [sig       ] KFS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:47.894541] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KFS.txt
[2025-09-29T22:22:47.894858] [WARN ] [sig       ] [1119/2211] Failed KFS after 0.3s | 4.17 sym/s | Total: 4.5m | ETA: 4.4m
[2025-09-29T22:22:47.894946] [INFO ] [sig       ] [1120/2211] Forecasting KFY...
[2025-09-29T22:22:47.894988] [INFO ] [sig       ] Generating forecast for: KFY
[2025-09-29T22:22:47.895023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-09-29T22:22:47.905522] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KFY'.
[2025-09-29T22:22:47.905935] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-09-29T22:22:47.938024] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:47.939042] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-09-29T22:22:47.939103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:47.939139] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:47.939168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:47.939226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:47.960975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:47.962087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:47.962184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:47.962220] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:47.998507] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:47.998702] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:47.998763] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:47.998797] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:48.002637] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: DOWN (p=24.17%)
[2025-09-29T22:22:48.003041] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-09-29T22:22:48.003208] [INFO ] [sig       ] KFY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:48.166491] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KFY.txt
[2025-09-29T22:22:48.166808] [WARN ] [sig       ] [1120/2211] Failed KFY after 0.3s | 4.17 sym/s | Total: 4.5m | ETA: 4.4m
[2025-09-29T22:22:48.166922] [INFO ] [sig       ] [1121/2211] Forecasting KGC...
[2025-09-29T22:22:48.166987] [INFO ] [sig       ] Generating forecast for: KGC
[2025-09-29T22:22:48.167028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGC' from 'https://tdm.silogroup.org/data/derivative_storage/KGC.csv'.
[2025-09-29T22:22:48.178638] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KGC'.
[2025-09-29T22:22:48.179114] [INFO ] [FORECASTER] Starting predict_future for KGC
[2025-09-29T22:22:48.206754] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:48.207625] [DEBUG] [LOCAL     ] No optimal features file found for KGC: ./output/feature-sets/KGC.txt
[2025-09-29T22:22:48.207707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:48.207749] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:48.207778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:48.207837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:48.227140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:48.228109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:48.228203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:48.228240] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:48.266872] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:48.267044] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:48.267138] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:48.267227] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:48.271189] [DEBUG] [FORECASTER] KGC: Forecast T+1@11:T+2@11: DOWN (p=22.28%)
[2025-09-29T22:22:48.271527] [INFO ] [FORECASTER] Completed predict_future for KGC
[2025-09-29T22:22:48.271709] [INFO ] [sig       ] KGC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:48.435979] [INFO ] [LOCAL     ] Saved forecast: KGC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KGC.txt
[2025-09-29T22:22:48.436268] [WARN ] [sig       ] [1121/2211] Failed KGC after 0.3s | 4.17 sym/s | Total: 4.5m | ETA: 4.4m
[2025-09-29T22:22:48.436353] [INFO ] [sig       ] [1122/2211] Forecasting KGS...
[2025-09-29T22:22:48.436393] [INFO ] [sig       ] Generating forecast for: KGS
[2025-09-29T22:22:48.436426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-09-29T22:22:48.447850] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KGS'.
[2025-09-29T22:22:48.448235] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-09-29T22:22:48.476618] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:48.477544] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-09-29T22:22:48.477602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:48.477638] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:48.477716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:48.477786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:48.496142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:48.497136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:48.497235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:48.497271] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:48.535477] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:48.535679] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:48.535749] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:48.535786] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:48.539388] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: UP (p=83.93%)
[2025-09-29T22:22:48.539708] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-09-29T22:22:48.539863] [INFO ] [sig       ] KGS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:48.695150] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/KGS.txt
[2025-09-29T22:22:48.695413] [WARN ] [sig       ] [1122/2211] Failed KGS after 0.3s | 4.17 sym/s | Total: 4.5m | ETA: 4.4m
[2025-09-29T22:22:48.695510] [INFO ] [sig       ] [1123/2211] Forecasting KIM...
[2025-09-29T22:22:48.695549] [INFO ] [sig       ] Generating forecast for: KIM
[2025-09-29T22:22:48.695590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-09-29T22:22:48.708322] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KIM'.
[2025-09-29T22:22:48.708827] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-09-29T22:22:48.737019] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:48.737950] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-09-29T22:22:48.738021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:48.738076] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:48.738111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:48.738224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:48.759888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:48.760825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:48.760921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:48.760959] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:48.802243] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:48.802419] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:48.802464] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:48.802546] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:48.806441] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=3.34%)
[2025-09-29T22:22:48.806825] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-09-29T22:22:48.806990] [INFO ] [sig       ] KIM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:48.974629] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KIM.txt
[2025-09-29T22:22:48.975130] [WARN ] [sig       ] [1123/2211] Failed KIM after 0.3s | 4.17 sym/s | Total: 4.5m | ETA: 4.3m
[2025-09-29T22:22:48.975280] [INFO ] [sig       ] [1124/2211] Forecasting KIO...
[2025-09-29T22:22:48.975361] [INFO ] [sig       ] Generating forecast for: KIO
[2025-09-29T22:22:48.975409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-09-29T22:22:48.987510] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KIO'.
[2025-09-29T22:22:48.987919] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-09-29T22:22:49.015566] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:49.016409] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-09-29T22:22:49.016467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:49.016503] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:49.016532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:49.016636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:49.038307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:49.039454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:49.039553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:49.039591] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:49.076297] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:49.076477] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:49.076520] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:49.076552] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:49.080447] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: DOWN (p=49.96%)
[2025-09-29T22:22:49.080860] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-09-29T22:22:49.081029] [INFO ] [sig       ] KIO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:49.248538] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KIO.txt
[2025-09-29T22:22:49.248872] [WARN ] [sig       ] [1124/2211] Failed KIO after 0.3s | 4.17 sym/s | Total: 4.5m | ETA: 4.3m
[2025-09-29T22:22:49.248963] [INFO ] [sig       ] [1125/2211] Forecasting KKR...
[2025-09-29T22:22:49.249005] [INFO ] [sig       ] Generating forecast for: KKR
[2025-09-29T22:22:49.249039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKR' from 'https://tdm.silogroup.org/data/derivative_storage/KKR.csv'.
[2025-09-29T22:22:49.262498] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KKR'.
[2025-09-29T22:22:49.262967] [INFO ] [FORECASTER] Starting predict_future for KKR
[2025-09-29T22:22:49.294297] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:49.295409] [DEBUG] [LOCAL     ] No optimal features file found for KKR: ./output/feature-sets/KKR.txt
[2025-09-29T22:22:49.295475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:49.295520] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:49.295552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:49.295614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:49.316757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:49.317693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:49.317787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:49.317822] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:49.351504] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:49.351931] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:49.351984] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:49.352018] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:49.359169] [DEBUG] [FORECASTER] KKR: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2025-09-29T22:22:49.359518] [INFO ] [FORECASTER] Completed predict_future for KKR
[2025-09-29T22:22:49.359706] [INFO ] [sig       ] KKR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:49.522663] [INFO ] [LOCAL     ] Saved forecast: KKR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KKR.txt
[2025-09-29T22:22:49.522935] [WARN ] [sig       ] [1125/2211] Failed KKR after 0.3s | 4.17 sym/s | Total: 4.5m | ETA: 4.3m
[2025-09-29T22:22:49.523022] [INFO ] [sig       ] [1126/2211] Forecasting KKRS...
[2025-09-29T22:22:49.523063] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-09-29T22:22:49.523097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-09-29T22:22:49.534737] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KKRS'.
[2025-09-29T22:22:49.535228] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-09-29T22:22:49.564949] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:49.565938] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-09-29T22:22:49.566009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:49.566046] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:49.566077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:49.566138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:49.585379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:49.586304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:49.586405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:49.586443] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:49.624525] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:49.624722] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:49.624781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:49.624815] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:49.628888] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: DOWN (p=9.45%)
[2025-09-29T22:22:49.629261] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-09-29T22:22:49.629413] [INFO ] [sig       ] KKRS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:49.795515] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KKRS.txt
[2025-09-29T22:22:49.795814] [WARN ] [sig       ] [1126/2211] Failed KKRS after 0.3s | 4.17 sym/s | Total: 4.5m | ETA: 4.3m
[2025-09-29T22:22:49.795896] [INFO ] [sig       ] [1127/2211] Forecasting KLC...
[2025-09-29T22:22:49.795936] [INFO ] [sig       ] Generating forecast for: KLC
[2025-09-29T22:22:49.795969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLC' from 'https://tdm.silogroup.org/data/derivative_storage/KLC.csv'.
[2025-09-29T22:22:49.807311] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KLC'.
[2025-09-29T22:22:49.807724] [INFO ] [FORECASTER] Starting predict_future for KLC
[2025-09-29T22:22:49.837716] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:49.838759] [DEBUG] [LOCAL     ] No optimal features file found for KLC: ./output/feature-sets/KLC.txt
[2025-09-29T22:22:49.838818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:49.838855] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:49.838884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:49.839132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:49.859873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:49.860563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:49.860697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:49.860754] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:49.898759] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:49.898917] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:49.898960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:49.898992] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:49.902635] [DEBUG] [FORECASTER] KLC: Forecast T+1@11:T+2@11: DOWN (p=15.62%)
[2025-09-29T22:22:49.902949] [INFO ] [FORECASTER] Completed predict_future for KLC
[2025-09-29T22:22:49.903095] [INFO ] [sig       ] KLC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:50.069376] [INFO ] [LOCAL     ] Saved forecast: KLC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KLC.txt
[2025-09-29T22:22:50.069661] [WARN ] [sig       ] [1127/2211] Failed KLC after 0.3s | 4.17 sym/s | Total: 4.5m | ETA: 4.3m
[2025-09-29T22:22:50.069748] [INFO ] [sig       ] [1128/2211] Forecasting KMI...
[2025-09-29T22:22:50.069791] [INFO ] [sig       ] Generating forecast for: KMI
[2025-09-29T22:22:50.069825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-09-29T22:22:50.080786] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KMI'.
[2025-09-29T22:22:50.081181] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-09-29T22:22:50.108229] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:50.109124] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-09-29T22:22:50.109186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:50.109222] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:50.109251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:50.109310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:50.128753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:50.129547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:50.129671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:50.129728] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:50.168918] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:50.169084] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:50.169129] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:50.169176] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:50.173062] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: UP (p=55.38%)
[2025-09-29T22:22:50.173438] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-09-29T22:22:50.173595] [INFO ] [sig       ] KMI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:50.329918] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/KMI.txt
[2025-09-29T22:22:50.330189] [WARN ] [sig       ] [1128/2211] Failed KMI after 0.3s | 4.17 sym/s | Total: 4.5m | ETA: 4.3m
[2025-09-29T22:22:50.330270] [INFO ] [sig       ] [1129/2211] Forecasting KMPB...
[2025-09-29T22:22:50.330312] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-09-29T22:22:50.330364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-09-29T22:22:50.342371] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KMPB'.
[2025-09-29T22:22:50.342753] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-09-29T22:22:50.369689] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:50.370463] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-09-29T22:22:50.370520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:50.370556] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:50.370585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:50.370668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:50.391345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:50.392039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:50.392132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:50.392180] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:50.431818] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:50.432031] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:50.432095] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:50.432129] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:50.436175] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: DOWN (p=29.64%)
[2025-09-29T22:22:50.436492] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-09-29T22:22:50.436676] [INFO ] [sig       ] KMPB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:50.600977] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KMPB.txt
[2025-09-29T22:22:50.601237] [WARN ] [sig       ] [1129/2211] Failed KMPB after 0.3s | 4.17 sym/s | Total: 4.5m | ETA: 4.3m
[2025-09-29T22:22:50.601315] [INFO ] [sig       ] [1130/2211] Forecasting KMPR...
[2025-09-29T22:22:50.601355] [INFO ] [sig       ] Generating forecast for: KMPR
[2025-09-29T22:22:50.601388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPR' from 'https://tdm.silogroup.org/data/derivative_storage/KMPR.csv'.
[2025-09-29T22:22:50.612809] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KMPR'.
[2025-09-29T22:22:50.613318] [INFO ] [FORECASTER] Starting predict_future for KMPR
[2025-09-29T22:22:50.639989] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:50.640854] [DEBUG] [LOCAL     ] No optimal features file found for KMPR: ./output/feature-sets/KMPR.txt
[2025-09-29T22:22:50.640912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:50.640949] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:50.640980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:50.641057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:50.661296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:50.662115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:50.662206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:50.662242] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:50.703426] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:50.703603] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:50.703710] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:50.703773] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:50.708497] [DEBUG] [FORECASTER] KMPR: Forecast T+1@11:T+2@11: DOWN (p=13.92%)
[2025-09-29T22:22:50.708897] [INFO ] [FORECASTER] Completed predict_future for KMPR
[2025-09-29T22:22:50.709060] [INFO ] [sig       ] KMPR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:50.864324] [INFO ] [LOCAL     ] Saved forecast: KMPR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KMPR.txt
[2025-09-29T22:22:50.864627] [WARN ] [sig       ] [1130/2211] Failed KMPR after 0.3s | 4.17 sym/s | Total: 4.5m | ETA: 4.3m
[2025-09-29T22:22:50.864731] [INFO ] [sig       ] [1131/2211] Forecasting KMT...
[2025-09-29T22:22:50.864772] [INFO ] [sig       ] Generating forecast for: KMT
[2025-09-29T22:22:50.864806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMT' from 'https://tdm.silogroup.org/data/derivative_storage/KMT.csv'.
[2025-09-29T22:22:50.875602] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KMT'.
[2025-09-29T22:22:50.875989] [INFO ] [FORECASTER] Starting predict_future for KMT
[2025-09-29T22:22:50.903490] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:50.904536] [DEBUG] [LOCAL     ] No optimal features file found for KMT: ./output/feature-sets/KMT.txt
[2025-09-29T22:22:50.904598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:50.904634] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:50.904705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:50.904775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:50.923502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:50.924105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:50.924190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:50.924226] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:50.962812] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:50.962972] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:50.963017] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:50.963049] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:50.966893] [DEBUG] [FORECASTER] KMT: Forecast T+1@11:T+2@11: DOWN (p=21.75%)
[2025-09-29T22:22:50.967231] [INFO ] [FORECASTER] Completed predict_future for KMT
[2025-09-29T22:22:50.967377] [INFO ] [sig       ] KMT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:51.140036] [INFO ] [LOCAL     ] Saved forecast: KMT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KMT.txt
[2025-09-29T22:22:51.140270] [WARN ] [sig       ] [1131/2211] Failed KMT after 0.3s | 4.17 sym/s | Total: 4.5m | ETA: 4.3m
[2025-09-29T22:22:51.140362] [INFO ] [sig       ] [1132/2211] Forecasting KMX...
[2025-09-29T22:22:51.140433] [INFO ] [sig       ] Generating forecast for: KMX
[2025-09-29T22:22:51.140487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-09-29T22:22:51.151432] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KMX'.
[2025-09-29T22:22:51.151792] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-09-29T22:22:51.185262] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:51.186106] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-09-29T22:22:51.186165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:51.186201] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:51.186230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:51.186344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:51.206031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:51.206943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:51.207032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:51.207067] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:51.235329] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:51.235453] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:51.235497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:51.235529] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:51.239269] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=11.06%)
[2025-09-29T22:22:51.239546] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-09-29T22:22:51.239712] [INFO ] [sig       ] KMX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:51.399762] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KMX.txt
[2025-09-29T22:22:51.399996] [WARN ] [sig       ] [1132/2211] Failed KMX after 0.3s | 4.17 sym/s | Total: 4.5m | ETA: 4.3m
[2025-09-29T22:22:51.400073] [INFO ] [sig       ] [1133/2211] Forecasting KN...
[2025-09-29T22:22:51.400113] [INFO ] [sig       ] Generating forecast for: KN
[2025-09-29T22:22:51.400154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-09-29T22:22:51.413102] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KN'.
[2025-09-29T22:22:51.413524] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-09-29T22:22:51.443931] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:51.444771] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-09-29T22:22:51.444831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:51.444866] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:51.444897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:51.444956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:51.464479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:51.465142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:51.465230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:51.465266] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:51.498348] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:51.498508] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:51.498575] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:51.498610] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:51.502438] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: UP (p=96.54%)
[2025-09-29T22:22:51.502784] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-09-29T22:22:51.502929] [INFO ] [sig       ] KN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:51.660568] [INFO ] [LOCAL     ] Saved forecast: KN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/KN.txt
[2025-09-29T22:22:51.661008] [WARN ] [sig       ] [1133/2211] Failed KN after 0.3s | 4.17 sym/s | Total: 4.5m | ETA: 4.3m
[2025-09-29T22:22:51.661144] [INFO ] [sig       ] [1134/2211] Forecasting KNF...
[2025-09-29T22:22:51.661188] [INFO ] [sig       ] Generating forecast for: KNF
[2025-09-29T22:22:51.661223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-09-29T22:22:51.671618] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KNF'.
[2025-09-29T22:22:51.672011] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-09-29T22:22:51.700373] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:51.701150] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-09-29T22:22:51.701206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:51.701241] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:51.701269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:51.701358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:51.720523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:51.721170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:51.721256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:51.721292] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:51.749886] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:51.750217] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:51.750258] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:51.750289] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:51.754276] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=29.74%)
[2025-09-29T22:22:51.754557] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-09-29T22:22:51.754726] [INFO ] [sig       ] KNF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:51.903526] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KNF.txt
[2025-09-29T22:22:51.903820] [WARN ] [sig       ] [1134/2211] Failed KNF after 0.2s | 4.17 sym/s | Total: 4.5m | ETA: 4.3m
[2025-09-29T22:22:51.903906] [INFO ] [sig       ] [1135/2211] Forecasting KNOP...
[2025-09-29T22:22:51.903952] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-09-29T22:22:51.903985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-09-29T22:22:51.913786] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KNOP'.
[2025-09-29T22:22:51.914106] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-09-29T22:22:51.940364] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:51.941328] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-09-29T22:22:51.941384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:51.941419] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:51.941447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:51.941505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:51.960573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:51.961283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:51.961374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:51.961408] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:51.989859] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:51.989983] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:51.990023] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:51.990073] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:51.993458] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=1.94%)
[2025-09-29T22:22:51.993795] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-09-29T22:22:51.993972] [INFO ] [sig       ] KNOP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:52.156426] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KNOP.txt
[2025-09-29T22:22:52.156762] [WARN ] [sig       ] [1135/2211] Failed KNOP after 0.3s | 4.17 sym/s | Total: 4.5m | ETA: 4.3m
[2025-09-29T22:22:52.156870] [INFO ] [sig       ] [1136/2211] Forecasting KNSL...
[2025-09-29T22:22:52.156923] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-09-29T22:22:52.157168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-09-29T22:22:52.167577] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KNSL'.
[2025-09-29T22:22:52.167967] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-09-29T22:22:52.195762] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:52.196573] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-09-29T22:22:52.196631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:52.196710] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:52.196752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:52.196818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:52.217010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:52.217729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:52.217820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:52.217855] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:52.251027] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:52.251193] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:52.251239] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:52.251274] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:52.255571] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: DOWN (p=17.21%)
[2025-09-29T22:22:52.255927] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-09-29T22:22:52.256082] [INFO ] [sig       ] KNSL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:52.425268] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KNSL.txt
[2025-09-29T22:22:52.425675] [WARN ] [sig       ] [1136/2211] Failed KNSL after 0.3s | 4.17 sym/s | Total: 4.5m | ETA: 4.3m
[2025-09-29T22:22:52.425785] [INFO ] [sig       ] [1137/2211] Forecasting KNTK...
[2025-09-29T22:22:52.425841] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-09-29T22:22:52.425889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-09-29T22:22:52.439242] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KNTK'.
[2025-09-29T22:22:52.439789] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-09-29T22:22:52.469803] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:52.470609] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-09-29T22:22:52.470690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:52.470739] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:52.470772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:52.470852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:52.489286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:52.490141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:52.490232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:52.490268] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:52.521129] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:52.521312] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:52.521363] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:52.521395] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:52.525409] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: DOWN (p=15.48%)
[2025-09-29T22:22:52.525754] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-09-29T22:22:52.525899] [INFO ] [sig       ] KNTK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:52.687997] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KNTK.txt
[2025-09-29T22:22:52.688243] [WARN ] [sig       ] [1137/2211] Failed KNTK after 0.3s | 4.17 sym/s | Total: 4.5m | ETA: 4.3m
[2025-09-29T22:22:52.688347] [INFO ] [sig       ] [1138/2211] Forecasting KNX...
[2025-09-29T22:22:52.688388] [INFO ] [sig       ] Generating forecast for: KNX
[2025-09-29T22:22:52.688421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-09-29T22:22:52.698265] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KNX'.
[2025-09-29T22:22:52.698703] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-09-29T22:22:52.724605] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:52.725483] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-09-29T22:22:52.725542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:52.725578] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:52.725607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:52.725688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:52.743633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:52.744271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:52.744357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:52.744391] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:52.783633] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:52.783800] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:52.783848] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:52.783879] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:52.788029] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: UP (p=93.49%)
[2025-09-29T22:22:52.788375] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-09-29T22:22:52.788536] [INFO ] [sig       ] KNX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:52.950950] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/KNX.txt
[2025-09-29T22:22:52.951250] [WARN ] [sig       ] [1138/2211] Failed KNX after 0.3s | 4.17 sym/s | Total: 4.6m | ETA: 4.3m
[2025-09-29T22:22:52.951335] [INFO ] [sig       ] [1139/2211] Forecasting KODK...
[2025-09-29T22:22:52.951376] [INFO ] [sig       ] Generating forecast for: KODK
[2025-09-29T22:22:52.951414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-09-29T22:22:52.961551] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KODK'.
[2025-09-29T22:22:52.961953] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-09-29T22:22:52.990904] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:52.992176] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-09-29T22:22:52.992243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:52.992279] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:52.992309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:52.992369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:53.012042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:53.012963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:53.013059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:53.013094] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:53.047945] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:53.048099] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:53.048331] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:53.048363] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:53.052407] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=25.99%)
[2025-09-29T22:22:53.052725] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-09-29T22:22:53.052873] [INFO ] [sig       ] KODK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:53.215622] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KODK.txt
[2025-09-29T22:22:53.215954] [WARN ] [sig       ] [1139/2211] Failed KODK after 0.3s | 4.17 sym/s | Total: 4.6m | ETA: 4.3m
[2025-09-29T22:22:53.216043] [INFO ] [sig       ] [1140/2211] Forecasting KOF...
[2025-09-29T22:22:53.216087] [INFO ] [sig       ] Generating forecast for: KOF
[2025-09-29T22:22:53.216125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-09-29T22:22:53.226718] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KOF'.
[2025-09-29T22:22:53.227219] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-09-29T22:22:53.257183] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:53.258239] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-09-29T22:22:53.258312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:53.258349] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:53.258378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:53.258450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:53.278190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:53.279206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:53.279305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:53.279342] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:53.320444] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:53.320626] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:53.320711] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:53.320753] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:53.324687] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: UP (p=91.19%)
[2025-09-29T22:22:53.325011] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-09-29T22:22:53.325160] [INFO ] [sig       ] KOF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:53.491183] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/KOF.txt
[2025-09-29T22:22:53.491542] [WARN ] [sig       ] [1140/2211] Failed KOF after 0.3s | 4.16 sym/s | Total: 4.6m | ETA: 4.3m
[2025-09-29T22:22:53.491690] [INFO ] [sig       ] [1141/2211] Forecasting KOP...
[2025-09-29T22:22:53.491755] [INFO ] [sig       ] Generating forecast for: KOP
[2025-09-29T22:22:53.491794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-09-29T22:22:53.503841] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KOP'.
[2025-09-29T22:22:53.504265] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-09-29T22:22:53.533746] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:53.534559] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-09-29T22:22:53.534621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:53.534690] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:53.534735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:53.534795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:53.561278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:53.562402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:53.562515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:53.562557] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:53.608713] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:53.608899] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:53.608949] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:53.608982] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:53.612685] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=13.96%)
[2025-09-29T22:22:53.613020] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-09-29T22:22:53.613175] [INFO ] [sig       ] KOP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:53.766326] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KOP.txt
[2025-09-29T22:22:53.766592] [WARN ] [sig       ] [1141/2211] Failed KOP after 0.3s | 4.16 sym/s | Total: 4.6m | ETA: 4.3m
[2025-09-29T22:22:53.766700] [INFO ] [sig       ] [1142/2211] Forecasting KORE...
[2025-09-29T22:22:53.766745] [INFO ] [sig       ] Generating forecast for: KORE
[2025-09-29T22:22:53.766779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KORE' from 'https://tdm.silogroup.org/data/derivative_storage/KORE.csv'.
[2025-09-29T22:22:53.776256] [DEBUG] [REMOTE    ] Successfully parsed 1787 rows of historical data for symbol 'KORE'.
[2025-09-29T22:22:53.776621] [INFO ] [FORECASTER] Starting predict_future for KORE
[2025-09-29T22:22:53.803929] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:53.804794] [DEBUG] [LOCAL     ] No optimal features file found for KORE: ./output/feature-sets/KORE.txt
[2025-09-29T22:22:53.804853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:53.804888] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:53.804917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:53.804975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:53.833802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:53.835178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:53.835298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:53.835364] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:53.881459] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:53.882391] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:53.882467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:53.882536] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:53.888674] [DEBUG] [FORECASTER] KORE: Forecast T+1@11:T+2@11: DOWN (p=11.61%)
[2025-09-29T22:22:53.889102] [INFO ] [FORECASTER] Completed predict_future for KORE
[2025-09-29T22:22:53.889303] [INFO ] [sig       ] KORE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:54.071241] [INFO ] [LOCAL     ] Saved forecast: KORE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KORE.txt
[2025-09-29T22:22:54.071476] [WARN ] [sig       ] [1142/2211] Failed KORE after 0.3s | 4.16 sym/s | Total: 4.6m | ETA: 4.3m
[2025-09-29T22:22:54.071554] [INFO ] [sig       ] [1143/2211] Forecasting KOS...
[2025-09-29T22:22:54.071594] [INFO ] [sig       ] Generating forecast for: KOS
[2025-09-29T22:22:54.071628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'.
[2025-09-29T22:22:54.081887] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KOS'.
[2025-09-29T22:22:54.082241] [INFO ] [FORECASTER] Starting predict_future for KOS
[2025-09-29T22:22:54.109789] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:54.110668] [DEBUG] [LOCAL     ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt
[2025-09-29T22:22:54.110736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:54.110775] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:54.110807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:54.110867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:54.130509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:54.131245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:54.131412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:54.131495] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:54.170503] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:54.170700] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:54.170771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:54.170807] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:54.174490] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: UP (p=93.12%)
[2025-09-29T22:22:54.174826] [INFO ] [FORECASTER] Completed predict_future for KOS
[2025-09-29T22:22:54.174973] [INFO ] [sig       ] KOS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:54.337718] [INFO ] [LOCAL     ] Saved forecast: KOS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/KOS.txt
[2025-09-29T22:22:54.337993] [WARN ] [sig       ] [1143/2211] Failed KOS after 0.3s | 4.16 sym/s | Total: 4.6m | ETA: 4.3m
[2025-09-29T22:22:54.338076] [INFO ] [sig       ] [1144/2211] Forecasting KR...
[2025-09-29T22:22:54.338118] [INFO ] [sig       ] Generating forecast for: KR
[2025-09-29T22:22:54.338153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KR' from 'https://tdm.silogroup.org/data/derivative_storage/KR.csv'.
[2025-09-29T22:22:54.348378] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KR'.
[2025-09-29T22:22:54.348737] [INFO ] [FORECASTER] Starting predict_future for KR
[2025-09-29T22:22:54.377110] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:54.377973] [DEBUG] [LOCAL     ] No optimal features file found for KR: ./output/feature-sets/KR.txt
[2025-09-29T22:22:54.378032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:54.378070] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:54.378101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:54.378161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:54.397383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:54.398171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:54.398266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:54.398308] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:54.436421] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:54.436573] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:54.436618] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:54.436679] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:54.440519] [DEBUG] [FORECASTER] KR: Forecast T+1@11:T+2@11: UP (p=68.78%)
[2025-09-29T22:22:54.440863] [INFO ] [FORECASTER] Completed predict_future for KR
[2025-09-29T22:22:54.441009] [INFO ] [sig       ] KR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:54.604615] [INFO ] [LOCAL     ] Saved forecast: KR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/KR.txt
[2025-09-29T22:22:54.604916] [WARN ] [sig       ] [1144/2211] Failed KR after 0.3s | 4.16 sym/s | Total: 4.6m | ETA: 4.3m
[2025-09-29T22:22:54.605001] [INFO ] [sig       ] [1145/2211] Forecasting KRC...
[2025-09-29T22:22:54.605044] [INFO ] [sig       ] Generating forecast for: KRC
[2025-09-29T22:22:54.605079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-09-29T22:22:54.615620] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KRC'.
[2025-09-29T22:22:54.616059] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-09-29T22:22:54.646200] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:54.647308] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-09-29T22:22:54.647370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:54.647406] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:54.647436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:54.647496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:54.667455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:54.668239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:54.668335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:54.668371] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:54.706588] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:54.706771] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:54.706825] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:54.706858] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:54.710735] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=19.99%)
[2025-09-29T22:22:54.711398] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-09-29T22:22:54.711613] [INFO ] [sig       ] KRC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:54.881428] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KRC.txt
[2025-09-29T22:22:54.881714] [WARN ] [sig       ] [1145/2211] Failed KRC after 0.3s | 4.16 sym/s | Total: 4.6m | ETA: 4.3m
[2025-09-29T22:22:54.881802] [INFO ] [sig       ] [1146/2211] Forecasting KREF...
[2025-09-29T22:22:54.881844] [INFO ] [sig       ] Generating forecast for: KREF
[2025-09-29T22:22:54.881920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-09-29T22:22:54.892917] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KREF'.
[2025-09-29T22:22:54.893340] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-09-29T22:22:54.919761] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:54.920546] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-09-29T22:22:54.920607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:54.920669] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:54.920725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:54.920790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:54.939334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:54.940043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:54.940160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:54.940213] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:54.974661] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:54.974799] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:54.974841] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:54.974872] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:54.978612] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: DOWN (p=13.71%)
[2025-09-29T22:22:54.979005] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-09-29T22:22:54.979384] [INFO ] [sig       ] KREF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:55.146389] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KREF.txt
[2025-09-29T22:22:55.146710] [WARN ] [sig       ] [1146/2211] Failed KREF after 0.3s | 4.16 sym/s | Total: 4.6m | ETA: 4.3m
[2025-09-29T22:22:55.146803] [INFO ] [sig       ] [1147/2211] Forecasting KRG...
[2025-09-29T22:22:55.146845] [INFO ] [sig       ] Generating forecast for: KRG
[2025-09-29T22:22:55.146879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-09-29T22:22:55.159484] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KRG'.
[2025-09-29T22:22:55.160028] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-09-29T22:22:55.188051] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:55.189025] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-09-29T22:22:55.189087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:55.189126] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:55.189163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:55.189243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:55.208576] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:55.209552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:55.209670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:55.209730] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:55.250747] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:55.250912] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:55.250959] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:55.250990] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:55.254627] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: UP (p=92.24%)
[2025-09-29T22:22:55.254957] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-09-29T22:22:55.255122] [INFO ] [sig       ] KRG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:55.430525] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/KRG.txt
[2025-09-29T22:22:55.430858] [WARN ] [sig       ] [1147/2211] Failed KRG after 0.3s | 4.16 sym/s | Total: 4.6m | ETA: 4.3m
[2025-09-29T22:22:55.430960] [INFO ] [sig       ] [1148/2211] Forecasting KRO...
[2025-09-29T22:22:55.431001] [INFO ] [sig       ] Generating forecast for: KRO
[2025-09-29T22:22:55.431036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-09-29T22:22:55.442481] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KRO'.
[2025-09-29T22:22:55.442957] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-09-29T22:22:55.473920] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:55.474984] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-09-29T22:22:55.475049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:55.475095] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:55.475127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:55.475189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:55.494996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:55.495894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:55.495989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:55.496025] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:55.535917] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:55.536296] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:55.536352] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:55.536388] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:55.540225] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-09-29T22:22:55.540528] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-09-29T22:22:55.540711] [INFO ] [sig       ] KRO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:55.693788] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KRO.txt
[2025-09-29T22:22:55.694053] [WARN ] [sig       ] [1148/2211] Failed KRO after 0.3s | 4.16 sym/s | Total: 4.6m | ETA: 4.3m
[2025-09-29T22:22:55.694134] [INFO ] [sig       ] [1149/2211] Forecasting KRP...
[2025-09-29T22:22:55.694174] [INFO ] [sig       ] Generating forecast for: KRP
[2025-09-29T22:22:55.694207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-09-29T22:22:55.705213] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KRP'.
[2025-09-29T22:22:55.705526] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-09-29T22:22:55.732907] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:55.733862] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-09-29T22:22:55.733923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:55.733959] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:55.733989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:55.734134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:55.753260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:55.753972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:55.754061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:55.754097] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:55.789880] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:55.790009] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:55.790050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:55.790101] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:55.793493] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=68.81%)
[2025-09-29T22:22:55.793838] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-09-29T22:22:55.793988] [INFO ] [sig       ] KRP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:55.946313] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/KRP.txt
[2025-09-29T22:22:55.946592] [WARN ] [sig       ] [1149/2211] Failed KRP after 0.3s | 4.16 sym/s | Total: 4.6m | ETA: 4.3m
[2025-09-29T22:22:55.946700] [INFO ] [sig       ] [1150/2211] Forecasting KSS...
[2025-09-29T22:22:55.946745] [INFO ] [sig       ] Generating forecast for: KSS
[2025-09-29T22:22:55.946779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-09-29T22:22:55.957823] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KSS'.
[2025-09-29T22:22:55.958225] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-09-29T22:22:55.987176] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:55.988019] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-09-29T22:22:55.988080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:55.988115] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:55.988144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:55.988202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:56.007362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:56.008201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:56.008295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:56.008330] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:56.063719] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:56.063886] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:56.063932] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:56.063963] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:56.067857] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=47.85%)
[2025-09-29T22:22:56.068319] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-09-29T22:22:56.068477] [INFO ] [sig       ] KSS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:56.228784] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KSS.txt
[2025-09-29T22:22:56.229074] [WARN ] [sig       ] [1150/2211] Failed KSS after 0.3s | 4.16 sym/s | Total: 4.6m | ETA: 4.3m
[2025-09-29T22:22:56.229156] [INFO ] [sig       ] [1151/2211] Forecasting KT...
[2025-09-29T22:22:56.229196] [INFO ] [sig       ] Generating forecast for: KT
[2025-09-29T22:22:56.229231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KT' from 'https://tdm.silogroup.org/data/derivative_storage/KT.csv'.
[2025-09-29T22:22:56.240387] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KT'.
[2025-09-29T22:22:56.240878] [INFO ] [FORECASTER] Starting predict_future for KT
[2025-09-29T22:22:56.270014] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:56.270913] [DEBUG] [LOCAL     ] No optimal features file found for KT: ./output/feature-sets/KT.txt
[2025-09-29T22:22:56.270972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:56.271008] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:56.271038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:56.271098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:56.291254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:56.292299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:56.292403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:56.292439] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:56.338897] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:56.339082] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:56.339134] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:56.339170] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:56.343564] [DEBUG] [FORECASTER] KT: Forecast T+1@11:T+2@11: UP (p=69.72%)
[2025-09-29T22:22:56.343942] [INFO ] [FORECASTER] Completed predict_future for KT
[2025-09-29T22:22:56.344107] [INFO ] [sig       ] KT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:56.510738] [INFO ] [LOCAL     ] Saved forecast: KT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/KT.txt
[2025-09-29T22:22:56.511093] [WARN ] [sig       ] [1151/2211] Failed KT after 0.3s | 4.16 sym/s | Total: 4.6m | ETA: 4.2m
[2025-09-29T22:22:56.511182] [INFO ] [sig       ] [1152/2211] Forecasting KTB...
[2025-09-29T22:22:56.511224] [INFO ] [sig       ] Generating forecast for: KTB
[2025-09-29T22:22:56.511262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-09-29T22:22:56.523757] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KTB'.
[2025-09-29T22:22:56.524200] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-09-29T22:22:56.552903] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:56.553798] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-09-29T22:22:56.553858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:56.553894] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:56.553923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:56.553983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:56.574705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:56.575610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:56.575730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:56.575776] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:56.615169] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:56.615334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:56.615380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:56.615412] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:56.619481] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: UP (p=59.79%)
[2025-09-29T22:22:56.619836] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-09-29T22:22:56.620024] [INFO ] [sig       ] KTB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:56.790588] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/KTB.txt
[2025-09-29T22:22:56.790912] [WARN ] [sig       ] [1152/2211] Failed KTB after 0.3s | 4.16 sym/s | Total: 4.6m | ETA: 4.2m
[2025-09-29T22:22:56.790999] [INFO ] [sig       ] [1153/2211] Forecasting KTF...
[2025-09-29T22:22:56.791041] [INFO ] [sig       ] Generating forecast for: KTF
[2025-09-29T22:22:56.791077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-09-29T22:22:56.804007] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KTF'.
[2025-09-29T22:22:56.804513] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-09-29T22:22:56.845849] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:56.846746] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-09-29T22:22:56.846807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:56.846842] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:56.846872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:56.846933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:56.866156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:56.867189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:56.867289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:56.867326] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:56.904856] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:56.905031] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:56.905075] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:56.905107] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:56.908809] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: UP (p=90.72%)
[2025-09-29T22:22:56.909124] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-09-29T22:22:56.909269] [INFO ] [sig       ] KTF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:57.066168] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/KTF.txt
[2025-09-29T22:22:57.066405] [WARN ] [sig       ] [1153/2211] Failed KTF after 0.3s | 4.16 sym/s | Total: 4.6m | ETA: 4.2m
[2025-09-29T22:22:57.066484] [INFO ] [sig       ] [1154/2211] Forecasting KVUE...
[2025-09-29T22:22:57.066524] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-09-29T22:22:57.066557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-09-29T22:22:57.078722] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KVUE'.
[2025-09-29T22:22:57.079268] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-09-29T22:22:57.110302] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:57.111159] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-09-29T22:22:57.111218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:57.111254] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:57.111283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:57.111343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:57.130464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:57.131354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:57.131455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:57.131491] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:57.173736] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:57.173932] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:57.173988] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:57.174031] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:57.178156] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=10.18%)
[2025-09-29T22:22:57.178449] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-09-29T22:22:57.178611] [INFO ] [sig       ] KVUE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:57.366949] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KVUE.txt
[2025-09-29T22:22:57.367263] [WARN ] [sig       ] [1154/2211] Failed KVUE after 0.3s | 4.16 sym/s | Total: 4.6m | ETA: 4.2m
[2025-09-29T22:22:57.367372] [INFO ] [sig       ] [1155/2211] Forecasting KVYO...
[2025-09-29T22:22:57.367443] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-09-29T22:22:57.367514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-09-29T22:22:57.378421] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KVYO'.
[2025-09-29T22:22:57.378917] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-09-29T22:22:57.411810] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:57.412893] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-09-29T22:22:57.412953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:57.412990] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:57.413022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:57.413083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:57.437037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:57.437995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:57.438092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:57.438174] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:57.481541] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:57.481746] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:57.481806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:57.481842] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:57.485797] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=88.11%)
[2025-09-29T22:22:57.486221] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-09-29T22:22:57.486379] [INFO ] [sig       ] KVYO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:57.643888] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/KVYO.txt
[2025-09-29T22:22:57.644160] [WARN ] [sig       ] [1155/2211] Failed KVYO after 0.3s | 4.16 sym/s | Total: 4.6m | ETA: 4.2m
[2025-09-29T22:22:57.644252] [INFO ] [sig       ] [1156/2211] Forecasting KW...
[2025-09-29T22:22:57.644305] [INFO ] [sig       ] Generating forecast for: KW
[2025-09-29T22:22:57.644346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KW' from 'https://tdm.silogroup.org/data/derivative_storage/KW.csv'.
[2025-09-29T22:22:57.655470] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KW'.
[2025-09-29T22:22:57.655818] [INFO ] [FORECASTER] Starting predict_future for KW
[2025-09-29T22:22:57.685034] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:57.685962] [DEBUG] [LOCAL     ] No optimal features file found for KW: ./output/feature-sets/KW.txt
[2025-09-29T22:22:57.686022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:57.686061] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:57.686089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:57.686148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:57.708135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:57.709057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:57.709155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:57.709194] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:57.753682] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:57.753879] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:57.753955] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:57.754034] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:57.759423] [DEBUG] [FORECASTER] KW: Forecast T+1@11:T+2@11: UP (p=81.18%)
[2025-09-29T22:22:57.760001] [INFO ] [FORECASTER] Completed predict_future for KW
[2025-09-29T22:22:57.760278] [INFO ] [sig       ] KW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:57.951573] [INFO ] [LOCAL     ] Saved forecast: KW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/KW.txt
[2025-09-29T22:22:57.951943] [WARN ] [sig       ] [1156/2211] Failed KW after 0.3s | 4.16 sym/s | Total: 4.6m | ETA: 4.2m
[2025-09-29T22:22:57.952049] [INFO ] [sig       ] [1157/2211] Forecasting KWR...
[2025-09-29T22:22:57.952091] [INFO ] [sig       ] Generating forecast for: KWR
[2025-09-29T22:22:57.952125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KWR' from 'https://tdm.silogroup.org/data/derivative_storage/KWR.csv'.
[2025-09-29T22:22:57.964261] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KWR'.
[2025-09-29T22:22:57.964805] [INFO ] [FORECASTER] Starting predict_future for KWR
[2025-09-29T22:22:58.000555] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:58.001774] [DEBUG] [LOCAL     ] No optimal features file found for KWR: ./output/feature-sets/KWR.txt
[2025-09-29T22:22:58.001852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:58.001889] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:58.001920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:58.001981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:58.027252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:58.028415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:58.028573] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:58.028674] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:58.076686] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:58.076880] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:58.076929] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:58.076961] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:58.081111] [DEBUG] [FORECASTER] KWR: Forecast T+1@11:T+2@11: DOWN (p=14.00%)
[2025-09-29T22:22:58.081540] [INFO ] [FORECASTER] Completed predict_future for KWR
[2025-09-29T22:22:58.081738] [INFO ] [sig       ] KWR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:58.244334] [INFO ] [LOCAL     ] Saved forecast: KWR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KWR.txt
[2025-09-29T22:22:58.244617] [WARN ] [sig       ] [1157/2211] Failed KWR after 0.3s | 4.15 sym/s | Total: 4.6m | ETA: 4.2m
[2025-09-29T22:22:58.244727] [INFO ] [sig       ] [1158/2211] Forecasting KYN...
[2025-09-29T22:22:58.244770] [INFO ] [sig       ] Generating forecast for: KYN
[2025-09-29T22:22:58.244804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-09-29T22:22:58.255837] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'KYN'.
[2025-09-29T22:22:58.256150] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-09-29T22:22:58.284963] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:58.285834] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-09-29T22:22:58.285900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:58.285939] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:58.285968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:58.286029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:58.306331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:58.306997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:58.307112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:58.307170] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:58.348856] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:58.349025] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:58.349070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:58.349100] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:58.353167] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: DOWN (p=7.90%)
[2025-09-29T22:22:58.353471] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-09-29T22:22:58.353618] [INFO ] [sig       ] KYN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:58.515216] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/KYN.txt
[2025-09-29T22:22:58.515505] [WARN ] [sig       ] [1158/2211] Failed KYN after 0.3s | 4.15 sym/s | Total: 4.6m | ETA: 4.2m
[2025-09-29T22:22:58.515587] [INFO ] [sig       ] [1159/2211] Forecasting L...
[2025-09-29T22:22:58.515628] [INFO ] [sig       ] Generating forecast for: L
[2025-09-29T22:22:58.515703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-09-29T22:22:58.527413] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'L'.
[2025-09-29T22:22:58.527915] [INFO ] [FORECASTER] Starting predict_future for L
[2025-09-29T22:22:58.556800] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:58.557735] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-09-29T22:22:58.557797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:58.557831] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:58.557859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:58.557917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:58.576478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:58.577409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:58.577510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:58.577547] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:58.619082] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:58.619264] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:58.619351] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:58.619386] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:58.624894] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: UP (p=74.63%)
[2025-09-29T22:22:58.625275] [INFO ] [FORECASTER] Completed predict_future for L
[2025-09-29T22:22:58.625430] [INFO ] [sig       ] L: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:58.795282] [INFO ] [LOCAL     ] Saved forecast: L	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/L.txt
[2025-09-29T22:22:58.795541] [WARN ] [sig       ] [1159/2211] Failed L after 0.3s | 4.15 sym/s | Total: 4.7m | ETA: 4.2m
[2025-09-29T22:22:58.795623] [INFO ] [sig       ] [1160/2211] Forecasting LAC...
[2025-09-29T22:22:58.795702] [INFO ] [sig       ] Generating forecast for: LAC
[2025-09-29T22:22:58.795747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-09-29T22:22:58.807019] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LAC'.
[2025-09-29T22:22:58.807404] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-09-29T22:22:58.835824] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:58.836834] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-09-29T22:22:58.836915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:58.836953] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:58.836984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:58.837044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:58.856369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:58.857196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:58.857290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:58.857324] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:58.897474] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:58.897662] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:58.897727] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:58.897762] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:58.901358] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=13.26%)
[2025-09-29T22:22:58.901630] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-09-29T22:22:58.901803] [INFO ] [sig       ] LAC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:59.070672] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LAC.txt
[2025-09-29T22:22:59.070943] [WARN ] [sig       ] [1160/2211] Failed LAC after 0.3s | 4.15 sym/s | Total: 4.7m | ETA: 4.2m
[2025-09-29T22:22:59.071021] [INFO ] [sig       ] [1161/2211] Forecasting LAD...
[2025-09-29T22:22:59.071063] [INFO ] [sig       ] Generating forecast for: LAD
[2025-09-29T22:22:59.071098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-09-29T22:22:59.082084] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LAD'.
[2025-09-29T22:22:59.082675] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-09-29T22:22:59.111236] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:59.112129] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-09-29T22:22:59.112187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:59.112222] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:59.112253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:59.112312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:59.132404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:59.133228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:59.133327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:59.133364] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:59.174125] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:59.174293] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:59.174340] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:59.174370] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:59.178071] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: UP (p=88.73%)
[2025-09-29T22:22:59.178369] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-09-29T22:22:59.178510] [INFO ] [sig       ] LAD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:22:59.339860] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LAD.txt
[2025-09-29T22:22:59.340103] [WARN ] [sig       ] [1161/2211] Failed LAD after 0.3s | 4.15 sym/s | Total: 4.7m | ETA: 4.2m
[2025-09-29T22:22:59.340184] [INFO ] [sig       ] [1162/2211] Forecasting LADR...
[2025-09-29T22:22:59.340238] [INFO ] [sig       ] Generating forecast for: LADR
[2025-09-29T22:22:59.340274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LADR' from 'https://tdm.silogroup.org/data/derivative_storage/LADR.csv'.
[2025-09-29T22:22:59.351980] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LADR'.
[2025-09-29T22:22:59.352492] [INFO ] [FORECASTER] Starting predict_future for LADR
[2025-09-29T22:22:59.380615] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:59.381496] [DEBUG] [LOCAL     ] No optimal features file found for LADR: ./output/feature-sets/LADR.txt
[2025-09-29T22:22:59.381556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:59.381592] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:59.381624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:59.381718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:59.400873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:59.401552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:59.401666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:59.401723] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:59.440813] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:59.440993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:59.441039] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:59.441070] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:59.444883] [DEBUG] [FORECASTER] LADR: Forecast T+1@11:T+2@11: DOWN (p=46.92%)
[2025-09-29T22:22:59.445194] [INFO ] [FORECASTER] Completed predict_future for LADR
[2025-09-29T22:22:59.445341] [INFO ] [sig       ] LADR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:59.603051] [INFO ] [LOCAL     ] Saved forecast: LADR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LADR.txt
[2025-09-29T22:22:59.603313] [WARN ] [sig       ] [1162/2211] Failed LADR after 0.3s | 4.15 sym/s | Total: 4.7m | ETA: 4.2m
[2025-09-29T22:22:59.603396] [INFO ] [sig       ] [1163/2211] Forecasting LANV...
[2025-09-29T22:22:59.603436] [INFO ] [sig       ] Generating forecast for: LANV
[2025-09-29T22:22:59.603470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANV' from 'https://tdm.silogroup.org/data/derivative_storage/LANV.csv'.
[2025-09-29T22:22:59.613709] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'LANV'.
[2025-09-29T22:22:59.614067] [INFO ] [FORECASTER] Starting predict_future for LANV
[2025-09-29T22:22:59.644877] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:59.645713] [DEBUG] [LOCAL     ] No optimal features file found for LANV: ./output/feature-sets/LANV.txt
[2025-09-29T22:22:59.645777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:59.645848] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:59.645890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:59.645952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:59.667498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:59.668164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:59.668254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:59.668290] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:59.701814] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:59.701973] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:59.702017] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:59.702047] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:59.705983] [DEBUG] [FORECASTER] LANV: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-09-29T22:22:59.706383] [INFO ] [FORECASTER] Completed predict_future for LANV
[2025-09-29T22:22:59.706532] [INFO ] [sig       ] LANV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:22:59.861963] [INFO ] [LOCAL     ] Saved forecast: LANV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LANV.txt
[2025-09-29T22:22:59.862216] [WARN ] [sig       ] [1163/2211] Failed LANV after 0.3s | 4.15 sym/s | Total: 4.7m | ETA: 4.2m
[2025-09-29T22:22:59.862297] [INFO ] [sig       ] [1164/2211] Forecasting LAW...
[2025-09-29T22:22:59.862340] [INFO ] [sig       ] Generating forecast for: LAW
[2025-09-29T22:22:59.862375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAW' from 'https://tdm.silogroup.org/data/derivative_storage/LAW.csv'.
[2025-09-29T22:22:59.873518] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LAW'.
[2025-09-29T22:22:59.874039] [INFO ] [FORECASTER] Starting predict_future for LAW
[2025-09-29T22:22:59.906009] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:22:59.907118] [DEBUG] [LOCAL     ] No optimal features file found for LAW: ./output/feature-sets/LAW.txt
[2025-09-29T22:22:59.907240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:22:59.907314] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:22:59.907363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:22:59.907427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:22:59.927246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:22:59.928565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:22:59.928690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:22:59.928746] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:22:59.966775] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:22:59.966978] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:22:59.967049] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:22:59.967144] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:22:59.971814] [DEBUG] [FORECASTER] LAW: Forecast T+1@11:T+2@11: UP (p=95.79%)
[2025-09-29T22:22:59.972151] [INFO ] [FORECASTER] Completed predict_future for LAW
[2025-09-29T22:22:59.972298] [INFO ] [sig       ] LAW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:00.158637] [INFO ] [LOCAL     ] Saved forecast: LAW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LAW.txt
[2025-09-29T22:23:00.159039] [WARN ] [sig       ] [1164/2211] Failed LAW after 0.3s | 4.15 sym/s | Total: 4.7m | ETA: 4.2m
[2025-09-29T22:23:00.159150] [INFO ] [sig       ] [1165/2211] Forecasting LAZ...
[2025-09-29T22:23:00.159208] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-09-29T22:23:00.159258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-09-29T22:23:00.172399] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LAZ'.
[2025-09-29T22:23:00.172980] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-09-29T22:23:00.208098] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:00.208994] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-09-29T22:23:00.209056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:00.209092] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:00.209123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:00.209183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:00.227282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:00.228036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:00.228149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:00.228186] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:00.265538] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:00.265732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:00.265790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:00.265822] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:00.269910] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=97.47%)
[2025-09-29T22:23:00.270233] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-09-29T22:23:00.270379] [INFO ] [sig       ] LAZ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:00.426716] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LAZ.txt
[2025-09-29T22:23:00.426999] [WARN ] [sig       ] [1165/2211] Failed LAZ after 0.3s | 4.15 sym/s | Total: 4.7m | ETA: 4.2m
[2025-09-29T22:23:00.427113] [INFO ] [sig       ] [1166/2211] Forecasting LB...
[2025-09-29T22:23:00.427167] [INFO ] [sig       ] Generating forecast for: LB
[2025-09-29T22:23:00.427203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LB' from 'https://tdm.silogroup.org/data/derivative_storage/LB.csv'.
[2025-09-29T22:23:00.437130] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LB'.
[2025-09-29T22:23:00.437509] [INFO ] [FORECASTER] Starting predict_future for LB
[2025-09-29T22:23:00.464677] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:00.465545] [DEBUG] [LOCAL     ] No optimal features file found for LB: ./output/feature-sets/LB.txt
[2025-09-29T22:23:00.465604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:00.465663] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:00.465719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:00.465785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:00.484937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:00.485866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:00.485962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:00.485999] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:00.528099] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:00.528308] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:00.528371] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:00.528405] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:00.533005] [DEBUG] [FORECASTER] LB: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-09-29T22:23:00.533639] [INFO ] [FORECASTER] Completed predict_future for LB
[2025-09-29T22:23:00.533838] [INFO ] [sig       ] LB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:00.711264] [INFO ] [LOCAL     ] Saved forecast: LB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LB.txt
[2025-09-29T22:23:00.711589] [WARN ] [sig       ] [1166/2211] Failed LB after 0.3s | 4.15 sym/s | Total: 4.7m | ETA: 4.2m
[2025-09-29T22:23:00.711695] [INFO ] [sig       ] [1167/2211] Forecasting LBRT...
[2025-09-29T22:23:00.711741] [INFO ] [sig       ] Generating forecast for: LBRT
[2025-09-29T22:23:00.711775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRT' from 'https://tdm.silogroup.org/data/derivative_storage/LBRT.csv'.
[2025-09-29T22:23:00.723582] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LBRT'.
[2025-09-29T22:23:00.724033] [INFO ] [FORECASTER] Starting predict_future for LBRT
[2025-09-29T22:23:00.753481] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:00.754391] [DEBUG] [LOCAL     ] No optimal features file found for LBRT: ./output/feature-sets/LBRT.txt
[2025-09-29T22:23:00.754473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:00.754511] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:00.754542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:00.754627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:00.775074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:00.776058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:00.776149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:00.776185] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:00.818304] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:00.818501] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:00.818550] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:00.818581] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:00.822498] [DEBUG] [FORECASTER] LBRT: Forecast T+1@11:T+2@11: DOWN (p=10.57%)
[2025-09-29T22:23:00.822831] [INFO ] [FORECASTER] Completed predict_future for LBRT
[2025-09-29T22:23:00.822982] [INFO ] [sig       ] LBRT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:00.984704] [INFO ] [LOCAL     ] Saved forecast: LBRT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LBRT.txt
[2025-09-29T22:23:00.984999] [WARN ] [sig       ] [1167/2211] Failed LBRT after 0.3s | 4.15 sym/s | Total: 4.7m | ETA: 4.2m
[2025-09-29T22:23:00.985083] [INFO ] [sig       ] [1168/2211] Forecasting LC...
[2025-09-29T22:23:00.985123] [INFO ] [sig       ] Generating forecast for: LC
[2025-09-29T22:23:00.985193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-09-29T22:23:00.996285] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LC'.
[2025-09-29T22:23:00.996609] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-09-29T22:23:01.024371] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:01.025298] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-09-29T22:23:01.025357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:01.025393] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:01.025423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:01.025482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:01.045877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:01.046754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:01.046844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:01.046880] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:01.084941] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:01.085115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:01.085161] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:01.085192] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:01.089047] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=44.55%)
[2025-09-29T22:23:01.089422] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-09-29T22:23:01.089602] [INFO ] [sig       ] LC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:01.252912] [INFO ] [LOCAL     ] Saved forecast: LC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LC.txt
[2025-09-29T22:23:01.253305] [WARN ] [sig       ] [1168/2211] Failed LC after 0.3s | 4.15 sym/s | Total: 4.7m | ETA: 4.2m
[2025-09-29T22:23:01.253412] [INFO ] [sig       ] [1169/2211] Forecasting LCII...
[2025-09-29T22:23:01.253468] [INFO ] [sig       ] Generating forecast for: LCII
[2025-09-29T22:23:01.253532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-09-29T22:23:01.266384] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LCII'.
[2025-09-29T22:23:01.266967] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-09-29T22:23:01.310372] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:01.311794] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-09-29T22:23:01.311883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:01.311931] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:01.311972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:01.312056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:01.342939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:01.344070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:01.344176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:01.344214] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:01.383518] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:01.383748] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:01.383831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:01.383890] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:01.388613] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=4.25%)
[2025-09-29T22:23:01.388982] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-09-29T22:23:01.389132] [INFO ] [sig       ] LCII: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:01.562535] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LCII.txt
[2025-09-29T22:23:01.562835] [WARN ] [sig       ] [1169/2211] Failed LCII after 0.3s | 4.15 sym/s | Total: 4.7m | ETA: 4.2m
[2025-09-29T22:23:01.562924] [INFO ] [sig       ] [1170/2211] Forecasting LDI...
[2025-09-29T22:23:01.562965] [INFO ] [sig       ] Generating forecast for: LDI
[2025-09-29T22:23:01.563000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-09-29T22:23:01.574512] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LDI'.
[2025-09-29T22:23:01.574927] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-09-29T22:23:01.603102] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:01.603953] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-09-29T22:23:01.604011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:01.604046] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:01.604078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:01.604137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:01.626163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:01.627122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:01.627217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:01.627253] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:01.666492] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:01.666685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:01.666750] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:01.666786] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:01.670741] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: UP (p=94.47%)
[2025-09-29T22:23:01.671044] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-09-29T22:23:01.671176] [INFO ] [sig       ] LDI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:01.824078] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LDI.txt
[2025-09-29T22:23:01.824357] [WARN ] [sig       ] [1170/2211] Failed LDI after 0.3s | 4.15 sym/s | Total: 4.7m | ETA: 4.2m
[2025-09-29T22:23:01.824441] [INFO ] [sig       ] [1171/2211] Forecasting LDOS...
[2025-09-29T22:23:01.824482] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-09-29T22:23:01.824516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-09-29T22:23:01.835841] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LDOS'.
[2025-09-29T22:23:01.836322] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-09-29T22:23:01.864736] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:01.865771] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-09-29T22:23:01.865839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:01.865897] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:01.865952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:01.866032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:01.885134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:01.886103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:01.886216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:01.886255] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:01.936885] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:01.937112] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:01.937183] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:01.937221] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:01.941753] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: UP (p=81.09%)
[2025-09-29T22:23:01.942170] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-09-29T22:23:01.942346] [INFO ] [sig       ] LDOS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:02.105290] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LDOS.txt
[2025-09-29T22:23:02.105815] [WARN ] [sig       ] [1171/2211] Failed LDOS after 0.3s | 4.15 sym/s | Total: 4.7m | ETA: 4.2m
[2025-09-29T22:23:02.105900] [INFO ] [sig       ] [1172/2211] Forecasting LDP...
[2025-09-29T22:23:02.105987] [INFO ] [sig       ] Generating forecast for: LDP
[2025-09-29T22:23:02.106025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-09-29T22:23:02.117118] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LDP'.
[2025-09-29T22:23:02.117569] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-09-29T22:23:02.146248] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:02.147155] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-09-29T22:23:02.147219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:02.147257] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:02.147288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:02.147348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:02.167040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:02.167994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:02.168094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:02.168154] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:02.205185] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:02.205360] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:02.205405] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:02.205438] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:02.209336] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: UP (p=87.62%)
[2025-09-29T22:23:02.209624] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-09-29T22:23:02.209798] [INFO ] [sig       ] LDP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:02.377775] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LDP.txt
[2025-09-29T22:23:02.378095] [WARN ] [sig       ] [1172/2211] Failed LDP after 0.3s | 4.15 sym/s | Total: 4.7m | ETA: 4.2m
[2025-09-29T22:23:02.378176] [INFO ] [sig       ] [1173/2211] Forecasting LEA...
[2025-09-29T22:23:02.378217] [INFO ] [sig       ] Generating forecast for: LEA
[2025-09-29T22:23:02.378250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-09-29T22:23:02.389254] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LEA'.
[2025-09-29T22:23:02.389784] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-09-29T22:23:02.417164] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:02.418038] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-09-29T22:23:02.418139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:02.418182] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:02.418213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:02.418273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:02.437802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:02.438891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:02.438992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:02.439028] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:02.477830] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:02.478004] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:02.478054] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:02.478087] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:02.481878] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: DOWN (p=40.68%)
[2025-09-29T22:23:02.482174] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-09-29T22:23:02.482326] [INFO ] [sig       ] LEA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:02.642724] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LEA.txt
[2025-09-29T22:23:02.643063] [WARN ] [sig       ] [1173/2211] Failed LEA after 0.3s | 4.15 sym/s | Total: 4.7m | ETA: 4.2m
[2025-09-29T22:23:02.643181] [INFO ] [sig       ] [1174/2211] Forecasting LEG...
[2025-09-29T22:23:02.643222] [INFO ] [sig       ] Generating forecast for: LEG
[2025-09-29T22:23:02.643262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-09-29T22:23:02.657453] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LEG'.
[2025-09-29T22:23:02.657932] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-09-29T22:23:02.687532] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:02.688425] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-09-29T22:23:02.688538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:02.688593] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:02.688628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:02.688747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:02.707985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:02.708860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:02.708958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:02.708995] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:02.754195] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:02.754380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:02.754429] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:02.754461] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:02.758867] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: UP (p=68.72%)
[2025-09-29T22:23:02.759422] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-09-29T22:23:02.759577] [INFO ] [sig       ] LEG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:02.940289] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LEG.txt
[2025-09-29T22:23:02.940560] [WARN ] [sig       ] [1174/2211] Failed LEG after 0.3s | 4.15 sym/s | Total: 4.7m | ETA: 4.2m
[2025-09-29T22:23:02.940664] [INFO ] [sig       ] [1175/2211] Forecasting LEN...
[2025-09-29T22:23:02.940721] [INFO ] [sig       ] Generating forecast for: LEN
[2025-09-29T22:23:02.940757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-09-29T22:23:02.951553] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LEN'.
[2025-09-29T22:23:02.952090] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-09-29T22:23:02.981779] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:02.982587] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-09-29T22:23:02.982760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:02.982818] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:02.982851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:02.982912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:03.000884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:03.001680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:03.001773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:03.001810] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:03.049940] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:03.050080] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:03.050125] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:03.050157] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:03.053825] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: DOWN (p=1.05%)
[2025-09-29T22:23:03.054154] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-09-29T22:23:03.054292] [INFO ] [sig       ] LEN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:03.238953] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LEN.txt
[2025-09-29T22:23:03.239261] [WARN ] [sig       ] [1175/2211] Failed LEN after 0.3s | 4.14 sym/s | Total: 4.7m | ETA: 4.2m
[2025-09-29T22:23:03.239401] [INFO ] [sig       ] [1176/2211] Forecasting LEO...
[2025-09-29T22:23:03.239442] [INFO ] [sig       ] Generating forecast for: LEO
[2025-09-29T22:23:03.239487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-09-29T22:23:03.249734] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LEO'.
[2025-09-29T22:23:03.250118] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-09-29T22:23:03.277968] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:03.278857] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-09-29T22:23:03.278919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:03.278955] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:03.278983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:03.279041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:03.299199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:03.299872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:03.299960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:03.299995] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:03.338628] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:03.338831] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:03.338902] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:03.338976] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:03.344617] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: UP (p=65.37%)
[2025-09-29T22:23:03.344937] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-09-29T22:23:03.345092] [INFO ] [sig       ] LEO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:03.505489] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LEO.txt
[2025-09-29T22:23:03.505766] [WARN ] [sig       ] [1176/2211] Failed LEO after 0.3s | 4.14 sym/s | Total: 4.7m | ETA: 4.2m
[2025-09-29T22:23:03.505853] [INFO ] [sig       ] [1177/2211] Forecasting LEVI...
[2025-09-29T22:23:03.505894] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-09-29T22:23:03.505929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-09-29T22:23:03.516847] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LEVI'.
[2025-09-29T22:23:03.517375] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-09-29T22:23:03.546353] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:03.547353] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-09-29T22:23:03.547419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:03.547457] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:03.547489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:03.547548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:03.567493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:03.568381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:03.568474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:03.568509] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:03.610772] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:03.610963] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:03.611019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:03.611051] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:03.614919] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: UP (p=84.36%)
[2025-09-29T22:23:03.615269] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-09-29T22:23:03.615463] [INFO ] [sig       ] LEVI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:03.769475] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LEVI.txt
[2025-09-29T22:23:03.769786] [WARN ] [sig       ] [1177/2211] Failed LEVI after 0.3s | 4.14 sym/s | Total: 4.7m | ETA: 4.2m
[2025-09-29T22:23:03.769872] [INFO ] [sig       ] [1178/2211] Forecasting LFT...
[2025-09-29T22:23:03.769913] [INFO ] [sig       ] Generating forecast for: LFT
[2025-09-29T22:23:03.769946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFT' from 'https://tdm.silogroup.org/data/derivative_storage/LFT.csv'.
[2025-09-29T22:23:03.783132] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LFT'.
[2025-09-29T22:23:03.783790] [INFO ] [FORECASTER] Starting predict_future for LFT
[2025-09-29T22:23:03.825331] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:03.826417] [DEBUG] [LOCAL     ] No optimal features file found for LFT: ./output/feature-sets/LFT.txt
[2025-09-29T22:23:03.826483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:03.826519] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:03.826549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:03.826609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:03.849990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:03.850949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:03.851056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:03.851129] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:03.894031] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:03.894208] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:03.894257] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:03.894291] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:03.898250] [DEBUG] [FORECASTER] LFT: Forecast T+1@11:T+2@11: UP (p=95.61%)
[2025-09-29T22:23:03.898582] [INFO ] [FORECASTER] Completed predict_future for LFT
[2025-09-29T22:23:03.898759] [INFO ] [sig       ] LFT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:04.063288] [INFO ] [LOCAL     ] Saved forecast: LFT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LFT.txt
[2025-09-29T22:23:04.063556] [WARN ] [sig       ] [1178/2211] Failed LFT after 0.3s | 4.14 sym/s | Total: 4.7m | ETA: 4.2m
[2025-09-29T22:23:04.063662] [INFO ] [sig       ] [1179/2211] Forecasting LGI...
[2025-09-29T22:23:04.063721] [INFO ] [sig       ] Generating forecast for: LGI
[2025-09-29T22:23:04.063758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-09-29T22:23:04.075262] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LGI'.
[2025-09-29T22:23:04.075940] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-09-29T22:23:04.103179] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:04.104028] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-09-29T22:23:04.104086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:04.104122] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:04.104152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:04.104218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:04.123186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:04.124060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:04.124156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:04.124219] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:04.151574] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:04.151744] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:04.151801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:04.151835] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:04.155198] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=91.66%)
[2025-09-29T22:23:04.155468] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-09-29T22:23:04.155591] [INFO ] [sig       ] LGI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:04.310266] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LGI.txt
[2025-09-29T22:23:04.310510] [WARN ] [sig       ] [1179/2211] Failed LGI after 0.2s | 4.14 sym/s | Total: 4.7m | ETA: 4.2m
[2025-09-29T22:23:04.310585] [INFO ] [sig       ] [1180/2211] Forecasting LH...
[2025-09-29T22:23:04.310624] [INFO ] [sig       ] Generating forecast for: LH
[2025-09-29T22:23:04.310691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-09-29T22:23:04.321949] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LH'.
[2025-09-29T22:23:04.322334] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-09-29T22:23:04.348984] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:04.349750] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-09-29T22:23:04.349808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:04.349844] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:04.349874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:04.349986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:04.368993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:04.369578] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:04.369686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:04.369742] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:04.400320] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:04.400513] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:04.400589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:04.400681] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:04.405105] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: DOWN (p=39.61%)
[2025-09-29T22:23:04.405438] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-09-29T22:23:04.405633] [INFO ] [sig       ] LH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:04.567211] [INFO ] [LOCAL     ] Saved forecast: LH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LH.txt
[2025-09-29T22:23:04.567440] [WARN ] [sig       ] [1180/2211] Failed LH after 0.3s | 4.14 sym/s | Total: 4.7m | ETA: 4.1m
[2025-09-29T22:23:04.567518] [INFO ] [sig       ] [1181/2211] Forecasting LHX...
[2025-09-29T22:23:04.567560] [INFO ] [sig       ] Generating forecast for: LHX
[2025-09-29T22:23:04.567592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-09-29T22:23:04.578756] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LHX'.
[2025-09-29T22:23:04.579073] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-09-29T22:23:04.607045] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:04.607869] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-09-29T22:23:04.607926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:04.607982] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:04.608016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:04.608075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:04.626609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:04.627323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:04.627410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:04.627445] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:04.659661] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:04.659797] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:04.659842] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:04.659876] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:04.663773] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-09-29T22:23:04.664080] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-09-29T22:23:04.664270] [INFO ] [sig       ] LHX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:04.821409] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LHX.txt
[2025-09-29T22:23:04.821719] [WARN ] [sig       ] [1181/2211] Failed LHX after 0.3s | 4.14 sym/s | Total: 4.8m | ETA: 4.1m
[2025-09-29T22:23:04.821803] [INFO ] [sig       ] [1182/2211] Forecasting LII...
[2025-09-29T22:23:04.821843] [INFO ] [sig       ] Generating forecast for: LII
[2025-09-29T22:23:04.821878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-09-29T22:23:04.832808] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LII'.
[2025-09-29T22:23:04.833185] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-09-29T22:23:04.863936] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:04.864827] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-09-29T22:23:04.864887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:04.864925] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:04.864957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:04.865016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:04.884515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:04.885427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:04.885521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:04.885558] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:04.918168] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:04.918536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:04.918585] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:04.918619] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:04.922971] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: DOWN (p=0.67%)
[2025-09-29T22:23:04.923280] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-09-29T22:23:04.923422] [INFO ] [sig       ] LII: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:05.088106] [INFO ] [LOCAL     ] Saved forecast: LII	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LII.txt
[2025-09-29T22:23:05.088498] [WARN ] [sig       ] [1182/2211] Failed LII after 0.3s | 4.14 sym/s | Total: 4.8m | ETA: 4.1m
[2025-09-29T22:23:05.088599] [INFO ] [sig       ] [1183/2211] Forecasting LION...
[2025-09-29T22:23:05.088732] [INFO ] [sig       ] Generating forecast for: LION
[2025-09-29T22:23:05.088793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LION' from 'https://tdm.silogroup.org/data/derivative_storage/LION.csv'.
[2025-09-29T22:23:05.100741] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LION'.
[2025-09-29T22:23:05.101092] [INFO ] [FORECASTER] Starting predict_future for LION
[2025-09-29T22:23:05.134386] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:05.135568] [DEBUG] [LOCAL     ] No optimal features file found for LION: ./output/feature-sets/LION.txt
[2025-09-29T22:23:05.135636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:05.135729] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:05.135777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:05.135884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:05.158052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:05.158803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:05.158895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:05.159015] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:05.189577] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:05.189758] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:05.189812] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:05.189845] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:05.193786] [DEBUG] [FORECASTER] LION: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2025-09-29T22:23:05.194104] [INFO ] [FORECASTER] Completed predict_future for LION
[2025-09-29T22:23:05.194249] [INFO ] [sig       ] LION: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:05.354708] [INFO ] [LOCAL     ] Saved forecast: LION	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LION.txt
[2025-09-29T22:23:05.354981] [WARN ] [sig       ] [1183/2211] Failed LION after 0.3s | 4.14 sym/s | Total: 4.8m | ETA: 4.1m
[2025-09-29T22:23:05.355063] [INFO ] [sig       ] [1184/2211] Forecasting LITB...
[2025-09-29T22:23:05.355105] [INFO ] [sig       ] Generating forecast for: LITB
[2025-09-29T22:23:05.355139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITB' from 'https://tdm.silogroup.org/data/derivative_storage/LITB.csv'.
[2025-09-29T22:23:05.360703] [WARN ] [REMOTE    ] Historical data not found for symbol 'LITB' (404).
[2025-09-29T22:23:05.361017] [FATAL] [sig       ] LITB: No historical data fetched.
[2025-09-29T22:23:05.361136] [WARN ] [sig       ] [1184/2211] Failed LITB after 0.0s | 4.15 sym/s | Total: 4.8m | ETA: 4.1m
[2025-09-29T22:23:05.361227] [INFO ] [sig       ] [1185/2211] Forecasting LLY...
[2025-09-29T22:23:05.361278] [INFO ] [sig       ] Generating forecast for: LLY
[2025-09-29T22:23:05.361312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-09-29T22:23:05.371445] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LLY'.
[2025-09-29T22:23:05.371908] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-09-29T22:23:05.401055] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:05.401938] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-09-29T22:23:05.402002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:05.402042] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:05.402081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:05.402145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:05.425011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:05.425785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:05.425892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:05.425980] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:05.460419] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:05.460596] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:05.460669] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:05.460730] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:05.465019] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=99.79%)
[2025-09-29T22:23:05.465378] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-09-29T22:23:05.465530] [INFO ] [sig       ] LLY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:05.622820] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LLY.txt
[2025-09-29T22:23:05.623076] [WARN ] [sig       ] [1185/2211] Failed LLY after 0.3s | 4.15 sym/s | Total: 4.8m | ETA: 4.1m
[2025-09-29T22:23:05.623155] [INFO ] [sig       ] [1186/2211] Forecasting LMND...
[2025-09-29T22:23:05.623248] [INFO ] [sig       ] Generating forecast for: LMND
[2025-09-29T22:23:05.623314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-09-29T22:23:05.633505] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LMND'.
[2025-09-29T22:23:05.633888] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-09-29T22:23:05.660071] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:05.660869] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-09-29T22:23:05.660927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:05.660964] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:05.660993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:05.661054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:05.679822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:05.680388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:05.680471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:05.680505] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:05.721405] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:05.721566] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:05.721612] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:05.721674] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:05.726051] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=4.07%)
[2025-09-29T22:23:05.726360] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-09-29T22:23:05.726501] [INFO ] [sig       ] LMND: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:05.881169] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LMND.txt
[2025-09-29T22:23:05.881409] [WARN ] [sig       ] [1186/2211] Failed LMND after 0.3s | 4.15 sym/s | Total: 4.8m | ETA: 4.1m
[2025-09-29T22:23:05.881489] [INFO ] [sig       ] [1187/2211] Forecasting LMT...
[2025-09-29T22:23:05.881567] [INFO ] [sig       ] Generating forecast for: LMT
[2025-09-29T22:23:05.881633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMT' from 'https://tdm.silogroup.org/data/derivative_storage/LMT.csv'.
[2025-09-29T22:23:05.892814] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LMT'.
[2025-09-29T22:23:05.893179] [INFO ] [FORECASTER] Starting predict_future for LMT
[2025-09-29T22:23:05.928261] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:05.929210] [DEBUG] [LOCAL     ] No optimal features file found for LMT: ./output/feature-sets/LMT.txt
[2025-09-29T22:23:05.929270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:05.929328] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:05.929360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:05.929420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:05.953203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:05.954189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:05.954301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:05.954357] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:05.986197] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:05.986360] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:05.986404] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:05.986434] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:05.990191] [DEBUG] [FORECASTER] LMT: Forecast T+1@11:T+2@11: UP (p=76.88%)
[2025-09-29T22:23:05.990526] [INFO ] [FORECASTER] Completed predict_future for LMT
[2025-09-29T22:23:05.991011] [INFO ] [sig       ] LMT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:06.217482] [INFO ] [LOCAL     ] Saved forecast: LMT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LMT.txt
[2025-09-29T22:23:06.217765] [WARN ] [sig       ] [1187/2211] Failed LMT after 0.3s | 4.14 sym/s | Total: 4.8m | ETA: 4.1m
[2025-09-29T22:23:06.217853] [INFO ] [sig       ] [1188/2211] Forecasting LNC...
[2025-09-29T22:23:06.217908] [INFO ] [sig       ] Generating forecast for: LNC
[2025-09-29T22:23:06.217981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-09-29T22:23:06.230216] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LNC'.
[2025-09-29T22:23:06.230739] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-09-29T22:23:06.258402] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:06.259223] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-09-29T22:23:06.259281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:06.259317] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:06.259348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:06.259409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:06.279751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:06.280705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:06.280841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:06.280898] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:06.321024] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:06.321247] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:06.321334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:06.321381] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:06.325960] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=17.80%)
[2025-09-29T22:23:06.326318] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-09-29T22:23:06.326466] [INFO ] [sig       ] LNC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:06.484816] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LNC.txt
[2025-09-29T22:23:06.485071] [WARN ] [sig       ] [1188/2211] Failed LNC after 0.3s | 4.14 sym/s | Total: 4.8m | ETA: 4.1m
[2025-09-29T22:23:06.485155] [INFO ] [sig       ] [1189/2211] Forecasting LND...
[2025-09-29T22:23:06.485195] [INFO ] [sig       ] Generating forecast for: LND
[2025-09-29T22:23:06.485229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-09-29T22:23:06.496359] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LND'.
[2025-09-29T22:23:06.496839] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-09-29T22:23:06.528520] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:06.529486] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-09-29T22:23:06.529548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:06.529586] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:06.529615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:06.529729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:06.550133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:06.551085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:06.551183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:06.551219] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:06.586820] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:06.586999] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:06.587048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:06.587120] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:06.590901] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: DOWN (p=31.93%)
[2025-09-29T22:23:06.591221] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-09-29T22:23:06.591367] [INFO ] [sig       ] LND: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:06.761734] [INFO ] [LOCAL     ] Saved forecast: LND	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LND.txt
[2025-09-29T22:23:06.762002] [WARN ] [sig       ] [1189/2211] Failed LND after 0.3s | 4.14 sym/s | Total: 4.8m | ETA: 4.1m
[2025-09-29T22:23:06.762092] [INFO ] [sig       ] [1190/2211] Forecasting LNG...
[2025-09-29T22:23:06.762133] [INFO ] [sig       ] Generating forecast for: LNG
[2025-09-29T22:23:06.762167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-09-29T22:23:06.774415] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LNG'.
[2025-09-29T22:23:06.774876] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-09-29T22:23:06.802042] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:06.802957] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-09-29T22:23:06.803029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:06.803069] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:06.803099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:06.803159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:06.824254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:06.825740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:06.825854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:06.825889] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:06.866882] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:06.867057] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:06.867133] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:06.867200] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:06.874256] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=78.80%)
[2025-09-29T22:23:06.874571] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-09-29T22:23:06.874787] [INFO ] [sig       ] LNG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:07.023617] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LNG.txt
[2025-09-29T22:23:07.023911] [WARN ] [sig       ] [1190/2211] Failed LNG after 0.3s | 4.14 sym/s | Total: 4.8m | ETA: 4.1m
[2025-09-29T22:23:07.023995] [INFO ] [sig       ] [1191/2211] Forecasting LNN...
[2025-09-29T22:23:07.024036] [INFO ] [sig       ] Generating forecast for: LNN
[2025-09-29T22:23:07.024071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-09-29T22:23:07.036634] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LNN'.
[2025-09-29T22:23:07.037013] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-09-29T22:23:07.065601] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:07.066509] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-09-29T22:23:07.066574] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:07.066615] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:07.066682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:07.066764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:07.086103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:07.086804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:07.086893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:07.086929] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:07.124950] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:07.125101] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:07.125143] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:07.125174] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:07.129172] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: DOWN (p=1.23%)
[2025-09-29T22:23:07.129461] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-09-29T22:23:07.129609] [INFO ] [sig       ] LNN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:07.286810] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LNN.txt
[2025-09-29T22:23:07.287114] [WARN ] [sig       ] [1191/2211] Failed LNN after 0.3s | 4.14 sym/s | Total: 4.8m | ETA: 4.1m
[2025-09-29T22:23:07.287205] [INFO ] [sig       ] [1192/2211] Forecasting LOAR...
[2025-09-29T22:23:07.287245] [INFO ] [sig       ] Generating forecast for: LOAR
[2025-09-29T22:23:07.287278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAR' from 'https://tdm.silogroup.org/data/derivative_storage/LOAR.csv'.
[2025-09-29T22:23:07.299819] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LOAR'.
[2025-09-29T22:23:07.300202] [INFO ] [FORECASTER] Starting predict_future for LOAR
[2025-09-29T22:23:07.328779] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:07.329611] [DEBUG] [LOCAL     ] No optimal features file found for LOAR: ./output/feature-sets/LOAR.txt
[2025-09-29T22:23:07.329696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:07.329745] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:07.329778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:07.329839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:07.348451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:07.349097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:07.349185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:07.349219] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:07.388023] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:07.388177] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:07.388222] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:07.388256] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:07.392435] [DEBUG] [FORECASTER] LOAR: Forecast T+1@11:T+2@11: DOWN (p=48.62%)
[2025-09-29T22:23:07.392766] [INFO ] [FORECASTER] Completed predict_future for LOAR
[2025-09-29T22:23:07.392915] [INFO ] [sig       ] LOAR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:07.555317] [INFO ] [LOCAL     ] Saved forecast: LOAR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LOAR.txt
[2025-09-29T22:23:07.555553] [WARN ] [sig       ] [1192/2211] Failed LOAR after 0.3s | 4.14 sym/s | Total: 4.8m | ETA: 4.1m
[2025-09-29T22:23:07.555634] [INFO ] [sig       ] [1193/2211] Forecasting LOB...
[2025-09-29T22:23:07.555714] [INFO ] [sig       ] Generating forecast for: LOB
[2025-09-29T22:23:07.555754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-09-29T22:23:07.567493] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LOB'.
[2025-09-29T22:23:07.567925] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-09-29T22:23:07.595339] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:07.596293] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-09-29T22:23:07.596354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:07.596390] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:07.596420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:07.596481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:07.615711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:07.616566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:07.616684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:07.616740] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:07.653516] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:07.653719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:07.653786] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:07.653821] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:07.657554] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=63.14%)
[2025-09-29T22:23:07.657870] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-09-29T22:23:07.658019] [INFO ] [sig       ] LOB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:07.811911] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LOB.txt
[2025-09-29T22:23:07.812233] [WARN ] [sig       ] [1193/2211] Failed LOB after 0.3s | 4.14 sym/s | Total: 4.8m | ETA: 4.1m
[2025-09-29T22:23:07.812316] [INFO ] [sig       ] [1194/2211] Forecasting LOCL...
[2025-09-29T22:23:07.812360] [INFO ] [sig       ] Generating forecast for: LOCL
[2025-09-29T22:23:07.812395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCL' from 'https://tdm.silogroup.org/data/derivative_storage/LOCL.csv'.
[2025-09-29T22:23:07.825077] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LOCL'.
[2025-09-29T22:23:07.825820] [INFO ] [FORECASTER] Starting predict_future for LOCL
[2025-09-29T22:23:07.861616] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:07.862983] [DEBUG] [LOCAL     ] No optimal features file found for LOCL: ./output/feature-sets/LOCL.txt
[2025-09-29T22:23:07.863046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:07.863103] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:07.863134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:07.863194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:07.884263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:07.885066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:07.885177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:07.885223] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:07.928821] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:07.929325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:07.929388] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:07.929430] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:07.939476] [DEBUG] [FORECASTER] LOCL: Forecast T+1@11:T+2@11: DOWN (p=2.75%)
[2025-09-29T22:23:07.939825] [INFO ] [FORECASTER] Completed predict_future for LOCL
[2025-09-29T22:23:07.939988] [INFO ] [sig       ] LOCL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:08.106426] [INFO ] [LOCAL     ] Saved forecast: LOCL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LOCL.txt
[2025-09-29T22:23:08.106750] [WARN ] [sig       ] [1194/2211] Failed LOCL after 0.3s | 4.14 sym/s | Total: 4.8m | ETA: 4.1m
[2025-09-29T22:23:08.106837] [INFO ] [sig       ] [1195/2211] Forecasting LOMA...
[2025-09-29T22:23:08.106887] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-09-29T22:23:08.106929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-09-29T22:23:08.119474] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LOMA'.
[2025-09-29T22:23:08.119880] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-09-29T22:23:08.153572] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:08.154397] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-09-29T22:23:08.154456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:08.154493] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:08.154525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:08.154586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:08.174852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:08.175466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:08.175555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:08.175591] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:08.226183] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:08.226401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:08.226464] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:08.226520] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:08.231931] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=21.67%)
[2025-09-29T22:23:08.232301] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-09-29T22:23:08.232478] [INFO ] [sig       ] LOMA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:08.399525] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LOMA.txt
[2025-09-29T22:23:08.399809] [WARN ] [sig       ] [1195/2211] Failed LOMA after 0.3s | 4.14 sym/s | Total: 4.8m | ETA: 4.1m
[2025-09-29T22:23:08.399891] [INFO ] [sig       ] [1196/2211] Forecasting LOW...
[2025-09-29T22:23:08.399931] [INFO ] [sig       ] Generating forecast for: LOW
[2025-09-29T22:23:08.399963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOW' from 'https://tdm.silogroup.org/data/derivative_storage/LOW.csv'.
[2025-09-29T22:23:08.415066] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LOW'.
[2025-09-29T22:23:08.415400] [INFO ] [FORECASTER] Starting predict_future for LOW
[2025-09-29T22:23:08.445180] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:08.446073] [DEBUG] [LOCAL     ] No optimal features file found for LOW: ./output/feature-sets/LOW.txt
[2025-09-29T22:23:08.446132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:08.446170] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:08.446218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:08.446306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:08.467194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:08.468096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:08.468200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:08.468238] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:08.509818] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:08.509979] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:08.510027] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:08.510057] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:08.513903] [DEBUG] [FORECASTER] LOW: Forecast T+1@11:T+2@11: UP (p=60.83%)
[2025-09-29T22:23:08.514187] [INFO ] [FORECASTER] Completed predict_future for LOW
[2025-09-29T22:23:08.514325] [INFO ] [sig       ] LOW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:08.675499] [INFO ] [LOCAL     ] Saved forecast: LOW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LOW.txt
[2025-09-29T22:23:08.675774] [WARN ] [sig       ] [1196/2211] Failed LOW after 0.3s | 4.14 sym/s | Total: 4.8m | ETA: 4.1m
[2025-09-29T22:23:08.675865] [INFO ] [sig       ] [1197/2211] Forecasting LPG...
[2025-09-29T22:23:08.675908] [INFO ] [sig       ] Generating forecast for: LPG
[2025-09-29T22:23:08.675942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-09-29T22:23:08.686600] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LPG'.
[2025-09-29T22:23:08.687033] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-09-29T22:23:08.713591] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:08.714498] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-09-29T22:23:08.714560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:08.714596] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:08.714626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:08.714735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:08.732741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:08.733495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:08.733588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:08.733625] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:08.771136] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:08.771346] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:08.771414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:08.771471] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:08.776001] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=85.05%)
[2025-09-29T22:23:08.776395] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-09-29T22:23:08.776575] [INFO ] [sig       ] LPG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:08.938339] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LPG.txt
[2025-09-29T22:23:08.938587] [WARN ] [sig       ] [1197/2211] Failed LPG after 0.3s | 4.14 sym/s | Total: 4.8m | ETA: 4.1m
[2025-09-29T22:23:08.938692] [INFO ] [sig       ] [1198/2211] Forecasting LPL...
[2025-09-29T22:23:08.938740] [INFO ] [sig       ] Generating forecast for: LPL
[2025-09-29T22:23:08.938817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-09-29T22:23:08.950011] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LPL'.
[2025-09-29T22:23:08.950341] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-09-29T22:23:08.976945] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:08.977820] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-09-29T22:23:08.977880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:08.977916] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:08.977946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:08.978005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:08.996940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:08.997567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:08.997689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:08.997746] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:09.035480] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:09.035666] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:09.035735] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:09.035772] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:09.039705] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: DOWN (p=5.10%)
[2025-09-29T22:23:09.040007] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-09-29T22:23:09.040181] [INFO ] [sig       ] LPL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:09.209186] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LPL.txt
[2025-09-29T22:23:09.209525] [WARN ] [sig       ] [1198/2211] Failed LPL after 0.3s | 4.14 sym/s | Total: 4.8m | ETA: 4.1m
[2025-09-29T22:23:09.209618] [INFO ] [sig       ] [1199/2211] Forecasting LPX...
[2025-09-29T22:23:09.209698] [INFO ] [sig       ] Generating forecast for: LPX
[2025-09-29T22:23:09.209750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-09-29T22:23:09.220191] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LPX'.
[2025-09-29T22:23:09.220602] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-09-29T22:23:09.248843] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:09.249674] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-09-29T22:23:09.249736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:09.249774] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:09.249805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:09.249956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:09.270316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:09.271043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:09.271133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:09.271170] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:09.305196] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:09.305366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:09.305415] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:09.305448] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:09.309125] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: UP (p=84.40%)
[2025-09-29T22:23:09.309425] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-09-29T22:23:09.309561] [INFO ] [sig       ] LPX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:09.470140] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LPX.txt
[2025-09-29T22:23:09.470374] [WARN ] [sig       ] [1199/2211] Failed LPX after 0.3s | 4.14 sym/s | Total: 4.8m | ETA: 4.1m
[2025-09-29T22:23:09.470450] [INFO ] [sig       ] [1200/2211] Forecasting LRN...
[2025-09-29T22:23:09.470496] [INFO ] [sig       ] Generating forecast for: LRN
[2025-09-29T22:23:09.470531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRN' from 'https://tdm.silogroup.org/data/derivative_storage/LRN.csv'.
[2025-09-29T22:23:09.483829] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LRN'.
[2025-09-29T22:23:09.484322] [INFO ] [FORECASTER] Starting predict_future for LRN
[2025-09-29T22:23:09.512912] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:09.513825] [DEBUG] [LOCAL     ] No optimal features file found for LRN: ./output/feature-sets/LRN.txt
[2025-09-29T22:23:09.513883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:09.513919] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:09.513948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:09.514009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:09.538378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:09.539273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:09.539455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:09.539526] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:09.578939] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:09.579071] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:09.579111] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:09.579142] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:09.582670] [DEBUG] [FORECASTER] LRN: Forecast T+1@11:T+2@11: UP (p=66.58%)
[2025-09-29T22:23:09.582958] [INFO ] [FORECASTER] Completed predict_future for LRN
[2025-09-29T22:23:09.583097] [INFO ] [sig       ] LRN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:09.730128] [INFO ] [LOCAL     ] Saved forecast: LRN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LRN.txt
[2025-09-29T22:23:09.730319] [WARN ] [sig       ] [1200/2211] Failed LRN after 0.3s | 4.14 sym/s | Total: 4.8m | ETA: 4.1m
[2025-09-29T22:23:09.730393] [INFO ] [sig       ] [1201/2211] Forecasting LSPD...
[2025-09-29T22:23:09.730432] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-09-29T22:23:09.730469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-09-29T22:23:09.740268] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LSPD'.
[2025-09-29T22:23:09.740546] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-09-29T22:23:09.766085] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:09.766885] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-09-29T22:23:09.766943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:09.766994] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:09.767025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:09.767185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:09.785631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:09.786207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:09.786288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:09.786323] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:09.824059] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:09.824147] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:09.824184] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:09.824213] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:09.827446] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: DOWN (p=10.93%)
[2025-09-29T22:23:09.827787] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-09-29T22:23:09.827934] [INFO ] [sig       ] LSPD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:09.981840] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LSPD.txt
[2025-09-29T22:23:09.982134] [WARN ] [sig       ] [1201/2211] Failed LSPD after 0.3s | 4.14 sym/s | Total: 4.8m | ETA: 4.1m
[2025-09-29T22:23:09.982226] [INFO ] [sig       ] [1202/2211] Forecasting LTC...
[2025-09-29T22:23:09.982281] [INFO ] [sig       ] Generating forecast for: LTC
[2025-09-29T22:23:09.982344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-09-29T22:23:09.994283] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LTC'.
[2025-09-29T22:23:09.994764] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-09-29T22:23:10.024057] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:10.024906] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-09-29T22:23:10.024969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:10.025015] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:10.025057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:10.025131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:10.044851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:10.045509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:10.045629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:10.045708] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:10.084627] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:10.084820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:10.084867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:10.084899] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:10.088580] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: DOWN (p=9.73%)
[2025-09-29T22:23:10.088937] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-09-29T22:23:10.089089] [INFO ] [sig       ] LTC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:10.250477] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LTC.txt
[2025-09-29T22:23:10.250754] [WARN ] [sig       ] [1202/2211] Failed LTC after 0.3s | 4.14 sym/s | Total: 4.8m | ETA: 4.1m
[2025-09-29T22:23:10.250842] [INFO ] [sig       ] [1203/2211] Forecasting LTH...
[2025-09-29T22:23:10.250882] [INFO ] [sig       ] Generating forecast for: LTH
[2025-09-29T22:23:10.250915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-09-29T22:23:10.261392] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LTH'.
[2025-09-29T22:23:10.261727] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-09-29T22:23:10.288979] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:10.289837] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-09-29T22:23:10.289893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:10.289930] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:10.289958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:10.290017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:10.308519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:10.309166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:10.309249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:10.309286] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:10.346669] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:10.346766] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:10.346804] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:10.346834] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:10.350214] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: UP (p=67.88%)
[2025-09-29T22:23:10.350476] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-09-29T22:23:10.350608] [INFO ] [sig       ] LTH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:10.508173] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LTH.txt
[2025-09-29T22:23:10.508375] [WARN ] [sig       ] [1203/2211] Failed LTH after 0.3s | 4.14 sym/s | Total: 4.8m | ETA: 4.1m
[2025-09-29T22:23:10.508449] [INFO ] [sig       ] [1204/2211] Forecasting LTM...
[2025-09-29T22:23:10.508488] [INFO ] [sig       ] Generating forecast for: LTM
[2025-09-29T22:23:10.508520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTM' from 'https://tdm.silogroup.org/data/derivative_storage/LTM.csv'.
[2025-09-29T22:23:10.519609] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LTM'.
[2025-09-29T22:23:10.520095] [INFO ] [FORECASTER] Starting predict_future for LTM
[2025-09-29T22:23:10.551337] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:10.552355] [DEBUG] [LOCAL     ] No optimal features file found for LTM: ./output/feature-sets/LTM.txt
[2025-09-29T22:23:10.552424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:10.552461] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:10.552490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:10.552551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:10.576026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:10.576962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:10.577070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:10.577151] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:10.620145] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:10.620318] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:10.620364] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:10.620397] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:10.624544] [DEBUG] [FORECASTER] LTM: Forecast T+1@11:T+2@11: UP (p=75.29%)
[2025-09-29T22:23:10.624942] [INFO ] [FORECASTER] Completed predict_future for LTM
[2025-09-29T22:23:10.625204] [INFO ] [sig       ] LTM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:10.799460] [INFO ] [LOCAL     ] Saved forecast: LTM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LTM.txt
[2025-09-29T22:23:10.799755] [WARN ] [sig       ] [1204/2211] Failed LTM after 0.3s | 4.14 sym/s | Total: 4.9m | ETA: 4.1m
[2025-09-29T22:23:10.799845] [INFO ] [sig       ] [1205/2211] Forecasting LU...
[2025-09-29T22:23:10.799886] [INFO ] [sig       ] Generating forecast for: LU
[2025-09-29T22:23:10.799921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LU' from 'https://tdm.silogroup.org/data/derivative_storage/LU.csv'.
[2025-09-29T22:23:10.814000] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LU'.
[2025-09-29T22:23:10.814513] [INFO ] [FORECASTER] Starting predict_future for LU
[2025-09-29T22:23:10.856444] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:10.857744] [DEBUG] [LOCAL     ] No optimal features file found for LU: ./output/feature-sets/LU.txt
[2025-09-29T22:23:10.857826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:10.857878] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:10.857924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:10.858019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:10.880684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:10.881502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:10.881591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:10.881626] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:10.930835] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:10.931026] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:10.931097] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:10.931152] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:10.935194] [DEBUG] [FORECASTER] LU: Forecast T+1@11:T+2@11: DOWN (p=3.25%)
[2025-09-29T22:23:10.935470] [INFO ] [FORECASTER] Completed predict_future for LU
[2025-09-29T22:23:10.935610] [INFO ] [sig       ] LU: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:11.091811] [INFO ] [LOCAL     ] Saved forecast: LU	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LU.txt
[2025-09-29T22:23:11.092039] [WARN ] [sig       ] [1205/2211] Failed LU after 0.3s | 4.14 sym/s | Total: 4.9m | ETA: 4.1m
[2025-09-29T22:23:11.092120] [INFO ] [sig       ] [1206/2211] Forecasting LUMN...
[2025-09-29T22:23:11.092161] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-09-29T22:23:11.092194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-09-29T22:23:11.103506] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LUMN'.
[2025-09-29T22:23:11.103903] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-09-29T22:23:11.132349] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:11.133176] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-09-29T22:23:11.133270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:11.133330] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:11.133362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:11.133423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:11.153155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:11.153944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:11.154034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:11.154077] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:11.199349] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:11.199498] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:11.199555] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:11.199588] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:11.203297] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=17.74%)
[2025-09-29T22:23:11.203584] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-09-29T22:23:11.203762] [INFO ] [sig       ] LUMN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:11.361536] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LUMN.txt
[2025-09-29T22:23:11.361774] [WARN ] [sig       ] [1206/2211] Failed LUMN after 0.3s | 4.14 sym/s | Total: 4.9m | ETA: 4.1m
[2025-09-29T22:23:11.361860] [INFO ] [sig       ] [1207/2211] Forecasting LUV...
[2025-09-29T22:23:11.361907] [INFO ] [sig       ] Generating forecast for: LUV
[2025-09-29T22:23:11.361942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUV' from 'https://tdm.silogroup.org/data/derivative_storage/LUV.csv'.
[2025-09-29T22:23:11.372734] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LUV'.
[2025-09-29T22:23:11.373026] [INFO ] [FORECASTER] Starting predict_future for LUV
[2025-09-29T22:23:11.400531] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:11.401327] [DEBUG] [LOCAL     ] No optimal features file found for LUV: ./output/feature-sets/LUV.txt
[2025-09-29T22:23:11.401389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:11.401425] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:11.401482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:11.401569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:11.420886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:11.421448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:11.421765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:11.421810] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:11.505332] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:11.505447] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:11.505485] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:11.505515] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:11.508944] [DEBUG] [FORECASTER] LUV: Forecast T+1@11:T+2@11: UP (p=65.29%)
[2025-09-29T22:23:11.509215] [INFO ] [FORECASTER] Completed predict_future for LUV
[2025-09-29T22:23:11.509354] [INFO ] [sig       ] LUV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:11.660987] [INFO ] [LOCAL     ] Saved forecast: LUV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LUV.txt
[2025-09-29T22:23:11.661207] [WARN ] [sig       ] [1207/2211] Failed LUV after 0.3s | 4.13 sym/s | Total: 4.9m | ETA: 4.0m
[2025-09-29T22:23:11.661285] [INFO ] [sig       ] [1208/2211] Forecasting LVS...
[2025-09-29T22:23:11.661325] [INFO ] [sig       ] Generating forecast for: LVS
[2025-09-29T22:23:11.661357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-09-29T22:23:11.672532] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LVS'.
[2025-09-29T22:23:11.673000] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-09-29T22:23:11.701491] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:11.702383] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-09-29T22:23:11.702490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:11.702552] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:11.702585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:11.702669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:11.722921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:11.723887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:11.723985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:11.724022] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:11.760905] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:11.761078] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:11.761125] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:11.761161] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:11.765100] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: DOWN (p=1.67%)
[2025-09-29T22:23:11.765413] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-09-29T22:23:11.765563] [INFO ] [sig       ] LVS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:11.937979] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LVS.txt
[2025-09-29T22:23:11.938288] [WARN ] [sig       ] [1208/2211] Failed LVS after 0.3s | 4.13 sym/s | Total: 4.9m | ETA: 4.0m
[2025-09-29T22:23:11.938378] [INFO ] [sig       ] [1209/2211] Forecasting LVWR...
[2025-09-29T22:23:11.938419] [INFO ] [sig       ] Generating forecast for: LVWR
[2025-09-29T22:23:11.938455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVWR' from 'https://tdm.silogroup.org/data/derivative_storage/LVWR.csv'.
[2025-09-29T22:23:11.952064] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LVWR'.
[2025-09-29T22:23:11.952565] [INFO ] [FORECASTER] Starting predict_future for LVWR
[2025-09-29T22:23:11.980003] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:11.980882] [DEBUG] [LOCAL     ] No optimal features file found for LVWR: ./output/feature-sets/LVWR.txt
[2025-09-29T22:23:11.980940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:11.980978] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:11.981009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:11.981069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:12.000529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:12.001379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:12.001469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:12.001503] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:12.049266] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:12.049443] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:12.049490] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:12.049524] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:12.054140] [DEBUG] [FORECASTER] LVWR: Forecast T+1@11:T+2@11: DOWN (p=12.87%)
[2025-09-29T22:23:12.054446] [INFO ] [FORECASTER] Completed predict_future for LVWR
[2025-09-29T22:23:12.054597] [INFO ] [sig       ] LVWR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:12.214473] [INFO ] [LOCAL     ] Saved forecast: LVWR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LVWR.txt
[2025-09-29T22:23:12.214801] [WARN ] [sig       ] [1209/2211] Failed LVWR after 0.3s | 4.13 sym/s | Total: 4.9m | ETA: 4.0m
[2025-09-29T22:23:12.214892] [INFO ] [sig       ] [1210/2211] Forecasting LW...
[2025-09-29T22:23:12.214932] [INFO ] [sig       ] Generating forecast for: LW
[2025-09-29T22:23:12.214975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LW' from 'https://tdm.silogroup.org/data/derivative_storage/LW.csv'.
[2025-09-29T22:23:12.227451] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LW'.
[2025-09-29T22:23:12.227993] [INFO ] [FORECASTER] Starting predict_future for LW
[2025-09-29T22:23:12.256875] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:12.257843] [DEBUG] [LOCAL     ] No optimal features file found for LW: ./output/feature-sets/LW.txt
[2025-09-29T22:23:12.257904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:12.257942] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:12.257970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:12.258029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:12.278849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:12.279824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:12.279925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:12.279961] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:12.318819] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:12.319000] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:12.319046] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:12.319079] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:12.323035] [DEBUG] [FORECASTER] LW: Forecast T+1@11:T+2@11: UP (p=66.23%)
[2025-09-29T22:23:12.323357] [INFO ] [FORECASTER] Completed predict_future for LW
[2025-09-29T22:23:12.323500] [INFO ] [sig       ] LW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:12.477461] [INFO ] [LOCAL     ] Saved forecast: LW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LW.txt
[2025-09-29T22:23:12.477741] [WARN ] [sig       ] [1210/2211] Failed LW after 0.3s | 4.13 sym/s | Total: 4.9m | ETA: 4.0m
[2025-09-29T22:23:12.477835] [INFO ] [sig       ] [1211/2211] Forecasting LXFR...
[2025-09-29T22:23:12.477887] [INFO ] [sig       ] Generating forecast for: LXFR
[2025-09-29T22:23:12.477930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXFR' from 'https://tdm.silogroup.org/data/derivative_storage/LXFR.csv'.
[2025-09-29T22:23:12.489264] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LXFR'.
[2025-09-29T22:23:12.489702] [INFO ] [FORECASTER] Starting predict_future for LXFR
[2025-09-29T22:23:12.518165] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:12.518967] [DEBUG] [LOCAL     ] No optimal features file found for LXFR: ./output/feature-sets/LXFR.txt
[2025-09-29T22:23:12.519024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:12.519060] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:12.519088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:12.519146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:12.539244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:12.540122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:12.540215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:12.540249] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:12.586207] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:12.586391] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:12.586441] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:12.586515] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:12.593025] [DEBUG] [FORECASTER] LXFR: Forecast T+1@11:T+2@11: UP (p=79.85%)
[2025-09-29T22:23:12.593333] [INFO ] [FORECASTER] Completed predict_future for LXFR
[2025-09-29T22:23:12.593496] [INFO ] [sig       ] LXFR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:12.747417] [INFO ] [LOCAL     ] Saved forecast: LXFR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LXFR.txt
[2025-09-29T22:23:12.747626] [WARN ] [sig       ] [1211/2211] Failed LXFR after 0.3s | 4.13 sym/s | Total: 4.9m | ETA: 4.0m
[2025-09-29T22:23:12.747725] [INFO ] [sig       ] [1212/2211] Forecasting LXP...
[2025-09-29T22:23:12.747771] [INFO ] [sig       ] Generating forecast for: LXP
[2025-09-29T22:23:12.747804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-09-29T22:23:12.759531] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LXP'.
[2025-09-29T22:23:12.760214] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-09-29T22:23:12.789633] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:12.790713] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-09-29T22:23:12.790786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:12.790825] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:12.790856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:12.790918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:12.811531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:12.812578] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:12.812718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:12.812773] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:12.855542] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:12.855747] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:12.855806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:12.855838] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:12.859897] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: DOWN (p=13.89%)
[2025-09-29T22:23:12.860272] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-09-29T22:23:12.860430] [INFO ] [sig       ] LXP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:13.020711] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LXP.txt
[2025-09-29T22:23:13.020922] [WARN ] [sig       ] [1212/2211] Failed LXP after 0.3s | 4.13 sym/s | Total: 4.9m | ETA: 4.0m
[2025-09-29T22:23:13.020996] [INFO ] [sig       ] [1213/2211] Forecasting LXU...
[2025-09-29T22:23:13.021036] [INFO ] [sig       ] Generating forecast for: LXU
[2025-09-29T22:23:13.021109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXU' from 'https://tdm.silogroup.org/data/derivative_storage/LXU.csv'.
[2025-09-29T22:23:13.031166] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LXU'.
[2025-09-29T22:23:13.031444] [INFO ] [FORECASTER] Starting predict_future for LXU
[2025-09-29T22:23:13.056610] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:13.057422] [DEBUG] [LOCAL     ] No optimal features file found for LXU: ./output/feature-sets/LXU.txt
[2025-09-29T22:23:13.057479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:13.057513] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:13.057542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:13.057600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:13.075017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:13.075545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:13.075627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:13.075695] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:13.112289] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:13.112371] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:13.112426] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:13.112458] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:13.115585] [DEBUG] [FORECASTER] LXU: Forecast T+1@11:T+2@11: DOWN (p=10.13%)
[2025-09-29T22:23:13.115873] [INFO ] [FORECASTER] Completed predict_future for LXU
[2025-09-29T22:23:13.116021] [INFO ] [sig       ] LXU: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:13.264330] [INFO ] [LOCAL     ] Saved forecast: LXU	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LXU.txt
[2025-09-29T22:23:13.264549] [WARN ] [sig       ] [1213/2211] Failed LXU after 0.2s | 4.13 sym/s | Total: 4.9m | ETA: 4.0m
[2025-09-29T22:23:13.264623] [INFO ] [sig       ] [1214/2211] Forecasting LYB...
[2025-09-29T22:23:13.264699] [INFO ] [sig       ] Generating forecast for: LYB
[2025-09-29T22:23:13.264743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-09-29T22:23:13.276099] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LYB'.
[2025-09-29T22:23:13.276577] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-09-29T22:23:13.304062] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:13.304948] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-09-29T22:23:13.305042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:13.305082] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:13.305122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:13.305205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:13.323286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:13.323956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:13.324044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:13.324078] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:13.363271] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:13.363446] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:13.363490] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:13.363521] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:13.367107] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=42.86%)
[2025-09-29T22:23:13.367397] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-09-29T22:23:13.367541] [INFO ] [sig       ] LYB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:13.525820] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LYB.txt
[2025-09-29T22:23:13.526125] [WARN ] [sig       ] [1214/2211] Failed LYB after 0.3s | 4.13 sym/s | Total: 4.9m | ETA: 4.0m
[2025-09-29T22:23:13.526215] [INFO ] [sig       ] [1215/2211] Forecasting LYG...
[2025-09-29T22:23:13.526256] [INFO ] [sig       ] Generating forecast for: LYG
[2025-09-29T22:23:13.526291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-09-29T22:23:13.540034] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LYG'.
[2025-09-29T22:23:13.541544] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-09-29T22:23:13.571308] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:13.572290] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-09-29T22:23:13.572350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:13.572386] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:13.572471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:13.572572] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:13.591836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:13.592822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:13.592963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:13.593020] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:13.633179] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:13.633357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:13.633401] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:13.633432] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:13.637035] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: DOWN (p=17.81%)
[2025-09-29T22:23:13.637383] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-09-29T22:23:13.637532] [INFO ] [sig       ] LYG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:13.799316] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LYG.txt
[2025-09-29T22:23:13.799593] [WARN ] [sig       ] [1215/2211] Failed LYG after 0.3s | 4.13 sym/s | Total: 4.9m | ETA: 4.0m
[2025-09-29T22:23:13.799698] [INFO ] [sig       ] [1216/2211] Forecasting LYV...
[2025-09-29T22:23:13.799744] [INFO ] [sig       ] Generating forecast for: LYV
[2025-09-29T22:23:13.799778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYV' from 'https://tdm.silogroup.org/data/derivative_storage/LYV.csv'.
[2025-09-29T22:23:13.810379] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LYV'.
[2025-09-29T22:23:13.810852] [INFO ] [FORECASTER] Starting predict_future for LYV
[2025-09-29T22:23:13.838079] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:13.839036] [DEBUG] [LOCAL     ] No optimal features file found for LYV: ./output/feature-sets/LYV.txt
[2025-09-29T22:23:13.839106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:13.839143] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:13.839173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:13.839235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:13.857878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:13.858782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:13.858881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:13.858918] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:13.900137] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:13.900310] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:13.900354] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:13.900385] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:13.903976] [DEBUG] [FORECASTER] LYV: Forecast T+1@11:T+2@11: UP (p=60.52%)
[2025-09-29T22:23:13.904271] [INFO ] [FORECASTER] Completed predict_future for LYV
[2025-09-29T22:23:13.904413] [INFO ] [sig       ] LYV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:14.062112] [INFO ] [LOCAL     ] Saved forecast: LYV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LYV.txt
[2025-09-29T22:23:14.062361] [WARN ] [sig       ] [1216/2211] Failed LYV after 0.3s | 4.13 sym/s | Total: 4.9m | ETA: 4.0m
[2025-09-29T22:23:14.062439] [INFO ] [sig       ] [1217/2211] Forecasting LZB...
[2025-09-29T22:23:14.062479] [INFO ] [sig       ] Generating forecast for: LZB
[2025-09-29T22:23:14.062511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-09-29T22:23:14.073578] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LZB'.
[2025-09-29T22:23:14.074069] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-09-29T22:23:14.102408] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:14.103374] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-09-29T22:23:14.103444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:14.103493] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:14.103529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:14.103590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:14.123786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:14.124634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:14.124759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:14.124799] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:14.166852] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:14.167031] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:14.167077] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:14.167155] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:14.171071] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: DOWN (p=32.45%)
[2025-09-29T22:23:14.171454] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-09-29T22:23:14.171633] [INFO ] [sig       ] LZB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:14.329829] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/LZB.txt
[2025-09-29T22:23:14.330086] [WARN ] [sig       ] [1217/2211] Failed LZB after 0.3s | 4.13 sym/s | Total: 4.9m | ETA: 4.0m
[2025-09-29T22:23:14.330166] [INFO ] [sig       ] [1218/2211] Forecasting LZM...
[2025-09-29T22:23:14.330207] [INFO ] [sig       ] Generating forecast for: LZM
[2025-09-29T22:23:14.330240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-09-29T22:23:14.340343] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'LZM'.
[2025-09-29T22:23:14.340777] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-09-29T22:23:14.368362] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:14.369741] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-09-29T22:23:14.369801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:14.369836] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:14.369865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:14.369933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:14.394066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:14.394959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:14.395051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:14.395140] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:14.434898] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:14.435074] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:14.435120] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:14.435156] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:14.438953] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: UP (p=71.66%)
[2025-09-29T22:23:14.439263] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-09-29T22:23:14.439404] [INFO ] [sig       ] LZM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:14.614124] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/LZM.txt
[2025-09-29T22:23:14.614444] [WARN ] [sig       ] [1218/2211] Failed LZM after 0.3s | 4.13 sym/s | Total: 4.9m | ETA: 4.0m
[2025-09-29T22:23:14.614605] [INFO ] [sig       ] [1219/2211] Forecasting M...
[2025-09-29T22:23:14.614762] [INFO ] [sig       ] Generating forecast for: M
[2025-09-29T22:23:14.614807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-09-29T22:23:14.627225] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'M'.
[2025-09-29T22:23:14.627857] [INFO ] [FORECASTER] Starting predict_future for M
[2025-09-29T22:23:14.656453] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:14.657454] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-09-29T22:23:14.657519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:14.657556] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:14.657586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:14.657670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:14.676412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:14.677236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:14.677336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:14.677375] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:14.723486] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:14.723691] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:14.723756] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:14.723791] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:14.727848] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: UP (p=52.43%)
[2025-09-29T22:23:14.728175] [INFO ] [FORECASTER] Completed predict_future for M
[2025-09-29T22:23:14.728348] [INFO ] [sig       ] M: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:14.887018] [INFO ] [LOCAL     ] Saved forecast: M	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/M.txt
[2025-09-29T22:23:14.887355] [WARN ] [sig       ] [1219/2211] Failed M after 0.3s | 4.13 sym/s | Total: 4.9m | ETA: 4.0m
[2025-09-29T22:23:14.887450] [INFO ] [sig       ] [1220/2211] Forecasting MA...
[2025-09-29T22:23:14.887500] [INFO ] [sig       ] Generating forecast for: MA
[2025-09-29T22:23:14.887539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-09-29T22:23:14.900009] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MA'.
[2025-09-29T22:23:14.900477] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-09-29T22:23:14.929148] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:14.930019] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-09-29T22:23:14.930078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:14.930115] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:14.930145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:14.930206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:14.948788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:14.949408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:14.949497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:14.949534] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:14.983754] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:14.983892] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:14.983963] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:14.984008] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:14.987800] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=56.62%)
[2025-09-29T22:23:14.988189] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-09-29T22:23:14.988351] [INFO ] [sig       ] MA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:15.150265] [INFO ] [LOCAL     ] Saved forecast: MA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MA.txt
[2025-09-29T22:23:15.150540] [WARN ] [sig       ] [1220/2211] Failed MA after 0.3s | 4.13 sym/s | Total: 4.9m | ETA: 4.0m
[2025-09-29T22:23:15.150621] [INFO ] [sig       ] [1221/2211] Forecasting MAA...
[2025-09-29T22:23:15.150698] [INFO ] [sig       ] Generating forecast for: MAA
[2025-09-29T22:23:15.150743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-09-29T22:23:15.162182] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MAA'.
[2025-09-29T22:23:15.162732] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-09-29T22:23:15.193863] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:15.194808] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-09-29T22:23:15.194871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:15.194908] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:15.194967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:15.195092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:15.218124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:15.219160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:15.219273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:15.219311] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:15.262025] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:15.262189] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:15.262237] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:15.262269] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:15.265918] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: UP (p=77.04%)
[2025-09-29T22:23:15.266207] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-09-29T22:23:15.266353] [INFO ] [sig       ] MAA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:15.454670] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MAA.txt
[2025-09-29T22:23:15.454979] [WARN ] [sig       ] [1221/2211] Failed MAA after 0.3s | 4.13 sym/s | Total: 4.9m | ETA: 4.0m
[2025-09-29T22:23:15.455063] [INFO ] [sig       ] [1222/2211] Forecasting MAC...
[2025-09-29T22:23:15.455124] [INFO ] [sig       ] Generating forecast for: MAC
[2025-09-29T22:23:15.455161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-09-29T22:23:15.466170] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MAC'.
[2025-09-29T22:23:15.466537] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-09-29T22:23:15.493671] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:15.494485] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-09-29T22:23:15.494543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:15.494580] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:15.494610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:15.494720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:15.513316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:15.514090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:15.514184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:15.514220] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:15.553510] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:15.553713] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:15.553775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:15.553810] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:15.557688] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: UP (p=66.14%)
[2025-09-29T22:23:15.558001] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-09-29T22:23:15.558142] [INFO ] [sig       ] MAC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:15.708775] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MAC.txt
[2025-09-29T22:23:15.709016] [WARN ] [sig       ] [1222/2211] Failed MAC after 0.3s | 4.13 sym/s | Total: 4.9m | ETA: 4.0m
[2025-09-29T22:23:15.709091] [INFO ] [sig       ] [1223/2211] Forecasting MAGN...
[2025-09-29T22:23:15.709132] [INFO ] [sig       ] Generating forecast for: MAGN
[2025-09-29T22:23:15.709164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAGN' from 'https://tdm.silogroup.org/data/derivative_storage/MAGN.csv'.
[2025-09-29T22:23:15.719773] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MAGN'.
[2025-09-29T22:23:15.720127] [INFO ] [FORECASTER] Starting predict_future for MAGN
[2025-09-29T22:23:15.746105] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:15.746919] [DEBUG] [LOCAL     ] No optimal features file found for MAGN: ./output/feature-sets/MAGN.txt
[2025-09-29T22:23:15.746975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:15.747010] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:15.747040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:15.747125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:15.765308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:15.766102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:15.766194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:15.766231] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:15.803724] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:15.803883] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:15.803928] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:15.803960] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:15.807697] [DEBUG] [FORECASTER] MAGN: Forecast T+1@11:T+2@11: UP (p=93.63%)
[2025-09-29T22:23:15.807994] [INFO ] [FORECASTER] Completed predict_future for MAGN
[2025-09-29T22:23:15.808139] [INFO ] [sig       ] MAGN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:15.962484] [INFO ] [LOCAL     ] Saved forecast: MAGN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MAGN.txt
[2025-09-29T22:23:15.963042] [WARN ] [sig       ] [1223/2211] Failed MAGN after 0.3s | 4.13 sym/s | Total: 4.9m | ETA: 4.0m
[2025-09-29T22:23:15.963129] [INFO ] [sig       ] [1224/2211] Forecasting MAIN...
[2025-09-29T22:23:15.963171] [INFO ] [sig       ] Generating forecast for: MAIN
[2025-09-29T22:23:15.963205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAIN' from 'https://tdm.silogroup.org/data/derivative_storage/MAIN.csv'.
[2025-09-29T22:23:15.975864] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MAIN'.
[2025-09-29T22:23:15.976294] [INFO ] [FORECASTER] Starting predict_future for MAIN
[2025-09-29T22:23:16.003465] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:16.004336] [DEBUG] [LOCAL     ] No optimal features file found for MAIN: ./output/feature-sets/MAIN.txt
[2025-09-29T22:23:16.004395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:16.004432] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:16.004463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:16.004525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:16.022782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:16.023427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:16.023584] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:16.023672] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:16.052305] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:16.052482] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:16.052560] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:16.052610] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:16.056401] [DEBUG] [FORECASTER] MAIN: Forecast T+1@11:T+2@11: UP (p=97.39%)
[2025-09-29T22:23:16.056729] [INFO ] [FORECASTER] Completed predict_future for MAIN
[2025-09-29T22:23:16.056875] [INFO ] [sig       ] MAIN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:16.210028] [INFO ] [LOCAL     ] Saved forecast: MAIN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MAIN.txt
[2025-09-29T22:23:16.210300] [WARN ] [sig       ] [1224/2211] Failed MAIN after 0.2s | 4.13 sym/s | Total: 4.9m | ETA: 4.0m
[2025-09-29T22:23:16.210382] [INFO ] [sig       ] [1225/2211] Forecasting MAN...
[2025-09-29T22:23:16.210422] [INFO ] [sig       ] Generating forecast for: MAN
[2025-09-29T22:23:16.210457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-09-29T22:23:16.222814] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MAN'.
[2025-09-29T22:23:16.223163] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-09-29T22:23:16.249786] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:16.250480] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-09-29T22:23:16.250536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:16.250570] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:16.250670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:16.250753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:16.269328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:16.269965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:16.270053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:16.270089] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:16.306874] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:16.306969] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:16.307008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:16.307039] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:16.310453] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: DOWN (p=24.25%)
[2025-09-29T22:23:16.310908] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-09-29T22:23:16.311050] [INFO ] [sig       ] MAN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:16.460733] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MAN.txt
[2025-09-29T22:23:16.460990] [WARN ] [sig       ] [1225/2211] Failed MAN after 0.3s | 4.13 sym/s | Total: 4.9m | ETA: 4.0m
[2025-09-29T22:23:16.461069] [INFO ] [sig       ] [1226/2211] Forecasting MANU...
[2025-09-29T22:23:16.461109] [INFO ] [sig       ] Generating forecast for: MANU
[2025-09-29T22:23:16.461142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANU' from 'https://tdm.silogroup.org/data/derivative_storage/MANU.csv'.
[2025-09-29T22:23:16.472888] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MANU'.
[2025-09-29T22:23:16.473482] [INFO ] [FORECASTER] Starting predict_future for MANU
[2025-09-29T22:23:16.510519] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:16.511983] [DEBUG] [LOCAL     ] No optimal features file found for MANU: ./output/feature-sets/MANU.txt
[2025-09-29T22:23:16.512077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:16.512127] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:16.512199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:16.512322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:16.540713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:16.541581] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:16.541715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:16.541773] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:16.586137] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:16.586351] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:16.586443] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:16.586510] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:16.592307] [DEBUG] [FORECASTER] MANU: Forecast T+1@11:T+2@11: DOWN (p=7.64%)
[2025-09-29T22:23:16.592826] [INFO ] [FORECASTER] Completed predict_future for MANU
[2025-09-29T22:23:16.592987] [INFO ] [sig       ] MANU: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:16.774470] [INFO ] [LOCAL     ] Saved forecast: MANU	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MANU.txt
[2025-09-29T22:23:16.774753] [WARN ] [sig       ] [1226/2211] Failed MANU after 0.3s | 4.13 sym/s | Total: 5.0m | ETA: 4.0m
[2025-09-29T22:23:16.774840] [INFO ] [sig       ] [1227/2211] Forecasting MAS...
[2025-09-29T22:23:16.774883] [INFO ] [sig       ] Generating forecast for: MAS
[2025-09-29T22:23:16.774917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-09-29T22:23:16.786826] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MAS'.
[2025-09-29T22:23:16.787202] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-09-29T22:23:16.813259] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:16.814019] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-09-29T22:23:16.814075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:16.814110] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:16.814138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:16.814195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:16.832454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:16.833045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:16.833150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:16.833185] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:16.880192] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:16.880325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:16.880373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:16.880488] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:16.884766] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=1.72%)
[2025-09-29T22:23:16.885068] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-09-29T22:23:16.885219] [INFO ] [sig       ] MAS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:17.034865] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MAS.txt
[2025-09-29T22:23:17.035100] [WARN ] [sig       ] [1227/2211] Failed MAS after 0.3s | 4.13 sym/s | Total: 5.0m | ETA: 4.0m
[2025-09-29T22:23:17.035181] [INFO ] [sig       ] [1228/2211] Forecasting MATV...
[2025-09-29T22:23:17.035220] [INFO ] [sig       ] Generating forecast for: MATV
[2025-09-29T22:23:17.035254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATV' from 'https://tdm.silogroup.org/data/derivative_storage/MATV.csv'.
[2025-09-29T22:23:17.046714] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MATV'.
[2025-09-29T22:23:17.047042] [INFO ] [FORECASTER] Starting predict_future for MATV
[2025-09-29T22:23:17.072473] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:17.073250] [DEBUG] [LOCAL     ] No optimal features file found for MATV: ./output/feature-sets/MATV.txt
[2025-09-29T22:23:17.073306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:17.073341] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:17.073369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:17.073431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:17.092381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:17.092960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:17.093055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:17.093109] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:17.136428] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:17.136530] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:17.136571] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:17.136603] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:17.140488] [DEBUG] [FORECASTER] MATV: Forecast T+1@11:T+2@11: DOWN (p=33.60%)
[2025-09-29T22:23:17.141278] [INFO ] [FORECASTER] Completed predict_future for MATV
[2025-09-29T22:23:17.141428] [INFO ] [sig       ] MATV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:17.291500] [INFO ] [LOCAL     ] Saved forecast: MATV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MATV.txt
[2025-09-29T22:23:17.291934] [WARN ] [sig       ] [1228/2211] Failed MATV after 0.3s | 4.13 sym/s | Total: 5.0m | ETA: 4.0m
[2025-09-29T22:23:17.292012] [INFO ] [sig       ] [1229/2211] Forecasting MATX...
[2025-09-29T22:23:17.292054] [INFO ] [sig       ] Generating forecast for: MATX
[2025-09-29T22:23:17.292085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-09-29T22:23:17.303262] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MATX'.
[2025-09-29T22:23:17.303581] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-09-29T22:23:17.329922] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:17.330623] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-09-29T22:23:17.330701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:17.330743] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:17.330773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:17.330851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:17.349717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:17.350408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:17.350490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:17.350524] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:17.393990] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:17.394106] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:17.394146] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:17.394179] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:17.398039] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: UP (p=91.76%)
[2025-09-29T22:23:17.398338] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-09-29T22:23:17.398483] [INFO ] [sig       ] MATX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:17.560240] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MATX.txt
[2025-09-29T22:23:17.560517] [WARN ] [sig       ] [1229/2211] Failed MATX after 0.3s | 4.13 sym/s | Total: 5.0m | ETA: 4.0m
[2025-09-29T22:23:17.560616] [INFO ] [sig       ] [1230/2211] Forecasting MAX...
[2025-09-29T22:23:17.560731] [INFO ] [sig       ] Generating forecast for: MAX
[2025-09-29T22:23:17.560819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-09-29T22:23:17.573121] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MAX'.
[2025-09-29T22:23:17.573545] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-09-29T22:23:17.600976] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:17.601822] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-09-29T22:23:17.601881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:17.601916] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:17.601945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:17.602004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:17.620249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:17.620867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:17.620952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:17.620986] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:17.668061] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:17.668157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:17.668197] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:17.668229] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:17.672350] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: DOWN (p=23.50%)
[2025-09-29T22:23:17.672682] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-09-29T22:23:17.672842] [INFO ] [sig       ] MAX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:17.822089] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MAX.txt
[2025-09-29T22:23:17.822294] [WARN ] [sig       ] [1230/2211] Failed MAX after 0.3s | 4.13 sym/s | Total: 5.0m | ETA: 4.0m
[2025-09-29T22:23:17.822381] [INFO ] [sig       ] [1231/2211] Forecasting MBC...
[2025-09-29T22:23:17.822457] [INFO ] [sig       ] Generating forecast for: MBC
[2025-09-29T22:23:17.822514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-09-29T22:23:17.834506] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MBC'.
[2025-09-29T22:23:17.834896] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-09-29T22:23:17.863126] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:17.864051] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-09-29T22:23:17.864107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:17.864142] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:17.864169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:17.864226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:17.881935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:17.882614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:17.882736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:17.882780] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:17.919428] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:17.919586] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:17.919631] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:17.919703] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:17.923503] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=48.69%)
[2025-09-29T22:23:17.923846] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-09-29T22:23:17.923997] [INFO ] [sig       ] MBC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:18.088035] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MBC.txt
[2025-09-29T22:23:18.088302] [WARN ] [sig       ] [1231/2211] Failed MBC after 0.3s | 4.13 sym/s | Total: 5.0m | ETA: 4.0m
[2025-09-29T22:23:18.088381] [INFO ] [sig       ] [1232/2211] Forecasting MBI...
[2025-09-29T22:23:18.088420] [INFO ] [sig       ] Generating forecast for: MBI
[2025-09-29T22:23:18.088456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-09-29T22:23:18.099488] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MBI'.
[2025-09-29T22:23:18.099930] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-09-29T22:23:18.130990] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:18.131940] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-09-29T22:23:18.132003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:18.132041] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:18.132072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:18.132132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:18.152632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:18.153542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:18.153636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:18.153713] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:18.201386] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:18.201593] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:18.201673] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:18.201732] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:18.205433] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=37.10%)
[2025-09-29T22:23:18.205840] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-09-29T22:23:18.205986] [INFO ] [sig       ] MBI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:18.369742] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MBI.txt
[2025-09-29T22:23:18.370113] [WARN ] [sig       ] [1232/2211] Failed MBI after 0.3s | 4.13 sym/s | Total: 5.0m | ETA: 4.0m
[2025-09-29T22:23:18.370212] [INFO ] [sig       ] [1233/2211] Forecasting MC...
[2025-09-29T22:23:18.370255] [INFO ] [sig       ] Generating forecast for: MC
[2025-09-29T22:23:18.370289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-09-29T22:23:18.382924] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MC'.
[2025-09-29T22:23:18.383379] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-09-29T22:23:18.410396] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:18.411317] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-09-29T22:23:18.411374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:18.411409] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:18.411438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:18.411496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:18.430834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:18.431676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:18.431774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:18.431811] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:18.476989] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:18.477187] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:18.477243] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:18.477274] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:18.480913] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: DOWN (p=0.53%)
[2025-09-29T22:23:18.481204] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-09-29T22:23:18.481348] [INFO ] [sig       ] MC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:18.640048] [INFO ] [LOCAL     ] Saved forecast: MC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MC.txt
[2025-09-29T22:23:18.640322] [WARN ] [sig       ] [1233/2211] Failed MC after 0.3s | 4.13 sym/s | Total: 5.0m | ETA: 4.0m
[2025-09-29T22:23:18.640406] [INFO ] [sig       ] [1234/2211] Forecasting MCB...
[2025-09-29T22:23:18.640492] [INFO ] [sig       ] Generating forecast for: MCB
[2025-09-29T22:23:18.640581] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCB' from 'https://tdm.silogroup.org/data/derivative_storage/MCB.csv'.
[2025-09-29T22:23:18.653433] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MCB'.
[2025-09-29T22:23:18.653952] [INFO ] [FORECASTER] Starting predict_future for MCB
[2025-09-29T22:23:18.683835] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:18.684764] [DEBUG] [LOCAL     ] No optimal features file found for MCB: ./output/feature-sets/MCB.txt
[2025-09-29T22:23:18.684824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:18.684862] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:18.684895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:18.684985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:18.707366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:18.708303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:18.708403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:18.708440] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:18.749093] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:18.749266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:18.749311] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:18.749363] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:18.753108] [DEBUG] [FORECASTER] MCB: Forecast T+1@11:T+2@11: UP (p=86.67%)
[2025-09-29T22:23:18.753426] [INFO ] [FORECASTER] Completed predict_future for MCB
[2025-09-29T22:23:18.753574] [INFO ] [sig       ] MCB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:18.907338] [INFO ] [LOCAL     ] Saved forecast: MCB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MCB.txt
[2025-09-29T22:23:18.907588] [WARN ] [sig       ] [1234/2211] Failed MCB after 0.3s | 4.13 sym/s | Total: 5.0m | ETA: 3.9m
[2025-09-29T22:23:18.907690] [INFO ] [sig       ] [1235/2211] Forecasting MCI...
[2025-09-29T22:23:18.907739] [INFO ] [sig       ] Generating forecast for: MCI
[2025-09-29T22:23:18.907773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-09-29T22:23:18.918776] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MCI'.
[2025-09-29T22:23:18.919245] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-09-29T22:23:18.950551] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:18.951685] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-09-29T22:23:18.951767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:18.951833] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:18.951880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:18.951963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:18.973179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:18.974023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:18.974114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:18.974151] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:19.010074] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:19.010221] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:19.010304] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:19.010347] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:19.016788] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: DOWN (p=12.92%)
[2025-09-29T22:23:19.017210] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-09-29T22:23:19.017371] [INFO ] [sig       ] MCI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:19.170785] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MCI.txt
[2025-09-29T22:23:19.171056] [WARN ] [sig       ] [1235/2211] Failed MCI after 0.3s | 4.12 sym/s | Total: 5.0m | ETA: 3.9m
[2025-09-29T22:23:19.171138] [INFO ] [sig       ] [1236/2211] Forecasting MCK...
[2025-09-29T22:23:19.171178] [INFO ] [sig       ] Generating forecast for: MCK
[2025-09-29T22:23:19.171211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-09-29T22:23:19.181331] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MCK'.
[2025-09-29T22:23:19.181706] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-09-29T22:23:19.207505] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:19.208251] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-09-29T22:23:19.208306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:19.208340] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:19.208368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:19.208426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:19.227121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:19.227891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:19.227983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:19.228020] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:19.265608] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:19.265788] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:19.265850] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:19.265890] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:19.269500] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: DOWN (p=1.54%)
[2025-09-29T22:23:19.269841] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-09-29T22:23:19.270003] [INFO ] [sig       ] MCK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:19.420995] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MCK.txt
[2025-09-29T22:23:19.421219] [WARN ] [sig       ] [1236/2211] Failed MCK after 0.3s | 4.12 sym/s | Total: 5.0m | ETA: 3.9m
[2025-09-29T22:23:19.421296] [INFO ] [sig       ] [1237/2211] Forecasting MCN...
[2025-09-29T22:23:19.421336] [INFO ] [sig       ] Generating forecast for: MCN
[2025-09-29T22:23:19.421369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-09-29T22:23:19.432589] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MCN'.
[2025-09-29T22:23:19.433129] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-09-29T22:23:19.461609] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:19.462400] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-09-29T22:23:19.462457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:19.462493] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:19.462523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:19.462581] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:19.482425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:19.483119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:19.483205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:19.483242] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:19.525202] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:19.525379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:19.525429] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:19.525494] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:19.529620] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-09-29T22:23:19.529958] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-09-29T22:23:19.530111] [INFO ] [sig       ] MCN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:19.686185] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MCN.txt
[2025-09-29T22:23:19.686531] [WARN ] [sig       ] [1237/2211] Failed MCN after 0.3s | 4.12 sym/s | Total: 5.0m | ETA: 3.9m
[2025-09-29T22:23:19.686616] [INFO ] [sig       ] [1238/2211] Forecasting MCO...
[2025-09-29T22:23:19.686688] [INFO ] [sig       ] Generating forecast for: MCO
[2025-09-29T22:23:19.686739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-09-29T22:23:19.697859] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MCO'.
[2025-09-29T22:23:19.698190] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-09-29T22:23:19.724833] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:19.725627] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-09-29T22:23:19.725709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:19.725760] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:19.725795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:19.725857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:19.745169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:19.745803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:19.745921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:19.745976] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:19.790387] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:19.790494] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:19.790534] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:19.790566] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:19.794465] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: UP (p=74.30%)
[2025-09-29T22:23:19.794810] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-09-29T22:23:19.794961] [INFO ] [sig       ] MCO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:19.945159] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MCO.txt
[2025-09-29T22:23:19.945389] [WARN ] [sig       ] [1238/2211] Failed MCO after 0.3s | 4.12 sym/s | Total: 5.0m | ETA: 3.9m
[2025-09-29T22:23:19.945464] [INFO ] [sig       ] [1239/2211] Forecasting MCR...
[2025-09-29T22:23:19.945541] [INFO ] [sig       ] Generating forecast for: MCR
[2025-09-29T22:23:19.945675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCR' from 'https://tdm.silogroup.org/data/derivative_storage/MCR.csv'.
[2025-09-29T22:23:19.956483] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MCR'.
[2025-09-29T22:23:19.956809] [INFO ] [FORECASTER] Starting predict_future for MCR
[2025-09-29T22:23:19.982995] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:19.983739] [DEBUG] [LOCAL     ] No optimal features file found for MCR: ./output/feature-sets/MCR.txt
[2025-09-29T22:23:19.983797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:19.983831] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:19.983859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:19.983916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:20.002459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:20.003054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:20.003139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:20.003177] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:20.048174] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:20.048276] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:20.048316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:20.048356] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:20.052245] [DEBUG] [FORECASTER] MCR: Forecast T+1@11:T+2@11: DOWN (p=8.73%)
[2025-09-29T22:23:20.052544] [INFO ] [FORECASTER] Completed predict_future for MCR
[2025-09-29T22:23:20.052716] [INFO ] [sig       ] MCR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:20.207282] [INFO ] [LOCAL     ] Saved forecast: MCR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MCR.txt
[2025-09-29T22:23:20.207509] [WARN ] [sig       ] [1239/2211] Failed MCR after 0.3s | 4.12 sym/s | Total: 5.0m | ETA: 3.9m
[2025-09-29T22:23:20.207605] [INFO ] [sig       ] [1240/2211] Forecasting MCS...
[2025-09-29T22:23:20.207674] [INFO ] [sig       ] Generating forecast for: MCS
[2025-09-29T22:23:20.207741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-09-29T22:23:20.218260] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MCS'.
[2025-09-29T22:23:20.218582] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-09-29T22:23:20.245159] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:20.245994] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-09-29T22:23:20.246055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:20.246090] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:20.246118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:20.246175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:20.264945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:20.265514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:20.265596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:20.265629] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:20.311997] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:20.312107] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:20.312149] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:20.312184] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:20.316124] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: UP (p=66.16%)
[2025-09-29T22:23:20.316424] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-09-29T22:23:20.316567] [INFO ] [sig       ] MCS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:20.468965] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MCS.txt
[2025-09-29T22:23:20.469210] [WARN ] [sig       ] [1240/2211] Failed MCS after 0.3s | 4.12 sym/s | Total: 5.0m | ETA: 3.9m
[2025-09-29T22:23:20.469288] [INFO ] [sig       ] [1241/2211] Forecasting MCY...
[2025-09-29T22:23:20.469331] [INFO ] [sig       ] Generating forecast for: MCY
[2025-09-29T22:23:20.469373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-09-29T22:23:20.479980] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MCY'.
[2025-09-29T22:23:20.480277] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-09-29T22:23:20.506660] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:20.507433] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-09-29T22:23:20.507526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:20.507573] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:20.507602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:20.507680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:20.529223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:20.529912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:20.529998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:20.530032] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:20.588436] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:20.588608] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:20.588690] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:20.588771] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:20.592383] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=42.88%)
[2025-09-29T22:23:20.592676] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-09-29T22:23:20.592829] [INFO ] [sig       ] MCY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:20.748914] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MCY.txt
[2025-09-29T22:23:20.749251] [WARN ] [sig       ] [1241/2211] Failed MCY after 0.3s | 4.12 sym/s | Total: 5.0m | ETA: 3.9m
[2025-09-29T22:23:20.749336] [INFO ] [sig       ] [1242/2211] Forecasting MD...
[2025-09-29T22:23:20.749376] [INFO ] [sig       ] Generating forecast for: MD
[2025-09-29T22:23:20.749467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-09-29T22:23:20.761034] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MD'.
[2025-09-29T22:23:20.761453] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-09-29T22:23:20.788896] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:20.789748] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-09-29T22:23:20.789807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:20.789845] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:20.789876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:20.789935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:20.809916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:20.810943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:20.811038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:20.811074] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:20.844846] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:20.845007] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:20.845054] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:20.845087] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:20.849094] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: DOWN (p=41.74%)
[2025-09-29T22:23:20.849460] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-09-29T22:23:20.849608] [INFO ] [sig       ] MD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:21.000032] [INFO ] [LOCAL     ] Saved forecast: MD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MD.txt
[2025-09-29T22:23:21.000266] [WARN ] [sig       ] [1242/2211] Failed MD after 0.3s | 4.12 sym/s | Total: 5.0m | ETA: 3.9m
[2025-09-29T22:23:21.000355] [INFO ] [sig       ] [1243/2211] Forecasting MDST...
[2025-09-29T22:23:21.000431] [INFO ] [sig       ] Generating forecast for: MDST
[2025-09-29T22:23:21.000486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDST' from 'https://tdm.silogroup.org/data/derivative_storage/MDST.csv'.
[2025-09-29T22:23:21.010151] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'MDST'.
[2025-09-29T22:23:21.010473] [INFO ] [FORECASTER] Starting predict_future for MDST
[2025-09-29T22:23:21.036908] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:21.037876] [DEBUG] [LOCAL     ] No optimal features file found for MDST: ./output/feature-sets/MDST.txt
[2025-09-29T22:23:21.037939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:21.037978] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:21.038075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:21.038146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:21.055993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:21.056608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:21.056717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:21.056762] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:21.088089] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:21.088271] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:21.088321] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:21.088357] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:21.092638] [DEBUG] [FORECASTER] MDST: Forecast T+1@11:T+2@11: DOWN (p=49.02%)
[2025-09-29T22:23:21.093005] [INFO ] [FORECASTER] Completed predict_future for MDST
[2025-09-29T22:23:21.093150] [INFO ] [sig       ] MDST: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:21.247915] [INFO ] [LOCAL     ] Saved forecast: MDST	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MDST.txt
[2025-09-29T22:23:21.248177] [WARN ] [sig       ] [1243/2211] Failed MDST after 0.2s | 4.12 sym/s | Total: 5.0m | ETA: 3.9m
[2025-09-29T22:23:21.248257] [INFO ] [sig       ] [1244/2211] Forecasting MDT...
[2025-09-29T22:23:21.248298] [INFO ] [sig       ] Generating forecast for: MDT
[2025-09-29T22:23:21.248331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDT' from 'https://tdm.silogroup.org/data/derivative_storage/MDT.csv'.
[2025-09-29T22:23:21.258965] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MDT'.
[2025-09-29T22:23:21.259377] [INFO ] [FORECASTER] Starting predict_future for MDT
[2025-09-29T22:23:21.286790] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:21.287720] [DEBUG] [LOCAL     ] No optimal features file found for MDT: ./output/feature-sets/MDT.txt
[2025-09-29T22:23:21.287781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:21.287819] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:21.287849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:21.287907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:21.307203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:21.307979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:21.308071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:21.308113] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:21.352035] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:21.352205] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:21.352251] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:21.352282] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:21.356545] [DEBUG] [FORECASTER] MDT: Forecast T+1@11:T+2@11: UP (p=82.86%)
[2025-09-29T22:23:21.356943] [INFO ] [FORECASTER] Completed predict_future for MDT
[2025-09-29T22:23:21.357169] [INFO ] [sig       ] MDT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:21.510798] [INFO ] [LOCAL     ] Saved forecast: MDT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MDT.txt
[2025-09-29T22:23:21.511048] [WARN ] [sig       ] [1244/2211] Failed MDT after 0.3s | 4.12 sym/s | Total: 5.0m | ETA: 3.9m
[2025-09-29T22:23:21.511126] [INFO ] [sig       ] [1245/2211] Forecasting MDU...
[2025-09-29T22:23:21.511166] [INFO ] [sig       ] Generating forecast for: MDU
[2025-09-29T22:23:21.511198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDU' from 'https://tdm.silogroup.org/data/derivative_storage/MDU.csv'.
[2025-09-29T22:23:21.521369] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MDU'.
[2025-09-29T22:23:21.521751] [INFO ] [FORECASTER] Starting predict_future for MDU
[2025-09-29T22:23:21.547979] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:21.548839] [DEBUG] [LOCAL     ] No optimal features file found for MDU: ./output/feature-sets/MDU.txt
[2025-09-29T22:23:21.548897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:21.548932] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:21.548962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:21.549020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:21.568273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:21.569285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:21.569382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:21.569418] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:21.612619] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:21.612830] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:21.612880] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:21.612911] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:21.616864] [DEBUG] [FORECASTER] MDU: Forecast T+1@11:T+2@11: UP (p=70.21%)
[2025-09-29T22:23:21.617201] [INFO ] [FORECASTER] Completed predict_future for MDU
[2025-09-29T22:23:21.617367] [INFO ] [sig       ] MDU: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:21.771811] [INFO ] [LOCAL     ] Saved forecast: MDU	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MDU.txt
[2025-09-29T22:23:21.772120] [WARN ] [sig       ] [1245/2211] Failed MDU after 0.3s | 4.12 sym/s | Total: 5.0m | ETA: 3.9m
[2025-09-29T22:23:21.772206] [INFO ] [sig       ] [1246/2211] Forecasting MDV...
[2025-09-29T22:23:21.772246] [INFO ] [sig       ] Generating forecast for: MDV
[2025-09-29T22:23:21.772280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDV' from 'https://tdm.silogroup.org/data/derivative_storage/MDV.csv'.
[2025-09-29T22:23:21.782936] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MDV'.
[2025-09-29T22:23:21.783305] [INFO ] [FORECASTER] Starting predict_future for MDV
[2025-09-29T22:23:21.811071] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:21.812099] [DEBUG] [LOCAL     ] No optimal features file found for MDV: ./output/feature-sets/MDV.txt
[2025-09-29T22:23:21.812161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:21.812197] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:21.812226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:21.812285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:21.833566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:21.834728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:21.834834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:21.834900] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:21.876821] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:21.876977] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:21.877020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:21.877050] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:21.880787] [DEBUG] [FORECASTER] MDV: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-09-29T22:23:21.881083] [INFO ] [FORECASTER] Completed predict_future for MDV
[2025-09-29T22:23:21.881233] [INFO ] [sig       ] MDV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:22.037593] [INFO ] [LOCAL     ] Saved forecast: MDV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MDV.txt
[2025-09-29T22:23:22.037910] [WARN ] [sig       ] [1246/2211] Failed MDV after 0.3s | 4.12 sym/s | Total: 5.0m | ETA: 3.9m
[2025-09-29T22:23:22.037992] [INFO ] [sig       ] [1247/2211] Forecasting MEC...
[2025-09-29T22:23:22.038044] [INFO ] [sig       ] Generating forecast for: MEC
[2025-09-29T22:23:22.038080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-09-29T22:23:22.049528] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MEC'.
[2025-09-29T22:23:22.050198] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-09-29T22:23:22.080150] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:22.081216] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-09-29T22:23:22.081285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:22.081330] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:22.081373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:22.081450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:22.101277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:22.102149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:22.102250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:22.102286] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:22.142140] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:22.142320] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:22.142366] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:22.142397] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:22.146511] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: UP (p=83.71%)
[2025-09-29T22:23:22.146902] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-09-29T22:23:22.147065] [INFO ] [sig       ] MEC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:22.323382] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MEC.txt
[2025-09-29T22:23:22.323710] [WARN ] [sig       ] [1247/2211] Failed MEC after 0.3s | 4.12 sym/s | Total: 5.0m | ETA: 3.9m
[2025-09-29T22:23:22.323795] [INFO ] [sig       ] [1248/2211] Forecasting MED...
[2025-09-29T22:23:22.323835] [INFO ] [sig       ] Generating forecast for: MED
[2025-09-29T22:23:22.323869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-09-29T22:23:22.336515] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MED'.
[2025-09-29T22:23:22.337028] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-09-29T22:23:22.372862] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:22.373984] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-09-29T22:23:22.374070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:22.374129] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:22.374164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:22.374224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:22.395900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:22.396875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:22.396984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:22.397022] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:22.442869] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:22.443074] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:22.443134] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:22.443174] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:22.448452] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: UP (p=83.83%)
[2025-09-29T22:23:22.448950] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-09-29T22:23:22.449176] [INFO ] [sig       ] MED: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:22.704544] [INFO ] [LOCAL     ] Saved forecast: MED	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MED.txt
[2025-09-29T22:23:22.704954] [WARN ] [sig       ] [1248/2211] Failed MED after 0.4s | 4.12 sym/s | Total: 5.0m | ETA: 3.9m
[2025-09-29T22:23:22.705056] [INFO ] [sig       ] [1249/2211] Forecasting MEG...
[2025-09-29T22:23:22.705161] [INFO ] [sig       ] Generating forecast for: MEG
[2025-09-29T22:23:22.705220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-09-29T22:23:22.722266] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MEG'.
[2025-09-29T22:23:22.723054] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-09-29T22:23:22.767328] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:22.769086] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-09-29T22:23:22.769268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:22.769333] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:22.769382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:22.769484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:22.798222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:22.799421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:22.799595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:22.799697] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:22.859581] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:22.859849] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:22.859934] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:22.860014] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:22.865858] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=21.00%)
[2025-09-29T22:23:22.866390] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-09-29T22:23:22.866615] [INFO ] [sig       ] MEG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:23.081093] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MEG.txt
[2025-09-29T22:23:23.081402] [WARN ] [sig       ] [1249/2211] Failed MEG after 0.4s | 4.12 sym/s | Total: 5.1m | ETA: 3.9m
[2025-09-29T22:23:23.081483] [INFO ] [sig       ] [1250/2211] Forecasting MEGI...
[2025-09-29T22:23:23.081524] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-09-29T22:23:23.081557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-09-29T22:23:23.093821] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MEGI'.
[2025-09-29T22:23:23.094288] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-09-29T22:23:23.123309] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:23.124359] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-09-29T22:23:23.124423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:23.124458] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:23.124488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:23.124546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:23.143591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:23.144509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:23.144603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:23.144639] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:23.194511] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:23.194723] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:23.194785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:23.194820] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:23.198751] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=30.99%)
[2025-09-29T22:23:23.199110] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-09-29T22:23:23.199283] [INFO ] [sig       ] MEGI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:23.359284] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MEGI.txt
[2025-09-29T22:23:23.359582] [WARN ] [sig       ] [1250/2211] Failed MEGI after 0.3s | 4.12 sym/s | Total: 5.1m | ETA: 3.9m
[2025-09-29T22:23:23.359688] [INFO ] [sig       ] [1251/2211] Forecasting MEI...
[2025-09-29T22:23:23.359738] [INFO ] [sig       ] Generating forecast for: MEI
[2025-09-29T22:23:23.359772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-09-29T22:23:23.370272] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MEI'.
[2025-09-29T22:23:23.370729] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-09-29T22:23:23.401341] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:23.402329] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-09-29T22:23:23.402392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:23.402428] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:23.402459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:23.402520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:23.424003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:23.424894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:23.424992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:23.425029] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:23.464206] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:23.464376] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:23.464422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:23.464455] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:23.468250] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=83.26%)
[2025-09-29T22:23:23.468546] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-09-29T22:23:23.468722] [INFO ] [sig       ] MEI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:23.625443] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MEI.txt
[2025-09-29T22:23:23.625759] [WARN ] [sig       ] [1251/2211] Failed MEI after 0.3s | 4.12 sym/s | Total: 5.1m | ETA: 3.9m
[2025-09-29T22:23:23.625876] [INFO ] [sig       ] [1252/2211] Forecasting MET...
[2025-09-29T22:23:23.625929] [INFO ] [sig       ] Generating forecast for: MET
[2025-09-29T22:23:23.625966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MET' from 'https://tdm.silogroup.org/data/derivative_storage/MET.csv'.
[2025-09-29T22:23:23.636887] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MET'.
[2025-09-29T22:23:23.637339] [INFO ] [FORECASTER] Starting predict_future for MET
[2025-09-29T22:23:23.664562] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:23.665437] [DEBUG] [LOCAL     ] No optimal features file found for MET: ./output/feature-sets/MET.txt
[2025-09-29T22:23:23.665495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:23.665531] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:23.665559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:23.665619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:23.684248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:23.684995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:23.685086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:23.685123] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:23.725623] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:23.725815] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:23.725914] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:23.725971] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:23.732636] [DEBUG] [FORECASTER] MET: Forecast T+1@11:T+2@11: UP (p=70.74%)
[2025-09-29T22:23:23.733013] [INFO ] [FORECASTER] Completed predict_future for MET
[2025-09-29T22:23:23.733243] [INFO ] [sig       ] MET: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:23.888214] [INFO ] [LOCAL     ] Saved forecast: MET	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MET.txt
[2025-09-29T22:23:23.888501] [WARN ] [sig       ] [1252/2211] Failed MET after 0.3s | 4.12 sym/s | Total: 5.1m | ETA: 3.9m
[2025-09-29T22:23:23.888591] [INFO ] [sig       ] [1253/2211] Forecasting MFA...
[2025-09-29T22:23:23.888632] [INFO ] [sig       ] Generating forecast for: MFA
[2025-09-29T22:23:23.888708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-09-29T22:23:23.900606] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MFA'.
[2025-09-29T22:23:23.900994] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-09-29T22:23:23.929514] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:23.930423] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-09-29T22:23:23.930490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:23.930529] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:23.930559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:23.930620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:23.950290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:23.951298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:23.951399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:23.951444] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:23.982285] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:23.982435] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:23.982478] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:23.982510] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:23.986154] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=2.80%)
[2025-09-29T22:23:23.986451] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-09-29T22:23:23.986584] [INFO ] [sig       ] MFA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:24.143677] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MFA.txt
[2025-09-29T22:23:24.143939] [WARN ] [sig       ] [1253/2211] Failed MFA after 0.3s | 4.12 sym/s | Total: 5.1m | ETA: 3.9m
[2025-09-29T22:23:24.144019] [INFO ] [sig       ] [1254/2211] Forecasting MFAN...
[2025-09-29T22:23:24.144072] [INFO ] [sig       ] Generating forecast for: MFAN
[2025-09-29T22:23:24.144107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFAN' from 'https://tdm.silogroup.org/data/derivative_storage/MFAN.csv'.
[2025-09-29T22:23:24.154085] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MFAN'.
[2025-09-29T22:23:24.154490] [INFO ] [FORECASTER] Starting predict_future for MFAN
[2025-09-29T22:23:24.180229] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:24.181034] [DEBUG] [LOCAL     ] No optimal features file found for MFAN: ./output/feature-sets/MFAN.txt
[2025-09-29T22:23:24.181091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:24.181127] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:24.181159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:24.181219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:24.199298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:24.199966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:24.200076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:24.200157] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:24.232829] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:24.233008] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:24.233069] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:24.233105] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:24.237535] [DEBUG] [FORECASTER] MFAN: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-09-29T22:23:24.237889] [INFO ] [FORECASTER] Completed predict_future for MFAN
[2025-09-29T22:23:24.238086] [INFO ] [sig       ] MFAN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:24.389311] [INFO ] [LOCAL     ] Saved forecast: MFAN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MFAN.txt
[2025-09-29T22:23:24.389568] [WARN ] [sig       ] [1254/2211] Failed MFAN after 0.2s | 4.12 sym/s | Total: 5.1m | ETA: 3.9m
[2025-09-29T22:23:24.389671] [INFO ] [sig       ] [1255/2211] Forecasting MFAO...
[2025-09-29T22:23:24.389726] [INFO ] [sig       ] Generating forecast for: MFAO
[2025-09-29T22:23:24.389763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFAO' from 'https://tdm.silogroup.org/data/derivative_storage/MFAO.csv'.
[2025-09-29T22:23:24.400802] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MFAO'.
[2025-09-29T22:23:24.401168] [INFO ] [FORECASTER] Starting predict_future for MFAO
[2025-09-29T22:23:24.428803] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:24.429710] [DEBUG] [LOCAL     ] No optimal features file found for MFAO: ./output/feature-sets/MFAO.txt
[2025-09-29T22:23:24.429769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:24.429806] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:24.429836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:24.429895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:24.449369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:24.450210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:24.450301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:24.450345] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:24.492858] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:24.493066] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:24.493157] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:24.493230] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:24.497510] [DEBUG] [FORECASTER] MFAO: Forecast T+1@11:T+2@11: DOWN (p=11.52%)
[2025-09-29T22:23:24.497940] [INFO ] [FORECASTER] Completed predict_future for MFAO
[2025-09-29T22:23:24.498136] [INFO ] [sig       ] MFAO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:24.696712] [INFO ] [LOCAL     ] Saved forecast: MFAO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MFAO.txt
[2025-09-29T22:23:24.696998] [WARN ] [sig       ] [1255/2211] Failed MFAO after 0.3s | 4.12 sym/s | Total: 5.1m | ETA: 3.9m
[2025-09-29T22:23:24.697108] [INFO ] [sig       ] [1256/2211] Forecasting MFC...
[2025-09-29T22:23:24.697165] [INFO ] [sig       ] Generating forecast for: MFC
[2025-09-29T22:23:24.697204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-09-29T22:23:24.708663] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MFC'.
[2025-09-29T22:23:24.709046] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-09-29T22:23:24.735504] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:24.736341] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-09-29T22:23:24.736398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:24.736433] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:24.736462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:24.736521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:24.755663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:24.756500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:24.756595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:24.756629] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:24.793123] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:24.793288] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:24.793333] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:24.793363] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:24.797368] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: UP (p=96.89%)
[2025-09-29T22:23:24.797709] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-09-29T22:23:24.797864] [INFO ] [sig       ] MFC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:24.962109] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MFC.txt
[2025-09-29T22:23:24.962602] [WARN ] [sig       ] [1256/2211] Failed MFC after 0.3s | 4.12 sym/s | Total: 5.1m | ETA: 3.9m
[2025-09-29T22:23:24.962707] [INFO ] [sig       ] [1257/2211] Forecasting MFG...
[2025-09-29T22:23:24.962749] [INFO ] [sig       ] Generating forecast for: MFG
[2025-09-29T22:23:24.962784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-09-29T22:23:24.978836] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MFG'.
[2025-09-29T22:23:24.979336] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-09-29T22:23:25.008053] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:25.009033] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-09-29T22:23:25.009117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:25.009154] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:25.009184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:25.009244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:25.028054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:25.028931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:25.029080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:25.029132] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:25.063097] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:25.063269] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:25.063316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:25.063349] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:25.067231] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: UP (p=85.74%)
[2025-09-29T22:23:25.067537] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-09-29T22:23:25.067728] [INFO ] [sig       ] MFG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:25.223928] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MFG.txt
[2025-09-29T22:23:25.224155] [WARN ] [sig       ] [1257/2211] Failed MFG after 0.3s | 4.12 sym/s | Total: 5.1m | ETA: 3.9m
[2025-09-29T22:23:25.224233] [INFO ] [sig       ] [1258/2211] Forecasting MFM...
[2025-09-29T22:23:25.224273] [INFO ] [sig       ] Generating forecast for: MFM
[2025-09-29T22:23:25.224308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-09-29T22:23:25.234676] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MFM'.
[2025-09-29T22:23:25.234997] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-09-29T22:23:25.261666] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:25.262466] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-09-29T22:23:25.262523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:25.262559] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:25.262588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:25.262669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:25.281960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:25.282581] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:25.282689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:25.282744] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:25.318039] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:25.318179] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:25.318221] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:25.318253] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:25.321985] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: UP (p=53.21%)
[2025-09-29T22:23:25.322292] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-09-29T22:23:25.322434] [INFO ] [sig       ] MFM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:25.480257] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MFM.txt
[2025-09-29T22:23:25.480510] [WARN ] [sig       ] [1258/2211] Failed MFM after 0.3s | 4.11 sym/s | Total: 5.1m | ETA: 3.9m
[2025-09-29T22:23:25.480592] [INFO ] [sig       ] [1259/2211] Forecasting MFSG...
[2025-09-29T22:23:25.480631] [INFO ] [sig       ] Generating forecast for: MFSG
[2025-09-29T22:23:25.480712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFSG' from 'https://tdm.silogroup.org/data/derivative_storage/MFSG.csv'.
[2025-09-29T22:23:25.490448] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'MFSG'.
[2025-09-29T22:23:25.490777] [INFO ] [FORECASTER] Starting predict_future for MFSG
[2025-09-29T22:23:25.517603] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:25.518428] [DEBUG] [LOCAL     ] No optimal features file found for MFSG: ./output/feature-sets/MFSG.txt
[2025-09-29T22:23:25.518504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:25.518540] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:25.518569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:25.518626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:25.537729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:25.538505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:25.538606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:25.538668] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:25.572528] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:25.572677] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:25.572741] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:25.572801] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:25.576550] [DEBUG] [FORECASTER] MFSG: Forecast T+1@11:T+2@11: DOWN (p=46.82%)
[2025-09-29T22:23:25.576889] [INFO ] [FORECASTER] Completed predict_future for MFSG
[2025-09-29T22:23:25.577028] [INFO ] [sig       ] MFSG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:25.738672] [INFO ] [LOCAL     ] Saved forecast: MFSG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MFSG.txt
[2025-09-29T22:23:25.738954] [WARN ] [sig       ] [1259/2211] Failed MFSG after 0.3s | 4.11 sym/s | Total: 5.1m | ETA: 3.9m
[2025-09-29T22:23:25.739044] [INFO ] [sig       ] [1260/2211] Forecasting MFSI...
[2025-09-29T22:23:25.739086] [INFO ] [sig       ] Generating forecast for: MFSI
[2025-09-29T22:23:25.739120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFSI' from 'https://tdm.silogroup.org/data/derivative_storage/MFSI.csv'.
[2025-09-29T22:23:25.752111] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MFSI'.
[2025-09-29T22:23:25.752547] [INFO ] [FORECASTER] Starting predict_future for MFSI
[2025-09-29T22:23:25.780940] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:25.781925] [DEBUG] [LOCAL     ] No optimal features file found for MFSI: ./output/feature-sets/MFSI.txt
[2025-09-29T22:23:25.781993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:25.782036] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:25.782072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:25.782132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:25.800758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:25.801605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:25.801726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:25.801773] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:25.841316] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:25.841489] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:25.841535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:25.841636] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:25.845441] [DEBUG] [FORECASTER] MFSI: Forecast T+1@11:T+2@11: DOWN (p=13.34%)
[2025-09-29T22:23:25.845802] [INFO ] [FORECASTER] Completed predict_future for MFSI
[2025-09-29T22:23:25.845953] [INFO ] [sig       ] MFSI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:26.000549] [INFO ] [LOCAL     ] Saved forecast: MFSI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MFSI.txt
[2025-09-29T22:23:26.000836] [WARN ] [sig       ] [1260/2211] Failed MFSI after 0.3s | 4.11 sym/s | Total: 5.1m | ETA: 3.9m
[2025-09-29T22:23:26.000919] [INFO ] [sig       ] [1261/2211] Forecasting MFSV...
[2025-09-29T22:23:26.000971] [INFO ] [sig       ] Generating forecast for: MFSV
[2025-09-29T22:23:26.001007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFSV' from 'https://tdm.silogroup.org/data/derivative_storage/MFSV.csv'.
[2025-09-29T22:23:26.010990] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'MFSV'.
[2025-09-29T22:23:26.011350] [INFO ] [FORECASTER] Starting predict_future for MFSV
[2025-09-29T22:23:26.038402] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:26.039199] [DEBUG] [LOCAL     ] No optimal features file found for MFSV: ./output/feature-sets/MFSV.txt
[2025-09-29T22:23:26.039256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:26.039291] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:26.039322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:26.039382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:26.057994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:26.058561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:26.058665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:26.058722] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:26.096114] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:26.096287] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:26.096334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:26.096366] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:26.100370] [DEBUG] [FORECASTER] MFSV: Forecast T+1@11:T+2@11: UP (p=79.16%)
[2025-09-29T22:23:26.100727] [INFO ] [FORECASTER] Completed predict_future for MFSV
[2025-09-29T22:23:26.100884] [INFO ] [sig       ] MFSV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:26.254333] [INFO ] [LOCAL     ] Saved forecast: MFSV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MFSV.txt
[2025-09-29T22:23:26.254593] [WARN ] [sig       ] [1261/2211] Failed MFSV after 0.3s | 4.11 sym/s | Total: 5.1m | ETA: 3.8m
[2025-09-29T22:23:26.254696] [INFO ] [sig       ] [1262/2211] Forecasting MG...
[2025-09-29T22:23:26.254741] [INFO ] [sig       ] Generating forecast for: MG
[2025-09-29T22:23:26.254775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-09-29T22:23:26.267003] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MG'.
[2025-09-29T22:23:26.267425] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-09-29T22:23:26.295424] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:26.296231] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-09-29T22:23:26.296289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:26.296326] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:26.296357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:26.296416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:26.318075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:26.318953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:26.319045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:26.319082] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:26.356753] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:26.356919] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:26.356966] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:26.356998] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:26.360639] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=13.80%)
[2025-09-29T22:23:26.360971] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-09-29T22:23:26.361106] [INFO ] [sig       ] MG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:26.526887] [INFO ] [LOCAL     ] Saved forecast: MG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MG.txt
[2025-09-29T22:23:26.527251] [WARN ] [sig       ] [1262/2211] Failed MG after 0.3s | 4.11 sym/s | Total: 5.1m | ETA: 3.8m
[2025-09-29T22:23:26.527341] [INFO ] [sig       ] [1263/2211] Forecasting MGA...
[2025-09-29T22:23:26.527383] [INFO ] [sig       ] Generating forecast for: MGA
[2025-09-29T22:23:26.527419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-09-29T22:23:26.538509] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MGA'.
[2025-09-29T22:23:26.538987] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-09-29T22:23:26.568287] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:26.569199] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-09-29T22:23:26.569259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:26.569296] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:26.569327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:26.569388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:26.589436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:26.590422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:26.590514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:26.590550] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:26.637410] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:26.637620] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:26.637707] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:26.637750] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:26.641179] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2025-09-29T22:23:26.641472] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-09-29T22:23:26.641610] [INFO ] [sig       ] MGA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:26.795267] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MGA.txt
[2025-09-29T22:23:26.795499] [WARN ] [sig       ] [1263/2211] Failed MGA after 0.3s | 4.11 sym/s | Total: 5.1m | ETA: 3.8m
[2025-09-29T22:23:26.795576] [INFO ] [sig       ] [1264/2211] Forecasting MGF...
[2025-09-29T22:23:26.795616] [INFO ] [sig       ] Generating forecast for: MGF
[2025-09-29T22:23:26.795679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGF' from 'https://tdm.silogroup.org/data/derivative_storage/MGF.csv'.
[2025-09-29T22:23:26.806730] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'MGF'.
[2025-09-29T22:23:26.807239] [INFO ] [FORECASTER] Starting predict_future for MGF
[2025-09-29T22:23:26.834594] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:26.835487] [DEBUG] [LOCAL     ] No optimal features file found for MGF: ./output/feature-sets/MGF.txt
[2025-09-29T22:23:26.835547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:26.835585] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:26.835613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:26.835692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:26.854087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:26.854818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:26.854965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:26.855018] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:26.888164] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:26.888289] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:26.888331] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:26.888363] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:26.891847] [DEBUG] [FORECASTER] MGF: Forecast T+1@11:T+2@11: UP (p=56.18%)
[2025-09-29T22:23:26.892125] [INFO ] [FORECASTER] Completed predict_future for MGF
[2025-09-29T22:23:26.892259] [INFO ] [sig       ] MGF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:27.045713] [INFO ] [LOCAL     ] Saved forecast: MGF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MGF.txt
[2025-09-29T22:23:27.045984] [WARN ] [sig       ] [1264/2211] Failed MGF after 0.3s | 4.11 sym/s | Total: 5.1m | ETA: 3.8m
[2025-09-29T22:23:27.046068] [INFO ] [sig       ] [1265/2211] Forecasting MGM...
[2025-09-29T22:23:27.046114] [INFO ] [sig       ] Generating forecast for: MGM
[2025-09-29T22:23:27.046185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-09-29T22:23:27.057931] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MGM'.
[2025-09-29T22:23:27.058412] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-09-29T22:23:27.087549] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:27.088405] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-09-29T22:23:27.088472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:27.088532] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:27.088567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:27.088626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:27.109662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:27.110634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:27.110761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:27.110800] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:27.148500] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:27.148705] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:27.148767] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:27.148807] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:27.153589] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: UP (p=97.07%)
[2025-09-29T22:23:27.153951] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-09-29T22:23:27.154099] [INFO ] [sig       ] MGM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:27.302494] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MGM.txt
[2025-09-29T22:23:27.302748] [WARN ] [sig       ] [1265/2211] Failed MGM after 0.3s | 4.11 sym/s | Total: 5.1m | ETA: 3.8m
[2025-09-29T22:23:27.302829] [INFO ] [sig       ] [1266/2211] Forecasting MGR...
[2025-09-29T22:23:27.302868] [INFO ] [sig       ] Generating forecast for: MGR
[2025-09-29T22:23:27.302901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGR' from 'https://tdm.silogroup.org/data/derivative_storage/MGR.csv'.
[2025-09-29T22:23:27.313751] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MGR'.
[2025-09-29T22:23:27.314064] [INFO ] [FORECASTER] Starting predict_future for MGR
[2025-09-29T22:23:27.340554] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:27.341468] [DEBUG] [LOCAL     ] No optimal features file found for MGR: ./output/feature-sets/MGR.txt
[2025-09-29T22:23:27.341604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:27.341687] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:27.341734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:27.341795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:27.361513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:27.362184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:27.362273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:27.362310] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:27.402223] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:27.402362] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:27.402406] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:27.402437] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:27.406188] [DEBUG] [FORECASTER] MGR: Forecast T+1@11:T+2@11: UP (p=90.42%)
[2025-09-29T22:23:27.406476] [INFO ] [FORECASTER] Completed predict_future for MGR
[2025-09-29T22:23:27.406614] [INFO ] [sig       ] MGR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:27.555635] [INFO ] [LOCAL     ] Saved forecast: MGR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MGR.txt
[2025-09-29T22:23:27.555912] [WARN ] [sig       ] [1266/2211] Failed MGR after 0.3s | 4.11 sym/s | Total: 5.1m | ETA: 3.8m
[2025-09-29T22:23:27.555992] [INFO ] [sig       ] [1267/2211] Forecasting MGRB...
[2025-09-29T22:23:27.556032] [INFO ] [sig       ] Generating forecast for: MGRB
[2025-09-29T22:23:27.556072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRB' from 'https://tdm.silogroup.org/data/derivative_storage/MGRB.csv'.
[2025-09-29T22:23:27.566226] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MGRB'.
[2025-09-29T22:23:27.566575] [INFO ] [FORECASTER] Starting predict_future for MGRB
[2025-09-29T22:23:27.594412] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:27.595256] [DEBUG] [LOCAL     ] No optimal features file found for MGRB: ./output/feature-sets/MGRB.txt
[2025-09-29T22:23:27.595316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:27.595353] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:27.595383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:27.595447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:27.614278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:27.615081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:27.615172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:27.615209] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:27.650941] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:27.651120] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:27.651168] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:27.651201] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:27.655045] [DEBUG] [FORECASTER] MGRB: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-09-29T22:23:27.655474] [INFO ] [FORECASTER] Completed predict_future for MGRB
[2025-09-29T22:23:27.655628] [INFO ] [sig       ] MGRB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:27.812956] [INFO ] [LOCAL     ] Saved forecast: MGRB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MGRB.txt
[2025-09-29T22:23:27.813260] [WARN ] [sig       ] [1267/2211] Failed MGRB after 0.3s | 4.11 sym/s | Total: 5.1m | ETA: 3.8m
[2025-09-29T22:23:27.813340] [INFO ] [sig       ] [1268/2211] Forecasting MGRD...
[2025-09-29T22:23:27.813381] [INFO ] [sig       ] Generating forecast for: MGRD
[2025-09-29T22:23:27.813441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRD' from 'https://tdm.silogroup.org/data/derivative_storage/MGRD.csv'.
[2025-09-29T22:23:27.828147] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MGRD'.
[2025-09-29T22:23:27.828615] [INFO ] [FORECASTER] Starting predict_future for MGRD
[2025-09-29T22:23:27.856416] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:27.857389] [DEBUG] [LOCAL     ] No optimal features file found for MGRD: ./output/feature-sets/MGRD.txt
[2025-09-29T22:23:27.857451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:27.857486] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:27.857515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:27.857572] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:27.876244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:27.876890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:27.876977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:27.877015] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:27.922149] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:27.922332] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:27.922394] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:27.922427] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:27.926072] [DEBUG] [FORECASTER] MGRD: Forecast T+1@11:T+2@11: DOWN (p=24.38%)
[2025-09-29T22:23:27.926362] [INFO ] [FORECASTER] Completed predict_future for MGRD
[2025-09-29T22:23:27.926512] [INFO ] [sig       ] MGRD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:28.081805] [INFO ] [LOCAL     ] Saved forecast: MGRD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MGRD.txt
[2025-09-29T22:23:28.082085] [WARN ] [sig       ] [1268/2211] Failed MGRD after 0.3s | 4.11 sym/s | Total: 5.1m | ETA: 3.8m
[2025-09-29T22:23:28.082168] [INFO ] [sig       ] [1269/2211] Forecasting MGRE...
[2025-09-29T22:23:28.082211] [INFO ] [sig       ] Generating forecast for: MGRE
[2025-09-29T22:23:28.082248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRE' from 'https://tdm.silogroup.org/data/derivative_storage/MGRE.csv'.
[2025-09-29T22:23:28.092725] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MGRE'.
[2025-09-29T22:23:28.093060] [INFO ] [FORECASTER] Starting predict_future for MGRE
[2025-09-29T22:23:28.120831] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:28.121772] [DEBUG] [LOCAL     ] No optimal features file found for MGRE: ./output/feature-sets/MGRE.txt
[2025-09-29T22:23:28.121830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:28.121867] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:28.121898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:28.121958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:28.140317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:28.141042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:28.141128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:28.141162] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:28.179284] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:28.179485] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:28.179614] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:28.180229] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:28.185288] [DEBUG] [FORECASTER] MGRE: Forecast T+1@11:T+2@11: DOWN (p=10.90%)
[2025-09-29T22:23:28.185630] [INFO ] [FORECASTER] Completed predict_future for MGRE
[2025-09-29T22:23:28.185812] [INFO ] [sig       ] MGRE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:28.344208] [INFO ] [LOCAL     ] Saved forecast: MGRE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MGRE.txt
[2025-09-29T22:23:28.344460] [WARN ] [sig       ] [1269/2211] Failed MGRE after 0.3s | 4.11 sym/s | Total: 5.1m | ETA: 3.8m
[2025-09-29T22:23:28.344540] [INFO ] [sig       ] [1270/2211] Forecasting MGY...
[2025-09-29T22:23:28.344579] [INFO ] [sig       ] Generating forecast for: MGY
[2025-09-29T22:23:28.344612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-09-29T22:23:28.355603] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MGY'.
[2025-09-29T22:23:28.356051] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-09-29T22:23:28.383540] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:28.384462] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-09-29T22:23:28.384521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:28.384577] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:28.384623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:28.384753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:28.402559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:28.403313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:28.403402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:28.403437] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:28.441605] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:28.441804] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:28.441855] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:28.441887] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:28.445541] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=51.94%)
[2025-09-29T22:23:28.445927] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-09-29T22:23:28.446093] [INFO ] [sig       ] MGY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:28.602533] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MGY.txt
[2025-09-29T22:23:28.602806] [WARN ] [sig       ] [1270/2211] Failed MGY after 0.3s | 4.11 sym/s | Total: 5.1m | ETA: 3.8m
[2025-09-29T22:23:28.602890] [INFO ] [sig       ] [1271/2211] Forecasting MHD...
[2025-09-29T22:23:28.602931] [INFO ] [sig       ] Generating forecast for: MHD
[2025-09-29T22:23:28.602966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-09-29T22:23:28.614267] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MHD'.
[2025-09-29T22:23:28.614636] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-09-29T22:23:28.641685] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:28.642474] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-09-29T22:23:28.642538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:28.642574] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:28.642603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:28.642693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:28.662021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:28.662747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:28.662838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:28.662896] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:28.705823] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:28.706007] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:28.706058] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:28.706091] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:28.710085] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: DOWN (p=1.08%)
[2025-09-29T22:23:28.710470] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-09-29T22:23:28.710697] [INFO ] [sig       ] MHD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:28.868557] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MHD.txt
[2025-09-29T22:23:28.868836] [WARN ] [sig       ] [1271/2211] Failed MHD after 0.3s | 4.11 sym/s | Total: 5.2m | ETA: 3.8m
[2025-09-29T22:23:28.868921] [INFO ] [sig       ] [1272/2211] Forecasting MHF...
[2025-09-29T22:23:28.868960] [INFO ] [sig       ] Generating forecast for: MHF
[2025-09-29T22:23:28.868995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-09-29T22:23:28.879902] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MHF'.
[2025-09-29T22:23:28.880281] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-09-29T22:23:28.909176] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:28.910186] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-09-29T22:23:28.910246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:28.910286] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:28.910322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:28.910382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:28.929768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:28.930330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:28.930416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:28.930451] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:28.968204] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:28.968319] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:28.968358] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:28.968387] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:28.971739] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: DOWN (p=39.99%)
[2025-09-29T22:23:28.972045] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-09-29T22:23:28.972205] [INFO ] [sig       ] MHF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:29.126108] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MHF.txt
[2025-09-29T22:23:29.126388] [WARN ] [sig       ] [1272/2211] Failed MHF after 0.3s | 4.11 sym/s | Total: 5.2m | ETA: 3.8m
[2025-09-29T22:23:29.126473] [INFO ] [sig       ] [1273/2211] Forecasting MHK...
[2025-09-29T22:23:29.126518] [INFO ] [sig       ] Generating forecast for: MHK
[2025-09-29T22:23:29.126564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-09-29T22:23:29.138327] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MHK'.
[2025-09-29T22:23:29.138714] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-09-29T22:23:29.164918] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:29.165714] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-09-29T22:23:29.165793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:29.165830] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:29.165859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:29.165917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:29.183698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:29.184258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:29.184340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:29.184375] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:29.225506] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:29.225701] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:29.225761] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:29.225802] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:29.229432] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=80.50%)
[2025-09-29T22:23:29.229743] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-09-29T22:23:29.229889] [INFO ] [sig       ] MHK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:29.383181] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MHK.txt
[2025-09-29T22:23:29.383415] [WARN ] [sig       ] [1273/2211] Failed MHK after 0.3s | 4.11 sym/s | Total: 5.2m | ETA: 3.8m
[2025-09-29T22:23:29.383492] [INFO ] [sig       ] [1274/2211] Forecasting MHN...
[2025-09-29T22:23:29.383533] [INFO ] [sig       ] Generating forecast for: MHN
[2025-09-29T22:23:29.383566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-09-29T22:23:29.395106] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MHN'.
[2025-09-29T22:23:29.395619] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-09-29T22:23:29.426476] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:29.427531] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-09-29T22:23:29.427593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:29.427630] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:29.427700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:29.427780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:29.446403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:29.447398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:29.447497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:29.447533] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:29.488889] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:29.489066] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:29.489112] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:29.489145] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:29.494029] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=32.08%)
[2025-09-29T22:23:29.494546] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-09-29T22:23:29.494791] [INFO ] [sig       ] MHN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:29.656149] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MHN.txt
[2025-09-29T22:23:29.656409] [WARN ] [sig       ] [1274/2211] Failed MHN after 0.3s | 4.11 sym/s | Total: 5.2m | ETA: 3.8m
[2025-09-29T22:23:29.656502] [INFO ] [sig       ] [1275/2211] Forecasting MHO...
[2025-09-29T22:23:29.656577] [INFO ] [sig       ] Generating forecast for: MHO
[2025-09-29T22:23:29.656680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-09-29T22:23:29.666953] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MHO'.
[2025-09-29T22:23:29.667368] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-09-29T22:23:29.693424] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:29.694230] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-09-29T22:23:29.694287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:29.694324] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:29.694354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:29.694414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:29.713892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:29.714498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:29.714583] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:29.714616] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:29.754150] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:29.754315] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:29.754358] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:29.754390] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:29.758025] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: UP (p=75.76%)
[2025-09-29T22:23:29.758297] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-09-29T22:23:29.758427] [INFO ] [sig       ] MHO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:29.913331] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MHO.txt
[2025-09-29T22:23:29.913587] [WARN ] [sig       ] [1275/2211] Failed MHO after 0.3s | 4.11 sym/s | Total: 5.2m | ETA: 3.8m
[2025-09-29T22:23:29.913688] [INFO ] [sig       ] [1276/2211] Forecasting MIN...
[2025-09-29T22:23:29.913736] [INFO ] [sig       ] Generating forecast for: MIN
[2025-09-29T22:23:29.913770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIN' from 'https://tdm.silogroup.org/data/derivative_storage/MIN.csv'.
[2025-09-29T22:23:29.924593] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MIN'.
[2025-09-29T22:23:29.925127] [INFO ] [FORECASTER] Starting predict_future for MIN
[2025-09-29T22:23:29.953774] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:29.954746] [DEBUG] [LOCAL     ] No optimal features file found for MIN: ./output/feature-sets/MIN.txt
[2025-09-29T22:23:29.954808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:29.954846] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:29.954878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:29.954938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:29.974080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:29.975115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:29.975256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:29.975333] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:30.010784] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:30.010961] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:30.011009] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:30.011041] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:30.014946] [DEBUG] [FORECASTER] MIN: Forecast T+1@11:T+2@11: UP (p=81.06%)
[2025-09-29T22:23:30.015307] [INFO ] [FORECASTER] Completed predict_future for MIN
[2025-09-29T22:23:30.015482] [INFO ] [sig       ] MIN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:30.172046] [INFO ] [LOCAL     ] Saved forecast: MIN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MIN.txt
[2025-09-29T22:23:30.172301] [WARN ] [sig       ] [1276/2211] Failed MIN after 0.3s | 4.11 sym/s | Total: 5.2m | ETA: 3.8m
[2025-09-29T22:23:30.172382] [INFO ] [sig       ] [1277/2211] Forecasting MIR...
[2025-09-29T22:23:30.172423] [INFO ] [sig       ] Generating forecast for: MIR
[2025-09-29T22:23:30.172455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIR' from 'https://tdm.silogroup.org/data/derivative_storage/MIR.csv'.
[2025-09-29T22:23:30.182587] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MIR'.
[2025-09-29T22:23:30.183050] [INFO ] [FORECASTER] Starting predict_future for MIR
[2025-09-29T22:23:30.210239] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:30.211127] [DEBUG] [LOCAL     ] No optimal features file found for MIR: ./output/feature-sets/MIR.txt
[2025-09-29T22:23:30.211191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:30.211229] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:30.211260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:30.211322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:30.229633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:30.230498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:30.230605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:30.230669] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:30.267827] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:30.267999] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:30.268043] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:30.268074] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:30.271883] [DEBUG] [FORECASTER] MIR: Forecast T+1@11:T+2@11: UP (p=70.81%)
[2025-09-29T22:23:30.272251] [INFO ] [FORECASTER] Completed predict_future for MIR
[2025-09-29T22:23:30.272487] [INFO ] [sig       ] MIR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:30.429104] [INFO ] [LOCAL     ] Saved forecast: MIR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MIR.txt
[2025-09-29T22:23:30.429406] [WARN ] [sig       ] [1277/2211] Failed MIR after 0.3s | 4.11 sym/s | Total: 5.2m | ETA: 3.8m
[2025-09-29T22:23:30.429496] [INFO ] [sig       ] [1278/2211] Forecasting MITP...
[2025-09-29T22:23:30.429538] [INFO ] [sig       ] Generating forecast for: MITP
[2025-09-29T22:23:30.429571] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITP' from 'https://tdm.silogroup.org/data/derivative_storage/MITP.csv'.
[2025-09-29T22:23:30.439301] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'MITP'.
[2025-09-29T22:23:30.439735] [INFO ] [FORECASTER] Starting predict_future for MITP
[2025-09-29T22:23:30.467177] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:30.468029] [DEBUG] [LOCAL     ] No optimal features file found for MITP: ./output/feature-sets/MITP.txt
[2025-09-29T22:23:30.468098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:30.468151] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:30.468185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:30.468245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:30.487684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:30.488334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:30.488419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:30.488500] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:30.523184] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:30.523317] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:30.523360] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:30.523391] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:30.527233] [DEBUG] [FORECASTER] MITP: Forecast T+1@11:T+2@11: UP (p=89.66%)
[2025-09-29T22:23:30.527553] [INFO ] [FORECASTER] Completed predict_future for MITP
[2025-09-29T22:23:30.527780] [INFO ] [sig       ] MITP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:30.691775] [INFO ] [LOCAL     ] Saved forecast: MITP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MITP.txt
[2025-09-29T22:23:30.692051] [WARN ] [sig       ] [1278/2211] Failed MITP after 0.3s | 4.11 sym/s | Total: 5.2m | ETA: 3.8m
[2025-09-29T22:23:30.692132] [INFO ] [sig       ] [1279/2211] Forecasting MITT...
[2025-09-29T22:23:30.692172] [INFO ] [sig       ] Generating forecast for: MITT
[2025-09-29T22:23:30.692205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITT' from 'https://tdm.silogroup.org/data/derivative_storage/MITT.csv'.
[2025-09-29T22:23:30.702370] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MITT'.
[2025-09-29T22:23:30.702714] [INFO ] [FORECASTER] Starting predict_future for MITT
[2025-09-29T22:23:30.729042] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:30.729911] [DEBUG] [LOCAL     ] No optimal features file found for MITT: ./output/feature-sets/MITT.txt
[2025-09-29T22:23:30.729970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:30.730006] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:30.730036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:30.730095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:30.748937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:30.749544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:30.749638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:30.749715] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:30.782063] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:30.782168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:30.782207] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:30.782237] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:30.785498] [DEBUG] [FORECASTER] MITT: Forecast T+1@11:T+2@11: UP (p=76.88%)
[2025-09-29T22:23:30.785818] [INFO ] [FORECASTER] Completed predict_future for MITT
[2025-09-29T22:23:30.786006] [INFO ] [sig       ] MITT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:30.940866] [INFO ] [LOCAL     ] Saved forecast: MITT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MITT.txt
[2025-09-29T22:23:30.941124] [WARN ] [sig       ] [1279/2211] Failed MITT after 0.2s | 4.11 sym/s | Total: 5.2m | ETA: 3.8m
[2025-09-29T22:23:30.941205] [INFO ] [sig       ] [1280/2211] Forecasting MIY...
[2025-09-29T22:23:30.941246] [INFO ] [sig       ] Generating forecast for: MIY
[2025-09-29T22:23:30.941279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-09-29T22:23:30.952039] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MIY'.
[2025-09-29T22:23:30.952491] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-09-29T22:23:30.981256] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:30.982392] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-09-29T22:23:30.982465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:30.982525] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:30.982564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:30.982627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:31.004146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:31.005167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:31.005278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:31.005327] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:31.045770] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:31.045942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:31.045988] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:31.046019] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:31.049953] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=90.01%)
[2025-09-29T22:23:31.050309] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-09-29T22:23:31.050460] [INFO ] [sig       ] MIY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:31.205901] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MIY.txt
[2025-09-29T22:23:31.206161] [WARN ] [sig       ] [1280/2211] Failed MIY after 0.3s | 4.11 sym/s | Total: 5.2m | ETA: 3.8m
[2025-09-29T22:23:31.206254] [INFO ] [sig       ] [1281/2211] Forecasting MKC...
[2025-09-29T22:23:31.206296] [INFO ] [sig       ] Generating forecast for: MKC
[2025-09-29T22:23:31.206330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-09-29T22:23:31.217322] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MKC'.
[2025-09-29T22:23:31.217722] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-09-29T22:23:31.245734] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:31.246518] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-09-29T22:23:31.246575] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:31.246612] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:31.246660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:31.246749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:31.267160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:31.268006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:31.268098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:31.268135] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:31.304591] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:31.304725] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:31.304775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:31.304808] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:31.308370] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=82.85%)
[2025-09-29T22:23:31.308682] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-09-29T22:23:31.308830] [INFO ] [sig       ] MKC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:31.465669] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MKC.txt
[2025-09-29T22:23:31.465944] [WARN ] [sig       ] [1281/2211] Failed MKC after 0.3s | 4.11 sym/s | Total: 5.2m | ETA: 3.8m
[2025-09-29T22:23:31.466029] [INFO ] [sig       ] [1282/2211] Forecasting MKL...
[2025-09-29T22:23:31.466071] [INFO ] [sig       ] Generating forecast for: MKL
[2025-09-29T22:23:31.466105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-09-29T22:23:31.476800] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MKL'.
[2025-09-29T22:23:31.477192] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-09-29T22:23:31.504034] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:31.504850] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-09-29T22:23:31.504908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:31.504944] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:31.504973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:31.505033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:31.525218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:31.525841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:31.525926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:31.525961] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:31.560430] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:31.560595] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:31.560639] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:31.560716] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:31.564137] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2025-09-29T22:23:31.564407] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-09-29T22:23:31.564535] [INFO ] [sig       ] MKL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:31.725994] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MKL.txt
[2025-09-29T22:23:31.726262] [WARN ] [sig       ] [1282/2211] Failed MKL after 0.3s | 4.11 sym/s | Total: 5.2m | ETA: 3.8m
[2025-09-29T22:23:31.726344] [INFO ] [sig       ] [1283/2211] Forecasting MLI...
[2025-09-29T22:23:31.726389] [INFO ] [sig       ] Generating forecast for: MLI
[2025-09-29T22:23:31.726430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-09-29T22:23:31.736464] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MLI'.
[2025-09-29T22:23:31.736835] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-09-29T22:23:31.763319] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:31.764112] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-09-29T22:23:31.764203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:31.764248] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:31.764312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:31.764402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:31.784225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:31.784979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:31.785067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:31.785101] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:31.829538] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:31.829722] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:31.829779] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:31.829810] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:31.833597] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2025-09-29T22:23:31.833906] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-09-29T22:23:31.834066] [INFO ] [sig       ] MLI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:31.989305] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MLI.txt
[2025-09-29T22:23:31.989575] [WARN ] [sig       ] [1283/2211] Failed MLI after 0.3s | 4.11 sym/s | Total: 5.2m | ETA: 3.8m
[2025-09-29T22:23:31.989684] [INFO ] [sig       ] [1284/2211] Forecasting MLM...
[2025-09-29T22:23:31.989740] [INFO ] [sig       ] Generating forecast for: MLM
[2025-09-29T22:23:31.989784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-09-29T22:23:31.994516] [WARN ] [REMOTE    ] Historical data not found for symbol 'MLM' (404).
[2025-09-29T22:23:31.994791] [FATAL] [sig       ] MLM: No historical data fetched.
[2025-09-29T22:23:31.994903] [WARN ] [sig       ] [1284/2211] Failed MLM after 0.0s | 4.11 sym/s | Total: 5.2m | ETA: 3.8m
[2025-09-29T22:23:31.994991] [INFO ] [sig       ] [1285/2211] Forecasting MLNK...
[2025-09-29T22:23:31.995047] [INFO ] [sig       ] Generating forecast for: MLNK
[2025-09-29T22:23:31.995094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLNK' from 'https://tdm.silogroup.org/data/derivative_storage/MLNK.csv'.
[2025-09-29T22:23:32.005340] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MLNK'.
[2025-09-29T22:23:32.005775] [INFO ] [FORECASTER] Starting predict_future for MLNK
[2025-09-29T22:23:32.032703] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:32.033535] [DEBUG] [LOCAL     ] No optimal features file found for MLNK: ./output/feature-sets/MLNK.txt
[2025-09-29T22:23:32.033595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:32.033634] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:32.033712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:32.033782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:32.052957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:32.053596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:32.053707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:32.053757] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:32.092166] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:32.092335] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:32.092380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:32.092412] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:32.096229] [DEBUG] [FORECASTER] MLNK: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-09-29T22:23:32.096582] [INFO ] [FORECASTER] Completed predict_future for MLNK
[2025-09-29T22:23:32.096761] [INFO ] [sig       ] MLNK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:32.271941] [INFO ] [LOCAL     ] Saved forecast: MLNK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MLNK.txt
[2025-09-29T22:23:32.272202] [WARN ] [sig       ] [1285/2211] Failed MLNK after 0.3s | 4.11 sym/s | Total: 5.2m | ETA: 3.8m
[2025-09-29T22:23:32.272291] [INFO ] [sig       ] [1286/2211] Forecasting MLP...
[2025-09-29T22:23:32.272341] [INFO ] [sig       ] Generating forecast for: MLP
[2025-09-29T22:23:32.272378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-09-29T22:23:32.281733] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'MLP'.
[2025-09-29T22:23:32.282030] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-09-29T22:23:32.308063] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:32.308840] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-09-29T22:23:32.308915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:32.308952] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:32.308983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:32.309044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:32.327300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:32.327968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:32.328053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:32.328089] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:32.359782] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:32.359922] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:32.359977] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:32.360015] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:32.363538] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=3.06%)
[2025-09-29T22:23:32.363872] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-09-29T22:23:32.364027] [INFO ] [sig       ] MLP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:32.515483] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MLP.txt
[2025-09-29T22:23:32.515740] [WARN ] [sig       ] [1286/2211] Failed MLP after 0.2s | 4.11 sym/s | Total: 5.2m | ETA: 3.7m
[2025-09-29T22:23:32.515827] [INFO ] [sig       ] [1287/2211] Forecasting MLR...
[2025-09-29T22:23:32.515869] [INFO ] [sig       ] Generating forecast for: MLR
[2025-09-29T22:23:32.515903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLR' from 'https://tdm.silogroup.org/data/derivative_storage/MLR.csv'.
[2025-09-29T22:23:32.525996] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MLR'.
[2025-09-29T22:23:32.526355] [INFO ] [FORECASTER] Starting predict_future for MLR
[2025-09-29T22:23:32.552785] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:32.553583] [DEBUG] [LOCAL     ] No optimal features file found for MLR: ./output/feature-sets/MLR.txt
[2025-09-29T22:23:32.553640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:32.553719] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:32.553754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:32.553814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:32.573177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:32.573895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:32.574030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:32.574077] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:32.607382] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:32.607500] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:32.607538] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:32.607567] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:32.611070] [DEBUG] [FORECASTER] MLR: Forecast T+1@11:T+2@11: DOWN (p=42.69%)
[2025-09-29T22:23:32.611401] [INFO ] [FORECASTER] Completed predict_future for MLR
[2025-09-29T22:23:32.611546] [INFO ] [sig       ] MLR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:32.761203] [INFO ] [LOCAL     ] Saved forecast: MLR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MLR.txt
[2025-09-29T22:23:32.761452] [WARN ] [sig       ] [1287/2211] Failed MLR after 0.2s | 4.11 sym/s | Total: 5.2m | ETA: 3.7m
[2025-09-29T22:23:32.761529] [INFO ] [sig       ] [1288/2211] Forecasting MMC...
[2025-09-29T22:23:32.761569] [INFO ] [sig       ] Generating forecast for: MMC
[2025-09-29T22:23:32.761607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-09-29T22:23:32.773014] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MMC'.
[2025-09-29T22:23:32.773508] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-09-29T22:23:32.806290] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:32.807429] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-09-29T22:23:32.807495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:32.807533] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:32.807563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:32.807622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:32.826119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:32.827004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:32.827128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:32.827185] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:32.868514] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:32.868717] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:32.868785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:32.868824] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:32.872708] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=48.96%)
[2025-09-29T22:23:32.873059] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-09-29T22:23:32.873213] [INFO ] [sig       ] MMC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:33.029269] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MMC.txt
[2025-09-29T22:23:33.029535] [WARN ] [sig       ] [1288/2211] Failed MMC after 0.3s | 4.11 sym/s | Total: 5.2m | ETA: 3.7m
[2025-09-29T22:23:33.029621] [INFO ] [sig       ] [1289/2211] Forecasting MMD...
[2025-09-29T22:23:33.029702] [INFO ] [sig       ] Generating forecast for: MMD
[2025-09-29T22:23:33.029746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-09-29T22:23:33.040454] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MMD'.
[2025-09-29T22:23:33.040907] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-09-29T22:23:33.068681] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:33.069497] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-09-29T22:23:33.069553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:33.069589] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:33.069619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:33.069706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:33.089100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:33.089713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:33.089802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:33.089839] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:33.129766] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:33.129951] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:33.130005] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:33.130038] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:33.134142] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2025-09-29T22:23:33.134482] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-09-29T22:23:33.134697] [INFO ] [sig       ] MMD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:33.295552] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MMD.txt
[2025-09-29T22:23:33.295845] [WARN ] [sig       ] [1289/2211] Failed MMD after 0.3s | 4.11 sym/s | Total: 5.2m | ETA: 3.7m
[2025-09-29T22:23:33.295930] [INFO ] [sig       ] [1290/2211] Forecasting MMI...
[2025-09-29T22:23:33.295971] [INFO ] [sig       ] Generating forecast for: MMI
[2025-09-29T22:23:33.296005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMI' from 'https://tdm.silogroup.org/data/derivative_storage/MMI.csv'.
[2025-09-29T22:23:33.306803] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MMI'.
[2025-09-29T22:23:33.307246] [INFO ] [FORECASTER] Starting predict_future for MMI
[2025-09-29T22:23:33.334591] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:33.335462] [DEBUG] [LOCAL     ] No optimal features file found for MMI: ./output/feature-sets/MMI.txt
[2025-09-29T22:23:33.335520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:33.335557] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:33.335588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:33.335670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:33.354728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:33.355636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:33.355759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:33.355798] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:33.394019] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:33.394196] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:33.394242] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:33.394275] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:33.398467] [DEBUG] [FORECASTER] MMI: Forecast T+1@11:T+2@11: UP (p=77.38%)
[2025-09-29T22:23:33.398844] [INFO ] [FORECASTER] Completed predict_future for MMI
[2025-09-29T22:23:33.399043] [INFO ] [sig       ] MMI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:33.566784] [INFO ] [LOCAL     ] Saved forecast: MMI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MMI.txt
[2025-09-29T22:23:33.567228] [WARN ] [sig       ] [1290/2211] Failed MMI after 0.3s | 4.11 sym/s | Total: 5.2m | ETA: 3.7m
[2025-09-29T22:23:33.567473] [INFO ] [sig       ] [1291/2211] Forecasting MMM...
[2025-09-29T22:23:33.567550] [INFO ] [sig       ] Generating forecast for: MMM
[2025-09-29T22:23:33.567601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMM' from 'https://tdm.silogroup.org/data/derivative_storage/MMM.csv'.
[2025-09-29T22:23:33.579617] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MMM'.
[2025-09-29T22:23:33.580142] [INFO ] [FORECASTER] Starting predict_future for MMM
[2025-09-29T22:23:33.608092] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:33.608973] [DEBUG] [LOCAL     ] No optimal features file found for MMM: ./output/feature-sets/MMM.txt
[2025-09-29T22:23:33.609032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:33.609069] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:33.609099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:33.609160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:33.628330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:33.629207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:33.629303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:33.629341] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:33.671124] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:33.671288] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:33.671332] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:33.671363] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:33.675110] [DEBUG] [FORECASTER] MMM: Forecast T+1@11:T+2@11: UP (p=94.05%)
[2025-09-29T22:23:33.675399] [INFO ] [FORECASTER] Completed predict_future for MMM
[2025-09-29T22:23:33.675542] [INFO ] [sig       ] MMM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:33.825838] [INFO ] [LOCAL     ] Saved forecast: MMM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MMM.txt
[2025-09-29T22:23:33.826076] [WARN ] [sig       ] [1291/2211] Failed MMM after 0.3s | 4.11 sym/s | Total: 5.2m | ETA: 3.7m
[2025-09-29T22:23:33.826155] [INFO ] [sig       ] [1292/2211] Forecasting MMS...
[2025-09-29T22:23:33.826196] [INFO ] [sig       ] Generating forecast for: MMS
[2025-09-29T22:23:33.826230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-09-29T22:23:33.836472] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MMS'.
[2025-09-29T22:23:33.836898] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-09-29T22:23:33.863993] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:33.864845] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-09-29T22:23:33.864903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:33.864940] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:33.864971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:33.865042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:33.887330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:33.888298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:33.888407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:33.888448] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:33.939439] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:33.939667] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:33.939746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:33.939788] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:33.944407] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=15.57%)
[2025-09-29T22:23:33.944815] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-09-29T22:23:33.944988] [INFO ] [sig       ] MMS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:34.128771] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MMS.txt
[2025-09-29T22:23:34.129028] [WARN ] [sig       ] [1292/2211] Failed MMS after 0.3s | 4.11 sym/s | Total: 5.2m | ETA: 3.7m
[2025-09-29T22:23:34.129106] [INFO ] [sig       ] [1293/2211] Forecasting MMT...
[2025-09-29T22:23:34.129147] [INFO ] [sig       ] Generating forecast for: MMT
[2025-09-29T22:23:34.129179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMT' from 'https://tdm.silogroup.org/data/derivative_storage/MMT.csv'.
[2025-09-29T22:23:34.139525] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MMT'.
[2025-09-29T22:23:34.139978] [INFO ] [FORECASTER] Starting predict_future for MMT
[2025-09-29T22:23:34.167332] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:34.168313] [DEBUG] [LOCAL     ] No optimal features file found for MMT: ./output/feature-sets/MMT.txt
[2025-09-29T22:23:34.168370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:34.168426] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:34.168481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:34.168573] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:34.187118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:34.187855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:34.187948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:34.187983] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:34.222678] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:34.222847] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:34.222892] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:34.222924] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:34.226708] [DEBUG] [FORECASTER] MMT: Forecast T+1@11:T+2@11: DOWN (p=35.34%)
[2025-09-29T22:23:34.227038] [INFO ] [FORECASTER] Completed predict_future for MMT
[2025-09-29T22:23:34.227221] [INFO ] [sig       ] MMT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:34.384184] [INFO ] [LOCAL     ] Saved forecast: MMT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MMT.txt
[2025-09-29T22:23:34.384436] [WARN ] [sig       ] [1293/2211] Failed MMT after 0.3s | 4.11 sym/s | Total: 5.2m | ETA: 3.7m
[2025-09-29T22:23:34.384517] [INFO ] [sig       ] [1294/2211] Forecasting MMU...
[2025-09-29T22:23:34.384557] [INFO ] [sig       ] Generating forecast for: MMU
[2025-09-29T22:23:34.384588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMU' from 'https://tdm.silogroup.org/data/derivative_storage/MMU.csv'.
[2025-09-29T22:23:34.396077] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MMU'.
[2025-09-29T22:23:34.396447] [INFO ] [FORECASTER] Starting predict_future for MMU
[2025-09-29T22:23:34.426283] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:34.427275] [DEBUG] [LOCAL     ] No optimal features file found for MMU: ./output/feature-sets/MMU.txt
[2025-09-29T22:23:34.427337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:34.427424] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:34.427463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:34.427529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:34.446952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:34.447765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:34.447860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:34.447896] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:34.484998] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:34.485130] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:34.485172] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:34.485204] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:34.488852] [DEBUG] [FORECASTER] MMU: Forecast T+1@11:T+2@11: UP (p=50.41%)
[2025-09-29T22:23:34.489137] [INFO ] [FORECASTER] Completed predict_future for MMU
[2025-09-29T22:23:34.489271] [INFO ] [sig       ] MMU: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:34.641358] [INFO ] [LOCAL     ] Saved forecast: MMU	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MMU.txt
[2025-09-29T22:23:34.641630] [WARN ] [sig       ] [1294/2211] Failed MMU after 0.3s | 4.11 sym/s | Total: 5.2m | ETA: 3.7m
[2025-09-29T22:23:34.641741] [INFO ] [sig       ] [1295/2211] Forecasting MNR...
[2025-09-29T22:23:34.641788] [INFO ] [sig       ] Generating forecast for: MNR
[2025-09-29T22:23:34.641821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNR' from 'https://tdm.silogroup.org/data/derivative_storage/MNR.csv'.
[2025-09-29T22:23:34.652541] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MNR'.
[2025-09-29T22:23:34.652875] [INFO ] [FORECASTER] Starting predict_future for MNR
[2025-09-29T22:23:34.680291] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:34.681108] [DEBUG] [LOCAL     ] No optimal features file found for MNR: ./output/feature-sets/MNR.txt
[2025-09-29T22:23:34.681165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:34.681199] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:34.681227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:34.681285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:34.698810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:34.699372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:34.699456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:34.699490] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:34.735396] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:34.735536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:34.735577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:34.735608] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:34.739050] [DEBUG] [FORECASTER] MNR: Forecast T+1@11:T+2@11: UP (p=61.79%)
[2025-09-29T22:23:34.739325] [INFO ] [FORECASTER] Completed predict_future for MNR
[2025-09-29T22:23:34.739470] [INFO ] [sig       ] MNR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:34.896697] [INFO ] [LOCAL     ] Saved forecast: MNR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MNR.txt
[2025-09-29T22:23:34.896983] [WARN ] [sig       ] [1295/2211] Failed MNR after 0.3s | 4.11 sym/s | Total: 5.3m | ETA: 3.7m
[2025-09-29T22:23:34.897068] [INFO ] [sig       ] [1296/2211] Forecasting MNSO...
[2025-09-29T22:23:34.897144] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-09-29T22:23:34.897210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-09-29T22:23:34.908874] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MNSO'.
[2025-09-29T22:23:34.909350] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-09-29T22:23:34.938778] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:34.939678] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-09-29T22:23:34.939739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:34.939776] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:34.939805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:34.939864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:34.961888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:34.962860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:34.962955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:34.962992] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:35.018596] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:35.018784] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:35.018835] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:35.018867] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:35.022757] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=72.88%)
[2025-09-29T22:23:35.023061] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-09-29T22:23:35.023206] [INFO ] [sig       ] MNSO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:35.181216] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MNSO.txt
[2025-09-29T22:23:35.181469] [WARN ] [sig       ] [1296/2211] Failed MNSO after 0.3s | 4.11 sym/s | Total: 5.3m | ETA: 3.7m
[2025-09-29T22:23:35.181548] [INFO ] [sig       ] [1297/2211] Forecasting MOD...
[2025-09-29T22:23:35.181588] [INFO ] [sig       ] Generating forecast for: MOD
[2025-09-29T22:23:35.181669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-09-29T22:23:35.192200] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MOD'.
[2025-09-29T22:23:35.192579] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-09-29T22:23:35.219588] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:35.220406] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-09-29T22:23:35.220467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:35.220504] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:35.220536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:35.220596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:35.239749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:35.240344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:35.240437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:35.240472] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:35.279908] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:35.280062] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:35.280109] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:35.280140] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:35.285891] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: DOWN (p=4.90%)
[2025-09-29T22:23:35.286221] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-09-29T22:23:35.286371] [INFO ] [sig       ] MOD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:35.440495] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MOD.txt
[2025-09-29T22:23:35.440855] [WARN ] [sig       ] [1297/2211] Failed MOD after 0.3s | 4.11 sym/s | Total: 5.3m | ETA: 3.7m
[2025-09-29T22:23:35.440970] [INFO ] [sig       ] [1298/2211] Forecasting MODG...
[2025-09-29T22:23:35.441021] [INFO ] [sig       ] Generating forecast for: MODG
[2025-09-29T22:23:35.441058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-09-29T22:23:35.456012] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MODG'.
[2025-09-29T22:23:35.456612] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-09-29T22:23:35.484801] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:35.485758] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-09-29T22:23:35.485822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:35.485861] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:35.485892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:35.485953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:35.505895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:35.506825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:35.506921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:35.506959] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:35.539910] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:35.540101] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:35.540146] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:35.540177] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:35.544071] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=10.40%)
[2025-09-29T22:23:35.544376] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-09-29T22:23:35.544519] [INFO ] [sig       ] MODG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:35.709454] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MODG.txt
[2025-09-29T22:23:35.709720] [WARN ] [sig       ] [1298/2211] Failed MODG after 0.3s | 4.11 sym/s | Total: 5.3m | ETA: 3.7m
[2025-09-29T22:23:35.709802] [INFO ] [sig       ] [1299/2211] Forecasting MOH...
[2025-09-29T22:23:35.709844] [INFO ] [sig       ] Generating forecast for: MOH
[2025-09-29T22:23:35.709903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-09-29T22:23:35.720442] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MOH'.
[2025-09-29T22:23:35.720787] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-09-29T22:23:35.748571] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:35.749494] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-09-29T22:23:35.749560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:35.749604] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:35.749663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:35.749758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:35.767505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:35.768113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:35.768206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:35.768240] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:35.801097] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:35.801204] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:35.801251] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:35.801286] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:35.804627] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: UP (p=83.73%)
[2025-09-29T22:23:35.804944] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-09-29T22:23:35.805078] [INFO ] [sig       ] MOH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:35.956095] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MOH.txt
[2025-09-29T22:23:35.956346] [WARN ] [sig       ] [1299/2211] Failed MOH after 0.2s | 4.11 sym/s | Total: 5.3m | ETA: 3.7m
[2025-09-29T22:23:35.956427] [INFO ] [sig       ] [1300/2211] Forecasting MOS...
[2025-09-29T22:23:35.956466] [INFO ] [sig       ] Generating forecast for: MOS
[2025-09-29T22:23:35.956499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-09-29T22:23:35.966570] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MOS'.
[2025-09-29T22:23:35.966901] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-09-29T22:23:35.993376] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:35.994251] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-09-29T22:23:35.994317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:35.994374] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:35.994405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:35.994464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:36.012800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:36.013615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:36.013730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:36.013775] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:36.049415] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:36.049580] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:36.049626] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:36.049696] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:36.053402] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=98.25%)
[2025-09-29T22:23:36.053736] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-09-29T22:23:36.053882] [INFO ] [sig       ] MOS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:36.216436] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MOS.txt
[2025-09-29T22:23:36.216694] [WARN ] [sig       ] [1300/2211] Failed MOS after 0.3s | 4.11 sym/s | Total: 5.3m | ETA: 3.7m
[2025-09-29T22:23:36.216777] [INFO ] [sig       ] [1301/2211] Forecasting MOV...
[2025-09-29T22:23:36.216818] [INFO ] [sig       ] Generating forecast for: MOV
[2025-09-29T22:23:36.216851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOV' from 'https://tdm.silogroup.org/data/derivative_storage/MOV.csv'.
[2025-09-29T22:23:36.226768] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MOV'.
[2025-09-29T22:23:36.227075] [INFO ] [FORECASTER] Starting predict_future for MOV
[2025-09-29T22:23:36.253594] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:36.254379] [DEBUG] [LOCAL     ] No optimal features file found for MOV: ./output/feature-sets/MOV.txt
[2025-09-29T22:23:36.254435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:36.254469] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:36.254497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:36.254554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:36.272885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:36.273457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:36.273543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:36.273590] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:36.306842] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:36.306986] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:36.307032] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:36.307063] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:36.310562] [DEBUG] [FORECASTER] MOV: Forecast T+1@11:T+2@11: DOWN (p=19.79%)
[2025-09-29T22:23:36.310884] [INFO ] [FORECASTER] Completed predict_future for MOV
[2025-09-29T22:23:36.311027] [INFO ] [sig       ] MOV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:36.465831] [INFO ] [LOCAL     ] Saved forecast: MOV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MOV.txt
[2025-09-29T22:23:36.466080] [WARN ] [sig       ] [1301/2211] Failed MOV after 0.2s | 4.11 sym/s | Total: 5.3m | ETA: 3.7m
[2025-09-29T22:23:36.466159] [INFO ] [sig       ] [1302/2211] Forecasting MP...
[2025-09-29T22:23:36.466198] [INFO ] [sig       ] Generating forecast for: MP
[2025-09-29T22:23:36.466236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-09-29T22:23:36.478262] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MP'.
[2025-09-29T22:23:36.478588] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-09-29T22:23:36.508319] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:36.509315] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-09-29T22:23:36.509376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:36.509412] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:36.509441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:36.509500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:36.532516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:36.533409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:36.533506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:36.533574] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:36.574378] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:36.574537] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:36.574594] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:36.574679] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:36.578579] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: DOWN (p=2.89%)
[2025-09-29T22:23:36.578889] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-09-29T22:23:36.579037] [INFO ] [sig       ] MP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:36.739432] [INFO ] [LOCAL     ] Saved forecast: MP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MP.txt
[2025-09-29T22:23:36.739723] [WARN ] [sig       ] [1302/2211] Failed MP after 0.3s | 4.11 sym/s | Total: 5.3m | ETA: 3.7m
[2025-09-29T22:23:36.739803] [INFO ] [sig       ] [1303/2211] Forecasting MPA...
[2025-09-29T22:23:36.739870] [INFO ] [sig       ] Generating forecast for: MPA
[2025-09-29T22:23:36.739909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-09-29T22:23:36.750370] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MPA'.
[2025-09-29T22:23:36.750692] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-09-29T22:23:36.779104] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:36.780050] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-09-29T22:23:36.780113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:36.780148] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:36.780176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:36.780238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:36.800119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:36.800768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:36.800881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:36.800919] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:36.838903] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:36.839011] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:36.839057] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:36.839090] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:36.842904] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=39.59%)
[2025-09-29T22:23:36.843225] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-09-29T22:23:36.843381] [INFO ] [sig       ] MPA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:37.003487] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MPA.txt
[2025-09-29T22:23:37.003773] [WARN ] [sig       ] [1303/2211] Failed MPA after 0.3s | 4.11 sym/s | Total: 5.3m | ETA: 3.7m
[2025-09-29T22:23:37.003860] [INFO ] [sig       ] [1304/2211] Forecasting MPC...
[2025-09-29T22:23:37.003900] [INFO ] [sig       ] Generating forecast for: MPC
[2025-09-29T22:23:37.003933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-09-29T22:23:37.015350] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MPC'.
[2025-09-29T22:23:37.015773] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-09-29T22:23:37.043192] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:37.043967] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-09-29T22:23:37.044028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:37.044062] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:37.044091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:37.044152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:37.066531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:37.067216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:37.067303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:37.067338] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:37.111944] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:37.112106] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:37.112150] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:37.112181] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:37.116051] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=98.10%)
[2025-09-29T22:23:37.116335] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-09-29T22:23:37.116506] [INFO ] [sig       ] MPC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:37.273240] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MPC.txt
[2025-09-29T22:23:37.273464] [WARN ] [sig       ] [1304/2211] Failed MPC after 0.3s | 4.11 sym/s | Total: 5.3m | ETA: 3.7m
[2025-09-29T22:23:37.273541] [INFO ] [sig       ] [1305/2211] Forecasting MPLX...
[2025-09-29T22:23:37.273581] [INFO ] [sig       ] Generating forecast for: MPLX
[2025-09-29T22:23:37.273614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPLX' from 'https://tdm.silogroup.org/data/derivative_storage/MPLX.csv'.
[2025-09-29T22:23:37.284305] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MPLX'.
[2025-09-29T22:23:37.284590] [INFO ] [FORECASTER] Starting predict_future for MPLX
[2025-09-29T22:23:37.311890] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:37.312765] [DEBUG] [LOCAL     ] No optimal features file found for MPLX: ./output/feature-sets/MPLX.txt
[2025-09-29T22:23:37.312822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:37.312858] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:37.312887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:37.312946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:37.331060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:37.331626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:37.331734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:37.331777] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:37.369164] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:37.369262] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:37.369299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:37.369329] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:37.372559] [DEBUG] [FORECASTER] MPLX: Forecast T+1@11:T+2@11: UP (p=97.21%)
[2025-09-29T22:23:37.372859] [INFO ] [FORECASTER] Completed predict_future for MPLX
[2025-09-29T22:23:37.372997] [INFO ] [sig       ] MPLX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:37.530162] [INFO ] [LOCAL     ] Saved forecast: MPLX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MPLX.txt
[2025-09-29T22:23:37.530372] [WARN ] [sig       ] [1305/2211] Failed MPLX after 0.3s | 4.11 sym/s | Total: 5.3m | ETA: 3.7m
[2025-09-29T22:23:37.530450] [INFO ] [sig       ] [1306/2211] Forecasting MPV...
[2025-09-29T22:23:37.530490] [INFO ] [sig       ] Generating forecast for: MPV
[2025-09-29T22:23:37.530522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPV' from 'https://tdm.silogroup.org/data/derivative_storage/MPV.csv'.
[2025-09-29T22:23:37.541561] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'MPV'.
[2025-09-29T22:23:37.541863] [INFO ] [FORECASTER] Starting predict_future for MPV
[2025-09-29T22:23:37.568822] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:37.569619] [DEBUG] [LOCAL     ] No optimal features file found for MPV: ./output/feature-sets/MPV.txt
[2025-09-29T22:23:37.569702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:37.569749] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:37.569781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:37.569839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:37.589527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:37.590390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:37.590488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:37.590525] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:37.629702] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:37.629819] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:37.629857] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:37.629886] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:37.633225] [DEBUG] [FORECASTER] MPV: Forecast T+1@11:T+2@11: DOWN (p=43.39%)
[2025-09-29T22:23:37.633499] [INFO ] [FORECASTER] Completed predict_future for MPV
[2025-09-29T22:23:37.633635] [INFO ] [sig       ] MPV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:37.785883] [INFO ] [LOCAL     ] Saved forecast: MPV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MPV.txt
[2025-09-29T22:23:37.786113] [WARN ] [sig       ] [1306/2211] Failed MPV after 0.3s | 4.11 sym/s | Total: 5.3m | ETA: 3.7m
[2025-09-29T22:23:37.786193] [INFO ] [sig       ] [1307/2211] Forecasting MPW...
[2025-09-29T22:23:37.786233] [INFO ] [sig       ] Generating forecast for: MPW
[2025-09-29T22:23:37.786265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPW' from 'https://tdm.silogroup.org/data/derivative_storage/MPW.csv'.
[2025-09-29T22:23:37.797403] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MPW'.
[2025-09-29T22:23:37.797730] [INFO ] [FORECASTER] Starting predict_future for MPW
[2025-09-29T22:23:37.824723] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:37.825537] [DEBUG] [LOCAL     ] No optimal features file found for MPW: ./output/feature-sets/MPW.txt
[2025-09-29T22:23:37.825598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:37.825688] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:37.825739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:37.825801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:37.845192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:37.845900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:37.846013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:37.846051] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:37.884499] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:37.884635] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:37.884717] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:37.884753] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:37.888833] [DEBUG] [FORECASTER] MPW: Forecast T+1@11:T+2@11: UP (p=98.01%)
[2025-09-29T22:23:37.889160] [INFO ] [FORECASTER] Completed predict_future for MPW
[2025-09-29T22:23:37.889321] [INFO ] [sig       ] MPW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:38.130796] [INFO ] [LOCAL     ] Saved forecast: MPW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MPW.txt
[2025-09-29T22:23:38.131053] [WARN ] [sig       ] [1307/2211] Failed MPW after 0.3s | 4.11 sym/s | Total: 5.3m | ETA: 3.7m
[2025-09-29T22:23:38.131133] [INFO ] [sig       ] [1308/2211] Forecasting MPX...
[2025-09-29T22:23:38.131192] [INFO ] [sig       ] Generating forecast for: MPX
[2025-09-29T22:23:38.131225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-09-29T22:23:38.142189] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MPX'.
[2025-09-29T22:23:38.142594] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-09-29T22:23:38.170202] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:38.170988] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-09-29T22:23:38.171046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:38.171081] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:38.171110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:38.171168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:38.191529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:38.192147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:38.192235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:38.192271] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:38.232688] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:38.232823] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:38.232867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:38.232898] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:38.237232] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: DOWN (p=22.90%)
[2025-09-29T22:23:38.237519] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-09-29T22:23:38.237692] [INFO ] [sig       ] MPX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:38.401100] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MPX.txt
[2025-09-29T22:23:38.401357] [WARN ] [sig       ] [1308/2211] Failed MPX after 0.3s | 4.10 sym/s | Total: 5.3m | ETA: 3.7m
[2025-09-29T22:23:38.401438] [INFO ] [sig       ] [1309/2211] Forecasting MQT...
[2025-09-29T22:23:38.401477] [INFO ] [sig       ] Generating forecast for: MQT
[2025-09-29T22:23:38.401512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQT' from 'https://tdm.silogroup.org/data/derivative_storage/MQT.csv'.
[2025-09-29T22:23:38.412891] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MQT'.
[2025-09-29T22:23:38.413351] [INFO ] [FORECASTER] Starting predict_future for MQT
[2025-09-29T22:23:38.441428] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:38.442278] [DEBUG] [LOCAL     ] No optimal features file found for MQT: ./output/feature-sets/MQT.txt
[2025-09-29T22:23:38.442337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:38.442373] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:38.442403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:38.442480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:38.460392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:38.461220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:38.461311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:38.461348] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:38.497590] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:38.497795] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:38.497850] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:38.497883] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:38.502094] [DEBUG] [FORECASTER] MQT: Forecast T+1@11:T+2@11: UP (p=70.40%)
[2025-09-29T22:23:38.502398] [INFO ] [FORECASTER] Completed predict_future for MQT
[2025-09-29T22:23:38.502564] [INFO ] [sig       ] MQT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:38.681625] [INFO ] [LOCAL     ] Saved forecast: MQT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MQT.txt
[2025-09-29T22:23:38.681903] [WARN ] [sig       ] [1309/2211] Failed MQT after 0.3s | 4.10 sym/s | Total: 5.3m | ETA: 3.7m
[2025-09-29T22:23:38.681968] [INFO ] [sig       ] [1310/2211] Forecasting MQY...
[2025-09-29T22:23:38.682006] [INFO ] [sig       ] Generating forecast for: MQY
[2025-09-29T22:23:38.682040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-09-29T22:23:38.695618] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MQY'.
[2025-09-29T22:23:38.696144] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-09-29T22:23:38.726235] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:38.727048] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-09-29T22:23:38.727134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:38.727183] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:38.727214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:38.727271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:38.746096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:38.746780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:38.746879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:38.746955] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:38.788051] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:38.788142] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:38.788179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:38.788208] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:38.792098] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: DOWN (p=25.49%)
[2025-09-29T22:23:38.792382] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-09-29T22:23:38.792518] [INFO ] [sig       ] MQY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:38.944683] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MQY.txt
[2025-09-29T22:23:38.944918] [WARN ] [sig       ] [1310/2211] Failed MQY after 0.3s | 4.10 sym/s | Total: 5.3m | ETA: 3.7m
[2025-09-29T22:23:38.944992] [INFO ] [sig       ] [1311/2211] Forecasting MRC...
[2025-09-29T22:23:38.945032] [INFO ] [sig       ] Generating forecast for: MRC
[2025-09-29T22:23:38.945064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRC' from 'https://tdm.silogroup.org/data/derivative_storage/MRC.csv'.
[2025-09-29T22:23:38.955245] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MRC'.
[2025-09-29T22:23:38.955539] [INFO ] [FORECASTER] Starting predict_future for MRC
[2025-09-29T22:23:38.982758] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:38.983545] [DEBUG] [LOCAL     ] No optimal features file found for MRC: ./output/feature-sets/MRC.txt
[2025-09-29T22:23:38.983602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:38.983635] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:38.983734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:38.983806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:39.003428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:39.004062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:39.004187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:39.004241] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:39.044046] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:39.044145] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:39.044191] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:39.044224] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:39.047625] [DEBUG] [FORECASTER] MRC: Forecast T+1@11:T+2@11: DOWN (p=49.69%)
[2025-09-29T22:23:39.047927] [INFO ] [FORECASTER] Completed predict_future for MRC
[2025-09-29T22:23:39.048076] [INFO ] [sig       ] MRC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:39.229007] [INFO ] [LOCAL     ] Saved forecast: MRC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MRC.txt
[2025-09-29T22:23:39.229281] [WARN ] [sig       ] [1311/2211] Failed MRC after 0.3s | 4.10 sym/s | Total: 5.3m | ETA: 3.7m
[2025-09-29T22:23:39.229367] [INFO ] [sig       ] [1312/2211] Forecasting MRK...
[2025-09-29T22:23:39.229406] [INFO ] [sig       ] Generating forecast for: MRK
[2025-09-29T22:23:39.229440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-09-29T22:23:39.239882] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MRK'.
[2025-09-29T22:23:39.240181] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-09-29T22:23:39.268967] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:39.269820] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-09-29T22:23:39.269877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:39.269913] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:39.269944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:39.270011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:39.289212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:39.289840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:39.289927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:39.289960] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:39.330982] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:39.331085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:39.331179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:39.331231] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:39.334703] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: UP (p=87.32%)
[2025-09-29T22:23:39.334979] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-09-29T22:23:39.335114] [INFO ] [sig       ] MRK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:39.494062] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MRK.txt
[2025-09-29T22:23:39.494296] [WARN ] [sig       ] [1312/2211] Failed MRK after 0.3s | 4.10 sym/s | Total: 5.3m | ETA: 3.7m
[2025-09-29T22:23:39.494390] [INFO ] [sig       ] [1313/2211] Forecasting MS...
[2025-09-29T22:23:39.494459] [INFO ] [sig       ] Generating forecast for: MS
[2025-09-29T22:23:39.494534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-09-29T22:23:39.506026] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MS'.
[2025-09-29T22:23:39.506330] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-09-29T22:23:39.533112] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:39.533887] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-09-29T22:23:39.533942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:39.533977] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:39.534006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:39.534065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:39.553245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:39.553842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:39.553927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:39.553964] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:39.593494] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:39.593598] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:39.593676] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:39.593736] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:39.596869] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: UP (p=80.15%)
[2025-09-29T22:23:39.597174] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-09-29T22:23:39.597323] [INFO ] [sig       ] MS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:39.753042] [INFO ] [LOCAL     ] Saved forecast: MS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MS.txt
[2025-09-29T22:23:39.753280] [WARN ] [sig       ] [1313/2211] Failed MS after 0.3s | 4.10 sym/s | Total: 5.3m | ETA: 3.6m
[2025-09-29T22:23:39.753359] [INFO ] [sig       ] [1314/2211] Forecasting MSA...
[2025-09-29T22:23:39.753399] [INFO ] [sig       ] Generating forecast for: MSA
[2025-09-29T22:23:39.753438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-09-29T22:23:39.764416] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MSA'.
[2025-09-29T22:23:39.764769] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-09-29T22:23:39.791598] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:39.792404] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-09-29T22:23:39.792462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:39.792496] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:39.792525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:39.792601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:39.811436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:39.812132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:39.812217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:39.812254] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:39.853846] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:39.853983] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:39.854024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:39.854054] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:39.857770] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: DOWN (p=13.58%)
[2025-09-29T22:23:39.858906] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-09-29T22:23:39.859064] [INFO ] [sig       ] MSA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:40.013470] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MSA.txt
[2025-09-29T22:23:40.013715] [WARN ] [sig       ] [1314/2211] Failed MSA after 0.3s | 4.10 sym/s | Total: 5.3m | ETA: 3.6m
[2025-09-29T22:23:40.013813] [INFO ] [sig       ] [1315/2211] Forecasting MSB...
[2025-09-29T22:23:40.013857] [INFO ] [sig       ] Generating forecast for: MSB
[2025-09-29T22:23:40.013893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-09-29T22:23:40.023709] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MSB'.
[2025-09-29T22:23:40.024069] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-09-29T22:23:40.051906] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:40.052771] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-09-29T22:23:40.052828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:40.052908] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:40.052954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:40.053018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:40.073965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:40.074691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:40.074781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:40.074816] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:40.116209] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:40.116346] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:40.116388] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:40.116421] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:40.120050] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: UP (p=85.69%)
[2025-09-29T22:23:40.120337] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-09-29T22:23:40.120550] [INFO ] [sig       ] MSB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:40.271750] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MSB.txt
[2025-09-29T22:23:40.271985] [WARN ] [sig       ] [1315/2211] Failed MSB after 0.3s | 4.10 sym/s | Total: 5.3m | ETA: 3.6m
[2025-09-29T22:23:40.272068] [INFO ] [sig       ] [1316/2211] Forecasting MSCI...
[2025-09-29T22:23:40.272108] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-09-29T22:23:40.272141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-09-29T22:23:40.282251] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MSCI'.
[2025-09-29T22:23:40.282541] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-09-29T22:23:40.309730] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:40.310484] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-09-29T22:23:40.310553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:40.310596] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:40.310625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:40.310716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:40.328326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:40.328915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:40.328997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:40.329032] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:40.364890] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:40.364970] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:40.365006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:40.365035] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:40.368382] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: DOWN (p=35.23%)
[2025-09-29T22:23:40.368666] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-09-29T22:23:40.368810] [INFO ] [sig       ] MSCI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:40.515951] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MSCI.txt
[2025-09-29T22:23:40.516166] [WARN ] [sig       ] [1316/2211] Failed MSCI after 0.2s | 4.10 sym/s | Total: 5.3m | ETA: 3.6m
[2025-09-29T22:23:40.516242] [INFO ] [sig       ] [1317/2211] Forecasting MSD...
[2025-09-29T22:23:40.516305] [INFO ] [sig       ] Generating forecast for: MSD
[2025-09-29T22:23:40.516349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-09-29T22:23:40.526986] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MSD'.
[2025-09-29T22:23:40.527331] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-09-29T22:23:40.553287] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:40.554055] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-09-29T22:23:40.554109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:40.554143] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:40.554170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:40.554227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:40.572775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:40.573318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:40.573399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:40.573436] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:40.609187] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:40.609277] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:40.609314] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:40.609343] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:40.612825] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-09-29T22:23:40.613094] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-09-29T22:23:40.613228] [INFO ] [sig       ] MSD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:40.767268] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MSD.txt
[2025-09-29T22:23:40.767544] [WARN ] [sig       ] [1317/2211] Failed MSD after 0.3s | 4.10 sym/s | Total: 5.4m | ETA: 3.6m
[2025-09-29T22:23:40.767623] [INFO ] [sig       ] [1318/2211] Forecasting MSDL...
[2025-09-29T22:23:40.767697] [INFO ] [sig       ] Generating forecast for: MSDL
[2025-09-29T22:23:40.767742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSDL' from 'https://tdm.silogroup.org/data/derivative_storage/MSDL.csv'.
[2025-09-29T22:23:40.778338] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MSDL'.
[2025-09-29T22:23:40.778676] [INFO ] [FORECASTER] Starting predict_future for MSDL
[2025-09-29T22:23:40.804151] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:40.804939] [DEBUG] [LOCAL     ] No optimal features file found for MSDL: ./output/feature-sets/MSDL.txt
[2025-09-29T22:23:40.804995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:40.805030] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:40.805104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:40.805175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:40.824174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:40.824772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:40.824856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:40.824890] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:40.865394] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:40.865553] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:40.865596] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:40.865627] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:40.869859] [DEBUG] [FORECASTER] MSDL: Forecast T+1@11:T+2@11: DOWN (p=25.64%)
[2025-09-29T22:23:40.870174] [INFO ] [FORECASTER] Completed predict_future for MSDL
[2025-09-29T22:23:40.870316] [INFO ] [sig       ] MSDL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:41.022145] [INFO ] [LOCAL     ] Saved forecast: MSDL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MSDL.txt
[2025-09-29T22:23:41.022384] [WARN ] [sig       ] [1318/2211] Failed MSDL after 0.3s | 4.10 sym/s | Total: 5.4m | ETA: 3.6m
[2025-09-29T22:23:41.022464] [INFO ] [sig       ] [1319/2211] Forecasting MSGE...
[2025-09-29T22:23:41.022505] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-09-29T22:23:41.022537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-09-29T22:23:41.033187] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MSGE'.
[2025-09-29T22:23:41.033515] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-09-29T22:23:41.061044] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:41.061916] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-09-29T22:23:41.061979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:41.062045] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:41.062094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:41.062155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:41.080492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:41.081095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:41.081180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:41.081214] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:41.118200] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:41.118302] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:41.118362] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:41.118402] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:41.121869] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: UP (p=58.23%)
[2025-09-29T22:23:41.122142] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-09-29T22:23:41.122281] [INFO ] [sig       ] MSGE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:41.273695] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MSGE.txt
[2025-09-29T22:23:41.273929] [WARN ] [sig       ] [1319/2211] Failed MSGE after 0.3s | 4.10 sym/s | Total: 5.4m | ETA: 3.6m
[2025-09-29T22:23:41.274013] [INFO ] [sig       ] [1320/2211] Forecasting MSGS...
[2025-09-29T22:23:41.274054] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-09-29T22:23:41.274087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-09-29T22:23:41.284206] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MSGS'.
[2025-09-29T22:23:41.284527] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-09-29T22:23:41.312475] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:41.313373] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-09-29T22:23:41.313430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:41.313465] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:41.313493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:41.313551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:41.332882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:41.333444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:41.333528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:41.333565] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:41.372079] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:41.372216] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:41.372274] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:41.372307] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:41.375691] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=70.13%)
[2025-09-29T22:23:41.375977] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-09-29T22:23:41.376118] [INFO ] [sig       ] MSGS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:41.529292] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MSGS.txt
[2025-09-29T22:23:41.529502] [WARN ] [sig       ] [1320/2211] Failed MSGS after 0.3s | 4.10 sym/s | Total: 5.4m | ETA: 3.6m
[2025-09-29T22:23:41.529582] [INFO ] [sig       ] [1321/2211] Forecasting MSI...
[2025-09-29T22:23:41.529622] [INFO ] [sig       ] Generating forecast for: MSI
[2025-09-29T22:23:41.529686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-09-29T22:23:41.539857] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MSI'.
[2025-09-29T22:23:41.540134] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-09-29T22:23:41.565565] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:41.566307] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-09-29T22:23:41.566370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:41.566411] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:41.566448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:41.566584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:41.585070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:41.585637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:41.585755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:41.585793] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:41.622146] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:41.622262] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:41.622299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:41.622328] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:41.627774] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: UP (p=94.93%)
[2025-09-29T22:23:41.628059] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-09-29T22:23:41.628204] [INFO ] [sig       ] MSI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:41.849045] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MSI.txt
[2025-09-29T22:23:41.849343] [WARN ] [sig       ] [1321/2211] Failed MSI after 0.3s | 4.10 sym/s | Total: 5.4m | ETA: 3.6m
[2025-09-29T22:23:41.849428] [INFO ] [sig       ] [1322/2211] Forecasting MSM...
[2025-09-29T22:23:41.849470] [INFO ] [sig       ] Generating forecast for: MSM
[2025-09-29T22:23:41.849503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-09-29T22:23:41.860242] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MSM'.
[2025-09-29T22:23:41.860679] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-09-29T22:23:41.888577] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:41.889402] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-09-29T22:23:41.889460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:41.889496] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:41.889526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:41.889585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:41.908851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:41.909597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:41.909715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:41.909763] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:41.947347] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:41.947500] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:41.947545] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:41.947577] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:41.951250] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=0.22%)
[2025-09-29T22:23:41.951549] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-09-29T22:23:41.951725] [INFO ] [sig       ] MSM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:42.113396] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MSM.txt
[2025-09-29T22:23:42.113678] [WARN ] [sig       ] [1322/2211] Failed MSM after 0.3s | 4.10 sym/s | Total: 5.4m | ETA: 3.6m
[2025-09-29T22:23:42.113762] [INFO ] [sig       ] [1323/2211] Forecasting MT...
[2025-09-29T22:23:42.113805] [INFO ] [sig       ] Generating forecast for: MT
[2025-09-29T22:23:42.113840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MT' from 'https://tdm.silogroup.org/data/derivative_storage/MT.csv'.
[2025-09-29T22:23:42.123587] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MT'.
[2025-09-29T22:23:42.123950] [INFO ] [FORECASTER] Starting predict_future for MT
[2025-09-29T22:23:42.150258] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:42.151219] [DEBUG] [LOCAL     ] No optimal features file found for MT: ./output/feature-sets/MT.txt
[2025-09-29T22:23:42.151278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:42.151315] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:42.151346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:42.151406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:42.170873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:42.171664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:42.171762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:42.171799] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:42.211662] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:42.211833] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:42.211880] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:42.211912] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:42.215770] [DEBUG] [FORECASTER] MT: Forecast T+1@11:T+2@11: DOWN (p=12.88%)
[2025-09-29T22:23:42.216076] [INFO ] [FORECASTER] Completed predict_future for MT
[2025-09-29T22:23:42.216216] [INFO ] [sig       ] MT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:42.372732] [INFO ] [LOCAL     ] Saved forecast: MT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MT.txt
[2025-09-29T22:23:42.372976] [WARN ] [sig       ] [1323/2211] Failed MT after 0.3s | 4.10 sym/s | Total: 5.4m | ETA: 3.6m
[2025-09-29T22:23:42.373055] [INFO ] [sig       ] [1324/2211] Forecasting MTAL...
[2025-09-29T22:23:42.373095] [INFO ] [sig       ] Generating forecast for: MTAL
[2025-09-29T22:23:42.373129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTAL' from 'https://tdm.silogroup.org/data/derivative_storage/MTAL.csv'.
[2025-09-29T22:23:42.383575] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MTAL'.
[2025-09-29T22:23:42.384002] [INFO ] [FORECASTER] Starting predict_future for MTAL
[2025-09-29T22:23:42.411064] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:42.411911] [DEBUG] [LOCAL     ] No optimal features file found for MTAL: ./output/feature-sets/MTAL.txt
[2025-09-29T22:23:42.411975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:42.412013] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:42.412043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:42.412105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:42.430697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:42.431297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:42.431383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:42.431418] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:42.468861] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:42.469011] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:42.469055] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:42.469086] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:42.472609] [DEBUG] [FORECASTER] MTAL: Forecast T+1@11:T+2@11: UP (p=82.70%)
[2025-09-29T22:23:42.472920] [INFO ] [FORECASTER] Completed predict_future for MTAL
[2025-09-29T22:23:42.473062] [INFO ] [sig       ] MTAL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:42.623983] [INFO ] [LOCAL     ] Saved forecast: MTAL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MTAL.txt
[2025-09-29T22:23:42.624260] [WARN ] [sig       ] [1324/2211] Failed MTAL after 0.3s | 4.10 sym/s | Total: 5.4m | ETA: 3.6m
[2025-09-29T22:23:42.624342] [INFO ] [sig       ] [1325/2211] Forecasting MTB...
[2025-09-29T22:23:42.624383] [INFO ] [sig       ] Generating forecast for: MTB
[2025-09-29T22:23:42.624433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-09-29T22:23:42.634768] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MTB'.
[2025-09-29T22:23:42.635076] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-09-29T22:23:42.662140] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:42.662954] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-09-29T22:23:42.663013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:42.663049] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:42.663079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:42.663139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:42.681959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:42.682549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:42.682636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:42.682720] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:42.720391] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:42.720544] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:42.720589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:42.720621] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:42.724302] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: UP (p=64.15%)
[2025-09-29T22:23:42.724586] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-09-29T22:23:42.724765] [INFO ] [sig       ] MTB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:42.879876] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MTB.txt
[2025-09-29T22:23:42.880112] [WARN ] [sig       ] [1325/2211] Failed MTB after 0.3s | 4.10 sym/s | Total: 5.4m | ETA: 3.6m
[2025-09-29T22:23:42.880189] [INFO ] [sig       ] [1326/2211] Forecasting MTD...
[2025-09-29T22:23:42.880230] [INFO ] [sig       ] Generating forecast for: MTD
[2025-09-29T22:23:42.880263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-09-29T22:23:42.890680] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MTD'.
[2025-09-29T22:23:42.891045] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-09-29T22:23:42.917160] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:42.917939] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-09-29T22:23:42.917996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:42.918032] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:42.918063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:42.918122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:42.937051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:42.937714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:42.937800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:42.937838] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:42.975565] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:42.975725] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:42.975779] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:42.975860] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:42.979577] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: UP (p=92.51%)
[2025-09-29T22:23:42.979891] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-09-29T22:23:42.980031] [INFO ] [sig       ] MTD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:43.133341] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MTD.txt
[2025-09-29T22:23:43.133551] [WARN ] [sig       ] [1326/2211] Failed MTD after 0.3s | 4.10 sym/s | Total: 5.4m | ETA: 3.6m
[2025-09-29T22:23:43.133663] [INFO ] [sig       ] [1327/2211] Forecasting MTDR...
[2025-09-29T22:23:43.133742] [INFO ] [sig       ] Generating forecast for: MTDR
[2025-09-29T22:23:43.133814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTDR' from 'https://tdm.silogroup.org/data/derivative_storage/MTDR.csv'.
[2025-09-29T22:23:43.142872] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MTDR'.
[2025-09-29T22:23:43.143175] [INFO ] [FORECASTER] Starting predict_future for MTDR
[2025-09-29T22:23:43.169437] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:43.170236] [DEBUG] [LOCAL     ] No optimal features file found for MTDR: ./output/feature-sets/MTDR.txt
[2025-09-29T22:23:43.170293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:43.170329] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:43.170358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:43.170418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:43.189776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:43.190376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:43.190462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:43.190497] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:43.218421] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:43.218548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:43.218590] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:43.218627] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:43.222298] [DEBUG] [FORECASTER] MTDR: Forecast T+1@11:T+2@11: DOWN (p=22.19%)
[2025-09-29T22:23:43.222580] [INFO ] [FORECASTER] Completed predict_future for MTDR
[2025-09-29T22:23:43.222743] [INFO ] [sig       ] MTDR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:43.373505] [INFO ] [LOCAL     ] Saved forecast: MTDR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MTDR.txt
[2025-09-29T22:23:43.373777] [WARN ] [sig       ] [1327/2211] Failed MTDR after 0.2s | 4.10 sym/s | Total: 5.4m | ETA: 3.6m
[2025-09-29T22:23:43.373862] [INFO ] [sig       ] [1328/2211] Forecasting MTG...
[2025-09-29T22:23:43.373903] [INFO ] [sig       ] Generating forecast for: MTG
[2025-09-29T22:23:43.373936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-09-29T22:23:43.384599] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MTG'.
[2025-09-29T22:23:43.384971] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-09-29T22:23:43.412330] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:43.413198] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-09-29T22:23:43.413257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:43.413293] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:43.413322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:43.413454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:43.432313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:43.432926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:43.433010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:43.433046] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:43.460975] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:43.461090] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:43.461129] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:43.461159] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:43.464578] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2025-09-29T22:23:43.464906] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-09-29T22:23:43.465084] [INFO ] [sig       ] MTG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:43.625465] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MTG.txt
[2025-09-29T22:23:43.625726] [WARN ] [sig       ] [1328/2211] Failed MTG after 0.3s | 4.10 sym/s | Total: 5.4m | ETA: 3.6m
[2025-09-29T22:23:43.625811] [INFO ] [sig       ] [1329/2211] Forecasting MTH...
[2025-09-29T22:23:43.625852] [INFO ] [sig       ] Generating forecast for: MTH
[2025-09-29T22:23:43.625886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-09-29T22:23:43.636313] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MTH'.
[2025-09-29T22:23:43.636639] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-09-29T22:23:43.663670] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:43.664453] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-09-29T22:23:43.664509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:43.664544] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:43.664572] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:43.664630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:43.684334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:43.685085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:43.685200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:43.685257] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:43.713003] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:43.713161] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:43.713204] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:43.713236] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:43.716932] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: DOWN (p=35.13%)
[2025-09-29T22:23:43.717262] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-09-29T22:23:43.717462] [INFO ] [sig       ] MTH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:43.870627] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MTH.txt
[2025-09-29T22:23:43.870912] [WARN ] [sig       ] [1329/2211] Failed MTH after 0.2s | 4.10 sym/s | Total: 5.4m | ETA: 3.6m
[2025-09-29T22:23:43.870993] [INFO ] [sig       ] [1330/2211] Forecasting MTN...
[2025-09-29T22:23:43.871033] [INFO ] [sig       ] Generating forecast for: MTN
[2025-09-29T22:23:43.871070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-09-29T22:23:43.881470] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MTN'.
[2025-09-29T22:23:43.881794] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-09-29T22:23:43.908193] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:43.908975] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-09-29T22:23:43.909030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:43.909066] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:43.909095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:43.909155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:43.927481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:43.928076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:43.928161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:43.928197] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:43.958899] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:43.959037] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:43.959080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:43.959112] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:43.962781] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=85.80%)
[2025-09-29T22:23:43.963058] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-09-29T22:23:43.963194] [INFO ] [sig       ] MTN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:44.119831] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MTN.txt
[2025-09-29T22:23:44.120073] [WARN ] [sig       ] [1330/2211] Failed MTN after 0.2s | 4.10 sym/s | Total: 5.4m | ETA: 3.6m
[2025-09-29T22:23:44.120151] [INFO ] [sig       ] [1331/2211] Forecasting MTRN...
[2025-09-29T22:23:44.120190] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-09-29T22:23:44.120223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-09-29T22:23:44.130315] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MTRN'.
[2025-09-29T22:23:44.130615] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-09-29T22:23:44.156812] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:44.157611] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-09-29T22:23:44.157695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:44.157744] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:44.157774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:44.157833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:44.177037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:44.177879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:44.177970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:44.178006] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:44.216801] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:44.216960] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:44.217007] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:44.217039] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:44.220691] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: UP (p=59.38%)
[2025-09-29T22:23:44.220991] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-09-29T22:23:44.221187] [INFO ] [sig       ] MTRN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:44.382187] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MTRN.txt
[2025-09-29T22:23:44.382418] [WARN ] [sig       ] [1331/2211] Failed MTRN after 0.3s | 4.10 sym/s | Total: 5.4m | ETA: 3.6m
[2025-09-29T22:23:44.382507] [INFO ] [sig       ] [1332/2211] Forecasting MTUS...
[2025-09-29T22:23:44.382549] [INFO ] [sig       ] Generating forecast for: MTUS
[2025-09-29T22:23:44.382589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTUS' from 'https://tdm.silogroup.org/data/derivative_storage/MTUS.csv'.
[2025-09-29T22:23:44.395951] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MTUS'.
[2025-09-29T22:23:44.396527] [INFO ] [FORECASTER] Starting predict_future for MTUS
[2025-09-29T22:23:44.424244] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:44.425050] [DEBUG] [LOCAL     ] No optimal features file found for MTUS: ./output/feature-sets/MTUS.txt
[2025-09-29T22:23:44.425126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:44.425182] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:44.425213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:44.425273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:44.443710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:44.444371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:44.444473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:44.444524] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:44.486545] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:44.486741] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:44.486799] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:44.486834] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:44.490723] [DEBUG] [FORECASTER] MTUS: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-09-29T22:23:44.491027] [INFO ] [FORECASTER] Completed predict_future for MTUS
[2025-09-29T22:23:44.491214] [INFO ] [sig       ] MTUS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:44.645079] [INFO ] [LOCAL     ] Saved forecast: MTUS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MTUS.txt
[2025-09-29T22:23:44.645324] [WARN ] [sig       ] [1332/2211] Failed MTUS after 0.3s | 4.10 sym/s | Total: 5.4m | ETA: 3.6m
[2025-09-29T22:23:44.645404] [INFO ] [sig       ] [1333/2211] Forecasting MTW...
[2025-09-29T22:23:44.645445] [INFO ] [sig       ] Generating forecast for: MTW
[2025-09-29T22:23:44.645479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTW' from 'https://tdm.silogroup.org/data/derivative_storage/MTW.csv'.
[2025-09-29T22:23:44.656202] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MTW'.
[2025-09-29T22:23:44.656622] [INFO ] [FORECASTER] Starting predict_future for MTW
[2025-09-29T22:23:44.685311] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:44.686199] [DEBUG] [LOCAL     ] No optimal features file found for MTW: ./output/feature-sets/MTW.txt
[2025-09-29T22:23:44.686260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:44.686296] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:44.686326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:44.686409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:44.707754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:44.708555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:44.708676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:44.708733] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:44.783308] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:44.783473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:44.783520] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:44.783572] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:44.787267] [DEBUG] [FORECASTER] MTW: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-09-29T22:23:44.787553] [INFO ] [FORECASTER] Completed predict_future for MTW
[2025-09-29T22:23:44.787731] [INFO ] [sig       ] MTW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:44.944597] [INFO ] [LOCAL     ] Saved forecast: MTW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MTW.txt
[2025-09-29T22:23:44.944877] [WARN ] [sig       ] [1333/2211] Failed MTW after 0.3s | 4.10 sym/s | Total: 5.4m | ETA: 3.6m
[2025-09-29T22:23:44.944958] [INFO ] [sig       ] [1334/2211] Forecasting MTX...
[2025-09-29T22:23:44.944998] [INFO ] [sig       ] Generating forecast for: MTX
[2025-09-29T22:23:44.945031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-09-29T22:23:44.955563] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MTX'.
[2025-09-29T22:23:44.956058] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-09-29T22:23:44.982977] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:44.983875] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-09-29T22:23:44.983939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:44.983976] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:44.984005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:44.984063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:45.002997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:45.003629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:45.003742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:45.003783] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:45.037958] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:45.038060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:45.038098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:45.038128] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:45.041550] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: DOWN (p=32.39%)
[2025-09-29T22:23:45.041891] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-09-29T22:23:45.042038] [INFO ] [sig       ] MTX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:45.195364] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MTX.txt
[2025-09-29T22:23:45.195608] [WARN ] [sig       ] [1334/2211] Failed MTX after 0.3s | 4.10 sym/s | Total: 5.4m | ETA: 3.6m
[2025-09-29T22:23:45.195711] [INFO ] [sig       ] [1335/2211] Forecasting MTZ...
[2025-09-29T22:23:45.195753] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-09-29T22:23:45.195787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-09-29T22:23:45.205780] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MTZ'.
[2025-09-29T22:23:45.206099] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-09-29T22:23:45.233095] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:45.234054] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-09-29T22:23:45.234114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:45.234158] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:45.234189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:45.234248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:45.253008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:45.253756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:45.253846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:45.253883] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:45.288819] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:45.288951] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:45.288991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:45.289022] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:45.292768] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: UP (p=91.16%)
[2025-09-29T22:23:45.293049] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-09-29T22:23:45.293187] [INFO ] [sig       ] MTZ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:45.447491] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MTZ.txt
[2025-09-29T22:23:45.447785] [WARN ] [sig       ] [1335/2211] Failed MTZ after 0.3s | 4.10 sym/s | Total: 5.4m | ETA: 3.6m
[2025-09-29T22:23:45.447877] [INFO ] [sig       ] [1336/2211] Forecasting MUA...
[2025-09-29T22:23:45.447919] [INFO ] [sig       ] Generating forecast for: MUA
[2025-09-29T22:23:45.447958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-09-29T22:23:45.458387] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MUA'.
[2025-09-29T22:23:45.458868] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-09-29T22:23:45.488317] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:45.489321] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-09-29T22:23:45.489396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:45.489452] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:45.489486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:45.489547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:45.508065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:45.508830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:45.508921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:45.508957] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:45.544111] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:45.544268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:45.544313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:45.544345] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:45.548222] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=64.30%)
[2025-09-29T22:23:45.548508] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-09-29T22:23:45.548690] [INFO ] [sig       ] MUA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:45.706677] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MUA.txt
[2025-09-29T22:23:45.706945] [WARN ] [sig       ] [1336/2211] Failed MUA after 0.3s | 4.10 sym/s | Total: 5.4m | ETA: 3.6m
[2025-09-29T22:23:45.707029] [INFO ] [sig       ] [1337/2211] Forecasting MUC...
[2025-09-29T22:23:45.707071] [INFO ] [sig       ] Generating forecast for: MUC
[2025-09-29T22:23:45.707146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-09-29T22:23:45.717498] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MUC'.
[2025-09-29T22:23:45.717960] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-09-29T22:23:45.744726] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:45.745550] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-09-29T22:23:45.745608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:45.745667] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:45.745754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:45.745837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:45.763919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:45.764635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:45.764755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:45.764794] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:45.800851] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:45.801018] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:45.801063] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:45.801095] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:45.804858] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: UP (p=66.22%)
[2025-09-29T22:23:45.805155] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-09-29T22:23:45.805292] [INFO ] [sig       ] MUC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:45.955690] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MUC.txt
[2025-09-29T22:23:45.955986] [WARN ] [sig       ] [1337/2211] Failed MUC after 0.2s | 4.10 sym/s | Total: 5.4m | ETA: 3.6m
[2025-09-29T22:23:45.956074] [INFO ] [sig       ] [1338/2211] Forecasting MUE...
[2025-09-29T22:23:45.956116] [INFO ] [sig       ] Generating forecast for: MUE
[2025-09-29T22:23:45.956151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-09-29T22:23:45.966428] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MUE'.
[2025-09-29T22:23:45.966804] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-09-29T22:23:45.994155] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:45.995002] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-09-29T22:23:45.995060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:45.995096] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:45.995126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:45.995185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:46.013968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:46.014672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:46.014762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:46.014797] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:46.047082] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:46.047314] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:46.047361] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:46.047393] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:46.052534] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: UP (p=85.46%)
[2025-09-29T22:23:46.052865] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-09-29T22:23:46.053016] [INFO ] [sig       ] MUE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:46.204852] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MUE.txt
[2025-09-29T22:23:46.205138] [WARN ] [sig       ] [1338/2211] Failed MUE after 0.2s | 4.10 sym/s | Total: 5.4m | ETA: 3.5m
[2025-09-29T22:23:46.205238] [INFO ] [sig       ] [1339/2211] Forecasting MUFG...
[2025-09-29T22:23:46.205287] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-09-29T22:23:46.205330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-09-29T22:23:46.215503] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MUFG'.
[2025-09-29T22:23:46.215888] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-09-29T22:23:46.244344] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:46.245308] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-09-29T22:23:46.245378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:46.245414] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:46.245443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:46.245504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:46.267402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:46.268422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:46.268529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:46.268564] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:46.312598] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:46.312799] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:46.312853] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:46.312908] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:46.318122] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: UP (p=97.25%)
[2025-09-29T22:23:46.318518] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-09-29T22:23:46.318761] [INFO ] [sig       ] MUFG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:46.494778] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MUFG.txt
[2025-09-29T22:23:46.495035] [WARN ] [sig       ] [1339/2211] Failed MUFG after 0.3s | 4.10 sym/s | Total: 5.4m | ETA: 3.5m
[2025-09-29T22:23:46.495112] [INFO ] [sig       ] [1340/2211] Forecasting MUJ...
[2025-09-29T22:23:46.495152] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-09-29T22:23:46.495185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-09-29T22:23:46.505810] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MUJ'.
[2025-09-29T22:23:46.506167] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-09-29T22:23:46.533120] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:46.534085] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-09-29T22:23:46.534145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:46.534181] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:46.534212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:46.534271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:46.554811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:46.555721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:46.555820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:46.555887] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:46.590793] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:46.591028] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:46.591105] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:46.591165] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:46.596130] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: UP (p=97.25%)
[2025-09-29T22:23:46.596535] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-09-29T22:23:46.596722] [INFO ] [sig       ] MUJ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:46.745947] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MUJ.txt
[2025-09-29T22:23:46.746194] [WARN ] [sig       ] [1340/2211] Failed MUJ after 0.3s | 4.10 sym/s | Total: 5.4m | ETA: 3.5m
[2025-09-29T22:23:46.746274] [INFO ] [sig       ] [1341/2211] Forecasting MUR...
[2025-09-29T22:23:46.746313] [INFO ] [sig       ] Generating forecast for: MUR
[2025-09-29T22:23:46.746346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUR' from 'https://tdm.silogroup.org/data/derivative_storage/MUR.csv'.
[2025-09-29T22:23:46.757065] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MUR'.
[2025-09-29T22:23:46.757513] [INFO ] [FORECASTER] Starting predict_future for MUR
[2025-09-29T22:23:46.785162] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:46.786002] [DEBUG] [LOCAL     ] No optimal features file found for MUR: ./output/feature-sets/MUR.txt
[2025-09-29T22:23:46.786061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:46.786107] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:46.786162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:46.786226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:46.806210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:46.806894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:46.806991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:46.807028] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:46.837237] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:46.837379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:46.837421] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:46.837452] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:46.841769] [DEBUG] [FORECASTER] MUR: Forecast T+1@11:T+2@11: DOWN (p=39.59%)
[2025-09-29T22:23:46.842058] [INFO ] [FORECASTER] Completed predict_future for MUR
[2025-09-29T22:23:46.842245] [INFO ] [sig       ] MUR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:47.006009] [INFO ] [LOCAL     ] Saved forecast: MUR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MUR.txt
[2025-09-29T22:23:47.006256] [WARN ] [sig       ] [1341/2211] Failed MUR after 0.3s | 4.10 sym/s | Total: 5.5m | ETA: 3.5m
[2025-09-29T22:23:47.006334] [INFO ] [sig       ] [1342/2211] Forecasting MUSA...
[2025-09-29T22:23:47.006374] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-09-29T22:23:47.006449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-09-29T22:23:47.016710] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MUSA'.
[2025-09-29T22:23:47.017155] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-09-29T22:23:47.046450] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:47.047414] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-09-29T22:23:47.047473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:47.047509] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:47.047541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:47.047601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:47.067983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:47.068674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:47.068768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:47.068804] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:47.100706] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:47.100849] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:47.100892] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:47.100926] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:47.105095] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: DOWN (p=11.97%)
[2025-09-29T22:23:47.105399] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-09-29T22:23:47.105538] [INFO ] [sig       ] MUSA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:47.260561] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MUSA.txt
[2025-09-29T22:23:47.260826] [WARN ] [sig       ] [1342/2211] Failed MUSA after 0.3s | 4.10 sym/s | Total: 5.5m | ETA: 3.5m
[2025-09-29T22:23:47.260915] [INFO ] [sig       ] [1343/2211] Forecasting MUX...
[2025-09-29T22:23:47.260959] [INFO ] [sig       ] Generating forecast for: MUX
[2025-09-29T22:23:47.261001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-09-29T22:23:47.271039] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MUX'.
[2025-09-29T22:23:47.271403] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-09-29T22:23:47.298564] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:47.299369] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-09-29T22:23:47.299433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:47.299475] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:47.299505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:47.299572] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:47.318262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:47.318950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:47.319043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:47.319088] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:47.346389] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:47.346528] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:47.346570] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:47.346602] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:47.350261] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: UP (p=65.47%)
[2025-09-29T22:23:47.350579] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-09-29T22:23:47.350751] [INFO ] [sig       ] MUX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:47.505109] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MUX.txt
[2025-09-29T22:23:47.505362] [WARN ] [sig       ] [1343/2211] Failed MUX after 0.2s | 4.10 sym/s | Total: 5.5m | ETA: 3.5m
[2025-09-29T22:23:47.505440] [INFO ] [sig       ] [1344/2211] Forecasting MVF...
[2025-09-29T22:23:47.505481] [INFO ] [sig       ] Generating forecast for: MVF
[2025-09-29T22:23:47.505516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-09-29T22:23:47.515391] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MVF'.
[2025-09-29T22:23:47.515740] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-09-29T22:23:47.541697] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:47.542472] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-09-29T22:23:47.542529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:47.542563] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:47.542592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:47.542674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:47.560921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:47.561529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:47.561616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:47.561680] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:47.589932] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:47.590066] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:47.590113] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:47.590148] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:47.593991] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: DOWN (p=43.85%)
[2025-09-29T22:23:47.594381] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-09-29T22:23:47.594529] [INFO ] [sig       ] MVF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:47.756236] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MVF.txt
[2025-09-29T22:23:47.756537] [WARN ] [sig       ] [1344/2211] Failed MVF after 0.3s | 4.10 sym/s | Total: 5.5m | ETA: 3.5m
[2025-09-29T22:23:47.756626] [INFO ] [sig       ] [1345/2211] Forecasting MVO...
[2025-09-29T22:23:47.756706] [INFO ] [sig       ] Generating forecast for: MVO
[2025-09-29T22:23:47.756749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-09-29T22:23:47.769462] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MVO'.
[2025-09-29T22:23:47.769939] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-09-29T22:23:47.800203] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:47.801021] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-09-29T22:23:47.801081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:47.801118] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:47.801148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:47.801272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:47.820873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:47.821489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:47.821577] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:47.821614] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:47.860017] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:47.860159] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:47.860211] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:47.860247] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:47.864341] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: UP (p=74.37%)
[2025-09-29T22:23:47.864665] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-09-29T22:23:47.864827] [INFO ] [sig       ] MVO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:48.014024] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MVO.txt
[2025-09-29T22:23:48.014284] [WARN ] [sig       ] [1345/2211] Failed MVO after 0.3s | 4.10 sym/s | Total: 5.5m | ETA: 3.5m
[2025-09-29T22:23:48.014379] [INFO ] [sig       ] [1346/2211] Forecasting MVT...
[2025-09-29T22:23:48.014420] [INFO ] [sig       ] Generating forecast for: MVT
[2025-09-29T22:23:48.014455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVT' from 'https://tdm.silogroup.org/data/derivative_storage/MVT.csv'.
[2025-09-29T22:23:48.025343] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MVT'.
[2025-09-29T22:23:48.025805] [INFO ] [FORECASTER] Starting predict_future for MVT
[2025-09-29T22:23:48.053014] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:48.053823] [DEBUG] [LOCAL     ] No optimal features file found for MVT: ./output/feature-sets/MVT.txt
[2025-09-29T22:23:48.053880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:48.053916] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:48.053944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:48.054002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:48.071897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:48.072591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:48.072707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:48.072758] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:48.113129] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:48.113333] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:48.113387] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:48.113420] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:48.117156] [DEBUG] [FORECASTER] MVT: Forecast T+1@11:T+2@11: DOWN (p=31.87%)
[2025-09-29T22:23:48.117450] [INFO ] [FORECASTER] Completed predict_future for MVT
[2025-09-29T22:23:48.117591] [INFO ] [sig       ] MVT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:48.269505] [INFO ] [LOCAL     ] Saved forecast: MVT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MVT.txt
[2025-09-29T22:23:48.269779] [WARN ] [sig       ] [1346/2211] Failed MVT after 0.3s | 4.10 sym/s | Total: 5.5m | ETA: 3.5m
[2025-09-29T22:23:48.269936] [INFO ] [sig       ] [1347/2211] Forecasting MWA...
[2025-09-29T22:23:48.269986] [INFO ] [sig       ] Generating forecast for: MWA
[2025-09-29T22:23:48.270020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-09-29T22:23:48.280804] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MWA'.
[2025-09-29T22:23:48.281210] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-09-29T22:23:48.307971] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:48.308753] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-09-29T22:23:48.308812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:48.308847] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:48.308876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:48.308935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:48.326910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:48.327523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:48.327607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:48.327667] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:48.363449] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:48.363632] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:48.363729] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:48.363777] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:48.367435] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: UP (p=86.08%)
[2025-09-29T22:23:48.367766] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-09-29T22:23:48.367910] [INFO ] [sig       ] MWA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:48.524840] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MWA.txt
[2025-09-29T22:23:48.525210] [WARN ] [sig       ] [1347/2211] Failed MWA after 0.3s | 4.10 sym/s | Total: 5.5m | ETA: 3.5m
[2025-09-29T22:23:48.525712] [INFO ] [sig       ] [1348/2211] Forecasting MX...
[2025-09-29T22:23:48.525756] [INFO ] [sig       ] Generating forecast for: MX
[2025-09-29T22:23:48.525791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-09-29T22:23:48.535533] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MX'.
[2025-09-29T22:23:48.535974] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-09-29T22:23:48.564141] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:48.564992] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-09-29T22:23:48.565051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:48.565095] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:48.565127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:48.565268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:48.584541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:48.585271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:48.585360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:48.585396] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:48.625323] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:48.625452] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:48.625499] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:48.625531] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:48.629197] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=60.59%)
[2025-09-29T22:23:48.629476] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-09-29T22:23:48.630026] [INFO ] [sig       ] MX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:48.788940] [INFO ] [LOCAL     ] Saved forecast: MX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MX.txt
[2025-09-29T22:23:48.789271] [WARN ] [sig       ] [1348/2211] Failed MX after 0.3s | 4.10 sym/s | Total: 5.5m | ETA: 3.5m
[2025-09-29T22:23:48.789355] [INFO ] [sig       ] [1349/2211] Forecasting MXF...
[2025-09-29T22:23:48.789397] [INFO ] [sig       ] Generating forecast for: MXF
[2025-09-29T22:23:48.789479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-09-29T22:23:48.800665] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MXF'.
[2025-09-29T22:23:48.801044] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-09-29T22:23:48.828115] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:48.828966] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-09-29T22:23:48.829023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:48.829057] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:48.829086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:48.829178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:48.847582] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:48.848285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:48.848376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:48.848413] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:48.887981] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:48.888153] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:48.888234] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:48.888289] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:48.891923] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=90.81%)
[2025-09-29T22:23:48.892284] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-09-29T22:23:48.892435] [INFO ] [sig       ] MXF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:49.048739] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MXF.txt
[2025-09-29T22:23:49.049026] [WARN ] [sig       ] [1349/2211] Failed MXF after 0.3s | 4.10 sym/s | Total: 5.5m | ETA: 3.5m
[2025-09-29T22:23:49.049107] [INFO ] [sig       ] [1350/2211] Forecasting MYD...
[2025-09-29T22:23:49.049151] [INFO ] [sig       ] Generating forecast for: MYD
[2025-09-29T22:23:49.049192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYD' from 'https://tdm.silogroup.org/data/derivative_storage/MYD.csv'.
[2025-09-29T22:23:49.061318] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MYD'.
[2025-09-29T22:23:49.061746] [INFO ] [FORECASTER] Starting predict_future for MYD
[2025-09-29T22:23:49.090296] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:49.091309] [DEBUG] [LOCAL     ] No optimal features file found for MYD: ./output/feature-sets/MYD.txt
[2025-09-29T22:23:49.091372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:49.091409] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:49.091438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:49.091497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:49.111148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:49.112040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:49.112136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:49.112173] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:49.147808] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:49.147976] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:49.148023] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:49.148054] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:49.151787] [DEBUG] [FORECASTER] MYD: Forecast T+1@11:T+2@11: UP (p=57.64%)
[2025-09-29T22:23:49.152077] [INFO ] [FORECASTER] Completed predict_future for MYD
[2025-09-29T22:23:49.152234] [INFO ] [sig       ] MYD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:49.308259] [INFO ] [LOCAL     ] Saved forecast: MYD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MYD.txt
[2025-09-29T22:23:49.308535] [WARN ] [sig       ] [1350/2211] Failed MYD after 0.3s | 4.10 sym/s | Total: 5.5m | ETA: 3.5m
[2025-09-29T22:23:49.308630] [INFO ] [sig       ] [1351/2211] Forecasting MYE...
[2025-09-29T22:23:49.308710] [INFO ] [sig       ] Generating forecast for: MYE
[2025-09-29T22:23:49.308750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-09-29T22:23:49.320394] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MYE'.
[2025-09-29T22:23:49.320887] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-09-29T22:23:49.347765] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:49.348660] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-09-29T22:23:49.348724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:49.348759] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:49.348787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:49.348843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:49.366897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:49.367686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:49.367784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:49.367821] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:49.404753] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:49.404902] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:49.404944] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:49.404975] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:49.408947] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=40.61%)
[2025-09-29T22:23:49.409240] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-09-29T22:23:49.409387] [INFO ] [sig       ] MYE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:49.567205] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MYE.txt
[2025-09-29T22:23:49.567505] [WARN ] [sig       ] [1351/2211] Failed MYE after 0.3s | 4.10 sym/s | Total: 5.5m | ETA: 3.5m
[2025-09-29T22:23:49.567584] [INFO ] [sig       ] [1352/2211] Forecasting MYI...
[2025-09-29T22:23:49.567624] [INFO ] [sig       ] Generating forecast for: MYI
[2025-09-29T22:23:49.567699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-09-29T22:23:49.578814] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MYI'.
[2025-09-29T22:23:49.579156] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-09-29T22:23:49.607025] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:49.607991] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-09-29T22:23:49.608120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:49.608163] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:49.608194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:49.608253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:49.627981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:49.628718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:49.628811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:49.628849] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:49.666979] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:49.667145] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:49.667203] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:49.667238] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:49.670730] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: UP (p=86.30%)
[2025-09-29T22:23:49.671029] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-09-29T22:23:49.671180] [INFO ] [sig       ] MYI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:49.835876] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/MYI.txt
[2025-09-29T22:23:49.836125] [WARN ] [sig       ] [1352/2211] Failed MYI after 0.3s | 4.10 sym/s | Total: 5.5m | ETA: 3.5m
[2025-09-29T22:23:49.836202] [INFO ] [sig       ] [1353/2211] Forecasting MYN...
[2025-09-29T22:23:49.836252] [INFO ] [sig       ] Generating forecast for: MYN
[2025-09-29T22:23:49.836286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-09-29T22:23:49.845774] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'MYN'.
[2025-09-29T22:23:49.846115] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-09-29T22:23:49.872775] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:49.873586] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-09-29T22:23:49.873677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:49.873733] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:49.873768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:49.873831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:49.892916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:49.893757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:49.893849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:49.893884] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:49.931856] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:49.932018] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:49.932071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:49.932105] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:49.935840] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2025-09-29T22:23:49.936116] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-09-29T22:23:49.936260] [INFO ] [sig       ] MYN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:50.089842] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/MYN.txt
[2025-09-29T22:23:50.090085] [WARN ] [sig       ] [1353/2211] Failed MYN after 0.3s | 4.10 sym/s | Total: 5.5m | ETA: 3.5m
[2025-09-29T22:23:50.090161] [INFO ] [sig       ] [1354/2211] Forecasting NABL...
[2025-09-29T22:23:50.090201] [INFO ] [sig       ] Generating forecast for: NABL
[2025-09-29T22:23:50.090234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-09-29T22:23:50.101398] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NABL'.
[2025-09-29T22:23:50.101855] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-09-29T22:23:50.130351] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:50.131242] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-09-29T22:23:50.131303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:50.131340] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:50.131371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:50.131431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:50.150564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:50.151504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:50.151603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:50.151638] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:50.189774] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:50.189936] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:50.189980] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:50.190011] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:50.193782] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=90.71%)
[2025-09-29T22:23:50.194091] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-09-29T22:23:50.194239] [INFO ] [sig       ] NABL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:50.345737] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NABL.txt
[2025-09-29T22:23:50.345985] [WARN ] [sig       ] [1354/2211] Failed NABL after 0.3s | 4.10 sym/s | Total: 5.5m | ETA: 3.5m
[2025-09-29T22:23:50.346063] [INFO ] [sig       ] [1355/2211] Forecasting NAC...
[2025-09-29T22:23:50.346103] [INFO ] [sig       ] Generating forecast for: NAC
[2025-09-29T22:23:50.346136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-09-29T22:23:50.357510] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NAC'.
[2025-09-29T22:23:50.357906] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-09-29T22:23:50.384939] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:50.385676] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-09-29T22:23:50.385738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:50.385773] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:50.385802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:50.385860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:50.404099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:50.404713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:50.404801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:50.404835] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:50.441499] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:50.441588] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:50.441626] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:50.441728] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:50.447487] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: UP (p=87.35%)
[2025-09-29T22:23:50.447802] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-09-29T22:23:50.447950] [INFO ] [sig       ] NAC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:50.598215] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NAC.txt
[2025-09-29T22:23:50.598433] [WARN ] [sig       ] [1355/2211] Failed NAC after 0.3s | 4.10 sym/s | Total: 5.5m | ETA: 3.5m
[2025-09-29T22:23:50.598513] [INFO ] [sig       ] [1356/2211] Forecasting NAD...
[2025-09-29T22:23:50.598558] [INFO ] [sig       ] Generating forecast for: NAD
[2025-09-29T22:23:50.598591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-09-29T22:23:50.609946] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NAD'.
[2025-09-29T22:23:50.610310] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-09-29T22:23:50.641111] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:50.641943] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-09-29T22:23:50.642000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:50.642037] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:50.642067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:50.642126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:50.660932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:50.661510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:50.661613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:50.661677] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:50.702367] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:50.702477] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:50.702516] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:50.702547] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:50.706145] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: DOWN (p=42.02%)
[2025-09-29T22:23:50.706417] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-09-29T22:23:50.706556] [INFO ] [sig       ] NAD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:50.862431] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NAD.txt
[2025-09-29T22:23:50.862670] [WARN ] [sig       ] [1356/2211] Failed NAD after 0.3s | 4.10 sym/s | Total: 5.5m | ETA: 3.5m
[2025-09-29T22:23:50.862753] [INFO ] [sig       ] [1357/2211] Forecasting NAN...
[2025-09-29T22:23:50.862793] [INFO ] [sig       ] Generating forecast for: NAN
[2025-09-29T22:23:50.862827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAN' from 'https://tdm.silogroup.org/data/derivative_storage/NAN.csv'.
[2025-09-29T22:23:50.873369] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NAN'.
[2025-09-29T22:23:50.873782] [INFO ] [FORECASTER] Starting predict_future for NAN
[2025-09-29T22:23:50.900559] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:50.901353] [DEBUG] [LOCAL     ] No optimal features file found for NAN: ./output/feature-sets/NAN.txt
[2025-09-29T22:23:50.901413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:50.901449] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:50.901478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:50.901539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:50.921012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:50.921621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:50.921732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:50.921775] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:50.958949] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:50.959034] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:50.959074] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:50.959106] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:50.962294] [DEBUG] [FORECASTER] NAN: Forecast T+1@11:T+2@11: UP (p=99.34%)
[2025-09-29T22:23:50.962566] [INFO ] [FORECASTER] Completed predict_future for NAN
[2025-09-29T22:23:50.962740] [INFO ] [sig       ] NAN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:51.114190] [INFO ] [LOCAL     ] Saved forecast: NAN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NAN.txt
[2025-09-29T22:23:51.114432] [WARN ] [sig       ] [1357/2211] Failed NAN after 0.3s | 4.10 sym/s | Total: 5.5m | ETA: 3.5m
[2025-09-29T22:23:51.114515] [INFO ] [sig       ] [1358/2211] Forecasting NAT...
[2025-09-29T22:23:51.114563] [INFO ] [sig       ] Generating forecast for: NAT
[2025-09-29T22:23:51.114597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAT' from 'https://tdm.silogroup.org/data/derivative_storage/NAT.csv'.
[2025-09-29T22:23:51.125669] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NAT'.
[2025-09-29T22:23:51.126067] [INFO ] [FORECASTER] Starting predict_future for NAT
[2025-09-29T22:23:51.155106] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:51.156003] [DEBUG] [LOCAL     ] No optimal features file found for NAT: ./output/feature-sets/NAT.txt
[2025-09-29T22:23:51.156086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:51.156124] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:51.156153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:51.156241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:51.175157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:51.175949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:51.176039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:51.176075] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:51.211698] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:51.211847] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:51.211890] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:51.211921] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:51.215440] [DEBUG] [FORECASTER] NAT: Forecast T+1@11:T+2@11: UP (p=84.90%)
[2025-09-29T22:23:51.215768] [INFO ] [FORECASTER] Completed predict_future for NAT
[2025-09-29T22:23:51.215913] [INFO ] [sig       ] NAT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:51.371227] [INFO ] [LOCAL     ] Saved forecast: NAT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NAT.txt
[2025-09-29T22:23:51.371469] [WARN ] [sig       ] [1358/2211] Failed NAT after 0.3s | 4.10 sym/s | Total: 5.5m | ETA: 3.5m
[2025-09-29T22:23:51.371559] [INFO ] [sig       ] [1359/2211] Forecasting NATL...
[2025-09-29T22:23:51.371628] [INFO ] [sig       ] Generating forecast for: NATL
[2025-09-29T22:23:51.371709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-09-29T22:23:51.381510] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NATL'.
[2025-09-29T22:23:51.381861] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-09-29T22:23:51.408523] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:51.409367] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-09-29T22:23:51.409425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:51.409460] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:51.409489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:51.409547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:51.428519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:51.429401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:51.429498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:51.429535] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:51.467466] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:51.467581] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:51.467622] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:51.467683] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:51.471572] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2025-09-29T22:23:51.472038] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-09-29T22:23:51.472185] [INFO ] [sig       ] NATL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:51.626852] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NATL.txt
[2025-09-29T22:23:51.627122] [WARN ] [sig       ] [1359/2211] Failed NATL after 0.3s | 4.10 sym/s | Total: 5.5m | ETA: 3.5m
[2025-09-29T22:23:51.627203] [INFO ] [sig       ] [1360/2211] Forecasting NAZ...
[2025-09-29T22:23:51.627244] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-09-29T22:23:51.627288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-09-29T22:23:51.637271] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'NAZ'.
[2025-09-29T22:23:51.637672] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-09-29T22:23:51.664145] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:51.664962] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-09-29T22:23:51.665019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:51.665054] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:51.665086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:51.665185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:51.683692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:51.684369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:51.684458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:51.684496] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:51.716565] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:51.716717] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:51.716771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:51.716802] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:51.720490] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-09-29T22:23:51.720827] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-09-29T22:23:51.720970] [INFO ] [sig       ] NAZ: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:51.877734] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NAZ.txt
[2025-09-29T22:23:51.878052] [WARN ] [sig       ] [1360/2211] Failed NAZ after 0.3s | 4.09 sym/s | Total: 5.5m | ETA: 3.5m
[2025-09-29T22:23:51.878156] [INFO ] [sig       ] [1361/2211] Forecasting NBB...
[2025-09-29T22:23:51.878212] [INFO ] [sig       ] Generating forecast for: NBB
[2025-09-29T22:23:51.878316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-09-29T22:23:51.895997] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NBB'.
[2025-09-29T22:23:51.896534] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-09-29T22:23:51.932960] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:51.933989] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-09-29T22:23:51.934070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:51.934163] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:51.934225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:51.934351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:51.960633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:51.961527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:51.961752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:51.961817] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:52.016064] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:52.016273] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:52.016350] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:52.016392] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:52.021472] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=16.33%)
[2025-09-29T22:23:52.021935] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-09-29T22:23:52.022132] [INFO ] [sig       ] NBB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:52.187371] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NBB.txt
[2025-09-29T22:23:52.187614] [WARN ] [sig       ] [1361/2211] Failed NBB after 0.3s | 4.09 sym/s | Total: 5.5m | ETA: 3.5m
[2025-09-29T22:23:52.187716] [INFO ] [sig       ] [1362/2211] Forecasting NBHC...
[2025-09-29T22:23:52.187757] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-09-29T22:23:52.187789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-09-29T22:23:52.197965] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NBHC'.
[2025-09-29T22:23:52.198252] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-09-29T22:23:52.223823] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:52.224527] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-09-29T22:23:52.224581] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:52.224615] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:52.224672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:52.224755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:52.242601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:52.243175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:52.243293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:52.243333] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:52.283338] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:52.283442] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:52.283494] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:52.283526] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:52.286792] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: UP (p=84.16%)
[2025-09-29T22:23:52.287064] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-09-29T22:23:52.287237] [INFO ] [sig       ] NBHC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:52.440748] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NBHC.txt
[2025-09-29T22:23:52.440982] [WARN ] [sig       ] [1362/2211] Failed NBHC after 0.3s | 4.09 sym/s | Total: 5.5m | ETA: 3.5m
[2025-09-29T22:23:52.441068] [INFO ] [sig       ] [1363/2211] Forecasting NBR...
[2025-09-29T22:23:52.441108] [INFO ] [sig       ] Generating forecast for: NBR
[2025-09-29T22:23:52.441157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBR' from 'https://tdm.silogroup.org/data/derivative_storage/NBR.csv'.
[2025-09-29T22:23:52.451862] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NBR'.
[2025-09-29T22:23:52.452242] [INFO ] [FORECASTER] Starting predict_future for NBR
[2025-09-29T22:23:52.478701] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:52.479477] [DEBUG] [LOCAL     ] No optimal features file found for NBR: ./output/feature-sets/NBR.txt
[2025-09-29T22:23:52.479533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:52.479568] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:52.479597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:52.479677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:52.498824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:52.499531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:52.499661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:52.499718] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:52.534395] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:52.534605] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:52.534696] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:52.534763] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:52.538533] [DEBUG] [FORECASTER] NBR: Forecast T+1@11:T+2@11: UP (p=93.56%)
[2025-09-29T22:23:52.538850] [INFO ] [FORECASTER] Completed predict_future for NBR
[2025-09-29T22:23:52.538999] [INFO ] [sig       ] NBR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:52.692291] [INFO ] [LOCAL     ] Saved forecast: NBR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NBR.txt
[2025-09-29T22:23:52.692580] [WARN ] [sig       ] [1363/2211] Failed NBR after 0.3s | 4.09 sym/s | Total: 5.5m | ETA: 3.5m
[2025-09-29T22:23:52.692684] [INFO ] [sig       ] [1364/2211] Forecasting NBXG...
[2025-09-29T22:23:52.692734] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-09-29T22:23:52.692774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-09-29T22:23:52.703563] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NBXG'.
[2025-09-29T22:23:52.703900] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-09-29T22:23:52.731181] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:52.732071] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-09-29T22:23:52.732131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:52.732167] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:52.732196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:52.732254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:52.751044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:52.751880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:52.751973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:52.752008] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:52.788023] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:52.788163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:52.788205] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:52.788235] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:52.791722] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: UP (p=93.76%)
[2025-09-29T22:23:52.792001] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-09-29T22:23:52.792134] [INFO ] [sig       ] NBXG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:52.941740] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NBXG.txt
[2025-09-29T22:23:52.941977] [WARN ] [sig       ] [1364/2211] Failed NBXG after 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 3.4m
[2025-09-29T22:23:52.942061] [INFO ] [sig       ] [1365/2211] Forecasting NC...
[2025-09-29T22:23:52.942106] [INFO ] [sig       ] Generating forecast for: NC
[2025-09-29T22:23:52.942141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-09-29T22:23:52.951514] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'NC'.
[2025-09-29T22:23:52.951858] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-09-29T22:23:52.979746] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:52.980522] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-09-29T22:23:52.980596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:52.980635] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:52.980708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:52.980777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:52.999390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:53.000088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:53.000179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:53.000214] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:53.033842] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:53.033970] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:53.034011] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:53.034045] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:53.037730] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: UP (p=80.12%)
[2025-09-29T22:23:53.038064] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-09-29T22:23:53.038215] [INFO ] [sig       ] NC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:53.186690] [INFO ] [LOCAL     ] Saved forecast: NC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NC.txt
[2025-09-29T22:23:53.186982] [WARN ] [sig       ] [1365/2211] Failed NC after 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 3.4m
[2025-09-29T22:23:53.187036] [INFO ] [sig       ] [1366/2211] Forecasting NCA...
[2025-09-29T22:23:53.187069] [INFO ] [sig       ] Generating forecast for: NCA
[2025-09-29T22:23:53.187141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-09-29T22:23:53.196382] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NCA'.
[2025-09-29T22:23:53.196702] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-09-29T22:23:53.223267] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:53.224087] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-09-29T22:23:53.224151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:53.224188] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:53.224220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:53.224287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:53.243051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:53.243627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:53.243768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:53.243825] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:53.278048] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:53.278200] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:53.278242] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:53.278274] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:53.281807] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: UP (p=83.08%)
[2025-09-29T22:23:53.282090] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-09-29T22:23:53.282274] [INFO ] [sig       ] NCA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:53.435762] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NCA.txt
[2025-09-29T22:23:53.436004] [WARN ] [sig       ] [1366/2211] Failed NCA after 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 3.4m
[2025-09-29T22:23:53.436085] [INFO ] [sig       ] [1367/2211] Forecasting NCDL...
[2025-09-29T22:23:53.436127] [INFO ] [sig       ] Generating forecast for: NCDL
[2025-09-29T22:23:53.436172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCDL' from 'https://tdm.silogroup.org/data/derivative_storage/NCDL.csv'.
[2025-09-29T22:23:53.446578] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NCDL'.
[2025-09-29T22:23:53.446917] [INFO ] [FORECASTER] Starting predict_future for NCDL
[2025-09-29T22:23:53.473220] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:53.474060] [DEBUG] [LOCAL     ] No optimal features file found for NCDL: ./output/feature-sets/NCDL.txt
[2025-09-29T22:23:53.474146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:53.474205] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:53.474240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:53.474300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:53.492722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:53.493292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:53.493377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:53.493413] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:53.528003] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:53.528100] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:53.528138] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:53.528168] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:53.531320] [DEBUG] [FORECASTER] NCDL: Forecast T+1@11:T+2@11: UP (p=66.70%)
[2025-09-29T22:23:53.531582] [INFO ] [FORECASTER] Completed predict_future for NCDL
[2025-09-29T22:23:53.531742] [INFO ] [sig       ] NCDL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:53.685625] [INFO ] [LOCAL     ] Saved forecast: NCDL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NCDL.txt
[2025-09-29T22:23:53.685917] [WARN ] [sig       ] [1367/2211] Failed NCDL after 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 3.4m
[2025-09-29T22:23:53.685998] [INFO ] [sig       ] [1368/2211] Forecasting NCLH...
[2025-09-29T22:23:53.686039] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-09-29T22:23:53.686072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-09-29T22:23:53.696420] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NCLH'.
[2025-09-29T22:23:53.696765] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-09-29T22:23:53.723258] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:53.724044] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-09-29T22:23:53.724102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:53.724139] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:53.724170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:53.724229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:53.743191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:53.744110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:53.744200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:53.744236] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:53.778949] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:53.779049] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:53.779087] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:53.779117] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:53.782354] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: DOWN (p=7.60%)
[2025-09-29T22:23:53.782661] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-09-29T22:23:53.782809] [INFO ] [sig       ] NCLH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:53.931509] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NCLH.txt
[2025-09-29T22:23:53.931769] [WARN ] [sig       ] [1368/2211] Failed NCLH after 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 3.4m
[2025-09-29T22:23:53.931851] [INFO ] [sig       ] [1369/2211] Forecasting NCV...
[2025-09-29T22:23:53.931891] [INFO ] [sig       ] Generating forecast for: NCV
[2025-09-29T22:23:53.931924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCV' from 'https://tdm.silogroup.org/data/derivative_storage/NCV.csv'.
[2025-09-29T22:23:53.945509] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NCV'.
[2025-09-29T22:23:53.945996] [INFO ] [FORECASTER] Starting predict_future for NCV
[2025-09-29T22:23:53.984032] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:53.985089] [DEBUG] [LOCAL     ] No optimal features file found for NCV: ./output/feature-sets/NCV.txt
[2025-09-29T22:23:53.985149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:53.985242] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:53.985282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:53.985342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:54.012431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:54.013337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:54.013450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:54.013494] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:54.062284] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:54.062499] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:54.062579] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:54.062620] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:54.067802] [DEBUG] [FORECASTER] NCV: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-09-29T22:23:54.068180] [INFO ] [FORECASTER] Completed predict_future for NCV
[2025-09-29T22:23:54.068393] [INFO ] [sig       ] NCV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:54.302092] [INFO ] [LOCAL     ] Saved forecast: NCV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NCV.txt
[2025-09-29T22:23:54.302427] [WARN ] [sig       ] [1369/2211] Failed NCV after 0.4s | 4.09 sym/s | Total: 5.6m | ETA: 3.4m
[2025-09-29T22:23:54.302530] [INFO ] [sig       ] [1370/2211] Forecasting NCZ...
[2025-09-29T22:23:54.302602] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-09-29T22:23:54.302706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-09-29T22:23:54.315878] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NCZ'.
[2025-09-29T22:23:54.316277] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-09-29T22:23:54.346753] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:54.347942] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-09-29T22:23:54.348031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:54.348090] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:54.348149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:54.348265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:54.376529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:54.377573] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:54.377754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:54.377837] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:54.430742] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:54.430988] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:54.431051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:54.431098] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:54.436834] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: UP (p=95.61%)
[2025-09-29T22:23:54.437422] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-09-29T22:23:54.437690] [INFO ] [sig       ] NCZ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:54.629086] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NCZ.txt
[2025-09-29T22:23:54.629386] [WARN ] [sig       ] [1370/2211] Failed NCZ after 0.3s | 4.09 sym/s | Total: 5.6m | ETA: 3.4m
[2025-09-29T22:23:54.629473] [INFO ] [sig       ] [1371/2211] Forecasting NDMO...
[2025-09-29T22:23:54.629514] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-09-29T22:23:54.629547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-09-29T22:23:54.640847] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NDMO'.
[2025-09-29T22:23:54.641280] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-09-29T22:23:54.668297] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:54.669121] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-09-29T22:23:54.669177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:54.669213] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:54.669242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:54.669300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:54.688176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:54.688946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:54.689058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:54.689093] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:54.728788] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:54.728947] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:54.728992] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:54.729024] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:54.733726] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: UP (p=96.89%)
[2025-09-29T22:23:54.734035] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-09-29T22:23:54.734179] [INFO ] [sig       ] NDMO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:54.881959] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NDMO.txt
[2025-09-29T22:23:54.882177] [WARN ] [sig       ] [1371/2211] Failed NDMO after 0.3s | 4.09 sym/s | Total: 5.6m | ETA: 3.4m
[2025-09-29T22:23:54.882264] [INFO ] [sig       ] [1372/2211] Forecasting NE...
[2025-09-29T22:23:54.882341] [INFO ] [sig       ] Generating forecast for: NE
[2025-09-29T22:23:54.882395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-09-29T22:23:54.892991] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NE'.
[2025-09-29T22:23:54.893329] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-09-29T22:23:54.918742] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:54.919503] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-09-29T22:23:54.919576] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:54.919611] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:54.919659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:54.919747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:54.937592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:54.938249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:54.938335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:54.938370] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:54.980914] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:54.981027] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:54.981074] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:54.981133] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:54.987083] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=8.10%)
[2025-09-29T22:23:54.987444] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-09-29T22:23:54.987586] [INFO ] [sig       ] NE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:55.136298] [INFO ] [LOCAL     ] Saved forecast: NE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NE.txt
[2025-09-29T22:23:55.136554] [WARN ] [sig       ] [1372/2211] Failed NE after 0.3s | 4.09 sym/s | Total: 5.6m | ETA: 3.4m
[2025-09-29T22:23:55.136635] [INFO ] [sig       ] [1373/2211] Forecasting NEA...
[2025-09-29T22:23:55.136715] [INFO ] [sig       ] Generating forecast for: NEA
[2025-09-29T22:23:55.136753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-09-29T22:23:55.148106] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NEA'.
[2025-09-29T22:23:55.148482] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-09-29T22:23:55.175328] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:55.176205] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-09-29T22:23:55.176293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:55.176338] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:55.176369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:55.176429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:55.195553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:55.196212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:55.196302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:55.196341] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:55.234287] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:55.234425] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:55.234475] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:55.234510] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:55.238233] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=46.91%)
[2025-09-29T22:23:55.238515] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-09-29T22:23:55.238709] [INFO ] [sig       ] NEA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:55.391715] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NEA.txt
[2025-09-29T22:23:55.391965] [WARN ] [sig       ] [1373/2211] Failed NEA after 0.3s | 4.09 sym/s | Total: 5.6m | ETA: 3.4m
[2025-09-29T22:23:55.392046] [INFO ] [sig       ] [1374/2211] Forecasting NEE...
[2025-09-29T22:23:55.392086] [INFO ] [sig       ] Generating forecast for: NEE
[2025-09-29T22:23:55.392118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-09-29T22:23:55.402588] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NEE'.
[2025-09-29T22:23:55.402994] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-09-29T22:23:55.431755] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:55.432574] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-09-29T22:23:55.432637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:55.432746] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:55.432793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:55.432856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:55.453855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:55.454431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:55.454532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:55.454574] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:55.493109] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:55.493209] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:55.493247] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:55.493277] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:55.496457] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=23.80%)
[2025-09-29T22:23:55.496766] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-09-29T22:23:55.496905] [INFO ] [sig       ] NEE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:55.647159] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NEE.txt
[2025-09-29T22:23:55.647398] [WARN ] [sig       ] [1374/2211] Failed NEE after 0.3s | 4.09 sym/s | Total: 5.6m | ETA: 3.4m
[2025-09-29T22:23:55.647477] [INFO ] [sig       ] [1375/2211] Forecasting NEM...
[2025-09-29T22:23:55.647519] [INFO ] [sig       ] Generating forecast for: NEM
[2025-09-29T22:23:55.647553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-09-29T22:23:55.659331] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NEM'.
[2025-09-29T22:23:55.659731] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-09-29T22:23:55.690382] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:55.691214] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-09-29T22:23:55.691270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:55.691305] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:55.691388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:55.691504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:55.712968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:55.713592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:55.713724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:55.713791] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:55.765731] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:55.765983] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:55.766104] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:55.766196] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:55.770905] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: UP (p=51.49%)
[2025-09-29T22:23:55.771234] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-09-29T22:23:55.771483] [INFO ] [sig       ] NEM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:55.952518] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NEM.txt
[2025-09-29T22:23:55.952792] [WARN ] [sig       ] [1375/2211] Failed NEM after 0.3s | 4.09 sym/s | Total: 5.6m | ETA: 3.4m
[2025-09-29T22:23:55.952893] [INFO ] [sig       ] [1376/2211] Forecasting NET...
[2025-09-29T22:23:55.952950] [INFO ] [sig       ] Generating forecast for: NET
[2025-09-29T22:23:55.952985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NET' from 'https://tdm.silogroup.org/data/derivative_storage/NET.csv'.
[2025-09-29T22:23:55.964515] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NET'.
[2025-09-29T22:23:55.964943] [INFO ] [FORECASTER] Starting predict_future for NET
[2025-09-29T22:23:55.992279] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:55.993080] [DEBUG] [LOCAL     ] No optimal features file found for NET: ./output/feature-sets/NET.txt
[2025-09-29T22:23:55.993142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:55.993183] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:55.993250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:55.993335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:56.012914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:56.013573] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:56.013683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:56.013740] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:56.050732] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:56.050863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:56.050906] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:56.050938] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:56.054349] [DEBUG] [FORECASTER] NET: Forecast T+1@11:T+2@11: DOWN (p=43.16%)
[2025-09-29T22:23:56.054748] [INFO ] [FORECASTER] Completed predict_future for NET
[2025-09-29T22:23:56.054933] [INFO ] [sig       ] NET: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:56.208762] [INFO ] [LOCAL     ] Saved forecast: NET	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NET.txt
[2025-09-29T22:23:56.209033] [WARN ] [sig       ] [1376/2211] Failed NET after 0.3s | 4.09 sym/s | Total: 5.6m | ETA: 3.4m
[2025-09-29T22:23:56.209114] [INFO ] [sig       ] [1377/2211] Forecasting NEU...
[2025-09-29T22:23:56.209157] [INFO ] [sig       ] Generating forecast for: NEU
[2025-09-29T22:23:56.209193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEU' from 'https://tdm.silogroup.org/data/derivative_storage/NEU.csv'.
[2025-09-29T22:23:56.219212] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NEU'.
[2025-09-29T22:23:56.219580] [INFO ] [FORECASTER] Starting predict_future for NEU
[2025-09-29T22:23:56.246892] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:56.247705] [DEBUG] [LOCAL     ] No optimal features file found for NEU: ./output/feature-sets/NEU.txt
[2025-09-29T22:23:56.247764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:56.247802] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:56.247832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:56.247893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:56.266739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:56.267387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:56.267474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:56.267553] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:56.305908] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:56.306017] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:56.306058] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:56.306090] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:56.309566] [DEBUG] [FORECASTER] NEU: Forecast T+1@11:T+2@11: UP (p=86.51%)
[2025-09-29T22:23:56.309870] [INFO ] [FORECASTER] Completed predict_future for NEU
[2025-09-29T22:23:56.310016] [INFO ] [sig       ] NEU: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:56.469436] [INFO ] [LOCAL     ] Saved forecast: NEU	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NEU.txt
[2025-09-29T22:23:56.469721] [WARN ] [sig       ] [1377/2211] Failed NEU after 0.3s | 4.09 sym/s | Total: 5.6m | ETA: 3.4m
[2025-09-29T22:23:56.469807] [INFO ] [sig       ] [1378/2211] Forecasting NEUE...
[2025-09-29T22:23:56.469847] [INFO ] [sig       ] Generating forecast for: NEUE
[2025-09-29T22:23:56.469879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEUE' from 'https://tdm.silogroup.org/data/derivative_storage/NEUE.csv'.
[2025-09-29T22:23:56.479418] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'NEUE'.
[2025-09-29T22:23:56.479814] [INFO ] [FORECASTER] Starting predict_future for NEUE
[2025-09-29T22:23:56.505777] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:56.506555] [DEBUG] [LOCAL     ] No optimal features file found for NEUE: ./output/feature-sets/NEUE.txt
[2025-09-29T22:23:56.506613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:56.506675] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:56.506725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:56.506787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:56.525920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:56.526738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:56.526839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:56.526875] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:56.563777] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:56.563969] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:56.564015] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:56.564045] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:56.567699] [DEBUG] [FORECASTER] NEUE: Forecast T+1@11:T+2@11: UP (p=58.71%)
[2025-09-29T22:23:56.567984] [INFO ] [FORECASTER] Completed predict_future for NEUE
[2025-09-29T22:23:56.568117] [INFO ] [sig       ] NEUE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:56.714209] [INFO ] [LOCAL     ] Saved forecast: NEUE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NEUE.txt
[2025-09-29T22:23:56.714423] [WARN ] [sig       ] [1378/2211] Failed NEUE after 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 3.4m
[2025-09-29T22:23:56.714497] [INFO ] [sig       ] [1379/2211] Forecasting NEXA...
[2025-09-29T22:23:56.714537] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-09-29T22:23:56.714569] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-09-29T22:23:56.724568] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NEXA'.
[2025-09-29T22:23:56.724889] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-09-29T22:23:56.750886] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:56.751573] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-09-29T22:23:56.751628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:56.751715] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:56.751755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:56.751815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:56.769602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:56.770334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:56.770417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:56.770451] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:56.808089] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:56.808203] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:56.808243] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:56.808274] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:56.811619] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=10.05%)
[2025-09-29T22:23:56.811917] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-09-29T22:23:56.812061] [INFO ] [sig       ] NEXA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:56.966080] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NEXA.txt
[2025-09-29T22:23:56.966383] [WARN ] [sig       ] [1379/2211] Failed NEXA after 0.3s | 4.09 sym/s | Total: 5.6m | ETA: 3.4m
[2025-09-29T22:23:56.966466] [INFO ] [sig       ] [1380/2211] Forecasting NFG...
[2025-09-29T22:23:56.966506] [INFO ] [sig       ] Generating forecast for: NFG
[2025-09-29T22:23:56.966540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-09-29T22:23:56.977703] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NFG'.
[2025-09-29T22:23:56.978093] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-09-29T22:23:57.004812] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:57.005613] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-09-29T22:23:57.005706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:57.005761] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:57.005797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:57.005857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:57.024362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:57.024976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:57.025061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:57.025097] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:57.065205] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:57.065348] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:57.065389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:57.065419] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:57.069219] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: UP (p=94.97%)
[2025-09-29T22:23:57.069515] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-09-29T22:23:57.069688] [INFO ] [sig       ] NFG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:57.216964] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NFG.txt
[2025-09-29T22:23:57.217205] [WARN ] [sig       ] [1380/2211] Failed NFG after 0.3s | 4.09 sym/s | Total: 5.6m | ETA: 3.4m
[2025-09-29T22:23:57.217286] [INFO ] [sig       ] [1381/2211] Forecasting NFJ...
[2025-09-29T22:23:57.217326] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-09-29T22:23:57.217358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-09-29T22:23:57.227984] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NFJ'.
[2025-09-29T22:23:57.228416] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-09-29T22:23:57.254368] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:57.255154] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-09-29T22:23:57.255211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:57.255246] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:57.255275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:57.255333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:57.273287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:57.273935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:57.274024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:57.274059] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:57.312496] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:57.312696] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:57.312763] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:57.312799] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:57.316295] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: DOWN (p=40.36%)
[2025-09-29T22:23:57.316623] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-09-29T22:23:57.316806] [INFO ] [sig       ] NFJ: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:57.464203] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NFJ.txt
[2025-09-29T22:23:57.464446] [WARN ] [sig       ] [1381/2211] Failed NFJ after 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 3.4m
[2025-09-29T22:23:57.464524] [INFO ] [sig       ] [1382/2211] Forecasting NGG...
[2025-09-29T22:23:57.464564] [INFO ] [sig       ] Generating forecast for: NGG
[2025-09-29T22:23:57.464596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-09-29T22:23:57.475040] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NGG'.
[2025-09-29T22:23:57.475359] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-09-29T22:23:57.500899] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:57.501703] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-09-29T22:23:57.501761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:57.501797] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:57.501826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:57.501884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:57.519937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:57.520543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:57.520632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:57.520704] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:57.558816] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:57.558948] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:57.558988] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:57.559018] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:57.562404] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: DOWN (p=13.26%)
[2025-09-29T22:23:57.562716] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-09-29T22:23:57.562887] [INFO ] [sig       ] NGG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:57.717498] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NGG.txt
[2025-09-29T22:23:57.717825] [WARN ] [sig       ] [1382/2211] Failed NGG after 0.3s | 4.09 sym/s | Total: 5.6m | ETA: 3.4m
[2025-09-29T22:23:57.717912] [INFO ] [sig       ] [1383/2211] Forecasting NGL...
[2025-09-29T22:23:57.717969] [INFO ] [sig       ] Generating forecast for: NGL
[2025-09-29T22:23:57.718004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-09-29T22:23:57.728898] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NGL'.
[2025-09-29T22:23:57.729348] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-09-29T22:23:57.756081] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:57.756888] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-09-29T22:23:57.756948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:57.756986] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:57.757017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:57.757078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:57.775825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:57.776436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:57.776527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:57.776562] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:57.815746] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:57.815900] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:57.815947] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:57.815980] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:57.819559] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: UP (p=70.28%)
[2025-09-29T22:23:57.819873] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-09-29T22:23:57.820032] [INFO ] [sig       ] NGL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:57.974601] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NGL.txt
[2025-09-29T22:23:57.974928] [WARN ] [sig       ] [1383/2211] Failed NGL after 0.3s | 4.09 sym/s | Total: 5.6m | ETA: 3.4m
[2025-09-29T22:23:57.975013] [INFO ] [sig       ] [1384/2211] Forecasting NGS...
[2025-09-29T22:23:57.975055] [INFO ] [sig       ] Generating forecast for: NGS
[2025-09-29T22:23:57.975091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-09-29T22:23:57.986699] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NGS'.
[2025-09-29T22:23:57.987162] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-09-29T22:23:58.014611] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:58.015540] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-09-29T22:23:58.015597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:58.015633] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:58.015703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:58.015772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:58.034345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:58.035314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:58.035429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:58.035483] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:58.074791] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:58.074968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:58.075013] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:58.075044] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:58.078591] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: UP (p=92.67%)
[2025-09-29T22:23:58.078910] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-09-29T22:23:58.079051] [INFO ] [sig       ] NGS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:58.233701] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NGS.txt
[2025-09-29T22:23:58.234004] [WARN ] [sig       ] [1384/2211] Failed NGS after 0.3s | 4.09 sym/s | Total: 5.6m | ETA: 3.4m
[2025-09-29T22:23:58.234094] [INFO ] [sig       ] [1385/2211] Forecasting NGVC...
[2025-09-29T22:23:58.234139] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-09-29T22:23:58.234181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-09-29T22:23:58.244515] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NGVC'.
[2025-09-29T22:23:58.244940] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-09-29T22:23:58.272081] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:58.272959] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-09-29T22:23:58.273018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:58.273055] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:58.273085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:58.273145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:58.292685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:58.293507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:58.293599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:58.293635] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:58.332566] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:58.332763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:58.332820] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:58.332855] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:58.336582] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: DOWN (p=7.67%)
[2025-09-29T22:23:58.336935] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-09-29T22:23:58.337124] [INFO ] [sig       ] NGVC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:58.492895] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NGVC.txt
[2025-09-29T22:23:58.493150] [WARN ] [sig       ] [1385/2211] Failed NGVC after 0.3s | 4.09 sym/s | Total: 5.6m | ETA: 3.4m
[2025-09-29T22:23:58.493229] [INFO ] [sig       ] [1386/2211] Forecasting NGVT...
[2025-09-29T22:23:58.493268] [INFO ] [sig       ] Generating forecast for: NGVT
[2025-09-29T22:23:58.493300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVT' from 'https://tdm.silogroup.org/data/derivative_storage/NGVT.csv'.
[2025-09-29T22:23:58.504136] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NGVT'.
[2025-09-29T22:23:58.504624] [INFO ] [FORECASTER] Starting predict_future for NGVT
[2025-09-29T22:23:58.535884] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:58.536808] [DEBUG] [LOCAL     ] No optimal features file found for NGVT: ./output/feature-sets/NGVT.txt
[2025-09-29T22:23:58.536868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:58.536925] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:58.537005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:58.537118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:58.556957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:58.558429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:58.558635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:58.558712] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:58.598754] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:58.598896] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:58.598943] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:58.598976] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:58.602770] [DEBUG] [FORECASTER] NGVT: Forecast T+1@11:T+2@11: DOWN (p=34.18%)
[2025-09-29T22:23:58.603064] [INFO ] [FORECASTER] Completed predict_future for NGVT
[2025-09-29T22:23:58.603213] [INFO ] [sig       ] NGVT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:58.756485] [INFO ] [LOCAL     ] Saved forecast: NGVT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NGVT.txt
[2025-09-29T22:23:58.756774] [WARN ] [sig       ] [1386/2211] Failed NGVT after 0.3s | 4.09 sym/s | Total: 5.6m | ETA: 3.4m
[2025-09-29T22:23:58.756858] [INFO ] [sig       ] [1387/2211] Forecasting NHI...
[2025-09-29T22:23:58.756973] [INFO ] [sig       ] Generating forecast for: NHI
[2025-09-29T22:23:58.757056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-09-29T22:23:58.767766] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NHI'.
[2025-09-29T22:23:58.768100] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-09-29T22:23:58.795209] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:58.796073] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-09-29T22:23:58.796166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:58.796218] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:58.796253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:58.796313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:58.816432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:58.817116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:58.817206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:58.817245] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:58.857552] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:58.857748] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:58.857804] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:58.857838] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:58.861587] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: UP (p=66.49%)
[2025-09-29T22:23:58.862025] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-09-29T22:23:58.862188] [INFO ] [sig       ] NHI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:23:59.017294] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NHI.txt
[2025-09-29T22:23:59.017533] [WARN ] [sig       ] [1387/2211] Failed NHI after 0.3s | 4.09 sym/s | Total: 5.7m | ETA: 3.4m
[2025-09-29T22:23:59.017611] [INFO ] [sig       ] [1388/2211] Forecasting NI...
[2025-09-29T22:23:59.017688] [INFO ] [sig       ] Generating forecast for: NI
[2025-09-29T22:23:59.017751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-09-29T22:23:59.027828] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NI'.
[2025-09-29T22:23:59.028162] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-09-29T22:23:59.055092] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:59.055943] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-09-29T22:23:59.056006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:59.056044] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:59.056075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:59.056135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:59.074413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:59.075127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:59.075218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:59.075253] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:59.117280] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:59.117430] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:59.117476] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:59.117510] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:59.121799] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=36.06%)
[2025-09-29T22:23:59.122109] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-09-29T22:23:59.122255] [INFO ] [sig       ] NI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:59.282078] [INFO ] [LOCAL     ] Saved forecast: NI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NI.txt
[2025-09-29T22:23:59.282305] [WARN ] [sig       ] [1388/2211] Failed NI after 0.3s | 4.09 sym/s | Total: 5.7m | ETA: 3.4m
[2025-09-29T22:23:59.282381] [INFO ] [sig       ] [1389/2211] Forecasting NIC...
[2025-09-29T22:23:59.282428] [INFO ] [sig       ] Generating forecast for: NIC
[2025-09-29T22:23:59.282495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-09-29T22:23:59.292387] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NIC'.
[2025-09-29T22:23:59.292734] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-09-29T22:23:59.319188] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:59.320002] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-09-29T22:23:59.320061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:59.320097] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:59.320128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:59.320187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:59.338860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:59.339580] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:59.339695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:59.339752] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:59.381508] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:59.381665] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:59.381729] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:59.381762] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:59.385273] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: DOWN (p=7.65%)
[2025-09-29T22:23:59.385945] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-09-29T22:23:59.386091] [INFO ] [sig       ] NIC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:59.542221] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NIC.txt
[2025-09-29T22:23:59.542504] [WARN ] [sig       ] [1389/2211] Failed NIC after 0.3s | 4.09 sym/s | Total: 5.7m | ETA: 3.4m
[2025-09-29T22:23:59.542591] [INFO ] [sig       ] [1390/2211] Forecasting NIE...
[2025-09-29T22:23:59.542684] [INFO ] [sig       ] Generating forecast for: NIE
[2025-09-29T22:23:59.542735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-09-29T22:23:59.553708] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NIE'.
[2025-09-29T22:23:59.554031] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-09-29T22:23:59.581325] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:59.582151] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-09-29T22:23:59.582212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:59.582247] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:59.582277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:59.582336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:59.603315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:59.604061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:59.604181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:59.604238] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:59.641253] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:59.641410] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:59.641454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:59.641491] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:59.645034] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: DOWN (p=22.82%)
[2025-09-29T22:23:59.645306] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-09-29T22:23:59.645439] [INFO ] [sig       ] NIE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:23:59.804570] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NIE.txt
[2025-09-29T22:23:59.804854] [WARN ] [sig       ] [1390/2211] Failed NIE after 0.3s | 4.09 sym/s | Total: 5.7m | ETA: 3.3m
[2025-09-29T22:23:59.804943] [INFO ] [sig       ] [1391/2211] Forecasting NIM...
[2025-09-29T22:23:59.804984] [INFO ] [sig       ] Generating forecast for: NIM
[2025-09-29T22:23:59.805018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-09-29T22:23:59.822936] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NIM'.
[2025-09-29T22:23:59.823818] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-09-29T22:23:59.862996] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:23:59.864445] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-09-29T22:23:59.864532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:23:59.864621] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:23:59.864737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:23:59.864882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:23:59.893634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:23:59.894775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:23:59.894891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:23:59.894944] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:23:59.932219] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:23:59.932420] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:23:59.932470] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:23:59.932504] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:23:59.936259] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=83.10%)
[2025-09-29T22:23:59.936625] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-09-29T22:23:59.936819] [INFO ] [sig       ] NIM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:00.097884] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NIM.txt
[2025-09-29T22:24:00.098179] [WARN ] [sig       ] [1391/2211] Failed NIM after 0.3s | 4.09 sym/s | Total: 5.7m | ETA: 3.3m
[2025-09-29T22:24:00.098287] [INFO ] [sig       ] [1392/2211] Forecasting NINE...
[2025-09-29T22:24:00.098331] [INFO ] [sig       ] Generating forecast for: NINE
[2025-09-29T22:24:00.098363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NINE' from 'https://tdm.silogroup.org/data/derivative_storage/NINE.csv'.
[2025-09-29T22:24:00.109554] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NINE'.
[2025-09-29T22:24:00.109987] [INFO ] [FORECASTER] Starting predict_future for NINE
[2025-09-29T22:24:00.137842] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:00.138722] [DEBUG] [LOCAL     ] No optimal features file found for NINE: ./output/feature-sets/NINE.txt
[2025-09-29T22:24:00.138783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:00.138820] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:00.138850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:00.138911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:00.157732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:00.158384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:00.158472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:00.158509] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:00.196477] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:00.196684] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:00.197744] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:00.197796] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:00.201307] [DEBUG] [FORECASTER] NINE: Forecast T+1@11:T+2@11: DOWN (p=41.46%)
[2025-09-29T22:24:00.201582] [INFO ] [FORECASTER] Completed predict_future for NINE
[2025-09-29T22:24:00.201753] [INFO ] [sig       ] NINE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:00.357368] [INFO ] [LOCAL     ] Saved forecast: NINE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NINE.txt
[2025-09-29T22:24:00.357615] [WARN ] [sig       ] [1392/2211] Failed NINE after 0.3s | 4.09 sym/s | Total: 5.7m | ETA: 3.3m
[2025-09-29T22:24:00.357716] [INFO ] [sig       ] [1393/2211] Forecasting NIO...
[2025-09-29T22:24:00.357758] [INFO ] [sig       ] Generating forecast for: NIO
[2025-09-29T22:24:00.357792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-09-29T22:24:00.369293] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NIO'.
[2025-09-29T22:24:00.369765] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-09-29T22:24:00.397971] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:00.399041] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-09-29T22:24:00.399108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:00.399163] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:00.399194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:00.399255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:00.418827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:00.419660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:00.419763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:00.419800] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:00.457514] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:00.457743] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:00.457801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:00.457834] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:00.461615] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: UP (p=97.07%)
[2025-09-29T22:24:00.462014] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-09-29T22:24:00.462159] [INFO ] [sig       ] NIO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:00.627930] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NIO.txt
[2025-09-29T22:24:00.628211] [WARN ] [sig       ] [1393/2211] Failed NIO after 0.3s | 4.09 sym/s | Total: 5.7m | ETA: 3.3m
[2025-09-29T22:24:00.628299] [INFO ] [sig       ] [1394/2211] Forecasting NJR...
[2025-09-29T22:24:00.628370] [INFO ] [sig       ] Generating forecast for: NJR
[2025-09-29T22:24:00.628438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NJR' from 'https://tdm.silogroup.org/data/derivative_storage/NJR.csv'.
[2025-09-29T22:24:00.639411] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NJR'.
[2025-09-29T22:24:00.639874] [INFO ] [FORECASTER] Starting predict_future for NJR
[2025-09-29T22:24:00.669307] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:00.670155] [DEBUG] [LOCAL     ] No optimal features file found for NJR: ./output/feature-sets/NJR.txt
[2025-09-29T22:24:00.670252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:00.670323] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:00.670392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:00.670479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:00.690422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:00.691277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:00.691372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:00.691410] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:00.728449] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:00.728595] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:00.728637] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:00.728716] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:00.732586] [DEBUG] [FORECASTER] NJR: Forecast T+1@11:T+2@11: DOWN (p=44.74%)
[2025-09-29T22:24:00.732905] [INFO ] [FORECASTER] Completed predict_future for NJR
[2025-09-29T22:24:00.733075] [INFO ] [sig       ] NJR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:00.893378] [INFO ] [LOCAL     ] Saved forecast: NJR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NJR.txt
[2025-09-29T22:24:00.893601] [WARN ] [sig       ] [1394/2211] Failed NJR after 0.3s | 4.09 sym/s | Total: 5.7m | ETA: 3.3m
[2025-09-29T22:24:00.893699] [INFO ] [sig       ] [1395/2211] Forecasting NKX...
[2025-09-29T22:24:00.893743] [INFO ] [sig       ] Generating forecast for: NKX
[2025-09-29T22:24:00.893785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-09-29T22:24:00.904607] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NKX'.
[2025-09-29T22:24:00.904928] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-09-29T22:24:00.931735] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:00.932665] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-09-29T22:24:00.932755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:00.932799] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:00.932831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:00.932891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:00.952148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:00.952913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:00.953043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:00.953088] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:00.988120] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:00.988286] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:00.988334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:00.988365] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:00.992193] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: DOWN (p=8.65%)
[2025-09-29T22:24:00.992494] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-09-29T22:24:00.992665] [INFO ] [sig       ] NKX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:01.151778] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NKX.txt
[2025-09-29T22:24:01.152040] [WARN ] [sig       ] [1395/2211] Failed NKX after 0.3s | 4.09 sym/s | Total: 5.7m | ETA: 3.3m
[2025-09-29T22:24:01.152123] [INFO ] [sig       ] [1396/2211] Forecasting NLOP...
[2025-09-29T22:24:01.152163] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-09-29T22:24:01.152196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-09-29T22:24:01.162208] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NLOP'.
[2025-09-29T22:24:01.162711] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-09-29T22:24:01.191476] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:01.192406] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-09-29T22:24:01.192476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:01.192513] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:01.192543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:01.192604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:01.211551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:01.212469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:01.212566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:01.212610] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:01.249914] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:01.250113] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:01.250159] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:01.250191] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:01.256307] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=10.07%)
[2025-09-29T22:24:01.256665] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-09-29T22:24:01.256831] [INFO ] [sig       ] NLOP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:01.414188] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NLOP.txt
[2025-09-29T22:24:01.414437] [WARN ] [sig       ] [1396/2211] Failed NLOP after 0.3s | 4.09 sym/s | Total: 5.7m | ETA: 3.3m
[2025-09-29T22:24:01.414515] [INFO ] [sig       ] [1397/2211] Forecasting NLY...
[2025-09-29T22:24:01.414555] [INFO ] [sig       ] Generating forecast for: NLY
[2025-09-29T22:24:01.414597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-09-29T22:24:01.424860] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NLY'.
[2025-09-29T22:24:01.425200] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-09-29T22:24:01.452573] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:01.453434] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-09-29T22:24:01.453493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:01.453531] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:01.453561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:01.453622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:01.472921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:01.473725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:01.473820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:01.473865] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:01.507496] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:01.507690] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:01.507753] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:01.507787] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:01.511349] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: UP (p=67.12%)
[2025-09-29T22:24:01.511662] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-09-29T22:24:01.511812] [INFO ] [sig       ] NLY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:01.679367] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NLY.txt
[2025-09-29T22:24:01.679739] [WARN ] [sig       ] [1397/2211] Failed NLY after 0.3s | 4.09 sym/s | Total: 5.7m | ETA: 3.3m
[2025-09-29T22:24:01.679843] [INFO ] [sig       ] [1398/2211] Forecasting NMAI...
[2025-09-29T22:24:01.679904] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-09-29T22:24:01.679969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-09-29T22:24:01.690707] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NMAI'.
[2025-09-29T22:24:01.691143] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-09-29T22:24:01.718893] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:01.719785] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-09-29T22:24:01.719848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:01.719885] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:01.719915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:01.719977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:01.739916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:01.740849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:01.740941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:01.740977] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:01.773921] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:01.774162] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:01.774228] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:01.774263] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:01.778056] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: DOWN (p=30.71%)
[2025-09-29T22:24:01.778386] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-09-29T22:24:01.778533] [INFO ] [sig       ] NMAI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:01.937976] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NMAI.txt
[2025-09-29T22:24:01.938299] [WARN ] [sig       ] [1398/2211] Failed NMAI after 0.3s | 4.09 sym/s | Total: 5.7m | ETA: 3.3m
[2025-09-29T22:24:01.938386] [INFO ] [sig       ] [1399/2211] Forecasting NMCO...
[2025-09-29T22:24:01.938429] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-09-29T22:24:01.938463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-09-29T22:24:01.948185] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NMCO'.
[2025-09-29T22:24:01.948545] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-09-29T22:24:01.977136] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:01.978204] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-09-29T22:24:01.978281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:01.978324] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:01.978361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:01.978446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:02.000151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:02.000864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:02.000956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:02.000992] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:02.044226] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:02.044382] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:02.044424] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:02.044457] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:02.048340] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: UP (p=98.84%)
[2025-09-29T22:24:02.048684] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-09-29T22:24:02.048840] [INFO ] [sig       ] NMCO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:02.243639] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NMCO.txt
[2025-09-29T22:24:02.243919] [WARN ] [sig       ] [1399/2211] Failed NMCO after 0.3s | 4.08 sym/s | Total: 5.7m | ETA: 3.3m
[2025-09-29T22:24:02.243997] [INFO ] [sig       ] [1400/2211] Forecasting NMG...
[2025-09-29T22:24:02.244038] [INFO ] [sig       ] Generating forecast for: NMG
[2025-09-29T22:24:02.244090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-09-29T22:24:02.254554] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NMG'.
[2025-09-29T22:24:02.254893] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-09-29T22:24:02.281344] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:02.282274] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-09-29T22:24:02.282332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:02.282390] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:02.282423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:02.282481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:02.302078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:02.302783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:02.302870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:02.302906] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:02.337670] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:02.337841] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:02.337887] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:02.337920] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:02.341610] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: DOWN (p=30.58%)
[2025-09-29T22:24:02.341929] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-09-29T22:24:02.342070] [INFO ] [sig       ] NMG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:02.502002] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NMG.txt
[2025-09-29T22:24:02.502271] [WARN ] [sig       ] [1400/2211] Failed NMG after 0.3s | 4.08 sym/s | Total: 5.7m | ETA: 3.3m
[2025-09-29T22:24:02.502366] [INFO ] [sig       ] [1401/2211] Forecasting NMI...
[2025-09-29T22:24:02.502408] [INFO ] [sig       ] Generating forecast for: NMI
[2025-09-29T22:24:02.502442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-09-29T22:24:02.512098] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NMI'.
[2025-09-29T22:24:02.512523] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-09-29T22:24:02.542451] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:02.543439] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-09-29T22:24:02.543501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:02.543538] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:02.543569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:02.543629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:02.565047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:02.565948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:02.566059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:02.566099] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:02.599057] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:02.599220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:02.599266] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:02.599299] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:02.602967] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=72.83%)
[2025-09-29T22:24:02.603304] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-09-29T22:24:02.603490] [INFO ] [sig       ] NMI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:02.757144] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NMI.txt
[2025-09-29T22:24:02.757406] [WARN ] [sig       ] [1401/2211] Failed NMI after 0.3s | 4.08 sym/s | Total: 5.7m | ETA: 3.3m
[2025-09-29T22:24:02.757487] [INFO ] [sig       ] [1402/2211] Forecasting NMM...
[2025-09-29T22:24:02.757526] [INFO ] [sig       ] Generating forecast for: NMM
[2025-09-29T22:24:02.757560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-09-29T22:24:02.768183] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NMM'.
[2025-09-29T22:24:02.768577] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-09-29T22:24:02.794208] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:02.795017] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-09-29T22:24:02.795073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:02.795107] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:02.795137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:02.795195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:02.813821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:02.814472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:02.814561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:02.814597] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:02.853514] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:02.853711] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:02.853768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:02.853801] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:02.857713] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: UP (p=72.55%)
[2025-09-29T22:24:02.858037] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-09-29T22:24:02.858227] [INFO ] [sig       ] NMM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:03.011631] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NMM.txt
[2025-09-29T22:24:03.011928] [WARN ] [sig       ] [1402/2211] Failed NMM after 0.3s | 4.08 sym/s | Total: 5.7m | ETA: 3.3m
[2025-09-29T22:24:03.012006] [INFO ] [sig       ] [1403/2211] Forecasting NMR...
[2025-09-29T22:24:03.012047] [INFO ] [sig       ] Generating forecast for: NMR
[2025-09-29T22:24:03.012086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMR' from 'https://tdm.silogroup.org/data/derivative_storage/NMR.csv'.
[2025-09-29T22:24:03.022123] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NMR'.
[2025-09-29T22:24:03.022451] [INFO ] [FORECASTER] Starting predict_future for NMR
[2025-09-29T22:24:03.049371] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:03.050170] [DEBUG] [LOCAL     ] No optimal features file found for NMR: ./output/feature-sets/NMR.txt
[2025-09-29T22:24:03.050229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:03.050266] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:03.050297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:03.050410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:03.068841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:03.069404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:03.069493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:03.069530] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:03.108375] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:03.108514] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:03.108573] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:03.108608] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:03.112680] [DEBUG] [FORECASTER] NMR: Forecast T+1@11:T+2@11: DOWN (p=30.73%)
[2025-09-29T22:24:03.113005] [INFO ] [FORECASTER] Completed predict_future for NMR
[2025-09-29T22:24:03.113152] [INFO ] [sig       ] NMR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:03.267345] [INFO ] [LOCAL     ] Saved forecast: NMR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NMR.txt
[2025-09-29T22:24:03.267597] [WARN ] [sig       ] [1403/2211] Failed NMR after 0.3s | 4.08 sym/s | Total: 5.7m | ETA: 3.3m
[2025-09-29T22:24:03.267696] [INFO ] [sig       ] [1404/2211] Forecasting NMS...
[2025-09-29T22:24:03.267742] [INFO ] [sig       ] Generating forecast for: NMS
[2025-09-29T22:24:03.267777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMS' from 'https://tdm.silogroup.org/data/derivative_storage/NMS.csv'.
[2025-09-29T22:24:03.277258] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NMS'.
[2025-09-29T22:24:03.277596] [INFO ] [FORECASTER] Starting predict_future for NMS
[2025-09-29T22:24:03.305985] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:03.306816] [DEBUG] [LOCAL     ] No optimal features file found for NMS: ./output/feature-sets/NMS.txt
[2025-09-29T22:24:03.306891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:03.306936] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:03.306968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:03.307027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:03.328074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:03.329093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:03.329188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:03.329224] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:03.366982] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:03.367074] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:03.367145] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:03.367188] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:03.370514] [DEBUG] [FORECASTER] NMS: Forecast T+1@11:T+2@11: DOWN (p=47.48%)
[2025-09-29T22:24:03.370830] [INFO ] [FORECASTER] Completed predict_future for NMS
[2025-09-29T22:24:03.370982] [INFO ] [sig       ] NMS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:03.531533] [INFO ] [LOCAL     ] Saved forecast: NMS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NMS.txt
[2025-09-29T22:24:03.531965] [WARN ] [sig       ] [1404/2211] Failed NMS after 0.3s | 4.08 sym/s | Total: 5.7m | ETA: 3.3m
[2025-09-29T22:24:03.532056] [INFO ] [sig       ] [1405/2211] Forecasting NMT...
[2025-09-29T22:24:03.532096] [INFO ] [sig       ] Generating forecast for: NMT
[2025-09-29T22:24:03.532129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMT' from 'https://tdm.silogroup.org/data/derivative_storage/NMT.csv'.
[2025-09-29T22:24:03.543212] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'NMT'.
[2025-09-29T22:24:03.543595] [INFO ] [FORECASTER] Starting predict_future for NMT
[2025-09-29T22:24:03.572988] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:03.573864] [DEBUG] [LOCAL     ] No optimal features file found for NMT: ./output/feature-sets/NMT.txt
[2025-09-29T22:24:03.573921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:03.573957] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:03.573987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:03.574047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:03.593706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:03.594708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:03.594805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:03.594841] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:03.627079] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:03.627255] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:03.627319] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:03.627353] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:03.630931] [DEBUG] [FORECASTER] NMT: Forecast T+1@11:T+2@11: UP (p=77.45%)
[2025-09-29T22:24:03.631212] [INFO ] [FORECASTER] Completed predict_future for NMT
[2025-09-29T22:24:03.631346] [INFO ] [sig       ] NMT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:03.781484] [INFO ] [LOCAL     ] Saved forecast: NMT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NMT.txt
[2025-09-29T22:24:03.781819] [WARN ] [sig       ] [1405/2211] Failed NMT after 0.2s | 4.08 sym/s | Total: 5.7m | ETA: 3.3m
[2025-09-29T22:24:03.781908] [INFO ] [sig       ] [1406/2211] Forecasting NMZ...
[2025-09-29T22:24:03.781949] [INFO ] [sig       ] Generating forecast for: NMZ
[2025-09-29T22:24:03.781983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMZ' from 'https://tdm.silogroup.org/data/derivative_storage/NMZ.csv'.
[2025-09-29T22:24:03.792266] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NMZ'.
[2025-09-29T22:24:03.792619] [INFO ] [FORECASTER] Starting predict_future for NMZ
[2025-09-29T22:24:03.820117] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:03.821001] [DEBUG] [LOCAL     ] No optimal features file found for NMZ: ./output/feature-sets/NMZ.txt
[2025-09-29T22:24:03.821061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:03.821097] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:03.821126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:03.821195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:03.840756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:03.841571] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:03.841711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:03.841761] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:03.871138] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:03.871267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:03.871351] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:03.871396] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:03.875041] [DEBUG] [FORECASTER] NMZ: Forecast T+1@11:T+2@11: DOWN (p=28.85%)
[2025-09-29T22:24:03.875318] [INFO ] [FORECASTER] Completed predict_future for NMZ
[2025-09-29T22:24:03.875496] [INFO ] [sig       ] NMZ: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:04.032656] [INFO ] [LOCAL     ] Saved forecast: NMZ	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NMZ.txt
[2025-09-29T22:24:04.032912] [WARN ] [sig       ] [1406/2211] Failed NMZ after 0.3s | 4.08 sym/s | Total: 5.7m | ETA: 3.3m
[2025-09-29T22:24:04.032991] [INFO ] [sig       ] [1407/2211] Forecasting NNI...
[2025-09-29T22:24:04.033031] [INFO ] [sig       ] Generating forecast for: NNI
[2025-09-29T22:24:04.033063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-09-29T22:24:04.043088] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NNI'.
[2025-09-29T22:24:04.043429] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-09-29T22:24:04.069579] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:04.070352] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-09-29T22:24:04.070408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:04.070442] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:04.070488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:04.070548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:04.088622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:04.089233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:04.089320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:04.089356] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:04.120590] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:04.120765] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:04.120824] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:04.120860] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:04.125181] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: UP (p=94.99%)
[2025-09-29T22:24:04.125507] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-09-29T22:24:04.125683] [INFO ] [sig       ] NNI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:04.278479] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NNI.txt
[2025-09-29T22:24:04.278782] [WARN ] [sig       ] [1407/2211] Failed NNI after 0.2s | 4.08 sym/s | Total: 5.7m | ETA: 3.3m
[2025-09-29T22:24:04.278893] [INFO ] [sig       ] [1408/2211] Forecasting NNN...
[2025-09-29T22:24:04.278975] [INFO ] [sig       ] Generating forecast for: NNN
[2025-09-29T22:24:04.279039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-09-29T22:24:04.289442] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NNN'.
[2025-09-29T22:24:04.289868] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-09-29T22:24:04.316078] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:04.316966] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-09-29T22:24:04.317026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:04.317062] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:04.317126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:04.317212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:04.337450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:04.338301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:04.338432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:04.338470] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:04.372349] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:04.372501] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:04.372547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:04.372581] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:04.376596] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: DOWN (p=45.43%)
[2025-09-29T22:24:04.376971] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-09-29T22:24:04.377168] [INFO ] [sig       ] NNN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:04.526268] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NNN.txt
[2025-09-29T22:24:04.526489] [WARN ] [sig       ] [1408/2211] Failed NNN after 0.2s | 4.08 sym/s | Total: 5.7m | ETA: 3.3m
[2025-09-29T22:24:04.526565] [INFO ] [sig       ] [1409/2211] Forecasting NNY...
[2025-09-29T22:24:04.526614] [INFO ] [sig       ] Generating forecast for: NNY
[2025-09-29T22:24:04.526709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-09-29T22:24:04.536012] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NNY'.
[2025-09-29T22:24:04.536348] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-09-29T22:24:04.563373] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:04.564166] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-09-29T22:24:04.564224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:04.564261] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:04.564297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:04.564368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:04.583551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:04.584337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:04.584430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:04.584466] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:04.615995] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:04.616156] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:04.616204] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:04.616238] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:04.620618] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=18.06%)
[2025-09-29T22:24:04.620967] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-09-29T22:24:04.621119] [INFO ] [sig       ] NNY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:04.776316] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NNY.txt
[2025-09-29T22:24:04.776567] [WARN ] [sig       ] [1409/2211] Failed NNY after 0.2s | 4.08 sym/s | Total: 5.8m | ETA: 3.3m
[2025-09-29T22:24:04.776670] [INFO ] [sig       ] [1410/2211] Forecasting NOA...
[2025-09-29T22:24:04.776743] [INFO ] [sig       ] Generating forecast for: NOA
[2025-09-29T22:24:04.776805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-09-29T22:24:04.787852] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NOA'.
[2025-09-29T22:24:04.788230] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-09-29T22:24:04.814979] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:04.815774] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-09-29T22:24:04.815868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:04.815915] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:04.815979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:04.816069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:04.836252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:04.837025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:04.837132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:04.837187] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:04.875105] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:04.875288] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:04.875347] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:04.875382] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:04.879312] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=74.39%)
[2025-09-29T22:24:04.879664] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-09-29T22:24:04.879818] [INFO ] [sig       ] NOA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:05.041509] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NOA.txt
[2025-09-29T22:24:05.041819] [WARN ] [sig       ] [1410/2211] Failed NOA after 0.3s | 4.08 sym/s | Total: 5.8m | ETA: 3.3m
[2025-09-29T22:24:05.041907] [INFO ] [sig       ] [1411/2211] Forecasting NOAH...
[2025-09-29T22:24:05.041949] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-09-29T22:24:05.041983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-09-29T22:24:05.052820] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NOAH'.
[2025-09-29T22:24:05.053227] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-09-29T22:24:05.079243] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:05.080079] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-09-29T22:24:05.080137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:05.080175] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:05.080205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:05.080266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:05.098856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:05.099690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:05.099784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:05.099868] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:05.133162] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:05.133333] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:05.133390] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:05.133430] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:05.136981] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: UP (p=92.10%)
[2025-09-29T22:24:05.137312] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-09-29T22:24:05.137458] [INFO ] [sig       ] NOAH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:05.294523] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NOAH.txt
[2025-09-29T22:24:05.294805] [WARN ] [sig       ] [1411/2211] Failed NOAH after 0.3s | 4.08 sym/s | Total: 5.8m | ETA: 3.3m
[2025-09-29T22:24:05.294890] [INFO ] [sig       ] [1412/2211] Forecasting NOC...
[2025-09-29T22:24:05.294930] [INFO ] [sig       ] Generating forecast for: NOC
[2025-09-29T22:24:05.294966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOC' from 'https://tdm.silogroup.org/data/derivative_storage/NOC.csv'.
[2025-09-29T22:24:05.305254] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NOC'.
[2025-09-29T22:24:05.305620] [INFO ] [FORECASTER] Starting predict_future for NOC
[2025-09-29T22:24:05.336155] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:05.337000] [DEBUG] [LOCAL     ] No optimal features file found for NOC: ./output/feature-sets/NOC.txt
[2025-09-29T22:24:05.337063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:05.337130] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:05.337178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:05.337239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:05.355157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:05.355765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:05.355851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:05.355885] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:05.391511] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:05.391630] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:05.391728] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:05.391769] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:05.395632] [DEBUG] [FORECASTER] NOC: Forecast T+1@11:T+2@11: DOWN (p=34.45%)
[2025-09-29T22:24:05.395931] [INFO ] [FORECASTER] Completed predict_future for NOC
[2025-09-29T22:24:05.396069] [INFO ] [sig       ] NOC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:05.549894] [INFO ] [LOCAL     ] Saved forecast: NOC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NOC.txt
[2025-09-29T22:24:05.550122] [WARN ] [sig       ] [1412/2211] Failed NOC after 0.3s | 4.08 sym/s | Total: 5.8m | ETA: 3.3m
[2025-09-29T22:24:05.550197] [INFO ] [sig       ] [1413/2211] Forecasting NOG...
[2025-09-29T22:24:05.550239] [INFO ] [sig       ] Generating forecast for: NOG
[2025-09-29T22:24:05.550278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-09-29T22:24:05.561728] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NOG'.
[2025-09-29T22:24:05.562059] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-09-29T22:24:05.590098] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:05.590900] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-09-29T22:24:05.590958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:05.590994] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:05.591024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:05.591085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:05.611063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:05.611782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:05.611870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:05.611906] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:05.654376] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:05.654498] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:05.654541] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:05.654887] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:05.662056] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: DOWN (p=28.85%)
[2025-09-29T22:24:05.662379] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-09-29T22:24:05.662530] [INFO ] [sig       ] NOG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:05.815829] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NOG.txt
[2025-09-29T22:24:05.816148] [WARN ] [sig       ] [1413/2211] Failed NOG after 0.3s | 4.08 sym/s | Total: 5.8m | ETA: 3.3m
[2025-09-29T22:24:05.816234] [INFO ] [sig       ] [1414/2211] Forecasting NOK...
[2025-09-29T22:24:05.816276] [INFO ] [sig       ] Generating forecast for: NOK
[2025-09-29T22:24:05.816310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOK' from 'https://tdm.silogroup.org/data/derivative_storage/NOK.csv'.
[2025-09-29T22:24:05.826384] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NOK'.
[2025-09-29T22:24:05.826737] [INFO ] [FORECASTER] Starting predict_future for NOK
[2025-09-29T22:24:05.855147] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:05.856013] [DEBUG] [LOCAL     ] No optimal features file found for NOK: ./output/feature-sets/NOK.txt
[2025-09-29T22:24:05.856072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:05.856109] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:05.856139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:05.856220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:05.874880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:05.875456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:05.875540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:05.875575] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:05.955670] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:05.955865] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:05.955919] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:05.955951] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:05.959740] [DEBUG] [FORECASTER] NOK: Forecast T+1@11:T+2@11: UP (p=83.73%)
[2025-09-29T22:24:05.960057] [INFO ] [FORECASTER] Completed predict_future for NOK
[2025-09-29T22:24:05.960220] [INFO ] [sig       ] NOK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:06.108713] [INFO ] [LOCAL     ] Saved forecast: NOK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NOK.txt
[2025-09-29T22:24:06.108980] [WARN ] [sig       ] [1414/2211] Failed NOK after 0.3s | 4.08 sym/s | Total: 5.8m | ETA: 3.3m
[2025-09-29T22:24:06.109082] [INFO ] [sig       ] [1415/2211] Forecasting NOMD...
[2025-09-29T22:24:06.109123] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-09-29T22:24:06.109155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-09-29T22:24:06.120047] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NOMD'.
[2025-09-29T22:24:06.120443] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-09-29T22:24:06.155984] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:06.157311] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-09-29T22:24:06.157392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:06.157449] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:06.157502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:06.157639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:06.179504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:06.180365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:06.180456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:06.180519] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:06.223686] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:06.223804] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:06.223874] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:06.223920] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:06.227377] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=38.70%)
[2025-09-29T22:24:06.227680] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-09-29T22:24:06.227854] [INFO ] [sig       ] NOMD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:06.384277] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NOMD.txt
[2025-09-29T22:24:06.384534] [WARN ] [sig       ] [1415/2211] Failed NOMD after 0.3s | 4.08 sym/s | Total: 5.8m | ETA: 3.2m
[2025-09-29T22:24:06.384615] [INFO ] [sig       ] [1416/2211] Forecasting NOTE...
[2025-09-29T22:24:06.384689] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-09-29T22:24:06.384738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-09-29T22:24:06.395523] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NOTE'.
[2025-09-29T22:24:06.395993] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-09-29T22:24:06.424536] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:06.425396] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-09-29T22:24:06.425457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:06.425495] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:06.425524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:06.425584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:06.445016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:06.446031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:06.446157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:06.446229] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:06.488169] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:06.488346] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:06.488394] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:06.488430] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:06.492486] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: UP (p=88.33%)
[2025-09-29T22:24:06.493014] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-09-29T22:24:06.493343] [INFO ] [sig       ] NOTE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:06.652576] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NOTE.txt
[2025-09-29T22:24:06.652871] [WARN ] [sig       ] [1416/2211] Failed NOTE after 0.3s | 4.08 sym/s | Total: 5.8m | ETA: 3.2m
[2025-09-29T22:24:06.652952] [INFO ] [sig       ] [1417/2211] Forecasting NOV...
[2025-09-29T22:24:06.652993] [INFO ] [sig       ] Generating forecast for: NOV
[2025-09-29T22:24:06.653027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOV' from 'https://tdm.silogroup.org/data/derivative_storage/NOV.csv'.
[2025-09-29T22:24:06.664510] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NOV'.
[2025-09-29T22:24:06.664990] [INFO ] [FORECASTER] Starting predict_future for NOV
[2025-09-29T22:24:06.691161] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:06.691983] [DEBUG] [LOCAL     ] No optimal features file found for NOV: ./output/feature-sets/NOV.txt
[2025-09-29T22:24:06.692042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:06.692080] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:06.692110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:06.692169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:06.710307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:06.710987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:06.711075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:06.711109] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:06.747897] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:06.748066] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:06.748112] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:06.748143] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:06.751880] [DEBUG] [FORECASTER] NOV: Forecast T+1@11:T+2@11: UP (p=70.27%)
[2025-09-29T22:24:06.752177] [INFO ] [FORECASTER] Completed predict_future for NOV
[2025-09-29T22:24:06.752326] [INFO ] [sig       ] NOV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:06.905052] [INFO ] [LOCAL     ] Saved forecast: NOV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NOV.txt
[2025-09-29T22:24:06.905325] [WARN ] [sig       ] [1417/2211] Failed NOV after 0.3s | 4.08 sym/s | Total: 5.8m | ETA: 3.2m
[2025-09-29T22:24:06.905409] [INFO ] [sig       ] [1418/2211] Forecasting NOW...
[2025-09-29T22:24:06.905452] [INFO ] [sig       ] Generating forecast for: NOW
[2025-09-29T22:24:06.905485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOW' from 'https://tdm.silogroup.org/data/derivative_storage/NOW.csv'.
[2025-09-29T22:24:06.915735] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NOW'.
[2025-09-29T22:24:06.916059] [INFO ] [FORECASTER] Starting predict_future for NOW
[2025-09-29T22:24:06.942131] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:06.942980] [DEBUG] [LOCAL     ] No optimal features file found for NOW: ./output/feature-sets/NOW.txt
[2025-09-29T22:24:06.943042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:06.943081] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:06.943111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:06.943170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:06.961337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:06.961964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:06.962049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:06.962084] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:06.996965] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:06.997136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:06.997193] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:06.997227] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:07.000718] [DEBUG] [FORECASTER] NOW: Forecast T+1@11:T+2@11: UP (p=58.28%)
[2025-09-29T22:24:07.000995] [INFO ] [FORECASTER] Completed predict_future for NOW
[2025-09-29T22:24:07.001125] [INFO ] [sig       ] NOW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:07.151458] [INFO ] [LOCAL     ] Saved forecast: NOW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NOW.txt
[2025-09-29T22:24:07.151734] [WARN ] [sig       ] [1418/2211] Failed NOW after 0.2s | 4.08 sym/s | Total: 5.8m | ETA: 3.2m
[2025-09-29T22:24:07.151817] [INFO ] [sig       ] [1419/2211] Forecasting NPCT...
[2025-09-29T22:24:07.151857] [INFO ] [sig       ] Generating forecast for: NPCT
[2025-09-29T22:24:07.151889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCT' from 'https://tdm.silogroup.org/data/derivative_storage/NPCT.csv'.
[2025-09-29T22:24:07.162272] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NPCT'.
[2025-09-29T22:24:07.162663] [INFO ] [FORECASTER] Starting predict_future for NPCT
[2025-09-29T22:24:07.189869] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:07.190722] [DEBUG] [LOCAL     ] No optimal features file found for NPCT: ./output/feature-sets/NPCT.txt
[2025-09-29T22:24:07.190780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:07.190816] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:07.190845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:07.190902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:07.209609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:07.210345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:07.210434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:07.210469] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:07.244180] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:07.244303] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:07.244365] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:07.244398] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:07.247895] [DEBUG] [FORECASTER] NPCT: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-09-29T22:24:07.248170] [INFO ] [FORECASTER] Completed predict_future for NPCT
[2025-09-29T22:24:07.248301] [INFO ] [sig       ] NPCT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:07.398664] [INFO ] [LOCAL     ] Saved forecast: NPCT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NPCT.txt
[2025-09-29T22:24:07.398931] [WARN ] [sig       ] [1419/2211] Failed NPCT after 0.2s | 4.08 sym/s | Total: 5.8m | ETA: 3.2m
[2025-09-29T22:24:07.399011] [INFO ] [sig       ] [1420/2211] Forecasting NPFD...
[2025-09-29T22:24:07.399051] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-09-29T22:24:07.399083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-09-29T22:24:07.409741] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NPFD'.
[2025-09-29T22:24:07.410136] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-09-29T22:24:07.436565] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:07.437444] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-09-29T22:24:07.437503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:07.437539] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:07.437569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:07.437628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:07.455910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:07.456632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:07.456801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:07.456844] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:07.491157] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:07.491318] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:07.491364] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:07.491395] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:07.494974] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: DOWN (p=5.31%)
[2025-09-29T22:24:07.495262] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-09-29T22:24:07.495399] [INFO ] [sig       ] NPFD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:07.644698] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NPFD.txt
[2025-09-29T22:24:07.644938] [WARN ] [sig       ] [1420/2211] Failed NPFD after 0.2s | 4.08 sym/s | Total: 5.8m | ETA: 3.2m
[2025-09-29T22:24:07.645016] [INFO ] [sig       ] [1421/2211] Forecasting NPK...
[2025-09-29T22:24:07.645056] [INFO ] [sig       ] Generating forecast for: NPK
[2025-09-29T22:24:07.645089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-09-29T22:24:07.655251] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NPK'.
[2025-09-29T22:24:07.655601] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-09-29T22:24:07.683519] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:07.684399] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-09-29T22:24:07.684458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:07.684494] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:07.684524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:07.684604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:07.703231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:07.704006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:07.704096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:07.704133] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:07.744446] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:07.744626] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:07.744863] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:07.744912] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:07.749119] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=71.65%)
[2025-09-29T22:24:07.749469] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-09-29T22:24:07.749629] [INFO ] [sig       ] NPK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:07.899161] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NPK.txt
[2025-09-29T22:24:07.899433] [WARN ] [sig       ] [1421/2211] Failed NPK after 0.3s | 4.08 sym/s | Total: 5.8m | ETA: 3.2m
[2025-09-29T22:24:07.899512] [INFO ] [sig       ] [1422/2211] Forecasting NPO...
[2025-09-29T22:24:07.899552] [INFO ] [sig       ] Generating forecast for: NPO
[2025-09-29T22:24:07.899586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-09-29T22:24:07.909944] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NPO'.
[2025-09-29T22:24:07.910283] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-09-29T22:24:07.936353] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:07.937201] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-09-29T22:24:07.937258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:07.937292] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:07.937321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:07.937379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:07.955999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:07.956580] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:07.956688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:07.956744] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:07.998974] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:07.999233] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:07.999299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:07.999334] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:08.003534] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=66.07%)
[2025-09-29T22:24:08.003926] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-09-29T22:24:08.004089] [INFO ] [sig       ] NPO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:08.166284] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NPO.txt
[2025-09-29T22:24:08.166580] [WARN ] [sig       ] [1422/2211] Failed NPO after 0.3s | 4.08 sym/s | Total: 5.8m | ETA: 3.2m
[2025-09-29T22:24:08.166693] [INFO ] [sig       ] [1423/2211] Forecasting NPV...
[2025-09-29T22:24:08.166742] [INFO ] [sig       ] Generating forecast for: NPV
[2025-09-29T22:24:08.166776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPV' from 'https://tdm.silogroup.org/data/derivative_storage/NPV.csv'.
[2025-09-29T22:24:08.178277] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'NPV'.
[2025-09-29T22:24:08.178690] [INFO ] [FORECASTER] Starting predict_future for NPV
[2025-09-29T22:24:08.205774] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:08.206608] [DEBUG] [LOCAL     ] No optimal features file found for NPV: ./output/feature-sets/NPV.txt
[2025-09-29T22:24:08.206696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:08.206745] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:08.206778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:08.206838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:08.226231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:08.226981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:08.227072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:08.227141] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:08.260179] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:08.260325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:08.260370] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:08.260401] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:08.263968] [DEBUG] [FORECASTER] NPV: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-09-29T22:24:08.264316] [INFO ] [FORECASTER] Completed predict_future for NPV
[2025-09-29T22:24:08.264460] [INFO ] [sig       ] NPV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:08.436468] [INFO ] [LOCAL     ] Saved forecast: NPV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NPV.txt
[2025-09-29T22:24:08.436802] [WARN ] [sig       ] [1423/2211] Failed NPV after 0.3s | 4.08 sym/s | Total: 5.8m | ETA: 3.2m
[2025-09-29T22:24:08.436871] [INFO ] [sig       ] [1424/2211] Forecasting NPWR...
[2025-09-29T22:24:08.436908] [INFO ] [sig       ] Generating forecast for: NPWR
[2025-09-29T22:24:08.436941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPWR' from 'https://tdm.silogroup.org/data/derivative_storage/NPWR.csv'.
[2025-09-29T22:24:08.449112] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NPWR'.
[2025-09-29T22:24:08.449529] [INFO ] [FORECASTER] Starting predict_future for NPWR
[2025-09-29T22:24:08.475590] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:08.476402] [DEBUG] [LOCAL     ] No optimal features file found for NPWR: ./output/feature-sets/NPWR.txt
[2025-09-29T22:24:08.476460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:08.476500] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:08.476528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:08.476587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:08.494845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:08.495585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:08.495702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:08.495755] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:08.537017] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:08.537218] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:08.537315] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:08.537361] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:08.541109] [DEBUG] [FORECASTER] NPWR: Forecast T+1@11:T+2@11: UP (p=96.85%)
[2025-09-29T22:24:08.541406] [INFO ] [FORECASTER] Completed predict_future for NPWR
[2025-09-29T22:24:08.541547] [INFO ] [sig       ] NPWR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:08.693890] [INFO ] [LOCAL     ] Saved forecast: NPWR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NPWR.txt
[2025-09-29T22:24:08.694154] [WARN ] [sig       ] [1424/2211] Failed NPWR after 0.3s | 4.08 sym/s | Total: 5.8m | ETA: 3.2m
[2025-09-29T22:24:08.694238] [INFO ] [sig       ] [1425/2211] Forecasting NQP...
[2025-09-29T22:24:08.694279] [INFO ] [sig       ] Generating forecast for: NQP
[2025-09-29T22:24:08.694314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-09-29T22:24:08.705062] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NQP'.
[2025-09-29T22:24:08.705383] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-09-29T22:24:08.731892] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:08.732910] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-09-29T22:24:08.732969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:08.733006] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:08.733037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:08.733097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:08.752198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:08.753000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:08.753087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:08.753122] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:08.789717] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:08.789874] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:08.789921] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:08.789955] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:08.794084] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: UP (p=89.35%)
[2025-09-29T22:24:08.794499] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-09-29T22:24:08.794734] [INFO ] [sig       ] NQP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:08.949249] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NQP.txt
[2025-09-29T22:24:08.949509] [WARN ] [sig       ] [1425/2211] Failed NQP after 0.3s | 4.08 sym/s | Total: 5.8m | ETA: 3.2m
[2025-09-29T22:24:08.949591] [INFO ] [sig       ] [1426/2211] Forecasting NRDY...
[2025-09-29T22:24:08.949632] [INFO ] [sig       ] Generating forecast for: NRDY
[2025-09-29T22:24:08.949741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDY' from 'https://tdm.silogroup.org/data/derivative_storage/NRDY.csv'.
[2025-09-29T22:24:08.960294] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NRDY'.
[2025-09-29T22:24:08.960700] [INFO ] [FORECASTER] Starting predict_future for NRDY
[2025-09-29T22:24:08.987362] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:08.988231] [DEBUG] [LOCAL     ] No optimal features file found for NRDY: ./output/feature-sets/NRDY.txt
[2025-09-29T22:24:08.988299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:08.988343] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:08.988376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:08.988435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:09.007629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:09.008479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:09.008622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:09.008699] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:09.053408] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:09.053578] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:09.053626] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:09.053720] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:09.057618] [DEBUG] [FORECASTER] NRDY: Forecast T+1@11:T+2@11: UP (p=85.28%)
[2025-09-29T22:24:09.058092] [INFO ] [FORECASTER] Completed predict_future for NRDY
[2025-09-29T22:24:09.058308] [INFO ] [sig       ] NRDY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:09.238596] [INFO ] [LOCAL     ] Saved forecast: NRDY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NRDY.txt
[2025-09-29T22:24:09.238890] [WARN ] [sig       ] [1426/2211] Failed NRDY after 0.3s | 4.08 sym/s | Total: 5.8m | ETA: 3.2m
[2025-09-29T22:24:09.238974] [INFO ] [sig       ] [1427/2211] Forecasting NREF...
[2025-09-29T22:24:09.239015] [INFO ] [sig       ] Generating forecast for: NREF
[2025-09-29T22:24:09.239051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-09-29T22:24:09.249572] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NREF'.
[2025-09-29T22:24:09.249972] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-09-29T22:24:09.279588] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:09.280436] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-09-29T22:24:09.280505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:09.280631] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:09.280728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:09.280810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:09.302306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:09.303110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:09.303221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:09.303280] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:09.342429] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:09.342625] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:09.342734] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:09.342801] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:09.346692] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: UP (p=51.14%)
[2025-09-29T22:24:09.347159] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-09-29T22:24:09.347371] [INFO ] [sig       ] NREF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:09.502830] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NREF.txt
[2025-09-29T22:24:09.503085] [WARN ] [sig       ] [1427/2211] Failed NREF after 0.3s | 4.08 sym/s | Total: 5.8m | ETA: 3.2m
[2025-09-29T22:24:09.503253] [INFO ] [sig       ] [1428/2211] Forecasting NRG...
[2025-09-29T22:24:09.503304] [INFO ] [sig       ] Generating forecast for: NRG
[2025-09-29T22:24:09.503339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-09-29T22:24:09.509435] [WARN ] [REMOTE    ] Historical data not found for symbol 'NRG' (404).
[2025-09-29T22:24:09.509821] [FATAL] [sig       ] NRG: No historical data fetched.
[2025-09-29T22:24:09.509936] [WARN ] [sig       ] [1428/2211] Failed NRG after 0.0s | 4.08 sym/s | Total: 5.8m | ETA: 3.2m
[2025-09-29T22:24:09.510020] [INFO ] [sig       ] [1429/2211] Forecasting NRGV...
[2025-09-29T22:24:09.510072] [INFO ] [sig       ] Generating forecast for: NRGV
[2025-09-29T22:24:09.510118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRGV' from 'https://tdm.silogroup.org/data/derivative_storage/NRGV.csv'.
[2025-09-29T22:24:09.522758] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NRGV'.
[2025-09-29T22:24:09.523223] [INFO ] [FORECASTER] Starting predict_future for NRGV
[2025-09-29T22:24:09.557163] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:09.558057] [DEBUG] [LOCAL     ] No optimal features file found for NRGV: ./output/feature-sets/NRGV.txt
[2025-09-29T22:24:09.558121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:09.558157] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:09.558186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:09.558244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:09.576535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:09.577575] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:09.577702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:09.577759] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:09.618331] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:09.618533] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:09.618611] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:09.618706] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:09.622814] [DEBUG] [FORECASTER] NRGV: Forecast T+1@11:T+2@11: UP (p=78.86%)
[2025-09-29T22:24:09.623116] [INFO ] [FORECASTER] Completed predict_future for NRGV
[2025-09-29T22:24:09.623256] [INFO ] [sig       ] NRGV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:09.784565] [INFO ] [LOCAL     ] Saved forecast: NRGV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NRGV.txt
[2025-09-29T22:24:09.784898] [WARN ] [sig       ] [1429/2211] Failed NRGV after 0.3s | 4.08 sym/s | Total: 5.8m | ETA: 3.2m
[2025-09-29T22:24:09.784996] [INFO ] [sig       ] [1430/2211] Forecasting NRK...
[2025-09-29T22:24:09.785049] [INFO ] [sig       ] Generating forecast for: NRK
[2025-09-29T22:24:09.785085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-09-29T22:24:09.795034] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NRK'.
[2025-09-29T22:24:09.795379] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-09-29T22:24:09.821710] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:09.822482] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-09-29T22:24:09.822540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:09.822575] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:09.822604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:09.822684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:09.841497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:09.842206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:09.842338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:09.842394] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:09.876736] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:09.876884] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:09.876926] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:09.876957] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:09.880491] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: UP (p=97.71%)
[2025-09-29T22:24:09.880816] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-09-29T22:24:09.880953] [INFO ] [sig       ] NRK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:10.034877] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NRK.txt
[2025-09-29T22:24:10.035167] [WARN ] [sig       ] [1430/2211] Failed NRK after 0.3s | 4.08 sym/s | Total: 5.8m | ETA: 3.2m
[2025-09-29T22:24:10.035247] [INFO ] [sig       ] [1431/2211] Forecasting NRP...
[2025-09-29T22:24:10.035314] [INFO ] [sig       ] Generating forecast for: NRP
[2025-09-29T22:24:10.035374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-09-29T22:24:10.046274] [DEBUG] [REMOTE    ] Successfully parsed 1791 rows of historical data for symbol 'NRP'.
[2025-09-29T22:24:10.046803] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-09-29T22:24:10.075744] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:10.076614] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-09-29T22:24:10.076701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:10.076748] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:10.076780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:10.076841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:10.096026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:10.096946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:10.097039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:10.097076] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:10.135276] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:10.135997] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:10.136051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:10.136085] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:10.139993] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-09-29T22:24:10.140337] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-09-29T22:24:10.140485] [INFO ] [sig       ] NRP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:10.303976] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NRP.txt
[2025-09-29T22:24:10.304303] [WARN ] [sig       ] [1431/2211] Failed NRP after 0.3s | 4.08 sym/s | Total: 5.8m | ETA: 3.2m
[2025-09-29T22:24:10.304389] [INFO ] [sig       ] [1432/2211] Forecasting NRT...
[2025-09-29T22:24:10.304449] [INFO ] [sig       ] Generating forecast for: NRT
[2025-09-29T22:24:10.304557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRT' from 'https://tdm.silogroup.org/data/derivative_storage/NRT.csv'.
[2025-09-29T22:24:10.315226] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NRT'.
[2025-09-29T22:24:10.315609] [INFO ] [FORECASTER] Starting predict_future for NRT
[2025-09-29T22:24:10.342340] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:10.343177] [DEBUG] [LOCAL     ] No optimal features file found for NRT: ./output/feature-sets/NRT.txt
[2025-09-29T22:24:10.343236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:10.343272] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:10.343303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:10.343362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:10.362128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:10.362868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:10.362963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:10.363001] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:10.400077] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:10.400221] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:10.400286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:10.400361] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:10.404389] [DEBUG] [FORECASTER] NRT: Forecast T+1@11:T+2@11: DOWN (p=4.16%)
[2025-09-29T22:24:10.404703] [INFO ] [FORECASTER] Completed predict_future for NRT
[2025-09-29T22:24:10.404883] [INFO ] [sig       ] NRT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:10.565458] [INFO ] [LOCAL     ] Saved forecast: NRT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NRT.txt
[2025-09-29T22:24:10.565771] [WARN ] [sig       ] [1432/2211] Failed NRT after 0.3s | 4.08 sym/s | Total: 5.8m | ETA: 3.2m
[2025-09-29T22:24:10.565863] [INFO ] [sig       ] [1433/2211] Forecasting NRUC...
[2025-09-29T22:24:10.565904] [INFO ] [sig       ] Generating forecast for: NRUC
[2025-09-29T22:24:10.565938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRUC' from 'https://tdm.silogroup.org/data/derivative_storage/NRUC.csv'.
[2025-09-29T22:24:10.576974] [DEBUG] [REMOTE    ] Successfully parsed 1789 rows of historical data for symbol 'NRUC'.
[2025-09-29T22:24:10.577394] [INFO ] [FORECASTER] Starting predict_future for NRUC
[2025-09-29T22:24:10.603786] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:10.604613] [DEBUG] [LOCAL     ] No optimal features file found for NRUC: ./output/feature-sets/NRUC.txt
[2025-09-29T22:24:10.604696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:10.604743] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:10.604774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:10.604832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:10.623565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:10.624346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:10.624455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:10.624512] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:10.660709] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:10.660873] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:10.660918] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:10.660949] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:10.664578] [DEBUG] [FORECASTER] NRUC: Forecast T+1@11:T+2@11: UP (p=83.61%)
[2025-09-29T22:24:10.664896] [INFO ] [FORECASTER] Completed predict_future for NRUC
[2025-09-29T22:24:10.665039] [INFO ] [sig       ] NRUC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:10.820304] [INFO ] [LOCAL     ] Saved forecast: NRUC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NRUC.txt
[2025-09-29T22:24:10.820564] [WARN ] [sig       ] [1433/2211] Failed NRUC after 0.3s | 4.08 sym/s | Total: 5.9m | ETA: 3.2m
[2025-09-29T22:24:10.820666] [INFO ] [sig       ] [1434/2211] Forecasting NSA...
[2025-09-29T22:24:10.820724] [INFO ] [sig       ] Generating forecast for: NSA
[2025-09-29T22:24:10.820761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSA' from 'https://tdm.silogroup.org/data/derivative_storage/NSA.csv'.
[2025-09-29T22:24:10.831625] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NSA'.
[2025-09-29T22:24:10.832082] [INFO ] [FORECASTER] Starting predict_future for NSA
[2025-09-29T22:24:10.859136] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:10.859997] [DEBUG] [LOCAL     ] No optimal features file found for NSA: ./output/feature-sets/NSA.txt
[2025-09-29T22:24:10.860056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:10.860091] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:10.860120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:10.860200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:10.879500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:10.880321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:10.880414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:10.880449] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:10.919689] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:10.919846] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:10.919890] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:10.919922] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:10.923427] [DEBUG] [FORECASTER] NSA: Forecast T+1@11:T+2@11: UP (p=59.76%)
[2025-09-29T22:24:10.923739] [INFO ] [FORECASTER] Completed predict_future for NSA
[2025-09-29T22:24:10.923915] [INFO ] [sig       ] NSA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:11.073355] [INFO ] [LOCAL     ] Saved forecast: NSA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NSA.txt
[2025-09-29T22:24:11.073670] [WARN ] [sig       ] [1434/2211] Failed NSA after 0.3s | 4.08 sym/s | Total: 5.9m | ETA: 3.2m
[2025-09-29T22:24:11.073754] [INFO ] [sig       ] [1435/2211] Forecasting NSC...
[2025-09-29T22:24:11.073795] [INFO ] [sig       ] Generating forecast for: NSC
[2025-09-29T22:24:11.073882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-09-29T22:24:11.079163] [WARN ] [REMOTE    ] Historical data not found for symbol 'NSC' (404).
[2025-09-29T22:24:11.079354] [FATAL] [sig       ] NSC: No historical data fetched.
[2025-09-29T22:24:11.079445] [WARN ] [sig       ] [1435/2211] Failed NSC after 0.0s | 4.08 sym/s | Total: 5.9m | ETA: 3.2m
[2025-09-29T22:24:11.079516] [INFO ] [sig       ] [1436/2211] Forecasting NSP...
[2025-09-29T22:24:11.079556] [INFO ] [sig       ] Generating forecast for: NSP
[2025-09-29T22:24:11.079587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-09-29T22:24:11.089221] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NSP'.
[2025-09-29T22:24:11.089547] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-09-29T22:24:11.115893] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:11.116721] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-09-29T22:24:11.116780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:11.116816] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:11.116844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:11.116904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:11.135168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:11.135856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:11.135948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:11.135985] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:11.174272] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:11.174393] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:11.174433] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:11.174463] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:11.177922] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: DOWN (p=34.47%)
[2025-09-29T22:24:11.178202] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-09-29T22:24:11.178341] [INFO ] [sig       ] NSP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:11.328737] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NSP.txt
[2025-09-29T22:24:11.329037] [WARN ] [sig       ] [1436/2211] Failed NSP after 0.2s | 4.08 sym/s | Total: 5.9m | ETA: 3.2m
[2025-09-29T22:24:11.329118] [INFO ] [sig       ] [1437/2211] Forecasting NTB...
[2025-09-29T22:24:11.329159] [INFO ] [sig       ] Generating forecast for: NTB
[2025-09-29T22:24:11.329194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-09-29T22:24:11.341050] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NTB'.
[2025-09-29T22:24:11.341527] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-09-29T22:24:11.370176] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:11.371013] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-09-29T22:24:11.371071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:11.371108] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:11.371136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:11.371194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:11.394296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:11.395455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:11.395582] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:11.395635] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:11.434975] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:11.435142] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:11.435188] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:11.435218] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:11.439284] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-09-29T22:24:11.439612] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-09-29T22:24:11.439800] [INFO ] [sig       ] NTB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:11.607024] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NTB.txt
[2025-09-29T22:24:11.607361] [WARN ] [sig       ] [1437/2211] Failed NTB after 0.3s | 4.08 sym/s | Total: 5.9m | ETA: 3.2m
[2025-09-29T22:24:11.607450] [INFO ] [sig       ] [1438/2211] Forecasting NTR...
[2025-09-29T22:24:11.607491] [INFO ] [sig       ] Generating forecast for: NTR
[2025-09-29T22:24:11.607625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTR' from 'https://tdm.silogroup.org/data/derivative_storage/NTR.csv'.
[2025-09-29T22:24:11.619040] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NTR'.
[2025-09-29T22:24:11.619437] [INFO ] [FORECASTER] Starting predict_future for NTR
[2025-09-29T22:24:11.646024] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:11.646882] [DEBUG] [LOCAL     ] No optimal features file found for NTR: ./output/feature-sets/NTR.txt
[2025-09-29T22:24:11.646940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:11.646977] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:11.647007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:11.647065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:11.665504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:11.666222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:11.666311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:11.666347] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:11.705343] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:11.705490] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:11.705561] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:11.705594] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:11.709491] [DEBUG] [FORECASTER] NTR: Forecast T+1@11:T+2@11: DOWN (p=31.37%)
[2025-09-29T22:24:11.709860] [INFO ] [FORECASTER] Completed predict_future for NTR
[2025-09-29T22:24:11.710067] [INFO ] [sig       ] NTR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:11.870869] [INFO ] [LOCAL     ] Saved forecast: NTR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NTR.txt
[2025-09-29T22:24:11.871121] [WARN ] [sig       ] [1438/2211] Failed NTR after 0.3s | 4.08 sym/s | Total: 5.9m | ETA: 3.2m
[2025-09-29T22:24:11.871200] [INFO ] [sig       ] [1439/2211] Forecasting NTST...
[2025-09-29T22:24:11.871241] [INFO ] [sig       ] Generating forecast for: NTST
[2025-09-29T22:24:11.871285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTST' from 'https://tdm.silogroup.org/data/derivative_storage/NTST.csv'.
[2025-09-29T22:24:11.882101] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NTST'.
[2025-09-29T22:24:11.882473] [INFO ] [FORECASTER] Starting predict_future for NTST
[2025-09-29T22:24:11.908961] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:11.909843] [DEBUG] [LOCAL     ] No optimal features file found for NTST: ./output/feature-sets/NTST.txt
[2025-09-29T22:24:11.909945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:11.909991] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:11.910023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:11.910082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:11.928723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:11.929602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:11.929733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:11.929781] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:11.968886] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:11.969054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:11.969100] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:11.969132] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:11.972751] [DEBUG] [FORECASTER] NTST: Forecast T+1@11:T+2@11: DOWN (p=12.36%)
[2025-09-29T22:24:11.973058] [INFO ] [FORECASTER] Completed predict_future for NTST
[2025-09-29T22:24:11.973207] [INFO ] [sig       ] NTST: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:12.126554] [INFO ] [LOCAL     ] Saved forecast: NTST	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NTST.txt
[2025-09-29T22:24:12.126842] [WARN ] [sig       ] [1439/2211] Failed NTST after 0.3s | 4.08 sym/s | Total: 5.9m | ETA: 3.2m
[2025-09-29T22:24:12.126930] [INFO ] [sig       ] [1440/2211] Forecasting NU...
[2025-09-29T22:24:12.126972] [INFO ] [sig       ] Generating forecast for: NU
[2025-09-29T22:24:12.127007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NU' from 'https://tdm.silogroup.org/data/derivative_storage/NU.csv'.
[2025-09-29T22:24:12.139199] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NU'.
[2025-09-29T22:24:12.139702] [INFO ] [FORECASTER] Starting predict_future for NU
[2025-09-29T22:24:12.169358] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:12.170194] [DEBUG] [LOCAL     ] No optimal features file found for NU: ./output/feature-sets/NU.txt
[2025-09-29T22:24:12.170252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:12.170287] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:12.170315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:12.170393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:12.193776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:12.195543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:12.195668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:12.195727] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:12.235609] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:12.235833] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:12.235887] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:12.235919] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:12.239739] [DEBUG] [FORECASTER] NU: Forecast T+1@11:T+2@11: UP (p=62.24%)
[2025-09-29T22:24:12.240069] [INFO ] [FORECASTER] Completed predict_future for NU
[2025-09-29T22:24:12.240227] [INFO ] [sig       ] NU: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:12.401428] [INFO ] [LOCAL     ] Saved forecast: NU	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NU.txt
[2025-09-29T22:24:12.401809] [WARN ] [sig       ] [1440/2211] Failed NU after 0.3s | 4.08 sym/s | Total: 5.9m | ETA: 3.1m
[2025-09-29T22:24:12.401945] [INFO ] [sig       ] [1441/2211] Forecasting NUS...
[2025-09-29T22:24:12.401986] [INFO ] [sig       ] Generating forecast for: NUS
[2025-09-29T22:24:12.402021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-09-29T22:24:12.414616] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NUS'.
[2025-09-29T22:24:12.415091] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-09-29T22:24:12.442302] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:12.443134] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-09-29T22:24:12.443191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:12.443227] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:12.443258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:12.443321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:12.462168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:12.463029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:12.463121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:12.463157] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:12.502914] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:12.503087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:12.503136] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:12.503173] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:12.506901] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=21.89%)
[2025-09-29T22:24:12.507252] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-09-29T22:24:12.507405] [INFO ] [sig       ] NUS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:12.662557] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NUS.txt
[2025-09-29T22:24:12.662824] [WARN ] [sig       ] [1441/2211] Failed NUS after 0.3s | 4.08 sym/s | Total: 5.9m | ETA: 3.1m
[2025-09-29T22:24:12.662907] [INFO ] [sig       ] [1442/2211] Forecasting NUV...
[2025-09-29T22:24:12.662947] [INFO ] [sig       ] Generating forecast for: NUV
[2025-09-29T22:24:12.662980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUV' from 'https://tdm.silogroup.org/data/derivative_storage/NUV.csv'.
[2025-09-29T22:24:12.674396] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NUV'.
[2025-09-29T22:24:12.674836] [INFO ] [FORECASTER] Starting predict_future for NUV
[2025-09-29T22:24:12.701836] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:12.702823] [DEBUG] [LOCAL     ] No optimal features file found for NUV: ./output/feature-sets/NUV.txt
[2025-09-29T22:24:12.702885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:12.702922] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:12.702951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:12.703013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:12.723300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:12.724061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:12.724152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:12.724188] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:12.765662] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:12.765814] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:12.765858] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:12.765925] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:12.773052] [DEBUG] [FORECASTER] NUV: Forecast T+1@11:T+2@11: DOWN (p=10.09%)
[2025-09-29T22:24:12.773397] [INFO ] [FORECASTER] Completed predict_future for NUV
[2025-09-29T22:24:12.773550] [INFO ] [sig       ] NUV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:12.927190] [INFO ] [LOCAL     ] Saved forecast: NUV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NUV.txt
[2025-09-29T22:24:12.927449] [WARN ] [sig       ] [1442/2211] Failed NUV after 0.3s | 4.08 sym/s | Total: 5.9m | ETA: 3.1m
[2025-09-29T22:24:12.927529] [INFO ] [sig       ] [1443/2211] Forecasting NUVB...
[2025-09-29T22:24:12.927569] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-09-29T22:24:12.927601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-09-29T22:24:12.939006] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NUVB'.
[2025-09-29T22:24:12.939444] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-09-29T22:24:12.966257] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:12.967197] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-09-29T22:24:12.967261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:12.967299] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:12.967329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:12.967389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:12.986039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:12.986964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:12.987137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:12.987197] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:13.028054] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:13.028215] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:13.028258] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:13.028287] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:13.031840] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: DOWN (p=9.08%)
[2025-09-29T22:24:13.032120] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-09-29T22:24:13.032258] [INFO ] [sig       ] NUVB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:13.182228] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NUVB.txt
[2025-09-29T22:24:13.182486] [WARN ] [sig       ] [1443/2211] Failed NUVB after 0.3s | 4.08 sym/s | Total: 5.9m | ETA: 3.1m
[2025-09-29T22:24:13.182566] [INFO ] [sig       ] [1444/2211] Forecasting NUW...
[2025-09-29T22:24:13.182606] [INFO ] [sig       ] Generating forecast for: NUW
[2025-09-29T22:24:13.182638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUW' from 'https://tdm.silogroup.org/data/derivative_storage/NUW.csv'.
[2025-09-29T22:24:13.192695] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NUW'.
[2025-09-29T22:24:13.193008] [INFO ] [FORECASTER] Starting predict_future for NUW
[2025-09-29T22:24:13.220502] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:13.221388] [DEBUG] [LOCAL     ] No optimal features file found for NUW: ./output/feature-sets/NUW.txt
[2025-09-29T22:24:13.221462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:13.221508] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:13.221540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:13.221601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:13.240155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:13.240860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:13.240949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:13.240985] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:13.285149] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:13.285345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:13.285425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:13.285494] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:13.289551] [DEBUG] [FORECASTER] NUW: Forecast T+1@11:T+2@11: DOWN (p=1.37%)
[2025-09-29T22:24:13.289898] [INFO ] [FORECASTER] Completed predict_future for NUW
[2025-09-29T22:24:13.290048] [INFO ] [sig       ] NUW: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:13.453994] [INFO ] [LOCAL     ] Saved forecast: NUW	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NUW.txt
[2025-09-29T22:24:13.454261] [WARN ] [sig       ] [1444/2211] Failed NUW after 0.3s | 4.08 sym/s | Total: 5.9m | ETA: 3.1m
[2025-09-29T22:24:13.454342] [INFO ] [sig       ] [1445/2211] Forecasting NVG...
[2025-09-29T22:24:13.454383] [INFO ] [sig       ] Generating forecast for: NVG
[2025-09-29T22:24:13.454417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-09-29T22:24:13.465191] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NVG'.
[2025-09-29T22:24:13.465715] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-09-29T22:24:13.493756] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:13.494587] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-09-29T22:24:13.494674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:13.494761] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:13.494815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:13.494879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:13.514683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:13.515594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:13.515712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:13.515763] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:13.556235] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:13.556394] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:13.556437] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:13.556506] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:13.560269] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: DOWN (p=31.12%)
[2025-09-29T22:24:13.560554] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-09-29T22:24:13.560735] [INFO ] [sig       ] NVG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:13.709698] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NVG.txt
[2025-09-29T22:24:13.709952] [WARN ] [sig       ] [1445/2211] Failed NVG after 0.3s | 4.08 sym/s | Total: 5.9m | ETA: 3.1m
[2025-09-29T22:24:13.710028] [INFO ] [sig       ] [1446/2211] Forecasting NVGS...
[2025-09-29T22:24:13.710069] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-09-29T22:24:13.710101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-09-29T22:24:13.720184] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NVGS'.
[2025-09-29T22:24:13.720554] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-09-29T22:24:13.746994] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:13.747928] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-09-29T22:24:13.747987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:13.748023] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:13.748053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:13.748114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:13.766464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:13.767147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:13.767267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:13.767322] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:13.811229] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:13.811365] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:13.811406] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:13.811437] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:13.814964] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: UP (p=63.58%)
[2025-09-29T22:24:13.815242] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-09-29T22:24:13.815378] [INFO ] [sig       ] NVGS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:13.970892] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NVGS.txt
[2025-09-29T22:24:13.971213] [WARN ] [sig       ] [1446/2211] Failed NVGS after 0.3s | 4.08 sym/s | Total: 5.9m | ETA: 3.1m
[2025-09-29T22:24:13.971298] [INFO ] [sig       ] [1447/2211] Forecasting NVO...
[2025-09-29T22:24:13.971340] [INFO ] [sig       ] Generating forecast for: NVO
[2025-09-29T22:24:13.971375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-09-29T22:24:13.981543] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NVO'.
[2025-09-29T22:24:13.981917] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-09-29T22:24:14.009197] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:14.010051] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-09-29T22:24:14.010111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:14.010148] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:14.010178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:14.010258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:14.028888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:14.029544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:14.029630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:14.029720] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:14.074235] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:14.074403] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:14.074450] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:14.074503] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:14.079558] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: DOWN (p=19.43%)
[2025-09-29T22:24:14.079883] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-09-29T22:24:14.080034] [INFO ] [sig       ] NVO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:14.260615] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NVO.txt
[2025-09-29T22:24:14.260905] [WARN ] [sig       ] [1447/2211] Failed NVO after 0.3s | 4.08 sym/s | Total: 5.9m | ETA: 3.1m
[2025-09-29T22:24:14.260986] [INFO ] [sig       ] [1448/2211] Forecasting NVR...
[2025-09-29T22:24:14.261026] [INFO ] [sig       ] Generating forecast for: NVR
[2025-09-29T22:24:14.261058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVR' from 'https://tdm.silogroup.org/data/derivative_storage/NVR.csv'.
[2025-09-29T22:24:14.273264] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NVR'.
[2025-09-29T22:24:14.273714] [INFO ] [FORECASTER] Starting predict_future for NVR
[2025-09-29T22:24:14.301709] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:14.302509] [DEBUG] [LOCAL     ] No optimal features file found for NVR: ./output/feature-sets/NVR.txt
[2025-09-29T22:24:14.302567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:14.302603] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:14.302633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:14.302734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:14.322687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:14.323570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:14.323689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:14.323745] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:14.366764] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:14.366944] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:14.366993] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:14.367024] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:14.371009] [DEBUG] [FORECASTER] NVR: Forecast T+1@11:T+2@11: UP (p=76.81%)
[2025-09-29T22:24:14.371386] [INFO ] [FORECASTER] Completed predict_future for NVR
[2025-09-29T22:24:14.371538] [INFO ] [sig       ] NVR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:14.525164] [INFO ] [LOCAL     ] Saved forecast: NVR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NVR.txt
[2025-09-29T22:24:14.525472] [WARN ] [sig       ] [1448/2211] Failed NVR after 0.3s | 4.08 sym/s | Total: 5.9m | ETA: 3.1m
[2025-09-29T22:24:14.525563] [INFO ] [sig       ] [1449/2211] Forecasting NVRI...
[2025-09-29T22:24:14.525606] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-09-29T22:24:14.525670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-09-29T22:24:14.540934] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NVRI'.
[2025-09-29T22:24:14.541314] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-09-29T22:24:14.568437] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:14.569415] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-09-29T22:24:14.569480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:14.569515] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:14.569545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:14.569605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:14.588083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:14.588755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:14.588873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:14.588951] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:14.625414] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:14.625585] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:14.625665] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:14.625722] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:14.629195] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: UP (p=86.91%)
[2025-09-29T22:24:14.629467] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-09-29T22:24:14.629605] [INFO ] [sig       ] NVRI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:14.778348] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NVRI.txt
[2025-09-29T22:24:14.778663] [WARN ] [sig       ] [1449/2211] Failed NVRI after 0.3s | 4.08 sym/s | Total: 5.9m | ETA: 3.1m
[2025-09-29T22:24:14.778749] [INFO ] [sig       ] [1450/2211] Forecasting NVS...
[2025-09-29T22:24:14.778790] [INFO ] [sig       ] Generating forecast for: NVS
[2025-09-29T22:24:14.778823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-09-29T22:24:14.791035] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NVS'.
[2025-09-29T22:24:14.791510] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-09-29T22:24:14.824734] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:14.825599] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-09-29T22:24:14.825684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:14.825737] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:14.825817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:14.825898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:14.848726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:14.849585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:14.849712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:14.849764] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:14.889403] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:14.889602] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:14.889712] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:14.889796] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:14.894186] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: UP (p=81.44%)
[2025-09-29T22:24:14.894581] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-09-29T22:24:14.894781] [INFO ] [sig       ] NVS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:15.133572] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NVS.txt
[2025-09-29T22:24:15.133899] [WARN ] [sig       ] [1450/2211] Failed NVS after 0.4s | 4.08 sym/s | Total: 5.9m | ETA: 3.1m
[2025-09-29T22:24:15.133995] [INFO ] [sig       ] [1451/2211] Forecasting NVST...
[2025-09-29T22:24:15.134059] [INFO ] [sig       ] Generating forecast for: NVST
[2025-09-29T22:24:15.134118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVST' from 'https://tdm.silogroup.org/data/derivative_storage/NVST.csv'.
[2025-09-29T22:24:15.147148] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NVST'.
[2025-09-29T22:24:15.147698] [INFO ] [FORECASTER] Starting predict_future for NVST
[2025-09-29T22:24:15.185628] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:15.186774] [DEBUG] [LOCAL     ] No optimal features file found for NVST: ./output/feature-sets/NVST.txt
[2025-09-29T22:24:15.186850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:15.186892] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:15.186926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:15.187001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:15.208700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:15.209763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:15.209868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:15.209905] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:15.259518] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:15.259759] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:15.259831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:15.259875] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:15.265251] [DEBUG] [FORECASTER] NVST: Forecast T+1@11:T+2@11: UP (p=76.57%)
[2025-09-29T22:24:15.265767] [INFO ] [FORECASTER] Completed predict_future for NVST
[2025-09-29T22:24:15.265976] [INFO ] [sig       ] NVST: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:15.478424] [INFO ] [LOCAL     ] Saved forecast: NVST	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NVST.txt
[2025-09-29T22:24:15.478784] [WARN ] [sig       ] [1451/2211] Failed NVST after 0.3s | 4.08 sym/s | Total: 5.9m | ETA: 3.1m
[2025-09-29T22:24:15.478871] [INFO ] [sig       ] [1452/2211] Forecasting NVT...
[2025-09-29T22:24:15.478913] [INFO ] [sig       ] Generating forecast for: NVT
[2025-09-29T22:24:15.478946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVT' from 'https://tdm.silogroup.org/data/derivative_storage/NVT.csv'.
[2025-09-29T22:24:15.491736] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NVT'.
[2025-09-29T22:24:15.492236] [INFO ] [FORECASTER] Starting predict_future for NVT
[2025-09-29T22:24:15.533002] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:15.534450] [DEBUG] [LOCAL     ] No optimal features file found for NVT: ./output/feature-sets/NVT.txt
[2025-09-29T22:24:15.534566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:15.534627] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:15.534723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:15.534829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:15.567196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:15.568487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:15.568616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:15.568721] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:15.618895] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:15.619077] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:15.619123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:15.619177] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:15.623212] [DEBUG] [FORECASTER] NVT: Forecast T+1@11:T+2@11: DOWN (p=37.01%)
[2025-09-29T22:24:15.623566] [INFO ] [FORECASTER] Completed predict_future for NVT
[2025-09-29T22:24:15.623764] [INFO ] [sig       ] NVT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:15.835662] [INFO ] [LOCAL     ] Saved forecast: NVT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NVT.txt
[2025-09-29T22:24:15.836102] [WARN ] [sig       ] [1452/2211] Failed NVT after 0.4s | 4.08 sym/s | Total: 5.9m | ETA: 3.1m
[2025-09-29T22:24:15.836181] [INFO ] [sig       ] [1453/2211] Forecasting NWG...
[2025-09-29T22:24:15.836238] [INFO ] [sig       ] Generating forecast for: NWG
[2025-09-29T22:24:15.836277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-09-29T22:24:15.848588] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NWG'.
[2025-09-29T22:24:15.849115] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-09-29T22:24:15.877925] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:15.878807] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-09-29T22:24:15.878866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:15.878927] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:15.878983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:15.879047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:15.899239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:15.900163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:15.900280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:15.900323] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:15.937761] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:15.937948] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:15.937998] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:15.938032] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:15.942190] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: UP (p=96.76%)
[2025-09-29T22:24:15.942528] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-09-29T22:24:15.942711] [INFO ] [sig       ] NWG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:16.101201] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NWG.txt
[2025-09-29T22:24:16.101472] [WARN ] [sig       ] [1453/2211] Failed NWG after 0.3s | 4.08 sym/s | Total: 5.9m | ETA: 3.1m
[2025-09-29T22:24:16.101574] [INFO ] [sig       ] [1454/2211] Forecasting NWN...
[2025-09-29T22:24:16.101667] [INFO ] [sig       ] Generating forecast for: NWN
[2025-09-29T22:24:16.101735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWN' from 'https://tdm.silogroup.org/data/derivative_storage/NWN.csv'.
[2025-09-29T22:24:16.112339] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NWN'.
[2025-09-29T22:24:16.112767] [INFO ] [FORECASTER] Starting predict_future for NWN
[2025-09-29T22:24:16.141248] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:16.142239] [DEBUG] [LOCAL     ] No optimal features file found for NWN: ./output/feature-sets/NWN.txt
[2025-09-29T22:24:16.142300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:16.142336] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:16.142364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:16.142455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:16.164191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:16.165052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:16.165141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:16.165178] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:16.202318] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:16.202451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:16.202516] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:16.202577] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:16.206688] [DEBUG] [FORECASTER] NWN: Forecast T+1@11:T+2@11: UP (p=72.68%)
[2025-09-29T22:24:16.207163] [INFO ] [FORECASTER] Completed predict_future for NWN
[2025-09-29T22:24:16.207325] [INFO ] [sig       ] NWN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:16.379567] [INFO ] [LOCAL     ] Saved forecast: NWN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NWN.txt
[2025-09-29T22:24:16.379927] [WARN ] [sig       ] [1454/2211] Failed NWN after 0.3s | 4.08 sym/s | Total: 5.9m | ETA: 3.1m
[2025-09-29T22:24:16.380039] [INFO ] [sig       ] [1455/2211] Forecasting NX...
[2025-09-29T22:24:16.380081] [INFO ] [sig       ] Generating forecast for: NX
[2025-09-29T22:24:16.380116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-09-29T22:24:16.391901] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NX'.
[2025-09-29T22:24:16.392341] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-09-29T22:24:16.424221] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:16.425223] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-09-29T22:24:16.425284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:16.425322] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:16.425352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:16.425411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:16.446963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:16.447824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:16.447913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:16.447950] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:16.488405] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:16.488547] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:16.488620] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:16.488706] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:16.492291] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: DOWN (p=40.13%)
[2025-09-29T22:24:16.492580] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-09-29T22:24:16.492748] [INFO ] [sig       ] NX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:16.674370] [INFO ] [LOCAL     ] Saved forecast: NX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NX.txt
[2025-09-29T22:24:16.674812] [WARN ] [sig       ] [1455/2211] Failed NX after 0.3s | 4.08 sym/s | Total: 5.9m | ETA: 3.1m
[2025-09-29T22:24:16.674904] [INFO ] [sig       ] [1456/2211] Forecasting NXC...
[2025-09-29T22:24:16.674951] [INFO ] [sig       ] Generating forecast for: NXC
[2025-09-29T22:24:16.675057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-09-29T22:24:16.685489] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NXC'.
[2025-09-29T22:24:16.685845] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-09-29T22:24:16.718413] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:16.719533] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-09-29T22:24:16.719603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:16.719715] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:16.719755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:16.719817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:16.743148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:16.744111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:16.744206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:16.744246] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:16.783526] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:16.783703] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:16.783811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:16.783851] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:16.788045] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: UP (p=90.44%)
[2025-09-29T22:24:16.788398] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-09-29T22:24:16.788586] [INFO ] [sig       ] NXC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:17.066941] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NXC.txt
[2025-09-29T22:24:17.067208] [WARN ] [sig       ] [1456/2211] Failed NXC after 0.4s | 4.07 sym/s | Total: 6.0m | ETA: 3.1m
[2025-09-29T22:24:17.067292] [INFO ] [sig       ] [1457/2211] Forecasting NXDT...
[2025-09-29T22:24:17.067333] [INFO ] [sig       ] Generating forecast for: NXDT
[2025-09-29T22:24:17.067366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXDT' from 'https://tdm.silogroup.org/data/derivative_storage/NXDT.csv'.
[2025-09-29T22:24:17.078047] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NXDT'.
[2025-09-29T22:24:17.078357] [INFO ] [FORECASTER] Starting predict_future for NXDT
[2025-09-29T22:24:17.104865] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:17.105682] [DEBUG] [LOCAL     ] No optimal features file found for NXDT: ./output/feature-sets/NXDT.txt
[2025-09-29T22:24:17.105740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:17.105776] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:17.105849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:17.105919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:17.124362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:17.125026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:17.125115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:17.125152] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:17.159365] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:17.159501] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:17.159543] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:17.159575] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:17.163130] [DEBUG] [FORECASTER] NXDT: Forecast T+1@11:T+2@11: DOWN (p=24.82%)
[2025-09-29T22:24:17.163415] [INFO ] [FORECASTER] Completed predict_future for NXDT
[2025-09-29T22:24:17.163552] [INFO ] [sig       ] NXDT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:17.320400] [INFO ] [LOCAL     ] Saved forecast: NXDT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NXDT.txt
[2025-09-29T22:24:17.320792] [WARN ] [sig       ] [1457/2211] Failed NXDT after 0.3s | 4.07 sym/s | Total: 6.0m | ETA: 3.1m
[2025-09-29T22:24:17.320898] [INFO ] [sig       ] [1458/2211] Forecasting NXE...
[2025-09-29T22:24:17.320944] [INFO ] [sig       ] Generating forecast for: NXE
[2025-09-29T22:24:17.321034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-09-29T22:24:17.333042] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NXE'.
[2025-09-29T22:24:17.333470] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-09-29T22:24:17.360619] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:17.361510] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-09-29T22:24:17.361567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:17.361604] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:17.361632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:17.361731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:17.381783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:17.382564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:17.382677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:17.382733] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:17.421970] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:17.422128] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:17.422171] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:17.422202] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:17.425780] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=69.53%)
[2025-09-29T22:24:17.426085] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-09-29T22:24:17.426255] [INFO ] [sig       ] NXE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:17.591018] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NXE.txt
[2025-09-29T22:24:17.591321] [WARN ] [sig       ] [1458/2211] Failed NXE after 0.3s | 4.07 sym/s | Total: 6.0m | ETA: 3.1m
[2025-09-29T22:24:17.591404] [INFO ] [sig       ] [1459/2211] Forecasting NXG...
[2025-09-29T22:24:17.591445] [INFO ] [sig       ] Generating forecast for: NXG
[2025-09-29T22:24:17.591480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-09-29T22:24:17.603258] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NXG'.
[2025-09-29T22:24:17.603784] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-09-29T22:24:17.645476] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:17.646637] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-09-29T22:24:17.646739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:17.646805] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:17.646876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:17.646983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:17.667777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:17.668706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:17.668844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:17.668914] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:17.717222] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:17.717425] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:17.717476] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:17.717593] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:17.723209] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=35.66%)
[2025-09-29T22:24:17.723544] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-09-29T22:24:17.723725] [INFO ] [sig       ] NXG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:17.886218] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NXG.txt
[2025-09-29T22:24:17.886491] [WARN ] [sig       ] [1459/2211] Failed NXG after 0.3s | 4.07 sym/s | Total: 6.0m | ETA: 3.1m
[2025-09-29T22:24:17.886575] [INFO ] [sig       ] [1460/2211] Forecasting NXJ...
[2025-09-29T22:24:17.886615] [INFO ] [sig       ] Generating forecast for: NXJ
[2025-09-29T22:24:17.886678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXJ' from 'https://tdm.silogroup.org/data/derivative_storage/NXJ.csv'.
[2025-09-29T22:24:17.897581] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NXJ'.
[2025-09-29T22:24:17.898004] [INFO ] [FORECASTER] Starting predict_future for NXJ
[2025-09-29T22:24:17.925960] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:17.926888] [DEBUG] [LOCAL     ] No optimal features file found for NXJ: ./output/feature-sets/NXJ.txt
[2025-09-29T22:24:17.926952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:17.926996] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:17.927037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:17.927123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:17.946591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:17.947511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:17.947607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:17.947671] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:17.984695] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:17.984870] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:17.984919] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:17.984952] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:17.988698] [DEBUG] [FORECASTER] NXJ: Forecast T+1@11:T+2@11: UP (p=58.96%)
[2025-09-29T22:24:17.989012] [INFO ] [FORECASTER] Completed predict_future for NXJ
[2025-09-29T22:24:17.989155] [INFO ] [sig       ] NXJ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:18.144188] [INFO ] [LOCAL     ] Saved forecast: NXJ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/NXJ.txt
[2025-09-29T22:24:18.144428] [WARN ] [sig       ] [1460/2211] Failed NXJ after 0.3s | 4.07 sym/s | Total: 6.0m | ETA: 3.1m
[2025-09-29T22:24:18.144506] [INFO ] [sig       ] [1461/2211] Forecasting NXN...
[2025-09-29T22:24:18.144546] [INFO ] [sig       ] Generating forecast for: NXN
[2025-09-29T22:24:18.144578] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXN' from 'https://tdm.silogroup.org/data/derivative_storage/NXN.csv'.
[2025-09-29T22:24:18.154262] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NXN'.
[2025-09-29T22:24:18.154553] [INFO ] [FORECASTER] Starting predict_future for NXN
[2025-09-29T22:24:18.180767] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:18.181575] [DEBUG] [LOCAL     ] No optimal features file found for NXN: ./output/feature-sets/NXN.txt
[2025-09-29T22:24:18.181660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:18.181722] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:18.181757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:18.181818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:18.200101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:18.200907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:18.201000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:18.201038] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:18.242887] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:18.243035] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:18.243080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:18.243111] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:18.246781] [DEBUG] [FORECASTER] NXN: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-09-29T22:24:18.247076] [INFO ] [FORECASTER] Completed predict_future for NXN
[2025-09-29T22:24:18.247248] [INFO ] [sig       ] NXN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:18.409507] [INFO ] [LOCAL     ] Saved forecast: NXN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NXN.txt
[2025-09-29T22:24:18.409805] [WARN ] [sig       ] [1461/2211] Failed NXN after 0.3s | 4.07 sym/s | Total: 6.0m | ETA: 3.1m
[2025-09-29T22:24:18.409905] [INFO ] [sig       ] [1462/2211] Forecasting NXP...
[2025-09-29T22:24:18.409950] [INFO ] [sig       ] Generating forecast for: NXP
[2025-09-29T22:24:18.409990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-09-29T22:24:18.420717] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NXP'.
[2025-09-29T22:24:18.421117] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-09-29T22:24:18.450569] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:18.451488] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-09-29T22:24:18.451547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:18.451584] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:18.451615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:18.451717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:18.471713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:18.472356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:18.472443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:18.472480] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:18.513576] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:18.513768] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:18.513822] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:18.513856] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:18.517897] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: DOWN (p=22.81%)
[2025-09-29T22:24:18.518242] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-09-29T22:24:18.518412] [INFO ] [sig       ] NXP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:18.672431] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NXP.txt
[2025-09-29T22:24:18.672691] [WARN ] [sig       ] [1462/2211] Failed NXP after 0.3s | 4.07 sym/s | Total: 6.0m | ETA: 3.1m
[2025-09-29T22:24:18.672774] [INFO ] [sig       ] [1463/2211] Forecasting NXRT...
[2025-09-29T22:24:18.672814] [INFO ] [sig       ] Generating forecast for: NXRT
[2025-09-29T22:24:18.672847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXRT' from 'https://tdm.silogroup.org/data/derivative_storage/NXRT.csv'.
[2025-09-29T22:24:18.683897] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NXRT'.
[2025-09-29T22:24:18.684255] [INFO ] [FORECASTER] Starting predict_future for NXRT
[2025-09-29T22:24:18.710494] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:18.711355] [DEBUG] [LOCAL     ] No optimal features file found for NXRT: ./output/feature-sets/NXRT.txt
[2025-09-29T22:24:18.711411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:18.711445] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:18.711473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:18.711531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:18.729623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:18.730242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:18.730327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:18.730361] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:18.765207] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:18.765333] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:18.765373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:18.765402] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:18.768935] [DEBUG] [FORECASTER] NXRT: Forecast T+1@11:T+2@11: DOWN (p=18.22%)
[2025-09-29T22:24:18.769207] [INFO ] [FORECASTER] Completed predict_future for NXRT
[2025-09-29T22:24:18.769423] [INFO ] [sig       ] NXRT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:18.915949] [INFO ] [LOCAL     ] Saved forecast: NXRT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NXRT.txt
[2025-09-29T22:24:18.916187] [WARN ] [sig       ] [1463/2211] Failed NXRT after 0.2s | 4.07 sym/s | Total: 6.0m | ETA: 3.1m
[2025-09-29T22:24:18.916267] [INFO ] [sig       ] [1464/2211] Forecasting NYT...
[2025-09-29T22:24:18.916307] [INFO ] [sig       ] Generating forecast for: NYT
[2025-09-29T22:24:18.916340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYT' from 'https://tdm.silogroup.org/data/derivative_storage/NYT.csv'.
[2025-09-29T22:24:18.926701] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NYT'.
[2025-09-29T22:24:18.927020] [INFO ] [FORECASTER] Starting predict_future for NYT
[2025-09-29T22:24:18.952960] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:18.953748] [DEBUG] [LOCAL     ] No optimal features file found for NYT: ./output/feature-sets/NYT.txt
[2025-09-29T22:24:18.953809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:18.953845] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:18.953874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:18.953932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:18.972612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:18.973343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:18.973432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:18.973468] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:19.012437] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:19.012636] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:19.012727] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:19.012763] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:19.016296] [DEBUG] [FORECASTER] NYT: Forecast T+1@11:T+2@11: DOWN (p=43.03%)
[2025-09-29T22:24:19.016587] [INFO ] [FORECASTER] Completed predict_future for NYT
[2025-09-29T22:24:19.016758] [INFO ] [sig       ] NYT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:19.165519] [INFO ] [LOCAL     ] Saved forecast: NYT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NYT.txt
[2025-09-29T22:24:19.165845] [WARN ] [sig       ] [1464/2211] Failed NYT after 0.2s | 4.07 sym/s | Total: 6.0m | ETA: 3.1m
[2025-09-29T22:24:19.165973] [INFO ] [sig       ] [1465/2211] Forecasting NZF...
[2025-09-29T22:24:19.166025] [INFO ] [sig       ] Generating forecast for: NZF
[2025-09-29T22:24:19.166061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-09-29T22:24:19.176185] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'NZF'.
[2025-09-29T22:24:19.176491] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-09-29T22:24:19.202873] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:19.203635] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-09-29T22:24:19.203720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:19.203757] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:19.203786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:19.203844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:19.222168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:19.222844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:19.222929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:19.222963] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:19.260981] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:19.261154] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:19.261199] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:19.261230] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:19.264999] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=41.83%)
[2025-09-29T22:24:19.265299] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-09-29T22:24:19.265440] [INFO ] [sig       ] NZF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:19.420455] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/NZF.txt
[2025-09-29T22:24:19.420800] [WARN ] [sig       ] [1465/2211] Failed NZF after 0.3s | 4.07 sym/s | Total: 6.0m | ETA: 3.1m
[2025-09-29T22:24:19.420948] [INFO ] [sig       ] [1466/2211] Forecasting OBDC...
[2025-09-29T22:24:19.421000] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-09-29T22:24:19.421064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-09-29T22:24:19.432905] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OBDC'.
[2025-09-29T22:24:19.433381] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-09-29T22:24:19.462333] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:19.463272] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-09-29T22:24:19.463332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:19.463369] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:19.463399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:19.463464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:19.483818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:19.484814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:19.484909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:19.484946] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:19.527050] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:19.527258] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:19.527312] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:19.527346] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:19.531909] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: DOWN (p=35.36%)
[2025-09-29T22:24:19.532479] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-09-29T22:24:19.532727] [INFO ] [sig       ] OBDC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:19.697333] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/OBDC.txt
[2025-09-29T22:24:19.697777] [WARN ] [sig       ] [1466/2211] Failed OBDC after 0.3s | 4.07 sym/s | Total: 6.0m | ETA: 3.0m
[2025-09-29T22:24:19.697867] [INFO ] [sig       ] [1467/2211] Forecasting OBK...
[2025-09-29T22:24:19.697907] [INFO ] [sig       ] Generating forecast for: OBK
[2025-09-29T22:24:19.697939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-09-29T22:24:19.708875] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OBK'.
[2025-09-29T22:24:19.709220] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-09-29T22:24:19.737699] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:19.738622] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-09-29T22:24:19.738728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:19.738795] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:19.738830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:19.738893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:19.757858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:19.758709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:19.758820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:19.758875] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:19.797308] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:19.797434] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:19.797476] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:19.797508] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:19.801226] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: UP (p=95.78%)
[2025-09-29T22:24:19.801510] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-09-29T22:24:19.801671] [INFO ] [sig       ] OBK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:19.953736] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/OBK.txt
[2025-09-29T22:24:19.953961] [WARN ] [sig       ] [1467/2211] Failed OBK after 0.3s | 4.07 sym/s | Total: 6.0m | ETA: 3.0m
[2025-09-29T22:24:19.954038] [INFO ] [sig       ] [1468/2211] Forecasting OC...
[2025-09-29T22:24:19.954078] [INFO ] [sig       ] Generating forecast for: OC
[2025-09-29T22:24:19.954111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-09-29T22:24:19.958703] [WARN ] [REMOTE    ] Historical data not found for symbol 'OC' (404).
[2025-09-29T22:24:19.958901] [FATAL] [sig       ] OC: No historical data fetched.
[2025-09-29T22:24:19.958988] [WARN ] [sig       ] [1468/2211] Failed OC after 0.0s | 4.08 sym/s | Total: 6.0m | ETA: 3.0m
[2025-09-29T22:24:19.959058] [INFO ] [sig       ] [1469/2211] Forecasting OCFT...
[2025-09-29T22:24:19.959097] [INFO ] [sig       ] Generating forecast for: OCFT
[2025-09-29T22:24:19.959130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFT' from 'https://tdm.silogroup.org/data/derivative_storage/OCFT.csv'.
[2025-09-29T22:24:19.972248] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OCFT'.
[2025-09-29T22:24:19.972693] [INFO ] [FORECASTER] Starting predict_future for OCFT
[2025-09-29T22:24:20.000276] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:20.001137] [DEBUG] [LOCAL     ] No optimal features file found for OCFT: ./output/feature-sets/OCFT.txt
[2025-09-29T22:24:20.001200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:20.001237] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:20.001268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:20.001328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:20.019324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:20.020043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:20.020137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:20.020176] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:20.055721] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:20.055863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:20.055906] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:20.055936] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:20.059402] [DEBUG] [FORECASTER] OCFT: Forecast T+1@11:T+2@11: DOWN (p=27.50%)
[2025-09-29T22:24:20.059714] [INFO ] [FORECASTER] Completed predict_future for OCFT
[2025-09-29T22:24:20.059857] [INFO ] [sig       ] OCFT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:20.212846] [INFO ] [LOCAL     ] Saved forecast: OCFT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/OCFT.txt
[2025-09-29T22:24:20.213103] [WARN ] [sig       ] [1469/2211] Failed OCFT after 0.3s | 4.08 sym/s | Total: 6.0m | ETA: 3.0m
[2025-09-29T22:24:20.213185] [INFO ] [sig       ] [1470/2211] Forecasting ODC...
[2025-09-29T22:24:20.213295] [INFO ] [sig       ] Generating forecast for: ODC
[2025-09-29T22:24:20.213342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-09-29T22:24:20.224383] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ODC'.
[2025-09-29T22:24:20.224799] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-09-29T22:24:20.251481] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:20.252328] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-09-29T22:24:20.252391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:20.252427] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:20.252455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:20.252513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:20.270744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:20.271340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:20.271427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:20.271464] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:20.308151] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:20.308307] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:20.308353] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:20.308384] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:20.311949] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: DOWN (p=26.88%)
[2025-09-29T22:24:20.312232] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-09-29T22:24:20.312403] [INFO ] [sig       ] ODC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:20.472508] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ODC.txt
[2025-09-29T22:24:20.472786] [WARN ] [sig       ] [1470/2211] Failed ODC after 0.3s | 4.08 sym/s | Total: 6.0m | ETA: 3.0m
[2025-09-29T22:24:20.472887] [INFO ] [sig       ] [1471/2211] Forecasting ODV...
[2025-09-29T22:24:20.472930] [INFO ] [sig       ] Generating forecast for: ODV
[2025-09-29T22:24:20.472965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODV' from 'https://tdm.silogroup.org/data/derivative_storage/ODV.csv'.
[2025-09-29T22:24:20.483710] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ODV'.
[2025-09-29T22:24:20.484257] [INFO ] [FORECASTER] Starting predict_future for ODV
[2025-09-29T22:24:20.512878] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:20.513751] [DEBUG] [LOCAL     ] No optimal features file found for ODV: ./output/feature-sets/ODV.txt
[2025-09-29T22:24:20.513810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:20.513847] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:20.513877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:20.513939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:20.534183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:20.535097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:20.535192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:20.535229] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:20.574672] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:20.574863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:20.574912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:20.574946] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:20.579187] [DEBUG] [FORECASTER] ODV: Forecast T+1@11:T+2@11: UP (p=88.41%)
[2025-09-29T22:24:20.579591] [INFO ] [FORECASTER] Completed predict_future for ODV
[2025-09-29T22:24:20.579786] [INFO ] [sig       ] ODV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:20.733823] [INFO ] [LOCAL     ] Saved forecast: ODV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ODV.txt
[2025-09-29T22:24:20.734079] [WARN ] [sig       ] [1471/2211] Failed ODV after 0.3s | 4.08 sym/s | Total: 6.0m | ETA: 3.0m
[2025-09-29T22:24:20.734160] [INFO ] [sig       ] [1472/2211] Forecasting OEC...
[2025-09-29T22:24:20.734202] [INFO ] [sig       ] Generating forecast for: OEC
[2025-09-29T22:24:20.734235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-09-29T22:24:20.745153] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OEC'.
[2025-09-29T22:24:20.745522] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-09-29T22:24:20.773030] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:20.773892] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-09-29T22:24:20.773949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:20.773986] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:20.774015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:20.774075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:20.793100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:20.793765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:20.793856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:20.793894] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:20.830045] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:20.830165] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:20.830206] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:20.830260] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:20.833943] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=48.12%)
[2025-09-29T22:24:20.834234] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-09-29T22:24:20.834370] [INFO ] [sig       ] OEC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:20.985447] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/OEC.txt
[2025-09-29T22:24:20.985723] [WARN ] [sig       ] [1472/2211] Failed OEC after 0.3s | 4.08 sym/s | Total: 6.0m | ETA: 3.0m
[2025-09-29T22:24:20.985824] [INFO ] [sig       ] [1473/2211] Forecasting OFG...
[2025-09-29T22:24:20.985887] [INFO ] [sig       ] Generating forecast for: OFG
[2025-09-29T22:24:20.985928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-09-29T22:24:20.996774] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OFG'.
[2025-09-29T22:24:20.997226] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-09-29T22:24:21.025212] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:21.026068] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-09-29T22:24:21.026126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:21.026162] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:21.026191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:21.026252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:21.046995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:21.047931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:21.048030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:21.048067] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:21.124617] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:21.124824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:21.124874] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:21.124905] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:21.128967] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: UP (p=61.71%)
[2025-09-29T22:24:21.129261] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-09-29T22:24:21.129403] [INFO ] [sig       ] OFG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:21.283072] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/OFG.txt
[2025-09-29T22:24:21.283337] [WARN ] [sig       ] [1473/2211] Failed OFG after 0.3s | 4.07 sym/s | Total: 6.0m | ETA: 3.0m
[2025-09-29T22:24:21.283419] [INFO ] [sig       ] [1474/2211] Forecasting OGE...
[2025-09-29T22:24:21.283461] [INFO ] [sig       ] Generating forecast for: OGE
[2025-09-29T22:24:21.283496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-09-29T22:24:21.288792] [WARN ] [REMOTE    ] Historical data not found for symbol 'OGE' (404).
[2025-09-29T22:24:21.289091] [FATAL] [sig       ] OGE: No historical data fetched.
[2025-09-29T22:24:21.289185] [WARN ] [sig       ] [1474/2211] Failed OGE after 0.0s | 4.08 sym/s | Total: 6.0m | ETA: 3.0m
[2025-09-29T22:24:21.289254] [INFO ] [sig       ] [1475/2211] Forecasting OGN...
[2025-09-29T22:24:21.289295] [INFO ] [sig       ] Generating forecast for: OGN
[2025-09-29T22:24:21.289327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-09-29T22:24:21.300172] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OGN'.
[2025-09-29T22:24:21.300581] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-09-29T22:24:21.331998] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:21.333072] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-09-29T22:24:21.333137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:21.333174] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:21.333204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:21.333265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:21.356611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:21.357749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:21.357854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:21.357892] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:21.402318] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:21.402496] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:21.402555] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:21.402599] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:21.406436] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2025-09-29T22:24:21.406893] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-09-29T22:24:21.407149] [INFO ] [sig       ] OGN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:21.574876] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/OGN.txt
[2025-09-29T22:24:21.575170] [WARN ] [sig       ] [1475/2211] Failed OGN after 0.3s | 4.08 sym/s | Total: 6.0m | ETA: 3.0m
[2025-09-29T22:24:21.575254] [INFO ] [sig       ] [1476/2211] Forecasting OGS...
[2025-09-29T22:24:21.575297] [INFO ] [sig       ] Generating forecast for: OGS
[2025-09-29T22:24:21.575331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGS' from 'https://tdm.silogroup.org/data/derivative_storage/OGS.csv'.
[2025-09-29T22:24:21.587714] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OGS'.
[2025-09-29T22:24:21.588181] [INFO ] [FORECASTER] Starting predict_future for OGS
[2025-09-29T22:24:21.615984] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:21.616827] [DEBUG] [LOCAL     ] No optimal features file found for OGS: ./output/feature-sets/OGS.txt
[2025-09-29T22:24:21.616885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:21.616921] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:21.616950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:21.617010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:21.635619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:21.636696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:21.636875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:21.636928] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:21.685098] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:21.685327] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:21.685400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:21.685438] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:21.690000] [DEBUG] [FORECASTER] OGS: Forecast T+1@11:T+2@11: UP (p=72.47%)
[2025-09-29T22:24:21.690350] [INFO ] [FORECASTER] Completed predict_future for OGS
[2025-09-29T22:24:21.690509] [INFO ] [sig       ] OGS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:21.842567] [INFO ] [LOCAL     ] Saved forecast: OGS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/OGS.txt
[2025-09-29T22:24:21.842862] [WARN ] [sig       ] [1476/2211] Failed OGS after 0.3s | 4.08 sym/s | Total: 6.0m | ETA: 3.0m
[2025-09-29T22:24:21.842954] [INFO ] [sig       ] [1477/2211] Forecasting OHI...
[2025-09-29T22:24:21.842995] [INFO ] [sig       ] Generating forecast for: OHI
[2025-09-29T22:24:21.843028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-09-29T22:24:21.853705] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OHI'.
[2025-09-29T22:24:21.854038] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-09-29T22:24:21.880419] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:21.881237] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-09-29T22:24:21.881297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:21.881332] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:21.881361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:21.881420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:21.900380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:21.901048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:21.901136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:21.901171] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:21.940539] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:21.940710] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:21.940796] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:21.940852] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:21.944554] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: UP (p=58.76%)
[2025-09-29T22:24:21.944880] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-09-29T22:24:21.945032] [INFO ] [sig       ] OHI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:22.095550] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/OHI.txt
[2025-09-29T22:24:22.095817] [WARN ] [sig       ] [1477/2211] Failed OHI after 0.3s | 4.08 sym/s | Total: 6.0m | ETA: 3.0m
[2025-09-29T22:24:22.095901] [INFO ] [sig       ] [1478/2211] Forecasting OI...
[2025-09-29T22:24:22.095940] [INFO ] [sig       ] Generating forecast for: OI
[2025-09-29T22:24:22.095973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-09-29T22:24:22.110591] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OI'.
[2025-09-29T22:24:22.111130] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-09-29T22:24:22.146144] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:22.147459] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-09-29T22:24:22.147529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:22.147572] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:22.147608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:22.147713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:22.168342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:22.169224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:22.169316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:22.169417] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:22.226424] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:22.226639] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:22.226755] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:22.226813] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:22.232276] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: UP (p=94.63%)
[2025-09-29T22:24:22.232744] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-09-29T22:24:22.232953] [INFO ] [sig       ] OI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:22.400008] [INFO ] [LOCAL     ] Saved forecast: OI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/OI.txt
[2025-09-29T22:24:22.400289] [WARN ] [sig       ] [1478/2211] Failed OI after 0.3s | 4.08 sym/s | Total: 6.0m | ETA: 3.0m
[2025-09-29T22:24:22.400387] [INFO ] [sig       ] [1479/2211] Forecasting OIA...
[2025-09-29T22:24:22.400436] [INFO ] [sig       ] Generating forecast for: OIA
[2025-09-29T22:24:22.400471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-09-29T22:24:22.411462] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OIA'.
[2025-09-29T22:24:22.411968] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-09-29T22:24:22.439455] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:22.440355] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-09-29T22:24:22.440418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:22.440456] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:22.440487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:22.440622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:22.460535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:22.461489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:22.461603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:22.461693] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:22.507982] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:22.508170] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:22.508223] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:22.508256] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:22.512151] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: UP (p=77.22%)
[2025-09-29T22:24:22.512487] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-09-29T22:24:22.512821] [INFO ] [sig       ] OIA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:22.676904] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/OIA.txt
[2025-09-29T22:24:22.677200] [WARN ] [sig       ] [1479/2211] Failed OIA after 0.3s | 4.08 sym/s | Total: 6.0m | ETA: 3.0m
[2025-09-29T22:24:22.677283] [INFO ] [sig       ] [1480/2211] Forecasting OII...
[2025-09-29T22:24:22.677324] [INFO ] [sig       ] Generating forecast for: OII
[2025-09-29T22:24:22.677358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-09-29T22:24:22.688476] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OII'.
[2025-09-29T22:24:22.688873] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-09-29T22:24:22.715160] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:22.716061] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-09-29T22:24:22.716121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:22.716159] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:22.716192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:22.716253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:22.742845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:22.743529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:22.743622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:22.743697] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:22.792423] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:22.792614] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:22.792714] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:22.792773] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:22.798028] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: UP (p=73.94%)
[2025-09-29T22:24:22.798356] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-09-29T22:24:22.798507] [INFO ] [sig       ] OII: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:22.961354] [INFO ] [LOCAL     ] Saved forecast: OII	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/OII.txt
[2025-09-29T22:24:22.961698] [WARN ] [sig       ] [1480/2211] Failed OII after 0.3s | 4.07 sym/s | Total: 6.1m | ETA: 3.0m
[2025-09-29T22:24:22.961799] [INFO ] [sig       ] [1481/2211] Forecasting OIS...
[2025-09-29T22:24:22.961845] [INFO ] [sig       ] Generating forecast for: OIS
[2025-09-29T22:24:22.961884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-09-29T22:24:22.974431] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OIS'.
[2025-09-29T22:24:22.975009] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-09-29T22:24:23.009613] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:23.010776] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-09-29T22:24:23.010857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:23.010918] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:23.010956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:23.011037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:23.036540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:23.037758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:23.037857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:23.037893] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:23.072761] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:23.072932] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:23.072976] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:23.073007] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:23.076898] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: DOWN (p=33.40%)
[2025-09-29T22:24:23.077312] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-09-29T22:24:23.077482] [INFO ] [sig       ] OIS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:23.238047] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/OIS.txt
[2025-09-29T22:24:23.238280] [WARN ] [sig       ] [1481/2211] Failed OIS after 0.3s | 4.07 sym/s | Total: 6.1m | ETA: 3.0m
[2025-09-29T22:24:23.238357] [INFO ] [sig       ] [1482/2211] Forecasting OKE...
[2025-09-29T22:24:23.238431] [INFO ] [sig       ] Generating forecast for: OKE
[2025-09-29T22:24:23.238472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-09-29T22:24:23.248755] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OKE'.
[2025-09-29T22:24:23.249107] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-09-29T22:24:23.275722] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:23.276458] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-09-29T22:24:23.276512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:23.276546] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:23.276574] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:23.276632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:23.295155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:23.295850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:23.295941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:23.295977] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:23.332749] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:23.332858] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:23.332897] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:23.332929] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:23.336290] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2025-09-29T22:24:23.336560] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-09-29T22:24:23.336723] [INFO ] [sig       ] OKE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:23.492475] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/OKE.txt
[2025-09-29T22:24:23.492734] [WARN ] [sig       ] [1482/2211] Failed OKE after 0.3s | 4.07 sym/s | Total: 6.1m | ETA: 3.0m
[2025-09-29T22:24:23.492820] [INFO ] [sig       ] [1483/2211] Forecasting OKLO...
[2025-09-29T22:24:23.492861] [INFO ] [sig       ] Generating forecast for: OKLO
[2025-09-29T22:24:23.492895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKLO' from 'https://tdm.silogroup.org/data/derivative_storage/OKLO.csv'.
[2025-09-29T22:24:23.497797] [WARN ] [REMOTE    ] Historical data not found for symbol 'OKLO' (404).
[2025-09-29T22:24:23.497993] [FATAL] [sig       ] OKLO: No historical data fetched.
[2025-09-29T22:24:23.498084] [WARN ] [sig       ] [1483/2211] Failed OKLO after 0.0s | 4.08 sym/s | Total: 6.1m | ETA: 3.0m
[2025-09-29T22:24:23.498154] [INFO ] [sig       ] [1484/2211] Forecasting OLN...
[2025-09-29T22:24:23.498196] [INFO ] [sig       ] Generating forecast for: OLN
[2025-09-29T22:24:23.498228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-09-29T22:24:23.507824] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OLN'.
[2025-09-29T22:24:23.508127] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-09-29T22:24:23.534115] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:23.535000] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-09-29T22:24:23.535057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:23.535094] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:23.535124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:23.535184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:23.553172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:23.553779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:23.553863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:23.553896] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:23.589706] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:23.589806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:23.589848] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:23.589878] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:23.593220] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: UP (p=80.89%)
[2025-09-29T22:24:23.593527] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-09-29T22:24:23.593688] [INFO ] [sig       ] OLN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:23.750719] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/OLN.txt
[2025-09-29T22:24:23.750957] [WARN ] [sig       ] [1484/2211] Failed OLN after 0.3s | 4.08 sym/s | Total: 6.1m | ETA: 3.0m
[2025-09-29T22:24:23.751033] [INFO ] [sig       ] [1485/2211] Forecasting OLP...
[2025-09-29T22:24:23.751073] [INFO ] [sig       ] Generating forecast for: OLP
[2025-09-29T22:24:23.751106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-09-29T22:24:23.761676] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OLP'.
[2025-09-29T22:24:23.762078] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-09-29T22:24:23.791085] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:23.791957] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-09-29T22:24:23.792016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:23.792053] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:23.792082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:23.792141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:23.813717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:23.814443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:23.814535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:23.814571] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:23.841665] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:23.841779] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:23.841820] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:23.841850] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:23.845262] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: DOWN (p=12.77%)
[2025-09-29T22:24:23.845541] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-09-29T22:24:23.845704] [INFO ] [sig       ] OLP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:23.999130] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/OLP.txt
[2025-09-29T22:24:23.999371] [WARN ] [sig       ] [1485/2211] Failed OLP after 0.2s | 4.08 sym/s | Total: 6.1m | ETA: 3.0m
[2025-09-29T22:24:23.999456] [INFO ] [sig       ] [1486/2211] Forecasting OMC...
[2025-09-29T22:24:23.999496] [INFO ] [sig       ] Generating forecast for: OMC
[2025-09-29T22:24:23.999528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-09-29T22:24:24.009749] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OMC'.
[2025-09-29T22:24:24.010196] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-09-29T22:24:24.038372] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:24.039423] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-09-29T22:24:24.039484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:24.039521] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:24.039551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:24.039612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:24.058836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:24.059548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:24.059637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:24.059718] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:24.090607] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:24.090828] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:24.090880] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:24.090956] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:24.096260] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: DOWN (p=11.19%)
[2025-09-29T22:24:24.096635] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-09-29T22:24:24.096855] [INFO ] [sig       ] OMC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:24.270094] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/OMC.txt
[2025-09-29T22:24:24.270343] [WARN ] [sig       ] [1486/2211] Failed OMC after 0.3s | 4.08 sym/s | Total: 6.1m | ETA: 3.0m
[2025-09-29T22:24:24.270433] [INFO ] [sig       ] [1487/2211] Forecasting OMF...
[2025-09-29T22:24:24.270504] [INFO ] [sig       ] Generating forecast for: OMF
[2025-09-29T22:24:24.270554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-09-29T22:24:24.280987] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OMF'.
[2025-09-29T22:24:24.281374] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-09-29T22:24:24.308917] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:24.309733] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-09-29T22:24:24.309799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:24.309844] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:24.309878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:24.309955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:24.329119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:24.329967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:24.330065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:24.330105] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:24.367762] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:24.367911] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:24.367985] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:24.368039] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:24.372258] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=39.84%)
[2025-09-29T22:24:24.372596] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-09-29T22:24:24.372801] [INFO ] [sig       ] OMF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:24.524384] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/OMF.txt
[2025-09-29T22:24:24.524687] [WARN ] [sig       ] [1487/2211] Failed OMF after 0.3s | 4.08 sym/s | Total: 6.1m | ETA: 3.0m
[2025-09-29T22:24:24.524789] [INFO ] [sig       ] [1488/2211] Forecasting OMI...
[2025-09-29T22:24:24.524860] [INFO ] [sig       ] Generating forecast for: OMI
[2025-09-29T22:24:24.524932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-09-29T22:24:24.536217] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OMI'.
[2025-09-29T22:24:24.536741] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-09-29T22:24:24.563864] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:24.564806] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-09-29T22:24:24.564865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:24.564902] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:24.564933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:24.564992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:24.583751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:24.584568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:24.584685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:24.584743] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:24.613175] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:24.613340] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:24.613385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:24.613417] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:24.617496] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2025-09-29T22:24:24.617893] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-09-29T22:24:24.618040] [INFO ] [sig       ] OMI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:24.775599] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/OMI.txt
[2025-09-29T22:24:24.775887] [WARN ] [sig       ] [1488/2211] Failed OMI after 0.3s | 4.08 sym/s | Total: 6.1m | ETA: 3.0m
[2025-09-29T22:24:24.775967] [INFO ] [sig       ] [1489/2211] Forecasting ONIT...
[2025-09-29T22:24:24.776008] [INFO ] [sig       ] Generating forecast for: ONIT
[2025-09-29T22:24:24.776040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONIT' from 'https://tdm.silogroup.org/data/derivative_storage/ONIT.csv'.
[2025-09-29T22:24:24.786128] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ONIT'.
[2025-09-29T22:24:24.786463] [INFO ] [FORECASTER] Starting predict_future for ONIT
[2025-09-29T22:24:24.815180] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:24.815971] [DEBUG] [LOCAL     ] No optimal features file found for ONIT: ./output/feature-sets/ONIT.txt
[2025-09-29T22:24:24.816029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:24.816064] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:24.816094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:24.816153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:24.834892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:24.835447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:24.835530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:24.835566] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:24.861825] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:24.861941] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:24.861981] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:24.862013] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:24.867788] [DEBUG] [FORECASTER] ONIT: Forecast T+1@11:T+2@11: DOWN (p=18.48%)
[2025-09-29T22:24:24.868071] [INFO ] [FORECASTER] Completed predict_future for ONIT
[2025-09-29T22:24:24.868200] [INFO ] [sig       ] ONIT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:25.021874] [INFO ] [LOCAL     ] Saved forecast: ONIT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ONIT.txt
[2025-09-29T22:24:25.022090] [WARN ] [sig       ] [1489/2211] Failed ONIT after 0.2s | 4.08 sym/s | Total: 6.1m | ETA: 3.0m
[2025-09-29T22:24:25.022187] [INFO ] [sig       ] [1490/2211] Forecasting ONL...
[2025-09-29T22:24:25.022251] [INFO ] [sig       ] Generating forecast for: ONL
[2025-09-29T22:24:25.022289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-09-29T22:24:25.032988] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ONL'.
[2025-09-29T22:24:25.033307] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-09-29T22:24:25.060247] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:25.061112] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-09-29T22:24:25.061176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:25.061214] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:25.061247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:25.061308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:25.080049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:25.080607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:25.080725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:25.080772] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:25.110044] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:25.110175] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:25.110225] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:25.110259] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:25.113738] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: UP (p=59.19%)
[2025-09-29T22:24:25.114017] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-09-29T22:24:25.114148] [INFO ] [sig       ] ONL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:25.266347] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ONL.txt
[2025-09-29T22:24:25.266568] [WARN ] [sig       ] [1490/2211] Failed ONL after 0.2s | 4.08 sym/s | Total: 6.1m | ETA: 2.9m
[2025-09-29T22:24:25.266667] [INFO ] [sig       ] [1491/2211] Forecasting ONON...
[2025-09-29T22:24:25.266723] [INFO ] [sig       ] Generating forecast for: ONON
[2025-09-29T22:24:25.266758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-09-29T22:24:25.277065] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ONON'.
[2025-09-29T22:24:25.277431] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-09-29T22:24:25.305332] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:25.306165] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-09-29T22:24:25.306222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:25.306258] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:25.306288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:25.306350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:25.325198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:25.325903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:25.325989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:25.326025] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:25.358301] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:25.358455] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:25.358499] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:25.358531] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:25.362092] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: UP (p=86.68%)
[2025-09-29T22:24:25.362370] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-09-29T22:24:25.362498] [INFO ] [sig       ] ONON: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:25.516987] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ONON.txt
[2025-09-29T22:24:25.517298] [WARN ] [sig       ] [1491/2211] Failed ONON after 0.3s | 4.08 sym/s | Total: 6.1m | ETA: 2.9m
[2025-09-29T22:24:25.517385] [INFO ] [sig       ] [1492/2211] Forecasting ONTF...
[2025-09-29T22:24:25.517429] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-09-29T22:24:25.517501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-09-29T22:24:25.527897] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ONTF'.
[2025-09-29T22:24:25.528268] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-09-29T22:24:25.555633] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:25.556469] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-09-29T22:24:25.556527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:25.556563] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:25.556593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:25.556673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:25.575492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:25.576123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:25.576212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:25.576248] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:25.609252] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:25.609441] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:25.609498] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:25.609531] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:25.612981] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=5.18%)
[2025-09-29T22:24:25.613285] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-09-29T22:24:25.613420] [INFO ] [sig       ] ONTF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:25.795024] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ONTF.txt
[2025-09-29T22:24:25.795275] [WARN ] [sig       ] [1492/2211] Failed ONTF after 0.3s | 4.08 sym/s | Total: 6.1m | ETA: 2.9m
[2025-09-29T22:24:25.795358] [INFO ] [sig       ] [1493/2211] Forecasting ONTO...
[2025-09-29T22:24:25.795428] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-09-29T22:24:25.795560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-09-29T22:24:25.807139] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ONTO'.
[2025-09-29T22:24:25.807511] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-09-29T22:24:25.835189] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:25.836031] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-09-29T22:24:25.836089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:25.836125] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:25.836153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:25.836211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:25.857324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:25.858180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:25.858272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:25.858346] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:25.896427] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:25.896584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:25.896629] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:25.896700] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:25.900569] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: UP (p=55.41%)
[2025-09-29T22:24:25.900886] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-09-29T22:24:25.901033] [INFO ] [sig       ] ONTO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:26.077183] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ONTO.txt
[2025-09-29T22:24:26.077552] [WARN ] [sig       ] [1493/2211] Failed ONTO after 0.3s | 4.08 sym/s | Total: 6.1m | ETA: 2.9m
[2025-09-29T22:24:26.077640] [INFO ] [sig       ] [1494/2211] Forecasting OOMA...
[2025-09-29T22:24:26.077736] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-09-29T22:24:26.077792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-09-29T22:24:26.089542] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OOMA'.
[2025-09-29T22:24:26.089957] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-09-29T22:24:26.117268] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:26.118124] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-09-29T22:24:26.118185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:26.118221] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:26.118251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:26.118310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:26.137810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:26.138522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:26.138659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:26.138718] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:26.173563] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:26.173729] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:26.173784] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:26.173817] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:26.177401] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=48.05%)
[2025-09-29T22:24:26.177768] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-09-29T22:24:26.177924] [INFO ] [sig       ] OOMA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:26.339789] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/OOMA.txt
[2025-09-29T22:24:26.340053] [WARN ] [sig       ] [1494/2211] Failed OOMA after 0.3s | 4.08 sym/s | Total: 6.1m | ETA: 2.9m
[2025-09-29T22:24:26.340139] [INFO ] [sig       ] [1495/2211] Forecasting OPAD...
[2025-09-29T22:24:26.340180] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-09-29T22:24:26.340216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-09-29T22:24:26.351000] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OPAD'.
[2025-09-29T22:24:26.351381] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-09-29T22:24:26.379515] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:26.380391] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-09-29T22:24:26.380449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:26.380485] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:26.380515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:26.380576] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:26.400727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:26.401428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:26.401526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:26.401563] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:26.435634] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:26.435802] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:26.435847] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:26.435878] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:26.439505] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: UP (p=59.23%)
[2025-09-29T22:24:26.439828] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-09-29T22:24:26.439968] [INFO ] [sig       ] OPAD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:26.594914] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/OPAD.txt
[2025-09-29T22:24:26.595150] [WARN ] [sig       ] [1495/2211] Failed OPAD after 0.3s | 4.08 sym/s | Total: 6.1m | ETA: 2.9m
[2025-09-29T22:24:26.595232] [INFO ] [sig       ] [1496/2211] Forecasting OPFI...
[2025-09-29T22:24:26.595272] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-09-29T22:24:26.595305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-09-29T22:24:26.605947] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OPFI'.
[2025-09-29T22:24:26.606281] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-09-29T22:24:26.633181] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:26.634016] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-09-29T22:24:26.634074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:26.634136] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:26.634186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:26.634302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:26.654499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:26.655274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:26.655363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:26.655399] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:26.694498] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:26.694710] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:26.694779] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:26.694821] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:26.699932] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: DOWN (p=34.40%)
[2025-09-29T22:24:26.700332] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-09-29T22:24:26.700510] [INFO ] [sig       ] OPFI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:26.855369] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/OPFI.txt
[2025-09-29T22:24:26.855635] [WARN ] [sig       ] [1496/2211] Failed OPFI after 0.3s | 4.08 sym/s | Total: 6.1m | ETA: 2.9m
[2025-09-29T22:24:26.855736] [INFO ] [sig       ] [1497/2211] Forecasting OPP...
[2025-09-29T22:24:26.855787] [INFO ] [sig       ] Generating forecast for: OPP
[2025-09-29T22:24:26.855823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-09-29T22:24:26.866540] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OPP'.
[2025-09-29T22:24:26.867022] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-09-29T22:24:26.895021] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:26.896143] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-09-29T22:24:26.896217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:26.896254] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:26.896285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:26.896347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:26.914931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:26.915864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:26.915961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:26.915997] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:26.954744] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:26.954921] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:26.954969] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:26.955000] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:26.958617] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: DOWN (p=13.48%)
[2025-09-29T22:24:26.958935] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-09-29T22:24:26.959074] [INFO ] [sig       ] OPP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:27.114014] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/OPP.txt
[2025-09-29T22:24:27.114260] [WARN ] [sig       ] [1497/2211] Failed OPP after 0.3s | 4.08 sym/s | Total: 6.1m | ETA: 2.9m
[2025-09-29T22:24:27.114337] [INFO ] [sig       ] [1498/2211] Forecasting OR...
[2025-09-29T22:24:27.114377] [INFO ] [sig       ] Generating forecast for: OR
[2025-09-29T22:24:27.114410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OR' from 'https://tdm.silogroup.org/data/derivative_storage/OR.csv'.
[2025-09-29T22:24:27.125700] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OR'.
[2025-09-29T22:24:27.126122] [INFO ] [FORECASTER] Starting predict_future for OR
[2025-09-29T22:24:27.153788] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:27.154595] [DEBUG] [LOCAL     ] No optimal features file found for OR: ./output/feature-sets/OR.txt
[2025-09-29T22:24:27.154682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:27.154734] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:27.154766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:27.154825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:27.174053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:27.174631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:27.174748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:27.174787] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:27.215884] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:27.216029] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:27.216073] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:27.216105] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:27.219832] [DEBUG] [FORECASTER] OR: Forecast T+1@11:T+2@11: UP (p=59.24%)
[2025-09-29T22:24:27.220129] [INFO ] [FORECASTER] Completed predict_future for OR
[2025-09-29T22:24:27.220277] [INFO ] [sig       ] OR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:27.382611] [INFO ] [LOCAL     ] Saved forecast: OR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/OR.txt
[2025-09-29T22:24:27.382872] [WARN ] [sig       ] [1498/2211] Failed OR after 0.3s | 4.07 sym/s | Total: 6.1m | ETA: 2.9m
[2025-09-29T22:24:27.382951] [INFO ] [sig       ] [1499/2211] Forecasting ORA...
[2025-09-29T22:24:27.382992] [INFO ] [sig       ] Generating forecast for: ORA
[2025-09-29T22:24:27.383024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-09-29T22:24:27.394206] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ORA'.
[2025-09-29T22:24:27.394580] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-09-29T22:24:27.421705] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:27.422599] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-09-29T22:24:27.422688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:27.422739] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:27.422771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:27.422832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:27.441617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:27.442471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:27.442567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:27.442604] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:27.475082] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:27.475249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:27.475295] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:27.475326] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:27.479165] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: UP (p=80.59%)
[2025-09-29T22:24:27.479451] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-09-29T22:24:27.480054] [INFO ] [sig       ] ORA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:27.630124] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ORA.txt
[2025-09-29T22:24:27.630373] [WARN ] [sig       ] [1499/2211] Failed ORA after 0.2s | 4.07 sym/s | Total: 6.1m | ETA: 2.9m
[2025-09-29T22:24:27.630453] [INFO ] [sig       ] [1500/2211] Forecasting ORC...
[2025-09-29T22:24:27.630493] [INFO ] [sig       ] Generating forecast for: ORC
[2025-09-29T22:24:27.630526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-09-29T22:24:27.640704] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ORC'.
[2025-09-29T22:24:27.641107] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-09-29T22:24:27.667551] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:27.668406] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-09-29T22:24:27.668463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:27.668499] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:27.668529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:27.668588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:27.686686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:27.687525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:27.687638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:27.687717] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:27.725634] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:27.725840] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:27.725892] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:27.725927] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:27.730492] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: DOWN (p=3.03%)
[2025-09-29T22:24:27.730849] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-09-29T22:24:27.731013] [INFO ] [sig       ] ORC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:27.881557] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ORC.txt
[2025-09-29T22:24:27.881827] [WARN ] [sig       ] [1500/2211] Failed ORC after 0.3s | 4.07 sym/s | Total: 6.1m | ETA: 2.9m
[2025-09-29T22:24:27.881926] [INFO ] [sig       ] [1501/2211] Forecasting ORN...
[2025-09-29T22:24:27.882000] [INFO ] [sig       ] Generating forecast for: ORN
[2025-09-29T22:24:27.882053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-09-29T22:24:27.891798] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ORN'.
[2025-09-29T22:24:27.892174] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-09-29T22:24:27.918247] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:27.919067] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-09-29T22:24:27.919125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:27.919160] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:27.919190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:27.919248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:27.937824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:27.938522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:27.938612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:27.938681] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:27.977026] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:27.977213] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:27.977269] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:27.977304] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:27.981324] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=97.62%)
[2025-09-29T22:24:27.981629] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-09-29T22:24:27.981814] [INFO ] [sig       ] ORN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:28.138174] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ORN.txt
[2025-09-29T22:24:28.138415] [WARN ] [sig       ] [1501/2211] Failed ORN after 0.3s | 4.07 sym/s | Total: 6.1m | ETA: 2.9m
[2025-09-29T22:24:28.138495] [INFO ] [sig       ] [1502/2211] Forecasting OSCR...
[2025-09-29T22:24:28.138536] [INFO ] [sig       ] Generating forecast for: OSCR
[2025-09-29T22:24:28.138569] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSCR' from 'https://tdm.silogroup.org/data/derivative_storage/OSCR.csv'.
[2025-09-29T22:24:28.149935] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OSCR'.
[2025-09-29T22:24:28.150328] [INFO ] [FORECASTER] Starting predict_future for OSCR
[2025-09-29T22:24:28.176440] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:28.177394] [DEBUG] [LOCAL     ] No optimal features file found for OSCR: ./output/feature-sets/OSCR.txt
[2025-09-29T22:24:28.177476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:28.177513] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:28.177550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:28.177613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:28.195576] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:28.196416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:28.196509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:28.196543] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:28.239056] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:28.239215] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:28.239259] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:28.239292] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:28.242974] [DEBUG] [FORECASTER] OSCR: Forecast T+1@11:T+2@11: DOWN (p=12.08%)
[2025-09-29T22:24:28.243254] [INFO ] [FORECASTER] Completed predict_future for OSCR
[2025-09-29T22:24:28.243399] [INFO ] [sig       ] OSCR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:28.394759] [INFO ] [LOCAL     ] Saved forecast: OSCR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/OSCR.txt
[2025-09-29T22:24:28.395070] [WARN ] [sig       ] [1502/2211] Failed OSCR after 0.3s | 4.07 sym/s | Total: 6.1m | ETA: 2.9m
[2025-09-29T22:24:28.395221] [INFO ] [sig       ] [1503/2211] Forecasting OTIS...
[2025-09-29T22:24:28.395279] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-09-29T22:24:28.395317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-09-29T22:24:28.400717] [WARN ] [REMOTE    ] Historical data not found for symbol 'OTIS' (404).
[2025-09-29T22:24:28.400899] [FATAL] [sig       ] OTIS: No historical data fetched.
[2025-09-29T22:24:28.400985] [WARN ] [sig       ] [1503/2211] Failed OTIS after 0.0s | 4.08 sym/s | Total: 6.1m | ETA: 2.9m
[2025-09-29T22:24:28.401053] [INFO ] [sig       ] [1504/2211] Forecasting OUT...
[2025-09-29T22:24:28.401093] [INFO ] [sig       ] Generating forecast for: OUT
[2025-09-29T22:24:28.401124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OUT' from 'https://tdm.silogroup.org/data/derivative_storage/OUT.csv'.
[2025-09-29T22:24:28.411823] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OUT'.
[2025-09-29T22:24:28.412175] [INFO ] [FORECASTER] Starting predict_future for OUT
[2025-09-29T22:24:28.438508] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:28.439307] [DEBUG] [LOCAL     ] No optimal features file found for OUT: ./output/feature-sets/OUT.txt
[2025-09-29T22:24:28.439364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:28.439398] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:28.439427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:28.439485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:28.458287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:28.458923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:28.459032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:28.459116] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:28.497168] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:28.497306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:28.497350] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:28.497383] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:28.501318] [DEBUG] [FORECASTER] OUT: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-09-29T22:24:28.501637] [INFO ] [FORECASTER] Completed predict_future for OUT
[2025-09-29T22:24:28.501827] [INFO ] [sig       ] OUT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:28.658085] [INFO ] [LOCAL     ] Saved forecast: OUT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/OUT.txt
[2025-09-29T22:24:28.658446] [WARN ] [sig       ] [1504/2211] Failed OUT after 0.3s | 4.08 sym/s | Total: 6.1m | ETA: 2.9m
[2025-09-29T22:24:28.658533] [INFO ] [sig       ] [1505/2211] Forecasting OVV...
[2025-09-29T22:24:28.658572] [INFO ] [sig       ] Generating forecast for: OVV
[2025-09-29T22:24:28.658606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVV' from 'https://tdm.silogroup.org/data/derivative_storage/OVV.csv'.
[2025-09-29T22:24:28.669899] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OVV'.
[2025-09-29T22:24:28.670287] [INFO ] [FORECASTER] Starting predict_future for OVV
[2025-09-29T22:24:28.697996] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:28.698951] [DEBUG] [LOCAL     ] No optimal features file found for OVV: ./output/feature-sets/OVV.txt
[2025-09-29T22:24:28.699013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:28.699052] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:28.699083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:28.699143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:28.717760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:28.718374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:28.718472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:28.718517] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:28.751864] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:28.752030] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:28.752125] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:28.752170] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:28.756119] [DEBUG] [FORECASTER] OVV: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-09-29T22:24:28.756514] [INFO ] [FORECASTER] Completed predict_future for OVV
[2025-09-29T22:24:28.756689] [INFO ] [sig       ] OVV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:28.920709] [INFO ] [LOCAL     ] Saved forecast: OVV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/OVV.txt
[2025-09-29T22:24:28.920954] [WARN ] [sig       ] [1505/2211] Failed OVV after 0.3s | 4.08 sym/s | Total: 6.2m | ETA: 2.9m
[2025-09-29T22:24:28.921036] [INFO ] [sig       ] [1506/2211] Forecasting OWL...
[2025-09-29T22:24:28.921076] [INFO ] [sig       ] Generating forecast for: OWL
[2025-09-29T22:24:28.921111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-09-29T22:24:28.931477] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OWL'.
[2025-09-29T22:24:28.931834] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-09-29T22:24:28.958766] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:28.959621] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-09-29T22:24:28.959709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:28.959752] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:28.959783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:28.959842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:28.978361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:28.979224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:28.979318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:28.979353] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:29.013082] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:29.013252] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:29.013297] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:29.013329] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:29.017289] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: DOWN (p=7.41%)
[2025-09-29T22:24:29.017610] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-09-29T22:24:29.017827] [INFO ] [sig       ] OWL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:29.173560] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/OWL.txt
[2025-09-29T22:24:29.173824] [WARN ] [sig       ] [1506/2211] Failed OWL after 0.3s | 4.08 sym/s | Total: 6.2m | ETA: 2.9m
[2025-09-29T22:24:29.173908] [INFO ] [sig       ] [1507/2211] Forecasting OWLT...
[2025-09-29T22:24:29.173949] [INFO ] [sig       ] Generating forecast for: OWLT
[2025-09-29T22:24:29.173982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWLT' from 'https://tdm.silogroup.org/data/derivative_storage/OWLT.csv'.
[2025-09-29T22:24:29.183569] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OWLT'.
[2025-09-29T22:24:29.183901] [INFO ] [FORECASTER] Starting predict_future for OWLT
[2025-09-29T22:24:29.210511] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:29.211325] [DEBUG] [LOCAL     ] No optimal features file found for OWLT: ./output/feature-sets/OWLT.txt
[2025-09-29T22:24:29.211382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:29.211420] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:29.211451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:29.211510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:29.230574] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:29.231282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:29.231369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:29.231405] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:29.263143] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:29.263312] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:29.263358] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:29.263390] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:29.267054] [DEBUG] [FORECASTER] OWLT: Forecast T+1@11:T+2@11: UP (p=92.50%)
[2025-09-29T22:24:29.267367] [INFO ] [FORECASTER] Completed predict_future for OWLT
[2025-09-29T22:24:29.267509] [INFO ] [sig       ] OWLT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:29.420552] [INFO ] [LOCAL     ] Saved forecast: OWLT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/OWLT.txt
[2025-09-29T22:24:29.420790] [WARN ] [sig       ] [1507/2211] Failed OWLT after 0.2s | 4.08 sym/s | Total: 6.2m | ETA: 2.9m
[2025-09-29T22:24:29.420875] [INFO ] [sig       ] [1508/2211] Forecasting OXM...
[2025-09-29T22:24:29.420915] [INFO ] [sig       ] Generating forecast for: OXM
[2025-09-29T22:24:29.420947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-09-29T22:24:29.431212] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'OXM'.
[2025-09-29T22:24:29.431556] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-09-29T22:24:29.459806] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:29.460616] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-09-29T22:24:29.460700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:29.460745] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:29.460777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:29.460837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:29.479464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:29.480077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:29.480163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:29.480264] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:29.511303] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:29.511439] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:29.511480] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:29.511512] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:29.515162] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: UP (p=69.33%)
[2025-09-29T22:24:29.515439] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-09-29T22:24:29.515571] [INFO ] [sig       ] OXM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:29.672499] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/OXM.txt
[2025-09-29T22:24:29.672779] [WARN ] [sig       ] [1508/2211] Failed OXM after 0.3s | 4.08 sym/s | Total: 6.2m | ETA: 2.9m
[2025-09-29T22:24:29.672866] [INFO ] [sig       ] [1509/2211] Forecasting PAAS...
[2025-09-29T22:24:29.672907] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-09-29T22:24:29.672942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-09-29T22:24:29.685438] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PAAS'.
[2025-09-29T22:24:29.685951] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-09-29T22:24:29.712631] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:29.713460] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-09-29T22:24:29.713517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:29.713552] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:29.713581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:29.713639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:29.732326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:29.733143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:29.733239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:29.733284] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:29.772177] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:29.772345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:29.772395] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:29.772431] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:29.776249] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: UP (p=83.57%)
[2025-09-29T22:24:29.776563] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-09-29T22:24:29.776736] [INFO ] [sig       ] PAAS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:29.936219] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PAAS.txt
[2025-09-29T22:24:29.936448] [WARN ] [sig       ] [1509/2211] Failed PAAS after 0.3s | 4.08 sym/s | Total: 6.2m | ETA: 2.9m
[2025-09-29T22:24:29.936526] [INFO ] [sig       ] [1510/2211] Forecasting PAC...
[2025-09-29T22:24:29.936576] [INFO ] [sig       ] Generating forecast for: PAC
[2025-09-29T22:24:29.936611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-09-29T22:24:29.947024] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PAC'.
[2025-09-29T22:24:29.947466] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-09-29T22:24:29.975133] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:29.976063] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-09-29T22:24:29.976125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:29.976162] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:29.976192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:29.976251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:29.994908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:29.995510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:29.995595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:29.995630] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:30.035439] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:30.035584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:30.035627] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:30.035695] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:30.039243] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: DOWN (p=35.37%)
[2025-09-29T22:24:30.039575] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-09-29T22:24:30.039782] [INFO ] [sig       ] PAC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:30.193606] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PAC.txt
[2025-09-29T22:24:30.193896] [WARN ] [sig       ] [1510/2211] Failed PAC after 0.3s | 4.08 sym/s | Total: 6.2m | ETA: 2.9m
[2025-09-29T22:24:30.193980] [INFO ] [sig       ] [1511/2211] Forecasting PACK...
[2025-09-29T22:24:30.194021] [INFO ] [sig       ] Generating forecast for: PACK
[2025-09-29T22:24:30.194055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-09-29T22:24:30.203674] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PACK'.
[2025-09-29T22:24:30.204001] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-09-29T22:24:30.230630] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:30.231510] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-09-29T22:24:30.231568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:30.231603] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:30.231631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:30.231731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:30.249956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:30.250548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:30.250633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:30.250707] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:30.292903] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:30.293060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:30.293104] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:30.293135] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:30.296763] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=55.68%)
[2025-09-29T22:24:30.297046] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-09-29T22:24:30.297240] [INFO ] [sig       ] PACK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:30.444661] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PACK.txt
[2025-09-29T22:24:30.444900] [WARN ] [sig       ] [1511/2211] Failed PACK after 0.3s | 4.08 sym/s | Total: 6.2m | ETA: 2.9m
[2025-09-29T22:24:30.444976] [INFO ] [sig       ] [1512/2211] Forecasting PACS...
[2025-09-29T22:24:30.445015] [INFO ] [sig       ] Generating forecast for: PACS
[2025-09-29T22:24:30.445048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACS' from 'https://tdm.silogroup.org/data/derivative_storage/PACS.csv'.
[2025-09-29T22:24:30.458285] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PACS'.
[2025-09-29T22:24:30.458793] [INFO ] [FORECASTER] Starting predict_future for PACS
[2025-09-29T22:24:30.501313] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:30.502194] [DEBUG] [LOCAL     ] No optimal features file found for PACS: ./output/feature-sets/PACS.txt
[2025-09-29T22:24:30.502253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:30.502289] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:30.502320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:30.502380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:30.519923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:30.520558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:30.520666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:30.520722] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:30.560276] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:30.560424] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:30.560466] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:30.560497] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:30.563971] [DEBUG] [FORECASTER] PACS: Forecast T+1@11:T+2@11: DOWN (p=41.66%)
[2025-09-29T22:24:30.564243] [INFO ] [FORECASTER] Completed predict_future for PACS
[2025-09-29T22:24:30.564378] [INFO ] [sig       ] PACS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:30.727261] [INFO ] [LOCAL     ] Saved forecast: PACS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PACS.txt
[2025-09-29T22:24:30.727504] [WARN ] [sig       ] [1512/2211] Failed PACS after 0.3s | 4.08 sym/s | Total: 6.2m | ETA: 2.9m
[2025-09-29T22:24:30.727582] [INFO ] [sig       ] [1513/2211] Forecasting PAG...
[2025-09-29T22:24:30.727622] [INFO ] [sig       ] Generating forecast for: PAG
[2025-09-29T22:24:30.727694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAG' from 'https://tdm.silogroup.org/data/derivative_storage/PAG.csv'.
[2025-09-29T22:24:30.738125] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PAG'.
[2025-09-29T22:24:30.738430] [INFO ] [FORECASTER] Starting predict_future for PAG
[2025-09-29T22:24:30.769195] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:30.770062] [DEBUG] [LOCAL     ] No optimal features file found for PAG: ./output/feature-sets/PAG.txt
[2025-09-29T22:24:30.770124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:30.770160] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:30.770190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:30.770293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:30.789901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:30.790539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:30.790628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:30.790697] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:30.830197] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:30.830342] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:30.830385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:30.830417] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:30.834305] [DEBUG] [FORECASTER] PAG: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-09-29T22:24:30.834758] [INFO ] [FORECASTER] Completed predict_future for PAG
[2025-09-29T22:24:30.834983] [INFO ] [sig       ] PAG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:30.999936] [INFO ] [LOCAL     ] Saved forecast: PAG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PAG.txt
[2025-09-29T22:24:31.000197] [WARN ] [sig       ] [1513/2211] Failed PAG after 0.3s | 4.08 sym/s | Total: 6.2m | ETA: 2.9m
[2025-09-29T22:24:31.000277] [INFO ] [sig       ] [1514/2211] Forecasting PAGS...
[2025-09-29T22:24:31.000318] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-09-29T22:24:31.000350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-09-29T22:24:31.011577] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PAGS'.
[2025-09-29T22:24:31.012017] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-09-29T22:24:31.039142] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:31.039950] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-09-29T22:24:31.040046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:31.040088] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:31.040118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:31.040176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:31.058811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:31.059518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:31.059611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:31.059674] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:31.093110] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:31.093267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:31.093310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:31.093341] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:31.096970] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: UP (p=69.75%)
[2025-09-29T22:24:31.097324] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-09-29T22:24:31.097469] [INFO ] [sig       ] PAGS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:31.254749] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PAGS.txt
[2025-09-29T22:24:31.255003] [WARN ] [sig       ] [1514/2211] Failed PAGS after 0.3s | 4.08 sym/s | Total: 6.2m | ETA: 2.9m
[2025-09-29T22:24:31.255083] [INFO ] [sig       ] [1515/2211] Forecasting PAI...
[2025-09-29T22:24:31.255123] [INFO ] [sig       ] Generating forecast for: PAI
[2025-09-29T22:24:31.255157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAI' from 'https://tdm.silogroup.org/data/derivative_storage/PAI.csv'.
[2025-09-29T22:24:31.266365] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PAI'.
[2025-09-29T22:24:31.266734] [INFO ] [FORECASTER] Starting predict_future for PAI
[2025-09-29T22:24:31.293320] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:31.294208] [DEBUG] [LOCAL     ] No optimal features file found for PAI: ./output/feature-sets/PAI.txt
[2025-09-29T22:24:31.294266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:31.294301] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:31.294331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:31.294390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:31.312834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:31.313630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:31.313760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:31.313799] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:31.349154] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:31.349309] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:31.349352] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:31.349381] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:31.352933] [DEBUG] [FORECASTER] PAI: Forecast T+1@11:T+2@11: UP (p=63.96%)
[2025-09-29T22:24:31.353222] [INFO ] [FORECASTER] Completed predict_future for PAI
[2025-09-29T22:24:31.353365] [INFO ] [sig       ] PAI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:31.500705] [INFO ] [LOCAL     ] Saved forecast: PAI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PAI.txt
[2025-09-29T22:24:31.500910] [WARN ] [sig       ] [1515/2211] Failed PAI after 0.2s | 4.08 sym/s | Total: 6.2m | ETA: 2.8m
[2025-09-29T22:24:31.500988] [INFO ] [sig       ] [1516/2211] Forecasting PAM...
[2025-09-29T22:24:31.501033] [INFO ] [sig       ] Generating forecast for: PAM
[2025-09-29T22:24:31.501066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-09-29T22:24:31.511167] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PAM'.
[2025-09-29T22:24:31.511444] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-09-29T22:24:31.538446] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:31.539301] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-09-29T22:24:31.539362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:31.539397] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:31.539426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:31.539483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:31.557623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:31.558392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:31.558481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:31.558516] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:31.595822] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:31.595913] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:31.595950] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:31.595978] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:31.599197] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: UP (p=91.86%)
[2025-09-29T22:24:31.599459] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-09-29T22:24:31.599593] [INFO ] [sig       ] PAM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:31.751225] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PAM.txt
[2025-09-29T22:24:31.751447] [WARN ] [sig       ] [1516/2211] Failed PAM after 0.3s | 4.08 sym/s | Total: 6.2m | ETA: 2.8m
[2025-09-29T22:24:31.751525] [INFO ] [sig       ] [1517/2211] Forecasting PAR...
[2025-09-29T22:24:31.751578] [INFO ] [sig       ] Generating forecast for: PAR
[2025-09-29T22:24:31.751615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAR' from 'https://tdm.silogroup.org/data/derivative_storage/PAR.csv'.
[2025-09-29T22:24:31.762921] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PAR'.
[2025-09-29T22:24:31.763251] [INFO ] [FORECASTER] Starting predict_future for PAR
[2025-09-29T22:24:31.795356] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:31.796427] [DEBUG] [LOCAL     ] No optimal features file found for PAR: ./output/feature-sets/PAR.txt
[2025-09-29T22:24:31.796526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:31.796593] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:31.796632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:31.796754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:31.818190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:31.819101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:31.819189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:31.819224] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:31.858051] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:31.858175] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:31.858216] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:31.858279] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:31.864627] [DEBUG] [FORECASTER] PAR: Forecast T+1@11:T+2@11: DOWN (p=32.97%)
[2025-09-29T22:24:31.865057] [INFO ] [FORECASTER] Completed predict_future for PAR
[2025-09-29T22:24:31.865252] [INFO ] [sig       ] PAR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:32.027141] [INFO ] [LOCAL     ] Saved forecast: PAR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PAR.txt
[2025-09-29T22:24:32.027395] [WARN ] [sig       ] [1517/2211] Failed PAR after 0.3s | 4.08 sym/s | Total: 6.2m | ETA: 2.8m
[2025-09-29T22:24:32.027477] [INFO ] [sig       ] [1518/2211] Forecasting PARR...
[2025-09-29T22:24:32.027517] [INFO ] [sig       ] Generating forecast for: PARR
[2025-09-29T22:24:32.027550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PARR' from 'https://tdm.silogroup.org/data/derivative_storage/PARR.csv'.
[2025-09-29T22:24:32.039046] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PARR'.
[2025-09-29T22:24:32.039368] [INFO ] [FORECASTER] Starting predict_future for PARR
[2025-09-29T22:24:32.067540] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:32.068383] [DEBUG] [LOCAL     ] No optimal features file found for PARR: ./output/feature-sets/PARR.txt
[2025-09-29T22:24:32.068445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:32.068486] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:32.068518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:32.068577] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:32.089533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:32.090255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:32.090345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:32.090385] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:32.134803] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:32.134973] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:32.135019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:32.135051] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:32.139760] [DEBUG] [FORECASTER] PARR: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-09-29T22:24:32.140260] [INFO ] [FORECASTER] Completed predict_future for PARR
[2025-09-29T22:24:32.140469] [INFO ] [sig       ] PARR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:32.321543] [INFO ] [LOCAL     ] Saved forecast: PARR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PARR.txt
[2025-09-29T22:24:32.321787] [WARN ] [sig       ] [1518/2211] Failed PARR after 0.3s | 4.07 sym/s | Total: 6.2m | ETA: 2.8m
[2025-09-29T22:24:32.321868] [INFO ] [sig       ] [1519/2211] Forecasting PATH...
[2025-09-29T22:24:32.321907] [INFO ] [sig       ] Generating forecast for: PATH
[2025-09-29T22:24:32.321940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-09-29T22:24:32.332776] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PATH'.
[2025-09-29T22:24:32.333254] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-09-29T22:24:32.360965] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:32.361993] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-09-29T22:24:32.362054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:32.362089] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:32.362118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:32.362210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:32.381605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:32.382364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:32.382454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:32.382490] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:32.425994] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:32.426157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:32.426202] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:32.426234] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:32.429923] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=12.67%)
[2025-09-29T22:24:32.430201] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-09-29T22:24:32.430344] [INFO ] [sig       ] PATH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:32.604379] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PATH.txt
[2025-09-29T22:24:32.604715] [WARN ] [sig       ] [1519/2211] Failed PATH after 0.3s | 4.07 sym/s | Total: 6.2m | ETA: 2.8m
[2025-09-29T22:24:32.604815] [INFO ] [sig       ] [1520/2211] Forecasting PAXS...
[2025-09-29T22:24:32.604872] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-09-29T22:24:32.604908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-09-29T22:24:32.615811] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PAXS'.
[2025-09-29T22:24:32.616119] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-09-29T22:24:32.643921] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:32.644804] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-09-29T22:24:32.644883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:32.644930] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:32.644962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:32.645033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:32.666381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:32.667005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:32.667177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:32.667232] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:32.707561] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:32.707692] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:32.707748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:32.707781] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:32.711535] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: DOWN (p=42.22%)
[2025-09-29T22:24:32.711859] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-09-29T22:24:32.712003] [INFO ] [sig       ] PAXS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:32.873317] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PAXS.txt
[2025-09-29T22:24:32.873555] [WARN ] [sig       ] [1520/2211] Failed PAXS after 0.3s | 4.07 sym/s | Total: 6.2m | ETA: 2.8m
[2025-09-29T22:24:32.873636] [INFO ] [sig       ] [1521/2211] Forecasting PAY...
[2025-09-29T22:24:32.873717] [INFO ] [sig       ] Generating forecast for: PAY
[2025-09-29T22:24:32.873755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-09-29T22:24:32.883670] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PAY'.
[2025-09-29T22:24:32.883980] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-09-29T22:24:32.910153] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:32.910955] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-09-29T22:24:32.911047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:32.911102] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:32.911133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:32.911196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:32.929876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:32.930417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:32.930497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:32.930531] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:32.968508] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:32.968599] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:32.968634] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:32.968706] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:32.971993] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: DOWN (p=16.06%)
[2025-09-29T22:24:32.972251] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-09-29T22:24:32.972386] [INFO ] [sig       ] PAY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:33.127288] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PAY.txt
[2025-09-29T22:24:33.127549] [WARN ] [sig       ] [1521/2211] Failed PAY after 0.3s | 4.07 sym/s | Total: 6.2m | ETA: 2.8m
[2025-09-29T22:24:33.127631] [INFO ] [sig       ] [1522/2211] Forecasting PAYC...
[2025-09-29T22:24:33.127709] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-09-29T22:24:33.127755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-09-29T22:24:33.137907] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PAYC'.
[2025-09-29T22:24:33.138202] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-09-29T22:24:33.164465] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:33.165230] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-09-29T22:24:33.165287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:33.165321] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:33.165348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:33.165407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:33.183634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:33.184217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:33.184308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:33.184342] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:33.271271] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:33.271465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:33.271522] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:33.271557] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:33.275400] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: UP (p=98.42%)
[2025-09-29T22:24:33.275727] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-09-29T22:24:33.275885] [INFO ] [sig       ] PAYC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:33.429440] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PAYC.txt
[2025-09-29T22:24:33.429733] [WARN ] [sig       ] [1522/2211] Failed PAYC after 0.3s | 4.07 sym/s | Total: 6.2m | ETA: 2.8m
[2025-09-29T22:24:33.429830] [INFO ] [sig       ] [1523/2211] Forecasting PB...
[2025-09-29T22:24:33.429882] [INFO ] [sig       ] Generating forecast for: PB
[2025-09-29T22:24:33.429920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-09-29T22:24:33.440081] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PB'.
[2025-09-29T22:24:33.440395] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-09-29T22:24:33.467023] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:33.467825] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-09-29T22:24:33.467882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:33.467917] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:33.467948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:33.468006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:33.487185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:33.487795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:33.487878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:33.487913] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:33.527907] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:33.528044] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:33.528094] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:33.528134] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:33.531524] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-09-29T22:24:33.531835] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-09-29T22:24:33.531980] [INFO ] [sig       ] PB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:33.683248] [INFO ] [LOCAL     ] Saved forecast: PB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PB.txt
[2025-09-29T22:24:33.683468] [WARN ] [sig       ] [1523/2211] Failed PB after 0.3s | 4.07 sym/s | Total: 6.2m | ETA: 2.8m
[2025-09-29T22:24:33.683545] [INFO ] [sig       ] [1524/2211] Forecasting PBA...
[2025-09-29T22:24:33.683594] [INFO ] [sig       ] Generating forecast for: PBA
[2025-09-29T22:24:33.683629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-09-29T22:24:33.693572] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PBA'.
[2025-09-29T22:24:33.693882] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-09-29T22:24:33.719890] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:33.720724] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-09-29T22:24:33.720783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:33.720818] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:33.720848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:33.720905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:33.739107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:33.739637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:33.739753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:33.739837] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:33.778036] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:33.778151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:33.778191] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:33.778221] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:33.781695] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: UP (p=99.71%)
[2025-09-29T22:24:33.781996] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-09-29T22:24:33.782142] [INFO ] [sig       ] PBA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:33.943203] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PBA.txt
[2025-09-29T22:24:33.943496] [WARN ] [sig       ] [1524/2211] Failed PBA after 0.3s | 4.07 sym/s | Total: 6.2m | ETA: 2.8m
[2025-09-29T22:24:33.943588] [INFO ] [sig       ] [1525/2211] Forecasting PBF...
[2025-09-29T22:24:33.943628] [INFO ] [sig       ] Generating forecast for: PBF
[2025-09-29T22:24:33.943702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-09-29T22:24:33.956006] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PBF'.
[2025-09-29T22:24:33.956490] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-09-29T22:24:33.987735] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:33.988554] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-09-29T22:24:33.988613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:33.988678] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:33.988728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:33.988792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:34.011398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:34.012390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:34.012485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:34.012519] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:34.042363] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:34.042506] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:34.042550] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:34.042580] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:34.046985] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=19.05%)
[2025-09-29T22:24:34.047920] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-09-29T22:24:34.048274] [INFO ] [sig       ] PBF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:34.210890] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PBF.txt
[2025-09-29T22:24:34.211181] [WARN ] [sig       ] [1525/2211] Failed PBF after 0.3s | 4.07 sym/s | Total: 6.2m | ETA: 2.8m
[2025-09-29T22:24:34.211283] [INFO ] [sig       ] [1526/2211] Forecasting PBH...
[2025-09-29T22:24:34.211352] [INFO ] [sig       ] Generating forecast for: PBH
[2025-09-29T22:24:34.211416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-09-29T22:24:34.223288] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PBH'.
[2025-09-29T22:24:34.223666] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-09-29T22:24:34.252430] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:34.253242] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-09-29T22:24:34.253300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:34.253336] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:34.253365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:34.253423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:34.273106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:34.273795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:34.273883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:34.273920] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:34.310456] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:34.310612] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:34.310688] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:34.310739] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:34.314818] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: UP (p=94.22%)
[2025-09-29T22:24:34.315106] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-09-29T22:24:34.315288] [INFO ] [sig       ] PBH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:34.471248] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PBH.txt
[2025-09-29T22:24:34.471490] [WARN ] [sig       ] [1526/2211] Failed PBH after 0.3s | 4.07 sym/s | Total: 6.2m | ETA: 2.8m
[2025-09-29T22:24:34.471568] [INFO ] [sig       ] [1527/2211] Forecasting PBI...
[2025-09-29T22:24:34.471608] [INFO ] [sig       ] Generating forecast for: PBI
[2025-09-29T22:24:34.471661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-09-29T22:24:34.482283] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PBI'.
[2025-09-29T22:24:34.482636] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-09-29T22:24:34.510308] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:34.511160] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-09-29T22:24:34.511219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:34.511260] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:34.511292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:34.511356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:34.531421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:34.532219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:34.532329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:34.532367] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:34.560665] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:34.560820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:34.560862] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:34.560893] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:34.564482] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: UP (p=99.49%)
[2025-09-29T22:24:34.564843] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-09-29T22:24:34.564984] [INFO ] [sig       ] PBI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:34.717415] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PBI.txt
[2025-09-29T22:24:34.717679] [WARN ] [sig       ] [1527/2211] Failed PBI after 0.2s | 4.07 sym/s | Total: 6.2m | ETA: 2.8m
[2025-09-29T22:24:34.717775] [INFO ] [sig       ] [1528/2211] Forecasting PBR...
[2025-09-29T22:24:34.717863] [INFO ] [sig       ] Generating forecast for: PBR
[2025-09-29T22:24:34.717920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBR' from 'https://tdm.silogroup.org/data/derivative_storage/PBR.csv'.
[2025-09-29T22:24:34.728237] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PBR'.
[2025-09-29T22:24:34.728578] [INFO ] [FORECASTER] Starting predict_future for PBR
[2025-09-29T22:24:34.755757] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:34.756576] [DEBUG] [LOCAL     ] No optimal features file found for PBR: ./output/feature-sets/PBR.txt
[2025-09-29T22:24:34.756635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:34.756714] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:34.756750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:34.756811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:34.775465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:34.776188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:34.776275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:34.776310] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:34.807149] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:34.807285] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:34.807328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:34.807362] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:34.811299] [DEBUG] [FORECASTER] PBR: Forecast T+1@11:T+2@11: DOWN (p=0.92%)
[2025-09-29T22:24:34.811629] [INFO ] [FORECASTER] Completed predict_future for PBR
[2025-09-29T22:24:34.811814] [INFO ] [sig       ] PBR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:34.962767] [INFO ] [LOCAL     ] Saved forecast: PBR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PBR.txt
[2025-09-29T22:24:34.963002] [WARN ] [sig       ] [1528/2211] Failed PBR after 0.2s | 4.07 sym/s | Total: 6.3m | ETA: 2.8m
[2025-09-29T22:24:34.963095] [INFO ] [sig       ] [1529/2211] Forecasting PBT...
[2025-09-29T22:24:34.963167] [INFO ] [sig       ] Generating forecast for: PBT
[2025-09-29T22:24:34.963230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBT' from 'https://tdm.silogroup.org/data/derivative_storage/PBT.csv'.
[2025-09-29T22:24:34.974798] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PBT'.
[2025-09-29T22:24:34.975218] [INFO ] [FORECASTER] Starting predict_future for PBT
[2025-09-29T22:24:35.004638] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:35.005621] [DEBUG] [LOCAL     ] No optimal features file found for PBT: ./output/feature-sets/PBT.txt
[2025-09-29T22:24:35.005727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:35.005773] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:35.005804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:35.005864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:35.025139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:35.025875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:35.025972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:35.026011] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:35.068128] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:35.068300] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:35.068347] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:35.068424] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:35.072337] [DEBUG] [FORECASTER] PBT: Forecast T+1@11:T+2@11: DOWN (p=24.62%)
[2025-09-29T22:24:35.072676] [INFO ] [FORECASTER] Completed predict_future for PBT
[2025-09-29T22:24:35.072842] [INFO ] [sig       ] PBT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:35.231161] [INFO ] [LOCAL     ] Saved forecast: PBT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PBT.txt
[2025-09-29T22:24:35.231414] [WARN ] [sig       ] [1529/2211] Failed PBT after 0.3s | 4.07 sym/s | Total: 6.3m | ETA: 2.8m
[2025-09-29T22:24:35.231492] [INFO ] [sig       ] [1530/2211] Forecasting PCF...
[2025-09-29T22:24:35.231533] [INFO ] [sig       ] Generating forecast for: PCF
[2025-09-29T22:24:35.231567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-09-29T22:24:35.241369] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PCF'.
[2025-09-29T22:24:35.241706] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-09-29T22:24:35.268016] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:35.268881] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-09-29T22:24:35.268939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:35.269007] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:35.269043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:35.269115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:35.287852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:35.288484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:35.288571] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:35.288606] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:35.324778] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:35.324933] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:35.324975] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:35.325005] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:35.328843] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-09-29T22:24:35.329146] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-09-29T22:24:35.329287] [INFO ] [sig       ] PCF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:35.487931] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PCF.txt
[2025-09-29T22:24:35.488181] [WARN ] [sig       ] [1530/2211] Failed PCF after 0.3s | 4.07 sym/s | Total: 6.3m | ETA: 2.8m
[2025-09-29T22:24:35.488259] [INFO ] [sig       ] [1531/2211] Forecasting PCG...
[2025-09-29T22:24:35.488299] [INFO ] [sig       ] Generating forecast for: PCG
[2025-09-29T22:24:35.488341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-09-29T22:24:35.492990] [WARN ] [REMOTE    ] Historical data not found for symbol 'PCG' (404).
[2025-09-29T22:24:35.493186] [FATAL] [sig       ] PCG: No historical data fetched.
[2025-09-29T22:24:35.493274] [WARN ] [sig       ] [1531/2211] Failed PCG after 0.0s | 4.07 sym/s | Total: 6.3m | ETA: 2.8m
[2025-09-29T22:24:35.493344] [INFO ] [sig       ] [1532/2211] Forecasting PCM...
[2025-09-29T22:24:35.493383] [INFO ] [sig       ] Generating forecast for: PCM
[2025-09-29T22:24:35.493415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-09-29T22:24:35.502316] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PCM'.
[2025-09-29T22:24:35.502698] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-09-29T22:24:35.529314] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:35.530206] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-09-29T22:24:35.530267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:35.530305] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:35.530337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:35.530398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:35.549617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:35.550371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:35.550469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:35.550517] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:35.586854] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:35.587006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:35.587048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:35.587078] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:35.590724] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=94.10%)
[2025-09-29T22:24:35.591010] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-09-29T22:24:35.591148] [INFO ] [sig       ] PCM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:35.748399] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PCM.txt
[2025-09-29T22:24:35.748688] [WARN ] [sig       ] [1532/2211] Failed PCM after 0.3s | 4.07 sym/s | Total: 6.3m | ETA: 2.8m
[2025-09-29T22:24:35.748774] [INFO ] [sig       ] [1533/2211] Forecasting PCN...
[2025-09-29T22:24:35.748815] [INFO ] [sig       ] Generating forecast for: PCN
[2025-09-29T22:24:35.748848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-09-29T22:24:35.761135] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PCN'.
[2025-09-29T22:24:35.761632] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-09-29T22:24:35.788842] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:35.789743] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-09-29T22:24:35.789806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:35.789843] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:35.789874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:35.789938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:35.808618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:35.809458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:35.809575] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:35.809614] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:35.838866] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:35.839036] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:35.839081] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:35.839113] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:35.843089] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=93.01%)
[2025-09-29T22:24:35.843457] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-09-29T22:24:35.843635] [INFO ] [sig       ] PCN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:36.002689] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PCN.txt
[2025-09-29T22:24:36.002983] [WARN ] [sig       ] [1533/2211] Failed PCN after 0.3s | 4.07 sym/s | Total: 6.3m | ETA: 2.8m
[2025-09-29T22:24:36.003074] [INFO ] [sig       ] [1534/2211] Forecasting PCOR...
[2025-09-29T22:24:36.003115] [INFO ] [sig       ] Generating forecast for: PCOR
[2025-09-29T22:24:36.003149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCOR' from 'https://tdm.silogroup.org/data/derivative_storage/PCOR.csv'.
[2025-09-29T22:24:36.007757] [WARN ] [REMOTE    ] Historical data not found for symbol 'PCOR' (404).
[2025-09-29T22:24:36.007960] [FATAL] [sig       ] PCOR: No historical data fetched.
[2025-09-29T22:24:36.008053] [WARN ] [sig       ] [1534/2211] Failed PCOR after 0.0s | 4.08 sym/s | Total: 6.3m | ETA: 2.8m
[2025-09-29T22:24:36.008125] [INFO ] [sig       ] [1535/2211] Forecasting PCQ...
[2025-09-29T22:24:36.008167] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-09-29T22:24:36.008200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-09-29T22:24:36.017687] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PCQ'.
[2025-09-29T22:24:36.018069] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-09-29T22:24:36.046309] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:36.047280] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-09-29T22:24:36.047341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:36.047377] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:36.047407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:36.047466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:36.066573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:36.067663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:36.067788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:36.067849] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:36.099758] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:36.099940] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:36.099988] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:36.100022] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:36.104345] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=60.81%)
[2025-09-29T22:24:36.104684] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-09-29T22:24:36.104843] [INFO ] [sig       ] PCQ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:36.269952] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PCQ.txt
[2025-09-29T22:24:36.270224] [WARN ] [sig       ] [1535/2211] Failed PCQ after 0.3s | 4.08 sym/s | Total: 6.3m | ETA: 2.8m
[2025-09-29T22:24:36.270304] [INFO ] [sig       ] [1536/2211] Forecasting PD...
[2025-09-29T22:24:36.270344] [INFO ] [sig       ] Generating forecast for: PD
[2025-09-29T22:24:36.270406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-09-29T22:24:36.281010] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PD'.
[2025-09-29T22:24:36.281456] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-09-29T22:24:36.308521] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:36.309516] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-09-29T22:24:36.309579] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:36.309616] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:36.309674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:36.309756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:36.328804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:36.329990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:36.330112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:36.330181] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:36.372861] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:36.373046] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:36.373094] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:36.373127] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:36.377883] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: DOWN (p=33.12%)
[2025-09-29T22:24:36.378308] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-09-29T22:24:36.378489] [INFO ] [sig       ] PD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:36.534307] [INFO ] [LOCAL     ] Saved forecast: PD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PD.txt
[2025-09-29T22:24:36.534557] [WARN ] [sig       ] [1536/2211] Failed PD after 0.3s | 4.08 sym/s | Total: 6.3m | ETA: 2.8m
[2025-09-29T22:24:36.534660] [INFO ] [sig       ] [1537/2211] Forecasting PDI...
[2025-09-29T22:24:36.534717] [INFO ] [sig       ] Generating forecast for: PDI
[2025-09-29T22:24:36.534770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-09-29T22:24:36.547142] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PDI'.
[2025-09-29T22:24:36.547518] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-09-29T22:24:36.573930] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:36.574720] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-09-29T22:24:36.574777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:36.574813] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:36.574843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:36.574901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:36.593000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:36.593546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:36.593628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:36.593698] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:36.639561] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:36.639762] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:36.639823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:36.639860] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:36.643942] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: DOWN (p=16.24%)
[2025-09-29T22:24:36.644251] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-09-29T22:24:36.644399] [INFO ] [sig       ] PDI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:36.795843] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PDI.txt
[2025-09-29T22:24:36.796134] [WARN ] [sig       ] [1537/2211] Failed PDI after 0.3s | 4.08 sym/s | Total: 6.3m | ETA: 2.8m
[2025-09-29T22:24:36.796214] [INFO ] [sig       ] [1538/2211] Forecasting PDM...
[2025-09-29T22:24:36.796255] [INFO ] [sig       ] Generating forecast for: PDM
[2025-09-29T22:24:36.796288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-09-29T22:24:36.807038] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PDM'.
[2025-09-29T22:24:36.807429] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-09-29T22:24:36.833931] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:36.834752] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-09-29T22:24:36.834810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:36.834845] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:36.834875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:36.834935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:36.853132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:36.853810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:36.853896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:36.853932] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:36.888536] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:36.888699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:36.888756] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:36.888790] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:36.892196] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: UP (p=76.28%)
[2025-09-29T22:24:36.892472] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-09-29T22:24:36.892602] [INFO ] [sig       ] PDM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:37.040164] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PDM.txt
[2025-09-29T22:24:37.040448] [WARN ] [sig       ] [1538/2211] Failed PDM after 0.2s | 4.08 sym/s | Total: 6.3m | ETA: 2.8m
[2025-09-29T22:24:37.040528] [INFO ] [sig       ] [1539/2211] Forecasting PDO...
[2025-09-29T22:24:37.040572] [INFO ] [sig       ] Generating forecast for: PDO
[2025-09-29T22:24:37.040610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-09-29T22:24:37.051671] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PDO'.
[2025-09-29T22:24:37.052040] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-09-29T22:24:37.078949] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:37.079731] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-09-29T22:24:37.079789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:37.079824] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:37.079853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:37.079910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:37.099241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:37.099949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:37.100067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:37.100142] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:37.135612] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:37.135790] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:37.135882] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:37.135936] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:37.139672] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=89.96%)
[2025-09-29T22:24:37.139959] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-09-29T22:24:37.140096] [INFO ] [sig       ] PDO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:37.293583] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PDO.txt
[2025-09-29T22:24:37.293868] [WARN ] [sig       ] [1539/2211] Failed PDO after 0.3s | 4.08 sym/s | Total: 6.3m | ETA: 2.7m
[2025-09-29T22:24:37.293963] [INFO ] [sig       ] [1540/2211] Forecasting PDS...
[2025-09-29T22:24:37.294008] [INFO ] [sig       ] Generating forecast for: PDS
[2025-09-29T22:24:37.294041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-09-29T22:24:37.305059] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PDS'.
[2025-09-29T22:24:37.305551] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-09-29T22:24:37.333377] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:37.334280] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-09-29T22:24:37.334356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:37.334418] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:37.334480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:37.334588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:37.354088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:37.354947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:37.355036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:37.355072] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:37.391993] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:37.392155] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:37.392201] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:37.392233] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:37.396089] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2025-09-29T22:24:37.396388] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-09-29T22:24:37.396530] [INFO ] [sig       ] PDS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:37.549876] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PDS.txt
[2025-09-29T22:24:37.550098] [WARN ] [sig       ] [1540/2211] Failed PDS after 0.3s | 4.08 sym/s | Total: 6.3m | ETA: 2.7m
[2025-09-29T22:24:37.550174] [INFO ] [sig       ] [1541/2211] Forecasting PDT...
[2025-09-29T22:24:37.550214] [INFO ] [sig       ] Generating forecast for: PDT
[2025-09-29T22:24:37.550246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDT' from 'https://tdm.silogroup.org/data/derivative_storage/PDT.csv'.
[2025-09-29T22:24:37.560925] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PDT'.
[2025-09-29T22:24:37.561268] [INFO ] [FORECASTER] Starting predict_future for PDT
[2025-09-29T22:24:37.587558] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:37.588370] [DEBUG] [LOCAL     ] No optimal features file found for PDT: ./output/feature-sets/PDT.txt
[2025-09-29T22:24:37.588446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:37.588485] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:37.588515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:37.588576] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:37.606628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:37.607292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:37.607377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:37.607412] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:37.640028] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:37.640159] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:37.640201] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:37.640233] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:37.643726] [DEBUG] [FORECASTER] PDT: Forecast T+1@11:T+2@11: DOWN (p=15.03%)
[2025-09-29T22:24:37.644000] [INFO ] [FORECASTER] Completed predict_future for PDT
[2025-09-29T22:24:37.644130] [INFO ] [sig       ] PDT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:37.801253] [INFO ] [LOCAL     ] Saved forecast: PDT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PDT.txt
[2025-09-29T22:24:37.801501] [WARN ] [sig       ] [1541/2211] Failed PDT after 0.3s | 4.08 sym/s | Total: 6.3m | ETA: 2.7m
[2025-09-29T22:24:37.801578] [INFO ] [sig       ] [1542/2211] Forecasting PDX...
[2025-09-29T22:24:37.801618] [INFO ] [sig       ] Generating forecast for: PDX
[2025-09-29T22:24:37.801679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-09-29T22:24:37.812811] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PDX'.
[2025-09-29T22:24:37.813194] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-09-29T22:24:37.840174] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:37.841032] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-09-29T22:24:37.841090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:37.841126] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:37.841154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:37.841213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:37.861783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:37.862448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:37.862536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:37.862572] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:37.900812] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:37.900967] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:37.901011] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:37.901042] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:37.904957] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: UP (p=99.27%)
[2025-09-29T22:24:37.905269] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-09-29T22:24:37.905413] [INFO ] [sig       ] PDX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:38.062392] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PDX.txt
[2025-09-29T22:24:38.062634] [WARN ] [sig       ] [1542/2211] Failed PDX after 0.3s | 4.08 sym/s | Total: 6.3m | ETA: 2.7m
[2025-09-29T22:24:38.062734] [INFO ] [sig       ] [1543/2211] Forecasting PEB...
[2025-09-29T22:24:38.062773] [INFO ] [sig       ] Generating forecast for: PEB
[2025-09-29T22:24:38.062817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-09-29T22:24:38.072859] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PEB'.
[2025-09-29T22:24:38.073212] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-09-29T22:24:38.099206] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:38.100016] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-09-29T22:24:38.100111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:38.100160] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:38.100191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:38.100249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:38.119345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:38.120122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:38.120213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:38.120250] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:38.160012] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:38.160163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:38.160207] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:38.160238] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:38.163934] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: DOWN (p=1.17%)
[2025-09-29T22:24:38.164329] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-09-29T22:24:38.164475] [INFO ] [sig       ] PEB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:38.318474] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PEB.txt
[2025-09-29T22:24:38.318739] [WARN ] [sig       ] [1543/2211] Failed PEB after 0.3s | 4.08 sym/s | Total: 6.3m | ETA: 2.7m
[2025-09-29T22:24:38.318820] [INFO ] [sig       ] [1544/2211] Forecasting PEG...
[2025-09-29T22:24:38.318861] [INFO ] [sig       ] Generating forecast for: PEG
[2025-09-29T22:24:38.318895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-09-29T22:24:38.323441] [WARN ] [REMOTE    ] Historical data not found for symbol 'PEG' (404).
[2025-09-29T22:24:38.323665] [FATAL] [sig       ] PEG: No historical data fetched.
[2025-09-29T22:24:38.323761] [WARN ] [sig       ] [1544/2211] Failed PEG after 0.0s | 4.08 sym/s | Total: 6.3m | ETA: 2.7m
[2025-09-29T22:24:38.323830] [INFO ] [sig       ] [1545/2211] Forecasting PEN...
[2025-09-29T22:24:38.323870] [INFO ] [sig       ] Generating forecast for: PEN
[2025-09-29T22:24:38.323907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-09-29T22:24:38.333809] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PEN'.
[2025-09-29T22:24:38.334174] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-09-29T22:24:38.361220] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:38.362071] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-09-29T22:24:38.362129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:38.362164] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:38.362194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:38.362253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:38.381629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:38.382412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:38.382544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:38.382616] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:38.418747] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:38.418907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:38.418953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:38.418992] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:38.422727] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=32.99%)
[2025-09-29T22:24:38.423012] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-09-29T22:24:38.423150] [INFO ] [sig       ] PEN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:38.582028] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PEN.txt
[2025-09-29T22:24:38.582360] [WARN ] [sig       ] [1545/2211] Failed PEN after 0.3s | 4.08 sym/s | Total: 6.3m | ETA: 2.7m
[2025-09-29T22:24:38.582444] [INFO ] [sig       ] [1546/2211] Forecasting PEO...
[2025-09-29T22:24:38.582494] [INFO ] [sig       ] Generating forecast for: PEO
[2025-09-29T22:24:38.582738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-09-29T22:24:38.594091] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PEO'.
[2025-09-29T22:24:38.594495] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-09-29T22:24:38.623282] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:38.624190] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-09-29T22:24:38.624264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:38.624331] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:38.624382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:38.624474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:38.644998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:38.645795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:38.645920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:38.645977] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:38.680955] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:38.681127] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:38.681171] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:38.681202] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:38.684882] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: DOWN (p=22.66%)
[2025-09-29T22:24:38.685239] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-09-29T22:24:38.685391] [INFO ] [sig       ] PEO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:38.841014] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PEO.txt
[2025-09-29T22:24:38.841271] [WARN ] [sig       ] [1546/2211] Failed PEO after 0.3s | 4.08 sym/s | Total: 6.3m | ETA: 2.7m
[2025-09-29T22:24:38.841351] [INFO ] [sig       ] [1547/2211] Forecasting PERF...
[2025-09-29T22:24:38.841392] [INFO ] [sig       ] Generating forecast for: PERF
[2025-09-29T22:24:38.841426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-09-29T22:24:38.853059] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PERF'.
[2025-09-29T22:24:38.853482] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-09-29T22:24:38.880250] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:38.881093] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-09-29T22:24:38.881170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:38.881208] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:38.881239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:38.881298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:38.900490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:38.901284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:38.901374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:38.901461] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:38.936723] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:38.936898] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:38.936945] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:38.936978] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:38.941073] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=78.41%)
[2025-09-29T22:24:38.941408] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-09-29T22:24:38.941554] [INFO ] [sig       ] PERF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:39.097217] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PERF.txt
[2025-09-29T22:24:39.097472] [WARN ] [sig       ] [1547/2211] Failed PERF after 0.3s | 4.08 sym/s | Total: 6.3m | ETA: 2.7m
[2025-09-29T22:24:39.097552] [INFO ] [sig       ] [1548/2211] Forecasting PFD...
[2025-09-29T22:24:39.097592] [INFO ] [sig       ] Generating forecast for: PFD
[2025-09-29T22:24:39.097676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-09-29T22:24:39.107880] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PFD'.
[2025-09-29T22:24:39.108286] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-09-29T22:24:39.136258] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:39.137196] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-09-29T22:24:39.137258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:39.137296] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:39.137325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:39.137385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:39.156203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:39.157040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:39.157174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:39.157247] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:39.191115] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:39.191282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:39.191328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:39.191360] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:39.195092] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: UP (p=86.48%)
[2025-09-29T22:24:39.195386] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-09-29T22:24:39.195529] [INFO ] [sig       ] PFD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:39.351821] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PFD.txt
[2025-09-29T22:24:39.352103] [WARN ] [sig       ] [1548/2211] Failed PFD after 0.3s | 4.08 sym/s | Total: 6.3m | ETA: 2.7m
[2025-09-29T22:24:39.352209] [INFO ] [sig       ] [1549/2211] Forecasting PFE...
[2025-09-29T22:24:39.352278] [INFO ] [sig       ] Generating forecast for: PFE
[2025-09-29T22:24:39.352367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFE' from 'https://tdm.silogroup.org/data/derivative_storage/PFE.csv'.
[2025-09-29T22:24:39.357784] [WARN ] [REMOTE    ] Historical data not found for symbol 'PFE' (404).
[2025-09-29T22:24:39.358048] [FATAL] [sig       ] PFE: No historical data fetched.
[2025-09-29T22:24:39.358149] [WARN ] [sig       ] [1549/2211] Failed PFE after 0.0s | 4.08 sym/s | Total: 6.3m | ETA: 2.7m
[2025-09-29T22:24:39.358220] [INFO ] [sig       ] [1550/2211] Forecasting PFGC...
[2025-09-29T22:24:39.358261] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-09-29T22:24:39.358292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-09-29T22:24:39.367962] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PFGC'.
[2025-09-29T22:24:39.368325] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-09-29T22:24:39.394147] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:39.394933] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-09-29T22:24:39.394992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:39.395026] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:39.395054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:39.395110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:39.412786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:39.413458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:39.413541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:39.413576] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:39.450726] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:39.450897] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:39.450941] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:39.450972] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:39.454541] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=76.57%)
[2025-09-29T22:24:39.454872] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-09-29T22:24:39.455017] [INFO ] [sig       ] PFGC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:39.604010] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PFGC.txt
[2025-09-29T22:24:39.604275] [WARN ] [sig       ] [1550/2211] Failed PFGC after 0.2s | 4.08 sym/s | Total: 6.3m | ETA: 2.7m
[2025-09-29T22:24:39.604355] [INFO ] [sig       ] [1551/2211] Forecasting PFH...
[2025-09-29T22:24:39.604395] [INFO ] [sig       ] Generating forecast for: PFH
[2025-09-29T22:24:39.604428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-09-29T22:24:39.615460] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PFH'.
[2025-09-29T22:24:39.615846] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-09-29T22:24:39.643532] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:39.644351] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-09-29T22:24:39.644409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:39.644445] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:39.644476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:39.644535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:39.664010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:39.664898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:39.665010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:39.665047] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:39.702039] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:39.702206] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:39.702250] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:39.702280] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:39.706098] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=13.48%)
[2025-09-29T22:24:39.706430] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-09-29T22:24:39.706582] [INFO ] [sig       ] PFH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:39.873791] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PFH.txt
[2025-09-29T22:24:39.874034] [WARN ] [sig       ] [1551/2211] Failed PFH after 0.3s | 4.08 sym/s | Total: 6.3m | ETA: 2.7m
[2025-09-29T22:24:39.874112] [INFO ] [sig       ] [1552/2211] Forecasting PFL...
[2025-09-29T22:24:39.874154] [INFO ] [sig       ] Generating forecast for: PFL
[2025-09-29T22:24:39.874188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-09-29T22:24:39.884148] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PFL'.
[2025-09-29T22:24:39.884487] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-09-29T22:24:39.913040] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:39.913951] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-09-29T22:24:39.914017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:39.914059] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:39.914096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:39.914166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:39.934390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:39.935166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:39.935258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:39.935303] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:39.970448] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:39.970588] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:39.970630] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:39.970704] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:39.974363] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: UP (p=85.37%)
[2025-09-29T22:24:39.974677] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-09-29T22:24:39.974837] [INFO ] [sig       ] PFL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:40.138431] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PFL.txt
[2025-09-29T22:24:40.138705] [WARN ] [sig       ] [1552/2211] Failed PFL after 0.3s | 4.08 sym/s | Total: 6.3m | ETA: 2.7m
[2025-09-29T22:24:40.138793] [INFO ] [sig       ] [1553/2211] Forecasting PFLT...
[2025-09-29T22:24:40.138841] [INFO ] [sig       ] Generating forecast for: PFLT
[2025-09-29T22:24:40.138921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFLT' from 'https://tdm.silogroup.org/data/derivative_storage/PFLT.csv'.
[2025-09-29T22:24:40.149341] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PFLT'.
[2025-09-29T22:24:40.149703] [INFO ] [FORECASTER] Starting predict_future for PFLT
[2025-09-29T22:24:40.178616] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:40.179485] [DEBUG] [LOCAL     ] No optimal features file found for PFLT: ./output/feature-sets/PFLT.txt
[2025-09-29T22:24:40.179568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:40.179610] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:40.179665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:40.179754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:40.199792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:40.200521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:40.200610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:40.200684] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:40.238574] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:40.238786] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:40.238840] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:40.238874] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:40.242947] [DEBUG] [FORECASTER] PFLT: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-09-29T22:24:40.243229] [INFO ] [FORECASTER] Completed predict_future for PFLT
[2025-09-29T22:24:40.243412] [INFO ] [sig       ] PFLT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:40.405016] [INFO ] [LOCAL     ] Saved forecast: PFLT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PFLT.txt
[2025-09-29T22:24:40.405304] [WARN ] [sig       ] [1553/2211] Failed PFLT after 0.3s | 4.08 sym/s | Total: 6.3m | ETA: 2.7m
[2025-09-29T22:24:40.405389] [INFO ] [sig       ] [1554/2211] Forecasting PFN...
[2025-09-29T22:24:40.405429] [INFO ] [sig       ] Generating forecast for: PFN
[2025-09-29T22:24:40.405462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-09-29T22:24:40.416201] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PFN'.
[2025-09-29T22:24:40.416534] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-09-29T22:24:40.442531] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:40.443313] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-09-29T22:24:40.443368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:40.443411] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:40.443442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:40.443500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:40.461898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:40.462485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:40.462569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:40.462603] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:40.497154] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:40.497275] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:40.497315] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:40.497345] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:40.500792] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=81.91%)
[2025-09-29T22:24:40.501063] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-09-29T22:24:40.501194] [INFO ] [sig       ] PFN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:40.649982] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PFN.txt
[2025-09-29T22:24:40.650216] [WARN ] [sig       ] [1554/2211] Failed PFN after 0.2s | 4.08 sym/s | Total: 6.3m | ETA: 2.7m
[2025-09-29T22:24:40.650291] [INFO ] [sig       ] [1555/2211] Forecasting PFO...
[2025-09-29T22:24:40.650330] [INFO ] [sig       ] Generating forecast for: PFO
[2025-09-29T22:24:40.650407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-09-29T22:24:40.660492] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PFO'.
[2025-09-29T22:24:40.660838] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-09-29T22:24:40.686634] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:40.687507] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-09-29T22:24:40.687566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:40.687601] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:40.687629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:40.687733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:40.705658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:40.706453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:40.706543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:40.706577] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:40.740997] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:40.741152] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:40.741193] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:40.741224] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:40.744790] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: UP (p=87.81%)
[2025-09-29T22:24:40.745062] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-09-29T22:24:40.745195] [INFO ] [sig       ] PFO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:40.895295] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PFO.txt
[2025-09-29T22:24:40.895560] [WARN ] [sig       ] [1555/2211] Failed PFO after 0.2s | 4.08 sym/s | Total: 6.4m | ETA: 2.7m
[2025-09-29T22:24:40.895664] [INFO ] [sig       ] [1556/2211] Forecasting PFS...
[2025-09-29T22:24:40.895726] [INFO ] [sig       ] Generating forecast for: PFS
[2025-09-29T22:24:40.895766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-09-29T22:24:40.906501] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PFS'.
[2025-09-29T22:24:40.906851] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-09-29T22:24:40.934107] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:40.935197] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-09-29T22:24:40.935257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:40.935297] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:40.935364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:40.935463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:40.954478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:40.955093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:40.955179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:40.955215] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:40.991416] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:40.991563] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:40.991606] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:40.991638] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:40.995414] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: DOWN (p=3.11%)
[2025-09-29T22:24:40.995798] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-09-29T22:24:40.995956] [INFO ] [sig       ] PFS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:41.152966] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PFS.txt
[2025-09-29T22:24:41.153197] [WARN ] [sig       ] [1556/2211] Failed PFS after 0.3s | 4.08 sym/s | Total: 6.4m | ETA: 2.7m
[2025-09-29T22:24:41.153274] [INFO ] [sig       ] [1557/2211] Forecasting PFSI...
[2025-09-29T22:24:41.153314] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-09-29T22:24:41.153347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-09-29T22:24:41.164814] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PFSI'.
[2025-09-29T22:24:41.165251] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-09-29T22:24:41.194237] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:41.195167] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-09-29T22:24:41.195228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:41.195265] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:41.195319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:41.195394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:41.214262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:41.215016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:41.215109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:41.215145] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:41.252340] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:41.252516] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:41.252563] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:41.252595] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:41.256277] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: UP (p=94.73%)
[2025-09-29T22:24:41.256583] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-09-29T22:24:41.256755] [INFO ] [sig       ] PFSI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:41.423721] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PFSI.txt
[2025-09-29T22:24:41.423952] [WARN ] [sig       ] [1557/2211] Failed PFSI after 0.3s | 4.08 sym/s | Total: 6.4m | ETA: 2.7m
[2025-09-29T22:24:41.424031] [INFO ] [sig       ] [1558/2211] Forecasting PG...
[2025-09-29T22:24:41.424073] [INFO ] [sig       ] Generating forecast for: PG
[2025-09-29T22:24:41.424107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PG' from 'https://tdm.silogroup.org/data/derivative_storage/PG.csv'.
[2025-09-29T22:24:41.429293] [WARN ] [REMOTE    ] Historical data not found for symbol 'PG' (404).
[2025-09-29T22:24:41.429562] [FATAL] [sig       ] PG: No historical data fetched.
[2025-09-29T22:24:41.429683] [WARN ] [sig       ] [1558/2211] Failed PG after 0.0s | 4.08 sym/s | Total: 6.4m | ETA: 2.7m
[2025-09-29T22:24:41.429761] [INFO ] [sig       ] [1559/2211] Forecasting PGP...
[2025-09-29T22:24:41.429805] [INFO ] [sig       ] Generating forecast for: PGP
[2025-09-29T22:24:41.429839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-09-29T22:24:41.439296] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PGP'.
[2025-09-29T22:24:41.439773] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-09-29T22:24:41.468978] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:41.469931] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-09-29T22:24:41.470026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:41.470063] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:41.470092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:41.470153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:41.489775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:41.491192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:41.491335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:41.491403] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:41.533464] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:41.533682] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:41.533754] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:41.533792] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:41.538234] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=84.28%)
[2025-09-29T22:24:41.538534] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-09-29T22:24:41.538702] [INFO ] [sig       ] PGP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:41.694009] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PGP.txt
[2025-09-29T22:24:41.694270] [WARN ] [sig       ] [1559/2211] Failed PGP after 0.3s | 4.08 sym/s | Total: 6.4m | ETA: 2.7m
[2025-09-29T22:24:41.694349] [INFO ] [sig       ] [1560/2211] Forecasting PGR...
[2025-09-29T22:24:41.694388] [INFO ] [sig       ] Generating forecast for: PGR
[2025-09-29T22:24:41.694421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGR' from 'https://tdm.silogroup.org/data/derivative_storage/PGR.csv'.
[2025-09-29T22:24:41.699139] [WARN ] [REMOTE    ] Historical data not found for symbol 'PGR' (404).
[2025-09-29T22:24:41.699332] [FATAL] [sig       ] PGR: No historical data fetched.
[2025-09-29T22:24:41.699419] [WARN ] [sig       ] [1560/2211] Failed PGR after 0.0s | 4.08 sym/s | Total: 6.4m | ETA: 2.7m
[2025-09-29T22:24:41.699487] [INFO ] [sig       ] [1561/2211] Forecasting PGRE...
[2025-09-29T22:24:41.699527] [INFO ] [sig       ] Generating forecast for: PGRE
[2025-09-29T22:24:41.699559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'.
[2025-09-29T22:24:41.709504] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PGRE'.
[2025-09-29T22:24:41.709850] [INFO ] [FORECASTER] Starting predict_future for PGRE
[2025-09-29T22:24:41.735720] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:41.736454] [DEBUG] [LOCAL     ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt
[2025-09-29T22:24:41.736515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:41.736552] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:41.736581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:41.736639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:41.755743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:41.756370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:41.756455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:41.756489] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:41.792213] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:41.792378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:41.792422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:41.792453] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:41.796174] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: DOWN (p=35.30%)
[2025-09-29T22:24:41.796508] [INFO ] [FORECASTER] Completed predict_future for PGRE
[2025-09-29T22:24:41.796690] [INFO ] [sig       ] PGRE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:41.956543] [INFO ] [LOCAL     ] Saved forecast: PGRE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PGRE.txt
[2025-09-29T22:24:41.956823] [WARN ] [sig       ] [1561/2211] Failed PGRE after 0.3s | 4.08 sym/s | Total: 6.4m | ETA: 2.7m
[2025-09-29T22:24:41.956914] [INFO ] [sig       ] [1562/2211] Forecasting PGZ...
[2025-09-29T22:24:41.956956] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-09-29T22:24:41.956994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-09-29T22:24:41.967611] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PGZ'.
[2025-09-29T22:24:41.968022] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-09-29T22:24:41.994164] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:41.994969] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-09-29T22:24:41.995026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:41.995060] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:41.995089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:41.995148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:42.017775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:42.018526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:42.018637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:42.018715] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:42.055816] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:42.055964] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:42.056007] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:42.056039] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:42.061223] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=59.93%)
[2025-09-29T22:24:42.061632] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-09-29T22:24:42.061862] [INFO ] [sig       ] PGZ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:42.228784] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PGZ.txt
[2025-09-29T22:24:42.229075] [WARN ] [sig       ] [1562/2211] Failed PGZ after 0.3s | 4.08 sym/s | Total: 6.4m | ETA: 2.6m
[2025-09-29T22:24:42.229159] [INFO ] [sig       ] [1563/2211] Forecasting PH...
[2025-09-29T22:24:42.229199] [INFO ] [sig       ] Generating forecast for: PH
[2025-09-29T22:24:42.229233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-09-29T22:24:42.241115] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PH'.
[2025-09-29T22:24:42.241733] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-09-29T22:24:42.269835] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:42.270716] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-09-29T22:24:42.270777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:42.270813] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:42.270842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:42.270901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:42.290282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:42.291095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:42.291209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:42.291249] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:42.361483] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:42.361687] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:42.361756] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:42.361798] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:42.368678] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: UP (p=97.06%)
[2025-09-29T22:24:42.369013] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-09-29T22:24:42.369159] [INFO ] [sig       ] PH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:42.535018] [INFO ] [LOCAL     ] Saved forecast: PH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PH.txt
[2025-09-29T22:24:42.535276] [WARN ] [sig       ] [1563/2211] Failed PH after 0.3s | 4.08 sym/s | Total: 6.4m | ETA: 2.6m
[2025-09-29T22:24:42.535361] [INFO ] [sig       ] [1564/2211] Forecasting PHD...
[2025-09-29T22:24:42.535402] [INFO ] [sig       ] Generating forecast for: PHD
[2025-09-29T22:24:42.535435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHD' from 'https://tdm.silogroup.org/data/derivative_storage/PHD.csv'.
[2025-09-29T22:24:42.547754] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PHD'.
[2025-09-29T22:24:42.548236] [INFO ] [FORECASTER] Starting predict_future for PHD
[2025-09-29T22:24:42.577357] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:42.578256] [DEBUG] [LOCAL     ] No optimal features file found for PHD: ./output/feature-sets/PHD.txt
[2025-09-29T22:24:42.578316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:42.578353] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:42.578384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:42.578445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:42.599440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:42.600358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:42.600473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:42.600512] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:42.646989] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:42.647193] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:42.647250] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:42.647283] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:42.651860] [DEBUG] [FORECASTER] PHD: Forecast T+1@11:T+2@11: DOWN (p=24.62%)
[2025-09-29T22:24:42.652161] [INFO ] [FORECASTER] Completed predict_future for PHD
[2025-09-29T22:24:42.652332] [INFO ] [sig       ] PHD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:42.830679] [INFO ] [LOCAL     ] Saved forecast: PHD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PHD.txt
[2025-09-29T22:24:42.830943] [WARN ] [sig       ] [1564/2211] Failed PHD after 0.3s | 4.08 sym/s | Total: 6.4m | ETA: 2.6m
[2025-09-29T22:24:42.831026] [INFO ] [sig       ] [1565/2211] Forecasting PHG...
[2025-09-29T22:24:42.831067] [INFO ] [sig       ] Generating forecast for: PHG
[2025-09-29T22:24:42.831101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-09-29T22:24:42.841818] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PHG'.
[2025-09-29T22:24:42.842238] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-09-29T22:24:42.872097] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:42.873014] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-09-29T22:24:42.873095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:42.873134] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:42.873164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:42.873226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:42.895993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:42.897011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:42.897147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:42.897203] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:42.945530] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:42.945776] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:42.945835] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:42.945869] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:42.949792] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: UP (p=56.00%)
[2025-09-29T22:24:42.950138] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-09-29T22:24:42.950298] [INFO ] [sig       ] PHG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:43.119629] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PHG.txt
[2025-09-29T22:24:43.119940] [WARN ] [sig       ] [1565/2211] Failed PHG after 0.3s | 4.08 sym/s | Total: 6.4m | ETA: 2.6m
[2025-09-29T22:24:43.120025] [INFO ] [sig       ] [1566/2211] Forecasting PHI...
[2025-09-29T22:24:43.120067] [INFO ] [sig       ] Generating forecast for: PHI
[2025-09-29T22:24:43.120102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-09-29T22:24:43.130760] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PHI'.
[2025-09-29T22:24:43.131115] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-09-29T22:24:43.159064] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:43.159915] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-09-29T22:24:43.159973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:43.160008] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:43.160038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:43.160096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:43.179219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:43.179887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:43.179977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:43.180013] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:43.232136] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:43.232279] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:43.232324] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:43.232356] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:43.236337] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: UP (p=98.32%)
[2025-09-29T22:24:43.236629] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-09-29T22:24:43.236811] [INFO ] [sig       ] PHI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:43.401681] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PHI.txt
[2025-09-29T22:24:43.401947] [WARN ] [sig       ] [1566/2211] Failed PHI after 0.3s | 4.08 sym/s | Total: 6.4m | ETA: 2.6m
[2025-09-29T22:24:43.402025] [INFO ] [sig       ] [1567/2211] Forecasting PHIN...
[2025-09-29T22:24:43.402068] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-09-29T22:24:43.402112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-09-29T22:24:43.412175] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PHIN'.
[2025-09-29T22:24:43.412499] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-09-29T22:24:43.440860] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:43.441749] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-09-29T22:24:43.441807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:43.441844] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:43.441874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:43.441934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:43.461927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:43.462624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:43.462740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:43.462782] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:43.501518] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:43.501715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:43.501778] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:43.501868] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:43.505852] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: DOWN (p=22.80%)
[2025-09-29T22:24:43.506154] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-09-29T22:24:43.506304] [INFO ] [sig       ] PHIN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:43.668865] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PHIN.txt
[2025-09-29T22:24:43.669114] [WARN ] [sig       ] [1567/2211] Failed PHIN after 0.3s | 4.08 sym/s | Total: 6.4m | ETA: 2.6m
[2025-09-29T22:24:43.669216] [INFO ] [sig       ] [1568/2211] Forecasting PHK...
[2025-09-29T22:24:43.669282] [INFO ] [sig       ] Generating forecast for: PHK
[2025-09-29T22:24:43.669326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-09-29T22:24:43.679484] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PHK'.
[2025-09-29T22:24:43.679859] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-09-29T22:24:43.707547] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:43.708486] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-09-29T22:24:43.708581] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:43.708632] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:43.708706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:43.708777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:43.727625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:43.728284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:43.728373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:43.728410] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:43.763442] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:43.763579] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:43.763627] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:43.763700] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:43.767379] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: DOWN (p=44.66%)
[2025-09-29T22:24:43.767790] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-09-29T22:24:43.767941] [INFO ] [sig       ] PHK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:43.928306] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PHK.txt
[2025-09-29T22:24:43.928639] [WARN ] [sig       ] [1568/2211] Failed PHK after 0.3s | 4.08 sym/s | Total: 6.4m | ETA: 2.6m
[2025-09-29T22:24:43.928744] [INFO ] [sig       ] [1569/2211] Forecasting PHM...
[2025-09-29T22:24:43.928785] [INFO ] [sig       ] Generating forecast for: PHM
[2025-09-29T22:24:43.928818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-09-29T22:24:43.934715] [WARN ] [REMOTE    ] Historical data not found for symbol 'PHM' (404).
[2025-09-29T22:24:43.934995] [FATAL] [sig       ] PHM: No historical data fetched.
[2025-09-29T22:24:43.935089] [WARN ] [sig       ] [1569/2211] Failed PHM after 0.0s | 4.08 sym/s | Total: 6.4m | ETA: 2.6m
[2025-09-29T22:24:43.935160] [INFO ] [sig       ] [1570/2211] Forecasting PHR...
[2025-09-29T22:24:43.935200] [INFO ] [sig       ] Generating forecast for: PHR
[2025-09-29T22:24:43.935235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHR' from 'https://tdm.silogroup.org/data/derivative_storage/PHR.csv'.
[2025-09-29T22:24:43.946839] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PHR'.
[2025-09-29T22:24:43.947394] [INFO ] [FORECASTER] Starting predict_future for PHR
[2025-09-29T22:24:43.975469] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:43.976475] [DEBUG] [LOCAL     ] No optimal features file found for PHR: ./output/feature-sets/PHR.txt
[2025-09-29T22:24:43.976538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:43.976576] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:43.976606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:43.976688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:43.995450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:43.996182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:43.996286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:43.996349] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:44.033884] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:44.034045] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:44.034090] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:44.034122] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:44.037882] [DEBUG] [FORECASTER] PHR: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-09-29T22:24:44.038173] [INFO ] [FORECASTER] Completed predict_future for PHR
[2025-09-29T22:24:44.038320] [INFO ] [sig       ] PHR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:44.193390] [INFO ] [LOCAL     ] Saved forecast: PHR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PHR.txt
[2025-09-29T22:24:44.193671] [WARN ] [sig       ] [1570/2211] Failed PHR after 0.3s | 4.08 sym/s | Total: 6.4m | ETA: 2.6m
[2025-09-29T22:24:44.193750] [INFO ] [sig       ] [1571/2211] Forecasting PII...
[2025-09-29T22:24:44.193791] [INFO ] [sig       ] Generating forecast for: PII
[2025-09-29T22:24:44.193824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-09-29T22:24:44.204462] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PII'.
[2025-09-29T22:24:44.204828] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-09-29T22:24:44.232673] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:44.233521] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-09-29T22:24:44.233622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:44.233704] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:44.233746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:44.233809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:44.253197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:44.253974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:44.254067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:44.254103] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:44.294334] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:44.294506] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:44.294552] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:44.294583] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:44.298586] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: DOWN (p=37.92%)
[2025-09-29T22:24:44.298991] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-09-29T22:24:44.299196] [INFO ] [sig       ] PII: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:44.451993] [INFO ] [LOCAL     ] Saved forecast: PII	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PII.txt
[2025-09-29T22:24:44.452261] [WARN ] [sig       ] [1571/2211] Failed PII after 0.3s | 4.08 sym/s | Total: 6.4m | ETA: 2.6m
[2025-09-29T22:24:44.452352] [INFO ] [sig       ] [1572/2211] Forecasting PIM...
[2025-09-29T22:24:44.452409] [INFO ] [sig       ] Generating forecast for: PIM
[2025-09-29T22:24:44.452446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-09-29T22:24:44.463219] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'PIM'.
[2025-09-29T22:24:44.463605] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-09-29T22:24:44.491466] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:44.492297] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-09-29T22:24:44.492354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:44.492391] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:44.492422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:44.492482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:44.510949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:44.511590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:44.511702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:44.511755] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:44.549855] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:44.550024] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:44.550067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:44.550099] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:44.553813] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: DOWN (p=6.05%)
[2025-09-29T22:24:44.554100] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-09-29T22:24:44.554241] [INFO ] [sig       ] PIM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:44.706168] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PIM.txt
[2025-09-29T22:24:44.706430] [WARN ] [sig       ] [1572/2211] Failed PIM after 0.3s | 4.08 sym/s | Total: 6.4m | ETA: 2.6m
[2025-09-29T22:24:44.706515] [INFO ] [sig       ] [1573/2211] Forecasting PINE...
[2025-09-29T22:24:44.706555] [INFO ] [sig       ] Generating forecast for: PINE
[2025-09-29T22:24:44.706599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-09-29T22:24:44.716775] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PINE'.
[2025-09-29T22:24:44.717174] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-09-29T22:24:44.745118] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:44.745990] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-09-29T22:24:44.746050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:44.746095] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:44.746126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:44.746186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:44.765851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:44.766634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:44.766754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:44.766792] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:44.805282] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:44.805460] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:44.805507] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:44.805539] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:44.809231] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=78.12%)
[2025-09-29T22:24:44.809599] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-09-29T22:24:44.809784] [INFO ] [sig       ] PINE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:44.963390] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PINE.txt
[2025-09-29T22:24:44.963722] [WARN ] [sig       ] [1573/2211] Failed PINE after 0.3s | 4.08 sym/s | Total: 6.4m | ETA: 2.6m
[2025-09-29T22:24:44.963809] [INFO ] [sig       ] [1574/2211] Forecasting PINS...
[2025-09-29T22:24:44.963849] [INFO ] [sig       ] Generating forecast for: PINS
[2025-09-29T22:24:44.963883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-09-29T22:24:44.974638] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PINS'.
[2025-09-29T22:24:44.975112] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-09-29T22:24:45.007271] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:45.008287] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-09-29T22:24:45.008354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:45.008390] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:45.008419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:45.008477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:45.027743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:45.028608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:45.028831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:45.028888] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:45.064733] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:45.064956] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:45.065019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:45.065052] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:45.068864] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=98.28%)
[2025-09-29T22:24:45.069200] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-09-29T22:24:45.069750] [INFO ] [sig       ] PINS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:45.227620] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PINS.txt
[2025-09-29T22:24:45.227934] [WARN ] [sig       ] [1574/2211] Failed PINS after 0.3s | 4.08 sym/s | Total: 6.4m | ETA: 2.6m
[2025-09-29T22:24:45.228020] [INFO ] [sig       ] [1575/2211] Forecasting PIPR...
[2025-09-29T22:24:45.228062] [INFO ] [sig       ] Generating forecast for: PIPR
[2025-09-29T22:24:45.228097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIPR' from 'https://tdm.silogroup.org/data/derivative_storage/PIPR.csv'.
[2025-09-29T22:24:45.240387] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PIPR'.
[2025-09-29T22:24:45.240855] [INFO ] [FORECASTER] Starting predict_future for PIPR
[2025-09-29T22:24:45.269344] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:45.270211] [DEBUG] [LOCAL     ] No optimal features file found for PIPR: ./output/feature-sets/PIPR.txt
[2025-09-29T22:24:45.270270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:45.270306] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:45.270336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:45.270397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:45.290328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:45.291044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:45.291135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:45.291172] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:45.360639] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:45.360788] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:45.360834] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:45.360874] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:45.364408] [DEBUG] [FORECASTER] PIPR: Forecast T+1@11:T+2@11: UP (p=95.39%)
[2025-09-29T22:24:45.364716] [INFO ] [FORECASTER] Completed predict_future for PIPR
[2025-09-29T22:24:45.364857] [INFO ] [sig       ] PIPR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:45.518221] [INFO ] [LOCAL     ] Saved forecast: PIPR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PIPR.txt
[2025-09-29T22:24:45.518462] [WARN ] [sig       ] [1575/2211] Failed PIPR after 0.3s | 4.08 sym/s | Total: 6.4m | ETA: 2.6m
[2025-09-29T22:24:45.518539] [INFO ] [sig       ] [1576/2211] Forecasting PJT...
[2025-09-29T22:24:45.518580] [INFO ] [sig       ] Generating forecast for: PJT
[2025-09-29T22:24:45.518612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PJT' from 'https://tdm.silogroup.org/data/derivative_storage/PJT.csv'.
[2025-09-29T22:24:45.529906] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PJT'.
[2025-09-29T22:24:45.530314] [INFO ] [FORECASTER] Starting predict_future for PJT
[2025-09-29T22:24:45.564569] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:45.565809] [DEBUG] [LOCAL     ] No optimal features file found for PJT: ./output/feature-sets/PJT.txt
[2025-09-29T22:24:45.565886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:45.565956] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:45.566029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:45.566136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:45.597770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:45.599013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:45.599162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:45.599229] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:45.644947] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:45.645119] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:45.645166] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:45.645199] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:45.649103] [DEBUG] [FORECASTER] PJT: Forecast T+1@11:T+2@11: UP (p=91.18%)
[2025-09-29T22:24:45.649419] [INFO ] [FORECASTER] Completed predict_future for PJT
[2025-09-29T22:24:45.649567] [INFO ] [sig       ] PJT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:45.809471] [INFO ] [LOCAL     ] Saved forecast: PJT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PJT.txt
[2025-09-29T22:24:45.809755] [WARN ] [sig       ] [1576/2211] Failed PJT after 0.3s | 4.08 sym/s | Total: 6.4m | ETA: 2.6m
[2025-09-29T22:24:45.809837] [INFO ] [sig       ] [1577/2211] Forecasting PK...
[2025-09-29T22:24:45.809927] [INFO ] [sig       ] Generating forecast for: PK
[2025-09-29T22:24:45.809983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-09-29T22:24:45.820956] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PK'.
[2025-09-29T22:24:45.821297] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-09-29T22:24:45.848424] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:45.849289] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-09-29T22:24:45.849347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:45.849383] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:45.849414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:45.849473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:45.869973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:45.870675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:45.870767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:45.870802] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:45.907017] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:45.907209] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:45.907265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:45.907298] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:45.911084] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: DOWN (p=28.55%)
[2025-09-29T22:24:45.911409] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-09-29T22:24:45.911551] [INFO ] [sig       ] PK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:46.071376] [INFO ] [LOCAL     ] Saved forecast: PK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PK.txt
[2025-09-29T22:24:46.071678] [WARN ] [sig       ] [1577/2211] Failed PK after 0.3s | 4.08 sym/s | Total: 6.4m | ETA: 2.6m
[2025-09-29T22:24:46.071769] [INFO ] [sig       ] [1578/2211] Forecasting PKE...
[2025-09-29T22:24:46.071809] [INFO ] [sig       ] Generating forecast for: PKE
[2025-09-29T22:24:46.071843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-09-29T22:24:46.082399] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PKE'.
[2025-09-29T22:24:46.082843] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-09-29T22:24:46.109889] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:46.110684] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-09-29T22:24:46.110798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:46.110843] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:46.110874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:46.110934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:46.129504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:46.130289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:46.130422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:46.130480] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:46.162531] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:46.162717] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:46.162775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:46.162810] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:46.166338] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=0.98%)
[2025-09-29T22:24:46.166618] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-09-29T22:24:46.166783] [INFO ] [sig       ] PKE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:46.324205] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PKE.txt
[2025-09-29T22:24:46.324455] [WARN ] [sig       ] [1578/2211] Failed PKE after 0.3s | 4.08 sym/s | Total: 6.4m | ETA: 2.6m
[2025-09-29T22:24:46.324536] [INFO ] [sig       ] [1579/2211] Forecasting PKG...
[2025-09-29T22:24:46.324577] [INFO ] [sig       ] Generating forecast for: PKG
[2025-09-29T22:24:46.324613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-09-29T22:24:46.336040] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PKG'.
[2025-09-29T22:24:46.336390] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-09-29T22:24:46.363723] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:46.364533] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-09-29T22:24:46.364591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:46.364628] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:46.364711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:46.364819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:46.383822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:46.384603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:46.384738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:46.384796] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:46.412579] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:46.412716] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:46.412768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:46.412802] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:46.416024] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: UP (p=84.56%)
[2025-09-29T22:24:46.416298] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-09-29T22:24:46.416427] [INFO ] [sig       ] PKG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:46.564400] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PKG.txt
[2025-09-29T22:24:46.564713] [WARN ] [sig       ] [1579/2211] Failed PKG after 0.2s | 4.08 sym/s | Total: 6.4m | ETA: 2.6m
[2025-09-29T22:24:46.564803] [INFO ] [sig       ] [1580/2211] Forecasting PKST...
[2025-09-29T22:24:46.564844] [INFO ] [sig       ] Generating forecast for: PKST
[2025-09-29T22:24:46.564890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKST' from 'https://tdm.silogroup.org/data/derivative_storage/PKST.csv'.
[2025-09-29T22:24:46.575736] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PKST'.
[2025-09-29T22:24:46.576095] [INFO ] [FORECASTER] Starting predict_future for PKST
[2025-09-29T22:24:46.602303] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:46.603134] [DEBUG] [LOCAL     ] No optimal features file found for PKST: ./output/feature-sets/PKST.txt
[2025-09-29T22:24:46.603194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:46.603230] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:46.603261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:46.603320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:46.621979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:46.622559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:46.622671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:46.622729] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:46.658061] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:46.658180] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:46.658221] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:46.658253] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:46.661627] [DEBUG] [FORECASTER] PKST: Forecast T+1@11:T+2@11: DOWN (p=7.62%)
[2025-09-29T22:24:46.661937] [INFO ] [FORECASTER] Completed predict_future for PKST
[2025-09-29T22:24:46.662075] [INFO ] [sig       ] PKST: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:46.823626] [INFO ] [LOCAL     ] Saved forecast: PKST	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PKST.txt
[2025-09-29T22:24:46.823929] [WARN ] [sig       ] [1580/2211] Failed PKST after 0.3s | 4.08 sym/s | Total: 6.5m | ETA: 2.6m
[2025-09-29T22:24:46.824012] [INFO ] [sig       ] [1581/2211] Forecasting PKX...
[2025-09-29T22:24:46.824054] [INFO ] [sig       ] Generating forecast for: PKX
[2025-09-29T22:24:46.824089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-09-29T22:24:46.834966] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PKX'.
[2025-09-29T22:24:46.835295] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-09-29T22:24:46.862839] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:46.863674] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-09-29T22:24:46.863738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:46.863776] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:46.863806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:46.863867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:46.882877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:46.883601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:46.883751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:46.883809] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:46.919603] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:46.919767] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:46.919816] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:46.919881] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:46.926413] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=14.95%)
[2025-09-29T22:24:46.926738] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-09-29T22:24:46.926901] [INFO ] [sig       ] PKX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:47.085196] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PKX.txt
[2025-09-29T22:24:47.085434] [WARN ] [sig       ] [1581/2211] Failed PKX after 0.3s | 4.08 sym/s | Total: 6.5m | ETA: 2.6m
[2025-09-29T22:24:47.085514] [INFO ] [sig       ] [1582/2211] Forecasting PL...
[2025-09-29T22:24:47.085556] [INFO ] [sig       ] Generating forecast for: PL
[2025-09-29T22:24:47.085593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-09-29T22:24:47.095630] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PL'.
[2025-09-29T22:24:47.095967] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-09-29T22:24:47.121728] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:47.122511] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-09-29T22:24:47.122566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:47.122600] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:47.122629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:47.122727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:47.141304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:47.142168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:47.142261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:47.142298] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:47.170346] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:47.170458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:47.170497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:47.170527] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:47.173889] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: UP (p=88.14%)
[2025-09-29T22:24:47.174176] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-09-29T22:24:47.174310] [INFO ] [sig       ] PL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:47.329232] [INFO ] [LOCAL     ] Saved forecast: PL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PL.txt
[2025-09-29T22:24:47.329477] [WARN ] [sig       ] [1582/2211] Failed PL after 0.2s | 4.08 sym/s | Total: 6.5m | ETA: 2.6m
[2025-09-29T22:24:47.329557] [INFO ] [sig       ] [1583/2211] Forecasting PLD...
[2025-09-29T22:24:47.329598] [INFO ] [sig       ] Generating forecast for: PLD
[2025-09-29T22:24:47.329633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-09-29T22:24:47.340357] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PLD'.
[2025-09-29T22:24:47.340719] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-09-29T22:24:47.367174] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:47.367962] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-09-29T22:24:47.368020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:47.368057] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:47.368087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:47.368148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:47.386549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:47.387197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:47.387287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:47.387344] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:47.420397] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:47.420521] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:47.420564] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:47.420598] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:47.424499] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: UP (p=64.71%)
[2025-09-29T22:24:47.424866] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-09-29T22:24:47.425014] [INFO ] [sig       ] PLD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:47.577437] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PLD.txt
[2025-09-29T22:24:47.577706] [WARN ] [sig       ] [1583/2211] Failed PLD after 0.2s | 4.08 sym/s | Total: 6.5m | ETA: 2.6m
[2025-09-29T22:24:47.577791] [INFO ] [sig       ] [1584/2211] Forecasting PLNT...
[2025-09-29T22:24:47.577833] [INFO ] [sig       ] Generating forecast for: PLNT
[2025-09-29T22:24:47.577893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLNT' from 'https://tdm.silogroup.org/data/derivative_storage/PLNT.csv'.
[2025-09-29T22:24:47.588456] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PLNT'.
[2025-09-29T22:24:47.588845] [INFO ] [FORECASTER] Starting predict_future for PLNT
[2025-09-29T22:24:47.615493] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:47.616271] [DEBUG] [LOCAL     ] No optimal features file found for PLNT: ./output/feature-sets/PLNT.txt
[2025-09-29T22:24:47.616329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:47.616365] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:47.616427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:47.616511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:47.634999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:47.635596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:47.635706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:47.635756] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:47.664270] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:47.664386] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:47.664427] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:47.664458] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:47.667962] [DEBUG] [FORECASTER] PLNT: Forecast T+1@11:T+2@11: UP (p=72.04%)
[2025-09-29T22:24:47.668237] [INFO ] [FORECASTER] Completed predict_future for PLNT
[2025-09-29T22:24:47.668364] [INFO ] [sig       ] PLNT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:47.830418] [INFO ] [LOCAL     ] Saved forecast: PLNT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PLNT.txt
[2025-09-29T22:24:47.830684] [WARN ] [sig       ] [1584/2211] Failed PLNT after 0.3s | 4.08 sym/s | Total: 6.5m | ETA: 2.6m
[2025-09-29T22:24:47.830767] [INFO ] [sig       ] [1585/2211] Forecasting PLOW...
[2025-09-29T22:24:47.830807] [INFO ] [sig       ] Generating forecast for: PLOW
[2025-09-29T22:24:47.830867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLOW' from 'https://tdm.silogroup.org/data/derivative_storage/PLOW.csv'.
[2025-09-29T22:24:47.843834] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PLOW'.
[2025-09-29T22:24:47.844231] [INFO ] [FORECASTER] Starting predict_future for PLOW
[2025-09-29T22:24:47.873015] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:47.873873] [DEBUG] [LOCAL     ] No optimal features file found for PLOW: ./output/feature-sets/PLOW.txt
[2025-09-29T22:24:47.873935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:47.873991] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:47.874023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:47.874083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:47.892937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:47.893615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:47.893726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:47.893770] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:47.920639] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:47.920768] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:47.920808] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:47.920837] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:47.924189] [DEBUG] [FORECASTER] PLOW: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2025-09-29T22:24:47.924463] [INFO ] [FORECASTER] Completed predict_future for PLOW
[2025-09-29T22:24:47.924588] [INFO ] [sig       ] PLOW: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:48.078610] [INFO ] [LOCAL     ] Saved forecast: PLOW	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PLOW.txt
[2025-09-29T22:24:48.078887] [WARN ] [sig       ] [1585/2211] Failed PLOW after 0.2s | 4.08 sym/s | Total: 6.5m | ETA: 2.6m
[2025-09-29T22:24:48.078968] [INFO ] [sig       ] [1586/2211] Forecasting PLYM...
[2025-09-29T22:24:48.079010] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-09-29T22:24:48.079044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-09-29T22:24:48.089834] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PLYM'.
[2025-09-29T22:24:48.090203] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-09-29T22:24:48.116752] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:48.117528] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-09-29T22:24:48.117605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:48.117685] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:48.117783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:48.117859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:48.140868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:48.141703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:48.141796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:48.141834] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:48.174784] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:48.174927] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:48.174971] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:48.175005] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:48.179079] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=9.91%)
[2025-09-29T22:24:48.179409] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-09-29T22:24:48.179553] [INFO ] [sig       ] PLYM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:48.340463] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PLYM.txt
[2025-09-29T22:24:48.340739] [WARN ] [sig       ] [1586/2211] Failed PLYM after 0.3s | 4.08 sym/s | Total: 6.5m | ETA: 2.6m
[2025-09-29T22:24:48.340834] [INFO ] [sig       ] [1587/2211] Forecasting PM...
[2025-09-29T22:24:48.340901] [INFO ] [sig       ] Generating forecast for: PM
[2025-09-29T22:24:48.340949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-09-29T22:24:48.346183] [WARN ] [REMOTE    ] Historical data not found for symbol 'PM' (404).
[2025-09-29T22:24:48.346398] [FATAL] [sig       ] PM: No historical data fetched.
[2025-09-29T22:24:48.346511] [WARN ] [sig       ] [1587/2211] Failed PM after 0.0s | 4.08 sym/s | Total: 6.5m | ETA: 2.5m
[2025-09-29T22:24:48.346599] [INFO ] [sig       ] [1588/2211] Forecasting PML...
[2025-09-29T22:24:48.346693] [INFO ] [sig       ] Generating forecast for: PML
[2025-09-29T22:24:48.346748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-09-29T22:24:48.357987] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PML'.
[2025-09-29T22:24:48.358384] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-09-29T22:24:48.392023] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:48.392825] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-09-29T22:24:48.392883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:48.392919] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:48.392950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:48.393009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:48.413251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:48.413961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:48.414084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:48.414129] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:48.464750] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:48.464914] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:48.465004] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:48.465066] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:48.469152] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=10.20%)
[2025-09-29T22:24:48.469433] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-09-29T22:24:48.469566] [INFO ] [sig       ] PML: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:48.625902] [INFO ] [LOCAL     ] Saved forecast: PML	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PML.txt
[2025-09-29T22:24:48.626134] [WARN ] [sig       ] [1588/2211] Failed PML after 0.3s | 4.08 sym/s | Total: 6.5m | ETA: 2.5m
[2025-09-29T22:24:48.626213] [INFO ] [sig       ] [1589/2211] Forecasting PMM...
[2025-09-29T22:24:48.626254] [INFO ] [sig       ] Generating forecast for: PMM
[2025-09-29T22:24:48.626288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-09-29T22:24:48.636097] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PMM'.
[2025-09-29T22:24:48.636407] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-09-29T22:24:48.662066] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:48.662854] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-09-29T22:24:48.662911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:48.662946] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:48.663027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:48.663096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:48.681379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:48.682034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:48.682123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:48.682175] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:48.717024] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:48.717217] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:48.717270] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:48.717304] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:48.720898] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: UP (p=88.79%)
[2025-09-29T22:24:48.721181] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-09-29T22:24:48.721321] [INFO ] [sig       ] PMM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:48.873353] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PMM.txt
[2025-09-29T22:24:48.873598] [WARN ] [sig       ] [1589/2211] Failed PMM after 0.2s | 4.08 sym/s | Total: 6.5m | ETA: 2.5m
[2025-09-29T22:24:48.873713] [INFO ] [sig       ] [1590/2211] Forecasting PMO...
[2025-09-29T22:24:48.873762] [INFO ] [sig       ] Generating forecast for: PMO
[2025-09-29T22:24:48.873797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-09-29T22:24:48.883734] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PMO'.
[2025-09-29T22:24:48.884042] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-09-29T22:24:48.909795] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:48.910523] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-09-29T22:24:48.910578] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:48.910613] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:48.910666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:48.910751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:48.934922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:48.936801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:48.936911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:48.936964] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:48.973550] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:48.973695] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:48.973771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:48.973844] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:48.977368] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=39.63%)
[2025-09-29T22:24:48.977729] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-09-29T22:24:48.977941] [INFO ] [sig       ] PMO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:49.133500] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PMO.txt
[2025-09-29T22:24:49.133818] [WARN ] [sig       ] [1590/2211] Failed PMO after 0.3s | 4.08 sym/s | Total: 6.5m | ETA: 2.5m
[2025-09-29T22:24:49.133906] [INFO ] [sig       ] [1591/2211] Forecasting PMT...
[2025-09-29T22:24:49.133948] [INFO ] [sig       ] Generating forecast for: PMT
[2025-09-29T22:24:49.133982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMT' from 'https://tdm.silogroup.org/data/derivative_storage/PMT.csv'.
[2025-09-29T22:24:49.149505] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PMT'.
[2025-09-29T22:24:49.149935] [INFO ] [FORECASTER] Starting predict_future for PMT
[2025-09-29T22:24:49.176267] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:49.177093] [DEBUG] [LOCAL     ] No optimal features file found for PMT: ./output/feature-sets/PMT.txt
[2025-09-29T22:24:49.177204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:49.177244] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:49.177275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:49.177335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:49.195978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:49.196700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:49.196792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:49.196828] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:49.235032] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:49.235170] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:49.235213] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:49.235245] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:49.238705] [DEBUG] [FORECASTER] PMT: Forecast T+1@11:T+2@11: UP (p=71.42%)
[2025-09-29T22:24:49.238984] [INFO ] [FORECASTER] Completed predict_future for PMT
[2025-09-29T22:24:49.239119] [INFO ] [sig       ] PMT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:49.392072] [INFO ] [LOCAL     ] Saved forecast: PMT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PMT.txt
[2025-09-29T22:24:49.392322] [WARN ] [sig       ] [1591/2211] Failed PMT after 0.3s | 4.08 sym/s | Total: 6.5m | ETA: 2.5m
[2025-09-29T22:24:49.392399] [INFO ] [sig       ] [1592/2211] Forecasting PNC...
[2025-09-29T22:24:49.392477] [INFO ] [sig       ] Generating forecast for: PNC
[2025-09-29T22:24:49.392579] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-09-29T22:24:49.397524] [WARN ] [REMOTE    ] Historical data not found for symbol 'PNC' (404).
[2025-09-29T22:24:49.397747] [FATAL] [sig       ] PNC: No historical data fetched.
[2025-09-29T22:24:49.397846] [WARN ] [sig       ] [1592/2211] Failed PNC after 0.0s | 4.09 sym/s | Total: 6.5m | ETA: 2.5m
[2025-09-29T22:24:49.397954] [INFO ] [sig       ] [1593/2211] Forecasting PNI...
[2025-09-29T22:24:49.397999] [INFO ] [sig       ] Generating forecast for: PNI
[2025-09-29T22:24:49.398031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-09-29T22:24:49.407020] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PNI'.
[2025-09-29T22:24:49.407339] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-09-29T22:24:49.433790] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:49.434523] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-09-29T22:24:49.434580] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:49.434615] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:49.434673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:49.434755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:49.453759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:49.454400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:49.454496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:49.454536] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:49.490185] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:49.490366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:49.490452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:49.490485] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:49.496090] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: UP (p=72.46%)
[2025-09-29T22:24:49.496458] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-09-29T22:24:49.496712] [INFO ] [sig       ] PNI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:49.653623] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PNI.txt
[2025-09-29T22:24:49.653902] [WARN ] [sig       ] [1593/2211] Failed PNI after 0.3s | 4.09 sym/s | Total: 6.5m | ETA: 2.5m
[2025-09-29T22:24:49.653983] [INFO ] [sig       ] [1594/2211] Forecasting PNNT...
[2025-09-29T22:24:49.654063] [INFO ] [sig       ] Generating forecast for: PNNT
[2025-09-29T22:24:49.654113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNNT' from 'https://tdm.silogroup.org/data/derivative_storage/PNNT.csv'.
[2025-09-29T22:24:49.665033] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PNNT'.
[2025-09-29T22:24:49.665383] [INFO ] [FORECASTER] Starting predict_future for PNNT
[2025-09-29T22:24:49.691638] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:49.692375] [DEBUG] [LOCAL     ] No optimal features file found for PNNT: ./output/feature-sets/PNNT.txt
[2025-09-29T22:24:49.692430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:49.692465] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:49.692495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:49.692554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:49.710680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:49.711413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:49.711505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:49.711543] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:49.745063] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:49.745229] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:49.745274] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:49.745306] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:49.752043] [DEBUG] [FORECASTER] PNNT: Forecast T+1@11:T+2@11: DOWN (p=2.48%)
[2025-09-29T22:24:49.752593] [INFO ] [FORECASTER] Completed predict_future for PNNT
[2025-09-29T22:24:49.752802] [INFO ] [sig       ] PNNT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:49.904246] [INFO ] [LOCAL     ] Saved forecast: PNNT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PNNT.txt
[2025-09-29T22:24:49.904579] [WARN ] [sig       ] [1594/2211] Failed PNNT after 0.3s | 4.09 sym/s | Total: 6.5m | ETA: 2.5m
[2025-09-29T22:24:49.904694] [INFO ] [sig       ] [1595/2211] Forecasting PNR...
[2025-09-29T22:24:49.904743] [INFO ] [sig       ] Generating forecast for: PNR
[2025-09-29T22:24:49.904779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNR' from 'https://tdm.silogroup.org/data/derivative_storage/PNR.csv'.
[2025-09-29T22:24:49.910024] [WARN ] [REMOTE    ] Historical data not found for symbol 'PNR' (404).
[2025-09-29T22:24:49.910245] [FATAL] [sig       ] PNR: No historical data fetched.
[2025-09-29T22:24:49.910338] [WARN ] [sig       ] [1595/2211] Failed PNR after 0.0s | 4.09 sym/s | Total: 6.5m | ETA: 2.5m
[2025-09-29T22:24:49.910387] [INFO ] [sig       ] [1596/2211] Forecasting PNW...
[2025-09-29T22:24:49.910419] [INFO ] [sig       ] Generating forecast for: PNW
[2025-09-29T22:24:49.910452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNW' from 'https://tdm.silogroup.org/data/derivative_storage/PNW.csv'.
[2025-09-29T22:24:49.921861] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PNW'.
[2025-09-29T22:24:49.922358] [INFO ] [FORECASTER] Starting predict_future for PNW
[2025-09-29T22:24:49.950910] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:49.951805] [DEBUG] [LOCAL     ] No optimal features file found for PNW: ./output/feature-sets/PNW.txt
[2025-09-29T22:24:49.951884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:49.951923] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:49.951953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:49.952037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:49.971061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:49.971701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:49.971789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:49.971827] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:50.012407] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:50.012563] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:50.012608] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:50.012639] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:50.016499] [DEBUG] [FORECASTER] PNW: Forecast T+1@11:T+2@11: UP (p=88.76%)
[2025-09-29T22:24:50.016828] [INFO ] [FORECASTER] Completed predict_future for PNW
[2025-09-29T22:24:50.016982] [INFO ] [sig       ] PNW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:50.170713] [INFO ] [LOCAL     ] Saved forecast: PNW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PNW.txt
[2025-09-29T22:24:50.170973] [WARN ] [sig       ] [1596/2211] Failed PNW after 0.3s | 4.09 sym/s | Total: 6.5m | ETA: 2.5m
[2025-09-29T22:24:50.171054] [INFO ] [sig       ] [1597/2211] Forecasting POR...
[2025-09-29T22:24:50.171095] [INFO ] [sig       ] Generating forecast for: POR
[2025-09-29T22:24:50.171126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POR' from 'https://tdm.silogroup.org/data/derivative_storage/POR.csv'.
[2025-09-29T22:24:50.182142] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'POR'.
[2025-09-29T22:24:50.182539] [INFO ] [FORECASTER] Starting predict_future for POR
[2025-09-29T22:24:50.209010] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:50.209803] [DEBUG] [LOCAL     ] No optimal features file found for POR: ./output/feature-sets/POR.txt
[2025-09-29T22:24:50.209861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:50.209897] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:50.209928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:50.209987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:50.228271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:50.229073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:50.229161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:50.229197] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:50.268392] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:50.268565] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:50.268610] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:50.268666] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:50.272506] [DEBUG] [FORECASTER] POR: Forecast T+1@11:T+2@11: UP (p=85.81%)
[2025-09-29T22:24:50.272830] [INFO ] [FORECASTER] Completed predict_future for POR
[2025-09-29T22:24:50.272973] [INFO ] [sig       ] POR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:50.423110] [INFO ] [LOCAL     ] Saved forecast: POR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/POR.txt
[2025-09-29T22:24:50.423421] [WARN ] [sig       ] [1597/2211] Failed POR after 0.3s | 4.09 sym/s | Total: 6.5m | ETA: 2.5m
[2025-09-29T22:24:50.423488] [INFO ] [sig       ] [1598/2211] Forecasting POST...
[2025-09-29T22:24:50.423526] [INFO ] [sig       ] Generating forecast for: POST
[2025-09-29T22:24:50.423570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POST' from 'https://tdm.silogroup.org/data/derivative_storage/POST.csv'.
[2025-09-29T22:24:50.434476] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'POST'.
[2025-09-29T22:24:50.434870] [INFO ] [FORECASTER] Starting predict_future for POST
[2025-09-29T22:24:50.461333] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:50.462133] [DEBUG] [LOCAL     ] No optimal features file found for POST: ./output/feature-sets/POST.txt
[2025-09-29T22:24:50.462190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:50.462227] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:50.462257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:50.462316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:50.480521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:50.481167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:50.481257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:50.481294] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:50.519754] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:50.519883] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:50.519923] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:50.519952] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:50.523277] [DEBUG] [FORECASTER] POST: Forecast T+1@11:T+2@11: UP (p=89.45%)
[2025-09-29T22:24:50.523547] [INFO ] [FORECASTER] Completed predict_future for POST
[2025-09-29T22:24:50.523711] [INFO ] [sig       ] POST: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:50.678616] [INFO ] [LOCAL     ] Saved forecast: POST	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/POST.txt
[2025-09-29T22:24:50.678917] [WARN ] [sig       ] [1598/2211] Failed POST after 0.3s | 4.09 sym/s | Total: 6.5m | ETA: 2.5m
[2025-09-29T22:24:50.679002] [INFO ] [sig       ] [1599/2211] Forecasting PPG...
[2025-09-29T22:24:50.679042] [INFO ] [sig       ] Generating forecast for: PPG
[2025-09-29T22:24:50.679075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-09-29T22:24:50.689998] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PPG'.
[2025-09-29T22:24:50.690410] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-09-29T22:24:50.717751] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:50.718660] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-09-29T22:24:50.718726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:50.718763] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:50.718794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:50.718853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:50.738440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:50.739159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:50.739253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:50.739290] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:50.780339] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:50.780516] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:50.780564] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:50.780595] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:50.784291] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-09-29T22:24:50.784708] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-09-29T22:24:50.784877] [INFO ] [sig       ] PPG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:50.941414] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PPG.txt
[2025-09-29T22:24:50.941691] [WARN ] [sig       ] [1599/2211] Failed PPG after 0.3s | 4.09 sym/s | Total: 6.5m | ETA: 2.5m
[2025-09-29T22:24:50.941773] [INFO ] [sig       ] [1600/2211] Forecasting PPL...
[2025-09-29T22:24:50.941813] [INFO ] [sig       ] Generating forecast for: PPL
[2025-09-29T22:24:50.941846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-09-29T22:24:50.946702] [WARN ] [REMOTE    ] Historical data not found for symbol 'PPL' (404).
[2025-09-29T22:24:50.946912] [FATAL] [sig       ] PPL: No historical data fetched.
[2025-09-29T22:24:50.947000] [WARN ] [sig       ] [1600/2211] Failed PPL after 0.0s | 4.09 sym/s | Total: 6.5m | ETA: 2.5m
[2025-09-29T22:24:50.947069] [INFO ] [sig       ] [1601/2211] Forecasting PPT...
[2025-09-29T22:24:50.947143] [INFO ] [sig       ] Generating forecast for: PPT
[2025-09-29T22:24:50.947191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPT' from 'https://tdm.silogroup.org/data/derivative_storage/PPT.csv'.
[2025-09-29T22:24:50.956100] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PPT'.
[2025-09-29T22:24:50.956410] [INFO ] [FORECASTER] Starting predict_future for PPT
[2025-09-29T22:24:50.983211] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:50.984091] [DEBUG] [LOCAL     ] No optimal features file found for PPT: ./output/feature-sets/PPT.txt
[2025-09-29T22:24:50.984150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:50.984186] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:50.984216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:50.984275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:51.002492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:51.003325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:51.003424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:51.003460] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:51.040736] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:51.040926] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:51.040974] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:51.041006] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:51.044786] [DEBUG] [FORECASTER] PPT: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-09-29T22:24:51.045117] [INFO ] [FORECASTER] Completed predict_future for PPT
[2025-09-29T22:24:51.045278] [INFO ] [sig       ] PPT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:51.206789] [INFO ] [LOCAL     ] Saved forecast: PPT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PPT.txt
[2025-09-29T22:24:51.207020] [WARN ] [sig       ] [1601/2211] Failed PPT after 0.3s | 4.09 sym/s | Total: 6.5m | ETA: 2.5m
[2025-09-29T22:24:51.207116] [INFO ] [sig       ] [1602/2211] Forecasting PR...
[2025-09-29T22:24:51.207178] [INFO ] [sig       ] Generating forecast for: PR
[2025-09-29T22:24:51.207217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PR' from 'https://tdm.silogroup.org/data/derivative_storage/PR.csv'.
[2025-09-29T22:24:51.220533] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PR'.
[2025-09-29T22:24:51.221139] [INFO ] [FORECASTER] Starting predict_future for PR
[2025-09-29T22:24:51.247988] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:51.248929] [DEBUG] [LOCAL     ] No optimal features file found for PR: ./output/feature-sets/PR.txt
[2025-09-29T22:24:51.249005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:51.249043] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:51.249079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:51.249144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:51.268617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:51.269338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:51.269429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:51.269463] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:51.307289] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:51.307463] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:51.307511] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:51.307545] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:51.311392] [DEBUG] [FORECASTER] PR: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-09-29T22:24:51.311707] [INFO ] [FORECASTER] Completed predict_future for PR
[2025-09-29T22:24:51.311863] [INFO ] [sig       ] PR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:51.467268] [INFO ] [LOCAL     ] Saved forecast: PR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PR.txt
[2025-09-29T22:24:51.467520] [WARN ] [sig       ] [1602/2211] Failed PR after 0.3s | 4.09 sym/s | Total: 6.5m | ETA: 2.5m
[2025-09-29T22:24:51.467598] [INFO ] [sig       ] [1603/2211] Forecasting PRA...
[2025-09-29T22:24:51.467639] [INFO ] [sig       ] Generating forecast for: PRA
[2025-09-29T22:24:51.467718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-09-29T22:24:51.478685] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PRA'.
[2025-09-29T22:24:51.479035] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-09-29T22:24:51.505667] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:51.506472] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-09-29T22:24:51.506542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:51.506585] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:51.506614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:51.506727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:51.525403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:51.525994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:51.526079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:51.526155] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:51.564248] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:51.564338] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:51.564375] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:51.564405] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:51.568095] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: DOWN (p=38.51%)
[2025-09-29T22:24:51.568370] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-09-29T22:24:51.568507] [INFO ] [sig       ] PRA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:51.719180] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PRA.txt
[2025-09-29T22:24:51.719416] [WARN ] [sig       ] [1603/2211] Failed PRA after 0.3s | 4.09 sym/s | Total: 6.5m | ETA: 2.5m
[2025-09-29T22:24:51.719495] [INFO ] [sig       ] [1604/2211] Forecasting PRG...
[2025-09-29T22:24:51.719535] [INFO ] [sig       ] Generating forecast for: PRG
[2025-09-29T22:24:51.719583] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-09-29T22:24:51.730272] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PRG'.
[2025-09-29T22:24:51.730586] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-09-29T22:24:51.757471] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:51.758268] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-09-29T22:24:51.758331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:51.758365] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:51.758393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:51.758451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:51.777277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:51.778161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:51.778257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:51.778294] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:51.820607] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:51.820810] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:51.820863] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:51.820896] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:51.824517] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: DOWN (p=6.84%)
[2025-09-29T22:24:51.824846] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-09-29T22:24:51.824995] [INFO ] [sig       ] PRG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:52.048566] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PRG.txt
[2025-09-29T22:24:52.048943] [WARN ] [sig       ] [1604/2211] Failed PRG after 0.3s | 4.09 sym/s | Total: 6.5m | ETA: 2.5m
[2025-09-29T22:24:52.049025] [INFO ] [sig       ] [1605/2211] Forecasting PRGO...
[2025-09-29T22:24:52.049065] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-09-29T22:24:52.049097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-09-29T22:24:52.059990] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PRGO'.
[2025-09-29T22:24:52.060418] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-09-29T22:24:52.088904] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:52.089768] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-09-29T22:24:52.089831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:52.089869] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:52.089900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:52.089961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:52.109070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:52.110108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:52.110201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:52.110237] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:52.149097] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:52.149295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:52.149342] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:52.149375] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:52.155511] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: UP (p=52.15%)
[2025-09-29T22:24:52.155860] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-09-29T22:24:52.156055] [INFO ] [sig       ] PRGO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:52.312994] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PRGO.txt
[2025-09-29T22:24:52.313248] [WARN ] [sig       ] [1605/2211] Failed PRGO after 0.3s | 4.09 sym/s | Total: 6.5m | ETA: 2.5m
[2025-09-29T22:24:52.313328] [INFO ] [sig       ] [1606/2211] Forecasting PRH...
[2025-09-29T22:24:52.313371] [INFO ] [sig       ] Generating forecast for: PRH
[2025-09-29T22:24:52.313406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-09-29T22:24:52.323406] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PRH'.
[2025-09-29T22:24:52.323805] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-09-29T22:24:52.352447] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:52.353344] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-09-29T22:24:52.353408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:52.353446] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:52.353476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:52.353536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:52.374197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:52.375145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:52.375237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:52.375273] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:52.414614] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:52.414762] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:52.414807] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:52.414839] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:52.418304] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: DOWN (p=12.41%)
[2025-09-29T22:24:52.418574] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-09-29T22:24:52.418745] [INFO ] [sig       ] PRH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:52.572768] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PRH.txt
[2025-09-29T22:24:52.572990] [WARN ] [sig       ] [1606/2211] Failed PRH after 0.3s | 4.09 sym/s | Total: 6.5m | ETA: 2.5m
[2025-09-29T22:24:52.573093] [INFO ] [sig       ] [1607/2211] Forecasting PRI...
[2025-09-29T22:24:52.573173] [INFO ] [sig       ] Generating forecast for: PRI
[2025-09-29T22:24:52.573229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-09-29T22:24:52.583556] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PRI'.
[2025-09-29T22:24:52.583871] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-09-29T22:24:52.610903] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:52.611676] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-09-29T22:24:52.611738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:52.611774] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:52.611803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:52.611861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:52.630121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:52.630752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:52.630836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:52.630890] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:52.667749] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:52.667903] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:52.667945] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:52.667975] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:52.671383] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: DOWN (p=8.94%)
[2025-09-29T22:24:52.671682] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-09-29T22:24:52.671838] [INFO ] [sig       ] PRI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:52.818349] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PRI.txt
[2025-09-29T22:24:52.818632] [WARN ] [sig       ] [1607/2211] Failed PRI after 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 2.5m
[2025-09-29T22:24:52.818742] [INFO ] [sig       ] [1608/2211] Forecasting PRIM...
[2025-09-29T22:24:52.818785] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-09-29T22:24:52.818819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-09-29T22:24:52.828967] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PRIM'.
[2025-09-29T22:24:52.829253] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-09-29T22:24:52.855056] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:52.855914] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-09-29T22:24:52.855977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:52.856013] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:52.856042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:52.856102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:52.875619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:52.876220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:52.876307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:52.876432] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:52.916130] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:52.916241] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:52.916279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:52.916309] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:52.919666] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=91.99%)
[2025-09-29T22:24:52.919943] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-09-29T22:24:52.920097] [INFO ] [sig       ] PRIM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:53.067820] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PRIM.txt
[2025-09-29T22:24:53.068022] [WARN ] [sig       ] [1608/2211] Failed PRIM after 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 2.5m
[2025-09-29T22:24:53.068097] [INFO ] [sig       ] [1609/2211] Forecasting PRKS...
[2025-09-29T22:24:53.068136] [INFO ] [sig       ] Generating forecast for: PRKS
[2025-09-29T22:24:53.068183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRKS' from 'https://tdm.silogroup.org/data/derivative_storage/PRKS.csv'.
[2025-09-29T22:24:53.078229] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PRKS'.
[2025-09-29T22:24:53.078510] [INFO ] [FORECASTER] Starting predict_future for PRKS
[2025-09-29T22:24:53.104435] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:53.105271] [DEBUG] [LOCAL     ] No optimal features file found for PRKS: ./output/feature-sets/PRKS.txt
[2025-09-29T22:24:53.105345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:53.105381] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:53.105413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:53.105471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:53.124616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:53.125251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:53.125335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:53.125370] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:53.165183] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:53.165280] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:53.165317] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:53.165348] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:53.168829] [DEBUG] [FORECASTER] PRKS: Forecast T+1@11:T+2@11: DOWN (p=16.08%)
[2025-09-29T22:24:53.169101] [INFO ] [FORECASTER] Completed predict_future for PRKS
[2025-09-29T22:24:53.169234] [INFO ] [sig       ] PRKS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:53.318904] [INFO ] [LOCAL     ] Saved forecast: PRKS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PRKS.txt
[2025-09-29T22:24:53.319123] [WARN ] [sig       ] [1609/2211] Failed PRKS after 0.3s | 4.09 sym/s | Total: 6.6m | ETA: 2.5m
[2025-09-29T22:24:53.319202] [INFO ] [sig       ] [1610/2211] Forecasting PRLB...
[2025-09-29T22:24:53.319242] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-09-29T22:24:53.319274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-09-29T22:24:53.329378] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PRLB'.
[2025-09-29T22:24:53.329717] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-09-29T22:24:53.356755] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:53.357599] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-09-29T22:24:53.357679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:53.357731] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:53.357769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:53.357839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:53.377044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:53.377903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:53.377997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:53.378033] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:53.420630] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:53.420821] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:53.420869] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:53.420901] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:53.424625] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: DOWN (p=4.32%)
[2025-09-29T22:24:53.424951] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-09-29T22:24:53.425092] [INFO ] [sig       ] PRLB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:53.577530] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PRLB.txt
[2025-09-29T22:24:53.577775] [WARN ] [sig       ] [1610/2211] Failed PRLB after 0.3s | 4.09 sym/s | Total: 6.6m | ETA: 2.5m
[2025-09-29T22:24:53.577856] [INFO ] [sig       ] [1611/2211] Forecasting PRM...
[2025-09-29T22:24:53.577896] [INFO ] [sig       ] Generating forecast for: PRM
[2025-09-29T22:24:53.577941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-09-29T22:24:53.589557] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PRM'.
[2025-09-29T22:24:53.590014] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-09-29T22:24:53.617258] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:53.618195] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-09-29T22:24:53.618257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:53.618297] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:53.618329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:53.618396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:53.636870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:53.637571] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:53.637688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:53.637744] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:53.673879] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:53.674054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:53.674111] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:53.674143] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:53.678038] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: DOWN (p=2.89%)
[2025-09-29T22:24:53.678358] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-09-29T22:24:53.678537] [INFO ] [sig       ] PRM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:53.832330] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PRM.txt
[2025-09-29T22:24:53.832575] [WARN ] [sig       ] [1611/2211] Failed PRM after 0.3s | 4.09 sym/s | Total: 6.6m | ETA: 2.4m
[2025-09-29T22:24:53.832677] [INFO ] [sig       ] [1612/2211] Forecasting PRMB...
[2025-09-29T22:24:53.832730] [INFO ] [sig       ] Generating forecast for: PRMB
[2025-09-29T22:24:53.832765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRMB' from 'https://tdm.silogroup.org/data/derivative_storage/PRMB.csv'.
[2025-09-29T22:24:53.844774] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PRMB'.
[2025-09-29T22:24:53.845225] [INFO ] [FORECASTER] Starting predict_future for PRMB
[2025-09-29T22:24:53.879002] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:53.879969] [DEBUG] [LOCAL     ] No optimal features file found for PRMB: ./output/feature-sets/PRMB.txt
[2025-09-29T22:24:53.880044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:53.880116] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:53.880185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:53.880345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:53.907077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:53.907830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:53.907918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:53.907959] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:53.960682] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:53.960835] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:53.960912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:53.960985] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:53.966416] [DEBUG] [FORECASTER] PRMB: Forecast T+1@11:T+2@11: UP (p=63.15%)
[2025-09-29T22:24:53.966894] [INFO ] [FORECASTER] Completed predict_future for PRMB
[2025-09-29T22:24:53.967084] [INFO ] [sig       ] PRMB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:54.174956] [INFO ] [LOCAL     ] Saved forecast: PRMB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PRMB.txt
[2025-09-29T22:24:54.175250] [WARN ] [sig       ] [1612/2211] Failed PRMB after 0.3s | 4.09 sym/s | Total: 6.6m | ETA: 2.4m
[2025-09-29T22:24:54.175330] [INFO ] [sig       ] [1613/2211] Forecasting PRO...
[2025-09-29T22:24:54.175371] [INFO ] [sig       ] Generating forecast for: PRO
[2025-09-29T22:24:54.175404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRO' from 'https://tdm.silogroup.org/data/derivative_storage/PRO.csv'.
[2025-09-29T22:24:54.186018] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PRO'.
[2025-09-29T22:24:54.186389] [INFO ] [FORECASTER] Starting predict_future for PRO
[2025-09-29T22:24:54.214234] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:54.215231] [DEBUG] [LOCAL     ] No optimal features file found for PRO: ./output/feature-sets/PRO.txt
[2025-09-29T22:24:54.215290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:54.215326] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:54.215355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:54.215412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:54.235185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:54.236010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:54.236106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:54.236141] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:54.274355] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:54.274518] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:54.274563] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:54.274595] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:54.278233] [DEBUG] [FORECASTER] PRO: Forecast T+1@11:T+2@11: DOWN (p=30.92%)
[2025-09-29T22:24:54.278544] [INFO ] [FORECASTER] Completed predict_future for PRO
[2025-09-29T22:24:54.278729] [INFO ] [sig       ] PRO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:54.432824] [INFO ] [LOCAL     ] Saved forecast: PRO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PRO.txt
[2025-09-29T22:24:54.433068] [WARN ] [sig       ] [1613/2211] Failed PRO after 0.3s | 4.09 sym/s | Total: 6.6m | ETA: 2.4m
[2025-09-29T22:24:54.433142] [INFO ] [sig       ] [1614/2211] Forecasting PRT...
[2025-09-29T22:24:54.433182] [INFO ] [sig       ] Generating forecast for: PRT
[2025-09-29T22:24:54.433216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRT' from 'https://tdm.silogroup.org/data/derivative_storage/PRT.csv'.
[2025-09-29T22:24:54.442748] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PRT'.
[2025-09-29T22:24:54.443075] [INFO ] [FORECASTER] Starting predict_future for PRT
[2025-09-29T22:24:54.470892] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:54.471888] [DEBUG] [LOCAL     ] No optimal features file found for PRT: ./output/feature-sets/PRT.txt
[2025-09-29T22:24:54.471963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:54.472007] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:54.472037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:54.472095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:54.490849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:54.491739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:54.491830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:54.491885] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:54.527314] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:54.527483] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:54.527528] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:54.527560] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:54.531098] [DEBUG] [FORECASTER] PRT: Forecast T+1@11:T+2@11: UP (p=63.47%)
[2025-09-29T22:24:54.531427] [INFO ] [FORECASTER] Completed predict_future for PRT
[2025-09-29T22:24:54.531578] [INFO ] [sig       ] PRT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:54.681030] [INFO ] [LOCAL     ] Saved forecast: PRT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PRT.txt
[2025-09-29T22:24:54.681260] [WARN ] [sig       ] [1614/2211] Failed PRT after 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 2.4m
[2025-09-29T22:24:54.681339] [INFO ] [sig       ] [1615/2211] Forecasting PRU...
[2025-09-29T22:24:54.681379] [INFO ] [sig       ] Generating forecast for: PRU
[2025-09-29T22:24:54.681411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRU' from 'https://tdm.silogroup.org/data/derivative_storage/PRU.csv'.
[2025-09-29T22:24:54.692419] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PRU'.
[2025-09-29T22:24:54.692792] [INFO ] [FORECASTER] Starting predict_future for PRU
[2025-09-29T22:24:54.719108] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:54.720046] [DEBUG] [LOCAL     ] No optimal features file found for PRU: ./output/feature-sets/PRU.txt
[2025-09-29T22:24:54.720105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:54.720142] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:54.720171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:54.720230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:54.738870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:54.739499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:54.739586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:54.739621] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:54.776305] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:54.776419] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:54.776459] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:54.776491] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:54.780076] [DEBUG] [FORECASTER] PRU: Forecast T+1@11:T+2@11: UP (p=73.95%)
[2025-09-29T22:24:54.780345] [INFO ] [FORECASTER] Completed predict_future for PRU
[2025-09-29T22:24:54.780514] [INFO ] [sig       ] PRU: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:54.932302] [INFO ] [LOCAL     ] Saved forecast: PRU	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PRU.txt
[2025-09-29T22:24:54.932551] [WARN ] [sig       ] [1615/2211] Failed PRU after 0.3s | 4.09 sym/s | Total: 6.6m | ETA: 2.4m
[2025-09-29T22:24:54.932629] [INFO ] [sig       ] [1616/2211] Forecasting PSA...
[2025-09-29T22:24:54.932707] [INFO ] [sig       ] Generating forecast for: PSA
[2025-09-29T22:24:54.932750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSA' from 'https://tdm.silogroup.org/data/derivative_storage/PSA.csv'.
[2025-09-29T22:24:54.943363] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PSA'.
[2025-09-29T22:24:54.943754] [INFO ] [FORECASTER] Starting predict_future for PSA
[2025-09-29T22:24:54.969293] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:54.970117] [DEBUG] [LOCAL     ] No optimal features file found for PSA: ./output/feature-sets/PSA.txt
[2025-09-29T22:24:54.970193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:54.970229] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:54.970258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:54.970316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:54.988109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:54.988759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:54.988848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:54.988882] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:55.026546] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:55.026730] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:55.026787] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:55.026820] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:55.030467] [DEBUG] [FORECASTER] PSA: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-09-29T22:24:55.030794] [INFO ] [FORECASTER] Completed predict_future for PSA
[2025-09-29T22:24:55.030942] [INFO ] [sig       ] PSA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:55.178307] [INFO ] [LOCAL     ] Saved forecast: PSA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PSA.txt
[2025-09-29T22:24:55.178535] [WARN ] [sig       ] [1616/2211] Failed PSA after 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 2.4m
[2025-09-29T22:24:55.178618] [INFO ] [sig       ] [1617/2211] Forecasting PSBD...
[2025-09-29T22:24:55.178692] [INFO ] [sig       ] Generating forecast for: PSBD
[2025-09-29T22:24:55.178738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSBD' from 'https://tdm.silogroup.org/data/derivative_storage/PSBD.csv'.
[2025-09-29T22:24:55.189293] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'PSBD'.
[2025-09-29T22:24:55.189610] [INFO ] [FORECASTER] Starting predict_future for PSBD
[2025-09-29T22:24:55.216499] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:55.217434] [DEBUG] [LOCAL     ] No optimal features file found for PSBD: ./output/feature-sets/PSBD.txt
[2025-09-29T22:24:55.217498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:55.217535] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:55.217565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:55.217626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:55.236048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:55.236601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:55.236712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:55.236760] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:55.271770] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:55.271892] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:55.271931] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:55.271961] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:55.275505] [DEBUG] [FORECASTER] PSBD: Forecast T+1@11:T+2@11: DOWN (p=49.20%)
[2025-09-29T22:24:55.275820] [INFO ] [FORECASTER] Completed predict_future for PSBD
[2025-09-29T22:24:55.275967] [INFO ] [sig       ] PSBD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:55.423192] [INFO ] [LOCAL     ] Saved forecast: PSBD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PSBD.txt
[2025-09-29T22:24:55.423477] [WARN ] [sig       ] [1617/2211] Failed PSBD after 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 2.4m
[2025-09-29T22:24:55.423578] [INFO ] [sig       ] [1618/2211] Forecasting PSF...
[2025-09-29T22:24:55.423628] [INFO ] [sig       ] Generating forecast for: PSF
[2025-09-29T22:24:55.423702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-09-29T22:24:55.434338] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PSF'.
[2025-09-29T22:24:55.434704] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-09-29T22:24:55.460272] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:55.461086] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-09-29T22:24:55.461145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:55.461181] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:55.461210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:55.461268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:55.479853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:55.480464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:55.480553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:55.480590] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:55.517343] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:55.517488] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:55.517530] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:55.517560] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:55.521213] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=94.59%)
[2025-09-29T22:24:55.521511] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-09-29T22:24:55.521685] [INFO ] [sig       ] PSF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:55.684247] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PSF.txt
[2025-09-29T22:24:55.684496] [WARN ] [sig       ] [1618/2211] Failed PSF after 0.3s | 4.09 sym/s | Total: 6.6m | ETA: 2.4m
[2025-09-29T22:24:55.684576] [INFO ] [sig       ] [1619/2211] Forecasting PSFE...
[2025-09-29T22:24:55.684618] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-09-29T22:24:55.684688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-09-29T22:24:55.696002] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PSFE'.
[2025-09-29T22:24:55.696373] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-09-29T22:24:55.725044] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:55.726020] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-09-29T22:24:55.726081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:55.726118] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:55.726148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:55.726210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:55.746011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:55.746969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:55.747068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:55.747164] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:55.787134] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:55.787311] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:55.787357] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:55.787387] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:55.791417] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: DOWN (p=12.50%)
[2025-09-29T22:24:55.791774] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-09-29T22:24:55.791994] [INFO ] [sig       ] PSFE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:55.960659] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PSFE.txt
[2025-09-29T22:24:55.960922] [WARN ] [sig       ] [1619/2211] Failed PSFE after 0.3s | 4.09 sym/s | Total: 6.6m | ETA: 2.4m
[2025-09-29T22:24:55.961001] [INFO ] [sig       ] [1620/2211] Forecasting PSN...
[2025-09-29T22:24:55.961044] [INFO ] [sig       ] Generating forecast for: PSN
[2025-09-29T22:24:55.961078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-09-29T22:24:55.973614] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PSN'.
[2025-09-29T22:24:55.974242] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-09-29T22:24:56.011324] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:56.012254] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-09-29T22:24:56.012314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:56.012350] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:56.012380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:56.012439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:56.034089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:56.035000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:56.035093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:56.035129] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:56.077394] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:56.077566] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:56.077662] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:56.077719] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:56.082634] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: DOWN (p=41.46%)
[2025-09-29T22:24:56.083008] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-09-29T22:24:56.083170] [INFO ] [sig       ] PSN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:56.245184] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PSN.txt
[2025-09-29T22:24:56.245434] [WARN ] [sig       ] [1620/2211] Failed PSN after 0.3s | 4.09 sym/s | Total: 6.6m | ETA: 2.4m
[2025-09-29T22:24:56.245547] [INFO ] [sig       ] [1621/2211] Forecasting PSO...
[2025-09-29T22:24:56.245593] [INFO ] [sig       ] Generating forecast for: PSO
[2025-09-29T22:24:56.245631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-09-29T22:24:56.256460] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PSO'.
[2025-09-29T22:24:56.256848] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-09-29T22:24:56.283936] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:56.284806] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-09-29T22:24:56.284863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:56.284897] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:56.284925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:56.284983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:56.303801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:56.304526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:56.304615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:56.304712] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:56.344499] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:56.344727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:56.344785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:56.344819] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:56.348664] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: DOWN (p=41.08%)
[2025-09-29T22:24:56.348998] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-09-29T22:24:56.349184] [INFO ] [sig       ] PSO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:56.518757] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PSO.txt
[2025-09-29T22:24:56.519028] [WARN ] [sig       ] [1621/2211] Failed PSO after 0.3s | 4.09 sym/s | Total: 6.6m | ETA: 2.4m
[2025-09-29T22:24:56.519107] [INFO ] [sig       ] [1622/2211] Forecasting PSQH...
[2025-09-29T22:24:56.519149] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-09-29T22:24:56.519182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-09-29T22:24:56.531025] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PSQH'.
[2025-09-29T22:24:56.531488] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-09-29T22:24:56.566026] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:56.567360] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-09-29T22:24:56.567443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:56.567483] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:56.567513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:56.567605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:56.592210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:56.593069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:56.593163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:56.593200] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:56.636791] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:56.636964] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:56.637008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:56.637038] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:56.643040] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: UP (p=80.74%)
[2025-09-29T22:24:56.643339] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-09-29T22:24:56.643507] [INFO ] [sig       ] PSQH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:56.793246] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PSQH.txt
[2025-09-29T22:24:56.793528] [WARN ] [sig       ] [1622/2211] Failed PSQH after 0.3s | 4.09 sym/s | Total: 6.6m | ETA: 2.4m
[2025-09-29T22:24:56.793620] [INFO ] [sig       ] [1623/2211] Forecasting PSTG...
[2025-09-29T22:24:56.793711] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-09-29T22:24:56.793768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-09-29T22:24:56.804826] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PSTG'.
[2025-09-29T22:24:56.805134] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-09-29T22:24:56.832952] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:56.833757] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-09-29T22:24:56.833816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:56.833869] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:56.833932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:56.834004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:56.854243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:56.855235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:56.855347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:56.855409] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:56.908133] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:56.908319] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:56.908383] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:56.908424] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:56.913139] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=81.59%)
[2025-09-29T22:24:56.913432] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-09-29T22:24:56.913571] [INFO ] [sig       ] PSTG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:57.096836] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PSTG.txt
[2025-09-29T22:24:57.097137] [WARN ] [sig       ] [1623/2211] Failed PSTG after 0.3s | 4.08 sym/s | Total: 6.6m | ETA: 2.4m
[2025-09-29T22:24:57.097221] [INFO ] [sig       ] [1624/2211] Forecasting PSTL...
[2025-09-29T22:24:57.097261] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-09-29T22:24:57.097295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-09-29T22:24:57.108086] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PSTL'.
[2025-09-29T22:24:57.108452] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-09-29T22:24:57.136876] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:57.137816] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-09-29T22:24:57.137876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:57.137914] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:57.137946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:57.138006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:57.157155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:57.157912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:57.158008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:57.158045] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:57.195541] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:57.195728] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:57.195786] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:57.195820] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:57.199509] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: DOWN (p=20.53%)
[2025-09-29T22:24:57.199852] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-09-29T22:24:57.200017] [INFO ] [sig       ] PSTL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:57.362069] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PSTL.txt
[2025-09-29T22:24:57.362316] [WARN ] [sig       ] [1624/2211] Failed PSTL after 0.3s | 4.08 sym/s | Total: 6.6m | ETA: 2.4m
[2025-09-29T22:24:57.362394] [INFO ] [sig       ] [1625/2211] Forecasting PSX...
[2025-09-29T22:24:57.362459] [INFO ] [sig       ] Generating forecast for: PSX
[2025-09-29T22:24:57.362503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-09-29T22:24:57.373712] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PSX'.
[2025-09-29T22:24:57.374101] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-09-29T22:24:57.402906] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:57.403808] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-09-29T22:24:57.403866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:57.403901] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:57.403931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:57.403991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:57.422859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:57.423451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:57.423539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:57.423574] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:57.493832] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:57.493944] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:57.493983] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:57.494013] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:57.497870] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: UP (p=96.72%)
[2025-09-29T22:24:57.498249] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-09-29T22:24:57.498398] [INFO ] [sig       ] PSX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:57.656211] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PSX.txt
[2025-09-29T22:24:57.656463] [WARN ] [sig       ] [1625/2211] Failed PSX after 0.3s | 4.08 sym/s | Total: 6.6m | ETA: 2.4m
[2025-09-29T22:24:57.656541] [INFO ] [sig       ] [1626/2211] Forecasting PTA...
[2025-09-29T22:24:57.656581] [INFO ] [sig       ] Generating forecast for: PTA
[2025-09-29T22:24:57.656637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-09-29T22:24:57.667255] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PTA'.
[2025-09-29T22:24:57.667567] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-09-29T22:24:57.694262] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:57.695073] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-09-29T22:24:57.695131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:57.695167] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:57.695197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:57.695257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:57.714941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:57.715532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:57.715632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:57.715709] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:57.753787] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:57.753883] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:57.753920] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:57.754001] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:57.757306] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: UP (p=56.91%)
[2025-09-29T22:24:57.757594] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-09-29T22:24:57.757783] [INFO ] [sig       ] PTA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:57.944166] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PTA.txt
[2025-09-29T22:24:57.944421] [WARN ] [sig       ] [1626/2211] Failed PTA after 0.3s | 4.08 sym/s | Total: 6.6m | ETA: 2.4m
[2025-09-29T22:24:57.944519] [INFO ] [sig       ] [1627/2211] Forecasting PTY...
[2025-09-29T22:24:57.944593] [INFO ] [sig       ] Generating forecast for: PTY
[2025-09-29T22:24:57.944698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-09-29T22:24:57.955838] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PTY'.
[2025-09-29T22:24:57.956241] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-09-29T22:24:57.991207] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:57.992102] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-09-29T22:24:57.992161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:57.992196] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:57.992226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:57.992285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:58.017122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:58.017996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:58.018086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:58.018121] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:58.063148] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:58.063295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:58.063371] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:58.063442] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:58.068514] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-09-29T22:24:58.068906] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-09-29T22:24:58.069088] [INFO ] [sig       ] PTY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:58.284163] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PTY.txt
[2025-09-29T22:24:58.284387] [WARN ] [sig       ] [1627/2211] Failed PTY after 0.3s | 4.08 sym/s | Total: 6.6m | ETA: 2.4m
[2025-09-29T22:24:58.284464] [INFO ] [sig       ] [1628/2211] Forecasting PUK...
[2025-09-29T22:24:58.284504] [INFO ] [sig       ] Generating forecast for: PUK
[2025-09-29T22:24:58.284536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-09-29T22:24:58.295697] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PUK'.
[2025-09-29T22:24:58.296060] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-09-29T22:24:58.329555] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:58.330416] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-09-29T22:24:58.330477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:58.330512] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:58.330541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:58.330598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:58.357005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:58.357968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:58.358091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:58.358164] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:58.405597] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:58.405749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:58.405798] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:58.405830] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:58.410555] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: UP (p=66.73%)
[2025-09-29T22:24:58.411048] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-09-29T22:24:58.411238] [INFO ] [sig       ] PUK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:58.636120] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PUK.txt
[2025-09-29T22:24:58.636385] [WARN ] [sig       ] [1628/2211] Failed PUK after 0.4s | 4.08 sym/s | Total: 6.6m | ETA: 2.4m
[2025-09-29T22:24:58.636465] [INFO ] [sig       ] [1629/2211] Forecasting PUMP...
[2025-09-29T22:24:58.636505] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-09-29T22:24:58.636537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-09-29T22:24:58.648102] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PUMP'.
[2025-09-29T22:24:58.648482] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-09-29T22:24:58.675803] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:58.676545] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-09-29T22:24:58.676635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:58.676716] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:58.676759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:58.676877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:58.696424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:58.697070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:58.697186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:58.697231] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:58.731810] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:58.731940] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:58.731983] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:58.732014] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:58.735561] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: UP (p=78.64%)
[2025-09-29T22:24:58.735884] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-09-29T22:24:58.736026] [INFO ] [sig       ] PUMP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:58.888913] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PUMP.txt
[2025-09-29T22:24:58.889233] [WARN ] [sig       ] [1629/2211] Failed PUMP after 0.3s | 4.08 sym/s | Total: 6.7m | ETA: 2.4m
[2025-09-29T22:24:58.889344] [INFO ] [sig       ] [1630/2211] Forecasting PVH...
[2025-09-29T22:24:58.889408] [INFO ] [sig       ] Generating forecast for: PVH
[2025-09-29T22:24:58.889451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-09-29T22:24:58.899818] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PVH'.
[2025-09-29T22:24:58.900192] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-09-29T22:24:58.927311] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:58.928159] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-09-29T22:24:58.928218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:58.928322] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:58.928374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:58.928438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:58.948822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:58.949668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:58.949765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:58.949802] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:58.985496] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:58.985661] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:58.985724] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:58.985759] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:58.989323] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: UP (p=89.82%)
[2025-09-29T22:24:58.989604] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-09-29T22:24:58.989772] [INFO ] [sig       ] PVH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:24:59.140566] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/PVH.txt
[2025-09-29T22:24:59.140870] [WARN ] [sig       ] [1630/2211] Failed PVH after 0.3s | 4.08 sym/s | Total: 6.7m | ETA: 2.4m
[2025-09-29T22:24:59.140955] [INFO ] [sig       ] [1631/2211] Forecasting PVL...
[2025-09-29T22:24:59.140996] [INFO ] [sig       ] Generating forecast for: PVL
[2025-09-29T22:24:59.141031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-09-29T22:24:59.150888] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PVL'.
[2025-09-29T22:24:59.151353] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-09-29T22:24:59.188811] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:59.189734] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-09-29T22:24:59.189794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:59.189830] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:59.189858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:59.189924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:59.208744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:59.209607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:59.209727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:59.209774] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:59.249062] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:59.249212] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:59.249254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:59.249285] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:59.252756] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: DOWN (p=5.91%)
[2025-09-29T22:24:59.253070] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-09-29T22:24:59.253216] [INFO ] [sig       ] PVL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:59.409362] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PVL.txt
[2025-09-29T22:24:59.409603] [WARN ] [sig       ] [1631/2211] Failed PVL after 0.3s | 4.08 sym/s | Total: 6.7m | ETA: 2.4m
[2025-09-29T22:24:59.409706] [INFO ] [sig       ] [1632/2211] Forecasting PWR...
[2025-09-29T22:24:59.409749] [INFO ] [sig       ] Generating forecast for: PWR
[2025-09-29T22:24:59.409783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWR' from 'https://tdm.silogroup.org/data/derivative_storage/PWR.csv'.
[2025-09-29T22:24:59.421619] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PWR'.
[2025-09-29T22:24:59.422089] [INFO ] [FORECASTER] Starting predict_future for PWR
[2025-09-29T22:24:59.451314] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:59.452098] [DEBUG] [LOCAL     ] No optimal features file found for PWR: ./output/feature-sets/PWR.txt
[2025-09-29T22:24:59.452154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:59.452208] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:59.452272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:59.452341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:59.474376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:59.475145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:59.475236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:59.475271] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:59.517204] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:59.517333] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:59.517371] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:59.517401] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:59.520843] [DEBUG] [FORECASTER] PWR: Forecast T+1@11:T+2@11: DOWN (p=14.61%)
[2025-09-29T22:24:59.521116] [INFO ] [FORECASTER] Completed predict_future for PWR
[2025-09-29T22:24:59.521287] [INFO ] [sig       ] PWR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:59.703299] [INFO ] [LOCAL     ] Saved forecast: PWR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PWR.txt
[2025-09-29T22:24:59.703610] [WARN ] [sig       ] [1632/2211] Failed PWR after 0.3s | 4.08 sym/s | Total: 6.7m | ETA: 2.4m
[2025-09-29T22:24:59.703729] [INFO ] [sig       ] [1633/2211] Forecasting PX...
[2025-09-29T22:24:59.703774] [INFO ] [sig       ] Generating forecast for: PX
[2025-09-29T22:24:59.703813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-09-29T22:24:59.716046] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'PX'.
[2025-09-29T22:24:59.716558] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-09-29T22:24:59.749538] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:24:59.750573] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-09-29T22:24:59.750638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:24:59.750725] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:24:59.750764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:24:59.750840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:24:59.774529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:24:59.775497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:24:59.775598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:24:59.775639] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:24:59.823986] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:24:59.824209] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:24:59.824265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:24:59.824307] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:24:59.828865] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-09-29T22:24:59.829242] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-09-29T22:24:59.829413] [INFO ] [sig       ] PX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:24:59.994151] [INFO ] [LOCAL     ] Saved forecast: PX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/PX.txt
[2025-09-29T22:24:59.994414] [WARN ] [sig       ] [1633/2211] Failed PX after 0.3s | 4.08 sym/s | Total: 6.7m | ETA: 2.4m
[2025-09-29T22:24:59.994498] [INFO ] [sig       ] [1634/2211] Forecasting QBTS...
[2025-09-29T22:24:59.994540] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-09-29T22:24:59.994574] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-09-29T22:24:59.999302] [WARN ] [REMOTE    ] Historical data not found for symbol 'QBTS' (404).
[2025-09-29T22:24:59.999510] [FATAL] [sig       ] QBTS: No historical data fetched.
[2025-09-29T22:24:59.999599] [WARN ] [sig       ] [1634/2211] Failed QBTS after 0.0s | 4.08 sym/s | Total: 6.7m | ETA: 2.4m
[2025-09-29T22:24:59.999692] [INFO ] [sig       ] [1635/2211] Forecasting QD...
[2025-09-29T22:24:59.999739] [INFO ] [sig       ] Generating forecast for: QD
[2025-09-29T22:24:59.999770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'.
[2025-09-29T22:25:00.008872] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'QD'.
[2025-09-29T22:25:00.009257] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-09-29T22:25:00.036604] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:00.037550] [DEBUG] [LOCAL     ] No optimal features file found for QD: ./output/feature-sets/QD.txt
[2025-09-29T22:25:00.037609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:00.037668] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:00.037722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:00.037786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:00.057598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:00.058418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:00.058511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:00.058548] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:00.099167] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:00.099404] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:00.099494] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:00.099564] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:00.103478] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: UP (p=57.81%)
[2025-09-29T22:25:00.103816] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-09-29T22:25:00.103970] [INFO ] [sig       ] QD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:00.264676] [INFO ] [LOCAL     ] Saved forecast: QD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/QD.txt
[2025-09-29T22:25:00.265892] [WARN ] [sig       ] [1635/2211] Failed QD after 0.3s | 4.08 sym/s | Total: 6.7m | ETA: 2.4m
[2025-09-29T22:25:00.265983] [INFO ] [sig       ] [1636/2211] Forecasting QGEN...
[2025-09-29T22:25:00.266038] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-09-29T22:25:00.266101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-09-29T22:25:00.276854] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'QGEN'.
[2025-09-29T22:25:00.277239] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-09-29T22:25:00.303589] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:00.304354] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-09-29T22:25:00.304410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:00.304464] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:00.304496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:00.304555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:00.323125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:00.323856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:00.323945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:00.323981] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:00.365142] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:00.365300] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:00.365346] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:00.365380] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:00.369482] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: UP (p=62.71%)
[2025-09-29T22:25:00.369821] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-09-29T22:25:00.369965] [INFO ] [sig       ] QGEN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:00.523967] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/QGEN.txt
[2025-09-29T22:25:00.524201] [WARN ] [sig       ] [1636/2211] Failed QGEN after 0.3s | 4.08 sym/s | Total: 6.7m | ETA: 2.3m
[2025-09-29T22:25:00.524278] [INFO ] [sig       ] [1637/2211] Forecasting QS...
[2025-09-29T22:25:00.524318] [INFO ] [sig       ] Generating forecast for: QS
[2025-09-29T22:25:00.524352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-09-29T22:25:00.534427] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'QS'.
[2025-09-29T22:25:00.534837] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-09-29T22:25:00.561831] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:00.562669] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-09-29T22:25:00.562737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:00.562775] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:00.562813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:00.562875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:00.582294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:00.583018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:00.583114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:00.583155] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:00.621274] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:00.621429] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:00.621473] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:00.621505] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:00.625288] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=3.75%)
[2025-09-29T22:25:00.625575] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-09-29T22:25:00.625743] [INFO ] [sig       ] QS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:00.781907] [INFO ] [LOCAL     ] Saved forecast: QS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/QS.txt
[2025-09-29T22:25:00.782167] [WARN ] [sig       ] [1637/2211] Failed QS after 0.3s | 4.08 sym/s | Total: 6.7m | ETA: 2.3m
[2025-09-29T22:25:00.782249] [INFO ] [sig       ] [1638/2211] Forecasting QSR...
[2025-09-29T22:25:00.782290] [INFO ] [sig       ] Generating forecast for: QSR
[2025-09-29T22:25:00.782325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSR' from 'https://tdm.silogroup.org/data/derivative_storage/QSR.csv'.
[2025-09-29T22:25:00.792157] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'QSR'.
[2025-09-29T22:25:00.792503] [INFO ] [FORECASTER] Starting predict_future for QSR
[2025-09-29T22:25:00.820531] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:00.821426] [DEBUG] [LOCAL     ] No optimal features file found for QSR: ./output/feature-sets/QSR.txt
[2025-09-29T22:25:00.821492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:00.821534] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:00.821567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:00.821625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:00.840907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:00.841728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:00.841861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:00.841918] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:00.877874] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:00.878029] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:00.878072] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:00.878104] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:00.881688] [DEBUG] [FORECASTER] QSR: Forecast T+1@11:T+2@11: DOWN (p=0.92%)
[2025-09-29T22:25:00.881975] [INFO ] [FORECASTER] Completed predict_future for QSR
[2025-09-29T22:25:00.882108] [INFO ] [sig       ] QSR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:01.043244] [INFO ] [LOCAL     ] Saved forecast: QSR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/QSR.txt
[2025-09-29T22:25:01.043494] [WARN ] [sig       ] [1638/2211] Failed QSR after 0.3s | 4.08 sym/s | Total: 6.7m | ETA: 2.3m
[2025-09-29T22:25:01.043576] [INFO ] [sig       ] [1639/2211] Forecasting QTWO...
[2025-09-29T22:25:01.043616] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-09-29T22:25:01.043679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-09-29T22:25:01.055766] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'QTWO'.
[2025-09-29T22:25:01.056198] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-09-29T22:25:01.091421] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:01.092805] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-09-29T22:25:01.092898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:01.092953] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:01.092998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:01.093085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:01.114155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:01.115068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:01.115169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:01.115207] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:01.151625] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:01.151829] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:01.151879] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:01.151913] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:01.155828] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: UP (p=51.50%)
[2025-09-29T22:25:01.156207] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-09-29T22:25:01.156366] [INFO ] [sig       ] QTWO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:01.310808] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/QTWO.txt
[2025-09-29T22:25:01.311067] [WARN ] [sig       ] [1639/2211] Failed QTWO after 0.3s | 4.08 sym/s | Total: 6.7m | ETA: 2.3m
[2025-09-29T22:25:01.311152] [INFO ] [sig       ] [1640/2211] Forecasting QUAD...
[2025-09-29T22:25:01.311193] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-09-29T22:25:01.311251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-09-29T22:25:01.321633] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'QUAD'.
[2025-09-29T22:25:01.322143] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-09-29T22:25:01.350517] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:01.351501] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-09-29T22:25:01.351561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:01.351599] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:01.351631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:01.351733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:01.371346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:01.372336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:01.372482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:01.372523] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:01.416530] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:01.416734] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:01.416792] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:01.416825] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:01.420537] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=42.42%)
[2025-09-29T22:25:01.420871] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-09-29T22:25:01.421023] [INFO ] [sig       ] QUAD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:01.593139] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/QUAD.txt
[2025-09-29T22:25:01.593424] [WARN ] [sig       ] [1640/2211] Failed QUAD after 0.3s | 4.08 sym/s | Total: 6.7m | ETA: 2.3m
[2025-09-29T22:25:01.593538] [INFO ] [sig       ] [1641/2211] Forecasting QVCC...
[2025-09-29T22:25:01.593614] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-09-29T22:25:01.593718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-09-29T22:25:01.604570] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'QVCC'.
[2025-09-29T22:25:01.605010] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-09-29T22:25:01.634755] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:01.635888] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-09-29T22:25:01.636025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:01.636079] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:01.636111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:01.636173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:01.654544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:01.655542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:01.655672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:01.655728] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:01.690408] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:01.690575] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:01.690622] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:01.690689] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:01.694471] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: UP (p=62.53%)
[2025-09-29T22:25:01.694804] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-09-29T22:25:01.694948] [INFO ] [sig       ] QVCC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:01.868835] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/QVCC.txt
[2025-09-29T22:25:01.869089] [WARN ] [sig       ] [1641/2211] Failed QVCC after 0.3s | 4.08 sym/s | Total: 6.7m | ETA: 2.3m
[2025-09-29T22:25:01.869168] [INFO ] [sig       ] [1642/2211] Forecasting QVCD...
[2025-09-29T22:25:01.869217] [INFO ] [sig       ] Generating forecast for: QVCD
[2025-09-29T22:25:01.869256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCD' from 'https://tdm.silogroup.org/data/derivative_storage/QVCD.csv'.
[2025-09-29T22:25:01.878812] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'QVCD'.
[2025-09-29T22:25:01.879163] [INFO ] [FORECASTER] Starting predict_future for QVCD
[2025-09-29T22:25:01.906559] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:01.907433] [DEBUG] [LOCAL     ] No optimal features file found for QVCD: ./output/feature-sets/QVCD.txt
[2025-09-29T22:25:01.907493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:01.907529] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:01.907559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:01.907618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:01.925854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:01.926513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:01.926601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:01.926639] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:01.958581] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:01.958744] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:01.958795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:01.958827] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:01.962187] [DEBUG] [FORECASTER] QVCD: Forecast T+1@11:T+2@11: UP (p=94.82%)
[2025-09-29T22:25:01.962459] [INFO ] [FORECASTER] Completed predict_future for QVCD
[2025-09-29T22:25:01.962585] [INFO ] [sig       ] QVCD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:02.112600] [INFO ] [LOCAL     ] Saved forecast: QVCD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/QVCD.txt
[2025-09-29T22:25:02.112875] [WARN ] [sig       ] [1642/2211] Failed QVCD after 0.2s | 4.08 sym/s | Total: 6.7m | ETA: 2.3m
[2025-09-29T22:25:02.112956] [INFO ] [sig       ] [1643/2211] Forecasting QXO...
[2025-09-29T22:25:02.112998] [INFO ] [sig       ] Generating forecast for: QXO
[2025-09-29T22:25:02.113031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QXO' from 'https://tdm.silogroup.org/data/derivative_storage/QXO.csv'.
[2025-09-29T22:25:02.123232] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'QXO'.
[2025-09-29T22:25:02.123582] [INFO ] [FORECASTER] Starting predict_future for QXO
[2025-09-29T22:25:02.151819] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:02.152913] [DEBUG] [LOCAL     ] No optimal features file found for QXO: ./output/feature-sets/QXO.txt
[2025-09-29T22:25:02.152986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:02.153083] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:02.153150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:02.153257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:02.183292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:02.184501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:02.184623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:02.184782] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:02.217089] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:02.217301] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:02.217361] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:02.217397] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:02.221735] [DEBUG] [FORECASTER] QXO: Forecast T+1@11:T+2@11: UP (p=92.38%)
[2025-09-29T22:25:02.222042] [INFO ] [FORECASTER] Completed predict_future for QXO
[2025-09-29T22:25:02.222180] [INFO ] [sig       ] QXO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:02.389682] [INFO ] [LOCAL     ] Saved forecast: QXO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/QXO.txt
[2025-09-29T22:25:02.389994] [WARN ] [sig       ] [1643/2211] Failed QXO after 0.3s | 4.08 sym/s | Total: 6.7m | ETA: 2.3m
[2025-09-29T22:25:02.390049] [INFO ] [sig       ] [1644/2211] Forecasting R...
[2025-09-29T22:25:02.390084] [INFO ] [sig       ] Generating forecast for: R
[2025-09-29T22:25:02.390119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'R' from 'https://tdm.silogroup.org/data/derivative_storage/R.csv'.
[2025-09-29T22:25:02.400596] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'R'.
[2025-09-29T22:25:02.401092] [INFO ] [FORECASTER] Starting predict_future for R
[2025-09-29T22:25:02.429760] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:02.430721] [DEBUG] [LOCAL     ] No optimal features file found for R: ./output/feature-sets/R.txt
[2025-09-29T22:25:02.430793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:02.430831] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:02.430860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:02.430920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:02.452016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:02.452919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:02.453019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:02.453056] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:02.487057] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:02.487263] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:02.487318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:02.487353] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:02.491766] [DEBUG] [FORECASTER] R: Forecast T+1@11:T+2@11: DOWN (p=41.77%)
[2025-09-29T22:25:02.492277] [INFO ] [FORECASTER] Completed predict_future for R
[2025-09-29T22:25:02.492427] [INFO ] [sig       ] R: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:02.667792] [INFO ] [LOCAL     ] Saved forecast: R	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/R.txt
[2025-09-29T22:25:02.668044] [WARN ] [sig       ] [1644/2211] Failed R after 0.3s | 4.08 sym/s | Total: 6.7m | ETA: 2.3m
[2025-09-29T22:25:02.668138] [INFO ] [sig       ] [1645/2211] Forecasting RA...
[2025-09-29T22:25:02.668181] [INFO ] [sig       ] Generating forecast for: RA
[2025-09-29T22:25:02.668217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-09-29T22:25:02.678460] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RA'.
[2025-09-29T22:25:02.678899] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-09-29T22:25:02.707434] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:02.708436] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-09-29T22:25:02.708499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:02.708536] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:02.708567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:02.708629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:02.728871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:02.730089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:02.730190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:02.730233] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:02.760873] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:02.761235] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:02.761280] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:02.761313] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:02.765187] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: UP (p=94.93%)
[2025-09-29T22:25:02.765516] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-09-29T22:25:02.765692] [INFO ] [sig       ] RA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:02.931943] [INFO ] [LOCAL     ] Saved forecast: RA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RA.txt
[2025-09-29T22:25:02.932193] [WARN ] [sig       ] [1645/2211] Failed RA after 0.3s | 4.08 sym/s | Total: 6.7m | ETA: 2.3m
[2025-09-29T22:25:02.932274] [INFO ] [sig       ] [1646/2211] Forecasting RACE...
[2025-09-29T22:25:02.932314] [INFO ] [sig       ] Generating forecast for: RACE
[2025-09-29T22:25:02.932346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-09-29T22:25:02.942791] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RACE'.
[2025-09-29T22:25:02.943206] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-09-29T22:25:02.972873] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:02.973975] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-09-29T22:25:02.974054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:02.974106] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:02.974138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:02.974200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:02.993530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:02.994388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:02.994479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:02.994515] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:03.023433] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:03.023555] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:03.023593] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:03.023693] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:03.027133] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=65.28%)
[2025-09-29T22:25:03.027423] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-09-29T22:25:03.027561] [INFO ] [sig       ] RACE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:03.206545] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RACE.txt
[2025-09-29T22:25:03.206808] [WARN ] [sig       ] [1646/2211] Failed RACE after 0.3s | 4.08 sym/s | Total: 6.7m | ETA: 2.3m
[2025-09-29T22:25:03.206891] [INFO ] [sig       ] [1647/2211] Forecasting RAMP...
[2025-09-29T22:25:03.206932] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-09-29T22:25:03.206967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-09-29T22:25:03.216408] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RAMP'.
[2025-09-29T22:25:03.216772] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-09-29T22:25:03.243620] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:03.244487] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-09-29T22:25:03.244545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:03.244632] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:03.244711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:03.244785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:03.272185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:03.273336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:03.273459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:03.273517] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:03.308814] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:03.308983] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:03.309031] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:03.309064] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:03.312935] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: UP (p=87.75%)
[2025-09-29T22:25:03.313252] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-09-29T22:25:03.313418] [INFO ] [sig       ] RAMP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:03.512501] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RAMP.txt
[2025-09-29T22:25:03.512852] [WARN ] [sig       ] [1647/2211] Failed RAMP after 0.3s | 4.08 sym/s | Total: 6.7m | ETA: 2.3m
[2025-09-29T22:25:03.512936] [INFO ] [sig       ] [1648/2211] Forecasting RBA...
[2025-09-29T22:25:03.512979] [INFO ] [sig       ] Generating forecast for: RBA
[2025-09-29T22:25:03.513015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-09-29T22:25:03.523306] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RBA'.
[2025-09-29T22:25:03.523709] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-09-29T22:25:03.549951] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:03.550872] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-09-29T22:25:03.550930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:03.550968] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:03.550998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:03.551063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:03.582183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:03.583175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:03.583278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:03.583325] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:03.623579] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:03.623836] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:03.623904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:03.623989] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:03.627961] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: DOWN (p=1.50%)
[2025-09-29T22:25:03.628253] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-09-29T22:25:03.628398] [INFO ] [sig       ] RBA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:03.786605] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RBA.txt
[2025-09-29T22:25:03.786928] [WARN ] [sig       ] [1648/2211] Failed RBA after 0.3s | 4.08 sym/s | Total: 6.7m | ETA: 2.3m
[2025-09-29T22:25:03.787013] [INFO ] [sig       ] [1649/2211] Forecasting RBC...
[2025-09-29T22:25:03.787054] [INFO ] [sig       ] Generating forecast for: RBC
[2025-09-29T22:25:03.787087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-09-29T22:25:03.800418] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RBC'.
[2025-09-29T22:25:03.800885] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-09-29T22:25:03.826813] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:03.827671] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-09-29T22:25:03.827734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:03.827772] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:03.827800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:03.827859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:03.845953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:03.846674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:03.846769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:03.846804] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:03.883160] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:03.883306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:03.883349] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:03.883416] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:03.887204] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=22.69%)
[2025-09-29T22:25:03.887484] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-09-29T22:25:03.887621] [INFO ] [sig       ] RBC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:04.039269] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RBC.txt
[2025-09-29T22:25:04.039499] [WARN ] [sig       ] [1649/2211] Failed RBC after 0.3s | 4.08 sym/s | Total: 6.7m | ETA: 2.3m
[2025-09-29T22:25:04.039577] [INFO ] [sig       ] [1650/2211] Forecasting RBLX...
[2025-09-29T22:25:04.039617] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-09-29T22:25:04.039679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-09-29T22:25:04.050355] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RBLX'.
[2025-09-29T22:25:04.050794] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-09-29T22:25:04.078273] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:04.079128] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-09-29T22:25:04.079187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:04.079241] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:04.079275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:04.079348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:04.100198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:04.100942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:04.101050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:04.101105] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:04.141538] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:04.141722] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:04.141779] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:04.141812] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:04.148028] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: DOWN (p=29.52%)
[2025-09-29T22:25:04.148332] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-09-29T22:25:04.148468] [INFO ] [sig       ] RBLX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:04.305602] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RBLX.txt
[2025-09-29T22:25:04.305925] [WARN ] [sig       ] [1650/2211] Failed RBLX after 0.3s | 4.08 sym/s | Total: 6.7m | ETA: 2.3m
[2025-09-29T22:25:04.306014] [INFO ] [sig       ] [1651/2211] Forecasting RBOT...
[2025-09-29T22:25:04.306055] [INFO ] [sig       ] Generating forecast for: RBOT
[2025-09-29T22:25:04.306089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBOT' from 'https://tdm.silogroup.org/data/derivative_storage/RBOT.csv'.
[2025-09-29T22:25:04.316576] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RBOT'.
[2025-09-29T22:25:04.316984] [INFO ] [FORECASTER] Starting predict_future for RBOT
[2025-09-29T22:25:04.343926] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:04.344834] [DEBUG] [LOCAL     ] No optimal features file found for RBOT: ./output/feature-sets/RBOT.txt
[2025-09-29T22:25:04.344904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:04.344944] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:04.344978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:04.345054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:04.363879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:04.364716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:04.364814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:04.364849] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:04.403864] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:04.404037] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:04.404086] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:04.404119] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:04.408099] [DEBUG] [FORECASTER] RBOT: Forecast T+1@11:T+2@11: UP (p=97.15%)
[2025-09-29T22:25:04.408462] [INFO ] [FORECASTER] Completed predict_future for RBOT
[2025-09-29T22:25:04.408619] [INFO ] [sig       ] RBOT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:04.578953] [INFO ] [LOCAL     ] Saved forecast: RBOT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RBOT.txt
[2025-09-29T22:25:04.579257] [WARN ] [sig       ] [1651/2211] Failed RBOT after 0.3s | 4.08 sym/s | Total: 6.7m | ETA: 2.3m
[2025-09-29T22:25:04.579343] [INFO ] [sig       ] [1652/2211] Forecasting RBRK...
[2025-09-29T22:25:04.579384] [INFO ] [sig       ] Generating forecast for: RBRK
[2025-09-29T22:25:04.579418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBRK' from 'https://tdm.silogroup.org/data/derivative_storage/RBRK.csv'.
[2025-09-29T22:25:04.590355] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RBRK'.
[2025-09-29T22:25:04.590731] [INFO ] [FORECASTER] Starting predict_future for RBRK
[2025-09-29T22:25:04.617153] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:04.617977] [DEBUG] [LOCAL     ] No optimal features file found for RBRK: ./output/feature-sets/RBRK.txt
[2025-09-29T22:25:04.618035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:04.618072] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:04.618103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:04.618163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:04.636009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:04.636613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:04.636724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:04.636767] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:04.676488] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:04.676604] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:04.676667] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:04.676725] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:04.680184] [DEBUG] [FORECASTER] RBRK: Forecast T+1@11:T+2@11: DOWN (p=6.90%)
[2025-09-29T22:25:04.680486] [INFO ] [FORECASTER] Completed predict_future for RBRK
[2025-09-29T22:25:04.680631] [INFO ] [sig       ] RBRK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:04.830346] [INFO ] [LOCAL     ] Saved forecast: RBRK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RBRK.txt
[2025-09-29T22:25:04.830582] [WARN ] [sig       ] [1652/2211] Failed RBRK after 0.3s | 4.08 sym/s | Total: 6.8m | ETA: 2.3m
[2025-09-29T22:25:04.830685] [INFO ] [sig       ] [1653/2211] Forecasting RC...
[2025-09-29T22:25:04.830735] [INFO ] [sig       ] Generating forecast for: RC
[2025-09-29T22:25:04.830769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-09-29T22:25:04.840834] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RC'.
[2025-09-29T22:25:04.841141] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-09-29T22:25:04.867032] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:04.867966] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-09-29T22:25:04.868024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:04.868059] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:04.868088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:04.868146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:04.886233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:04.886928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:04.887017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:04.887055] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:04.925205] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:04.925357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:04.925399] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:04.925429] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:04.930339] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: UP (p=87.76%)
[2025-09-29T22:25:04.930857] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-09-29T22:25:04.931031] [INFO ] [sig       ] RC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:05.093787] [INFO ] [LOCAL     ] Saved forecast: RC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RC.txt
[2025-09-29T22:25:05.094018] [WARN ] [sig       ] [1653/2211] Failed RC after 0.3s | 4.08 sym/s | Total: 6.8m | ETA: 2.3m
[2025-09-29T22:25:05.094107] [INFO ] [sig       ] [1654/2211] Forecasting RCI...
[2025-09-29T22:25:05.094166] [INFO ] [sig       ] Generating forecast for: RCI
[2025-09-29T22:25:05.094237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-09-29T22:25:05.106480] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RCI'.
[2025-09-29T22:25:05.107008] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-09-29T22:25:05.136776] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:05.137611] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-09-29T22:25:05.137703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:05.137760] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:05.137826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:05.137910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:05.159535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:05.160416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:05.160542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:05.160599] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:05.203359] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:05.203551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:05.203598] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:05.203629] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:05.208878] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: DOWN (p=49.27%)
[2025-09-29T22:25:05.209370] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-09-29T22:25:05.209565] [INFO ] [sig       ] RCI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:05.384327] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RCI.txt
[2025-09-29T22:25:05.384630] [WARN ] [sig       ] [1654/2211] Failed RCI after 0.3s | 4.08 sym/s | Total: 6.8m | ETA: 2.3m
[2025-09-29T22:25:05.384749] [INFO ] [sig       ] [1655/2211] Forecasting RCL...
[2025-09-29T22:25:05.384789] [INFO ] [sig       ] Generating forecast for: RCL
[2025-09-29T22:25:05.384825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-09-29T22:25:05.390005] [WARN ] [REMOTE    ] Historical data not found for symbol 'RCL' (404).
[2025-09-29T22:25:05.390225] [FATAL] [sig       ] RCL: No historical data fetched.
[2025-09-29T22:25:05.390318] [WARN ] [sig       ] [1655/2211] Failed RCL after 0.0s | 4.08 sym/s | Total: 6.8m | ETA: 2.3m
[2025-09-29T22:25:05.390389] [INFO ] [sig       ] [1656/2211] Forecasting RCS...
[2025-09-29T22:25:05.390430] [INFO ] [sig       ] Generating forecast for: RCS
[2025-09-29T22:25:05.390465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-09-29T22:25:05.400485] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RCS'.
[2025-09-29T22:25:05.400945] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-09-29T22:25:05.430587] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:05.431581] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-09-29T22:25:05.431685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:05.431762] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:05.431797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:05.431858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:05.452617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:05.453541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:05.453635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:05.453713] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:05.488137] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:05.488313] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:05.488361] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:05.488394] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:05.492476] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=85.40%)
[2025-09-29T22:25:05.492837] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-09-29T22:25:05.492990] [INFO ] [sig       ] RCS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:05.658661] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RCS.txt
[2025-09-29T22:25:05.658958] [WARN ] [sig       ] [1656/2211] Failed RCS after 0.3s | 4.08 sym/s | Total: 6.8m | ETA: 2.3m
[2025-09-29T22:25:05.659046] [INFO ] [sig       ] [1657/2211] Forecasting RCUS...
[2025-09-29T22:25:05.659088] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-09-29T22:25:05.659124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-09-29T22:25:05.671632] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RCUS'.
[2025-09-29T22:25:05.672203] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-09-29T22:25:05.702064] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:05.703029] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-09-29T22:25:05.703099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:05.703136] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:05.703167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:05.703230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:05.725904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:05.726844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:05.726939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:05.726976] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:05.769014] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:05.769172] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:05.769226] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:05.769259] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:05.772767] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=57.15%)
[2025-09-29T22:25:05.773054] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-09-29T22:25:05.773194] [INFO ] [sig       ] RCUS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:05.935740] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RCUS.txt
[2025-09-29T22:25:05.936046] [WARN ] [sig       ] [1657/2211] Failed RCUS after 0.3s | 4.08 sym/s | Total: 6.8m | ETA: 2.3m
[2025-09-29T22:25:05.936133] [INFO ] [sig       ] [1658/2211] Forecasting RDDT...
[2025-09-29T22:25:05.936173] [INFO ] [sig       ] Generating forecast for: RDDT
[2025-09-29T22:25:05.936206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDDT' from 'https://tdm.silogroup.org/data/derivative_storage/RDDT.csv'.
[2025-09-29T22:25:05.947063] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RDDT'.
[2025-09-29T22:25:05.947425] [INFO ] [FORECASTER] Starting predict_future for RDDT
[2025-09-29T22:25:05.974394] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:05.975339] [DEBUG] [LOCAL     ] No optimal features file found for RDDT: ./output/feature-sets/RDDT.txt
[2025-09-29T22:25:05.975399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:05.975436] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:05.975466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:05.975574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:05.994929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:05.995811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:05.995906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:05.995941] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:06.034556] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:06.034752] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:06.034808] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:06.034844] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:06.038899] [DEBUG] [FORECASTER] RDDT: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2025-09-29T22:25:06.039187] [INFO ] [FORECASTER] Completed predict_future for RDDT
[2025-09-29T22:25:06.039326] [INFO ] [sig       ] RDDT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:06.189517] [INFO ] [LOCAL     ] Saved forecast: RDDT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RDDT.txt
[2025-09-29T22:25:06.189800] [WARN ] [sig       ] [1658/2211] Failed RDDT after 0.3s | 4.08 sym/s | Total: 6.8m | ETA: 2.3m
[2025-09-29T22:25:06.189882] [INFO ] [sig       ] [1659/2211] Forecasting RDN...
[2025-09-29T22:25:06.189922] [INFO ] [sig       ] Generating forecast for: RDN
[2025-09-29T22:25:06.189954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDN' from 'https://tdm.silogroup.org/data/derivative_storage/RDN.csv'.
[2025-09-29T22:25:06.200826] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RDN'.
[2025-09-29T22:25:06.201149] [INFO ] [FORECASTER] Starting predict_future for RDN
[2025-09-29T22:25:06.227229] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:06.228055] [DEBUG] [LOCAL     ] No optimal features file found for RDN: ./output/feature-sets/RDN.txt
[2025-09-29T22:25:06.228113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:06.228148] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:06.228178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:06.228237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:06.247201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:06.247916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:06.248004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:06.248038] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:06.289016] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:06.289164] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:06.289205] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:06.289236] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:06.292670] [DEBUG] [FORECASTER] RDN: Forecast T+1@11:T+2@11: DOWN (p=34.06%)
[2025-09-29T22:25:06.292950] [INFO ] [FORECASTER] Completed predict_future for RDN
[2025-09-29T22:25:06.293091] [INFO ] [sig       ] RDN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:06.440827] [INFO ] [LOCAL     ] Saved forecast: RDN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RDN.txt
[2025-09-29T22:25:06.441076] [WARN ] [sig       ] [1659/2211] Failed RDN after 0.3s | 4.08 sym/s | Total: 6.8m | ETA: 2.3m
[2025-09-29T22:25:06.441156] [INFO ] [sig       ] [1660/2211] Forecasting RDW...
[2025-09-29T22:25:06.441197] [INFO ] [sig       ] Generating forecast for: RDW
[2025-09-29T22:25:06.441232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDW' from 'https://tdm.silogroup.org/data/derivative_storage/RDW.csv'.
[2025-09-29T22:25:06.452050] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RDW'.
[2025-09-29T22:25:06.452494] [INFO ] [FORECASTER] Starting predict_future for RDW
[2025-09-29T22:25:06.486264] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:06.487453] [DEBUG] [LOCAL     ] No optimal features file found for RDW: ./output/feature-sets/RDW.txt
[2025-09-29T22:25:06.487534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:06.487608] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:06.487771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:06.487893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:06.509438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:06.510287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:06.510387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:06.510424] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:06.583858] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:06.584024] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:06.584071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:06.584102] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:06.587874] [DEBUG] [FORECASTER] RDW: Forecast T+1@11:T+2@11: UP (p=89.63%)
[2025-09-29T22:25:06.588184] [INFO ] [FORECASTER] Completed predict_future for RDW
[2025-09-29T22:25:06.588520] [INFO ] [sig       ] RDW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:06.747503] [INFO ] [LOCAL     ] Saved forecast: RDW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RDW.txt
[2025-09-29T22:25:06.747982] [WARN ] [sig       ] [1660/2211] Failed RDW after 0.3s | 4.08 sym/s | Total: 6.8m | ETA: 2.3m
[2025-09-29T22:25:06.748094] [INFO ] [sig       ] [1661/2211] Forecasting RDY...
[2025-09-29T22:25:06.748147] [INFO ] [sig       ] Generating forecast for: RDY
[2025-09-29T22:25:06.748183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-09-29T22:25:06.758671] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RDY'.
[2025-09-29T22:25:06.759025] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-09-29T22:25:06.785351] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:06.786162] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-09-29T22:25:06.786217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:06.786252] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:06.786281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:06.786339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:06.804267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:06.804897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:06.804982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:06.805017] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:06.841619] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:06.841806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:06.841854] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:06.841885] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:06.845248] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: DOWN (p=16.32%)
[2025-09-29T22:25:06.845526] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-09-29T22:25:06.846109] [INFO ] [sig       ] RDY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:07.018174] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RDY.txt
[2025-09-29T22:25:07.018451] [WARN ] [sig       ] [1661/2211] Failed RDY after 0.3s | 4.08 sym/s | Total: 6.8m | ETA: 2.2m
[2025-09-29T22:25:07.018542] [INFO ] [sig       ] [1662/2211] Forecasting RELX...
[2025-09-29T22:25:07.018584] [INFO ] [sig       ] Generating forecast for: RELX
[2025-09-29T22:25:07.018618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-09-29T22:25:07.029744] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RELX'.
[2025-09-29T22:25:07.030192] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-09-29T22:25:07.067580] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:07.068509] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-09-29T22:25:07.068568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:07.068606] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:07.068637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:07.068754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:07.088937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:07.089746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:07.089840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:07.089878] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:07.129932] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:07.130094] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:07.130138] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:07.130171] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:07.133862] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: UP (p=89.42%)
[2025-09-29T22:25:07.134162] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-09-29T22:25:07.134306] [INFO ] [sig       ] RELX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:07.288079] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RELX.txt
[2025-09-29T22:25:07.288381] [WARN ] [sig       ] [1662/2211] Failed RELX after 0.3s | 4.08 sym/s | Total: 6.8m | ETA: 2.2m
[2025-09-29T22:25:07.288466] [INFO ] [sig       ] [1663/2211] Forecasting RERE...
[2025-09-29T22:25:07.288509] [INFO ] [sig       ] Generating forecast for: RERE
[2025-09-29T22:25:07.288544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-09-29T22:25:07.299610] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RERE'.
[2025-09-29T22:25:07.300091] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-09-29T22:25:07.328326] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:07.329191] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-09-29T22:25:07.329249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:07.329306] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:07.329337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:07.329395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:07.348243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:07.349169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:07.349264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:07.349301] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:07.391184] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:07.391365] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:07.391412] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:07.391444] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:07.395969] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: DOWN (p=21.60%)
[2025-09-29T22:25:07.396335] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-09-29T22:25:07.396497] [INFO ] [sig       ] RERE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:07.561846] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RERE.txt
[2025-09-29T22:25:07.562173] [WARN ] [sig       ] [1663/2211] Failed RERE after 0.3s | 4.08 sym/s | Total: 6.8m | ETA: 2.2m
[2025-09-29T22:25:07.562273] [INFO ] [sig       ] [1664/2211] Forecasting RES...
[2025-09-29T22:25:07.562325] [INFO ] [sig       ] Generating forecast for: RES
[2025-09-29T22:25:07.562364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-09-29T22:25:07.576439] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RES'.
[2025-09-29T22:25:07.576997] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-09-29T22:25:07.609484] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:07.610536] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-09-29T22:25:07.610601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:07.610638] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:07.610716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:07.610790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:07.639156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:07.640557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:07.640712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:07.640783] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:07.693197] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:07.693385] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:07.693443] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:07.693476] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:07.698404] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=96.51%)
[2025-09-29T22:25:07.698931] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-09-29T22:25:07.699109] [INFO ] [sig       ] RES: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:07.951017] [INFO ] [LOCAL     ] Saved forecast: RES	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RES.txt
[2025-09-29T22:25:07.951452] [WARN ] [sig       ] [1664/2211] Failed RES after 0.4s | 4.08 sym/s | Total: 6.8m | ETA: 2.2m
[2025-09-29T22:25:07.951544] [INFO ] [sig       ] [1665/2211] Forecasting REVG...
[2025-09-29T22:25:07.951584] [INFO ] [sig       ] Generating forecast for: REVG
[2025-09-29T22:25:07.951618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-09-29T22:25:07.971365] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'REVG'.
[2025-09-29T22:25:07.972063] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-09-29T22:25:08.013145] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:08.014381] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-09-29T22:25:08.014485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:08.014540] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:08.014572] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:08.014633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:08.040748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:08.042006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:08.042141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:08.042200] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:08.109823] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:08.110044] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:08.110123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:08.110175] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:08.116055] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: DOWN (p=8.53%)
[2025-09-29T22:25:08.116704] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-09-29T22:25:08.116983] [INFO ] [sig       ] REVG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:08.312836] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/REVG.txt
[2025-09-29T22:25:08.313144] [WARN ] [sig       ] [1665/2211] Failed REVG after 0.4s | 4.08 sym/s | Total: 6.8m | ETA: 2.2m
[2025-09-29T22:25:08.313238] [INFO ] [sig       ] [1666/2211] Forecasting REX...
[2025-09-29T22:25:08.313286] [INFO ] [sig       ] Generating forecast for: REX
[2025-09-29T22:25:08.313329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-09-29T22:25:08.332984] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'REX'.
[2025-09-29T22:25:08.333557] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-09-29T22:25:08.367467] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:08.368500] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-09-29T22:25:08.368562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:08.368605] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:08.368677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:08.368763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:08.388929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:08.390008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:08.390136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:08.390176] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:08.440797] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:08.441004] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:08.441084] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:08.441132] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:08.447063] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-09-29T22:25:08.447680] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-09-29T22:25:08.447908] [INFO ] [sig       ] REX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:08.706609] [INFO ] [LOCAL     ] Saved forecast: REX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/REX.txt
[2025-09-29T22:25:08.706962] [WARN ] [sig       ] [1666/2211] Failed REX after 0.4s | 4.07 sym/s | Total: 6.8m | ETA: 2.2m
[2025-09-29T22:25:08.707067] [INFO ] [sig       ] [1667/2211] Forecasting REXR...
[2025-09-29T22:25:08.707167] [INFO ] [sig       ] Generating forecast for: REXR
[2025-09-29T22:25:08.707226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REXR' from 'https://tdm.silogroup.org/data/derivative_storage/REXR.csv'.
[2025-09-29T22:25:08.719722] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'REXR'.
[2025-09-29T22:25:08.720226] [INFO ] [FORECASTER] Starting predict_future for REXR
[2025-09-29T22:25:08.754329] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:08.755751] [DEBUG] [LOCAL     ] No optimal features file found for REXR: ./output/feature-sets/REXR.txt
[2025-09-29T22:25:08.755861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:08.755908] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:08.755950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:08.756043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:08.778925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:08.779850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:08.779943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:08.779980] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:08.825341] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:08.825551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:08.825610] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:08.825680] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:08.830438] [DEBUG] [FORECASTER] REXR: Forecast T+1@11:T+2@11: DOWN (p=26.70%)
[2025-09-29T22:25:08.830874] [INFO ] [FORECASTER] Completed predict_future for REXR
[2025-09-29T22:25:08.831033] [INFO ] [sig       ] REXR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:08.990960] [INFO ] [LOCAL     ] Saved forecast: REXR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/REXR.txt
[2025-09-29T22:25:08.991231] [WARN ] [sig       ] [1667/2211] Failed REXR after 0.3s | 4.07 sym/s | Total: 6.8m | ETA: 2.2m
[2025-09-29T22:25:08.991313] [INFO ] [sig       ] [1668/2211] Forecasting REZI...
[2025-09-29T22:25:08.991355] [INFO ] [sig       ] Generating forecast for: REZI
[2025-09-29T22:25:08.991389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-09-29T22:25:09.001737] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'REZI'.
[2025-09-29T22:25:09.002181] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-09-29T22:25:09.030075] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:09.031014] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-09-29T22:25:09.031073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:09.031110] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:09.031140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:09.031200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:09.050729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:09.051548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:09.051693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:09.051750] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:09.093510] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:09.094201] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:09.094261] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:09.094296] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:09.099076] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-09-29T22:25:09.099435] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-09-29T22:25:09.099688] [INFO ] [sig       ] REZI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:09.259955] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/REZI.txt
[2025-09-29T22:25:09.260210] [WARN ] [sig       ] [1668/2211] Failed REZI after 0.3s | 4.07 sym/s | Total: 6.8m | ETA: 2.2m
[2025-09-29T22:25:09.260290] [INFO ] [sig       ] [1669/2211] Forecasting RF...
[2025-09-29T22:25:09.260331] [INFO ] [sig       ] Generating forecast for: RF
[2025-09-29T22:25:09.260368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-09-29T22:25:09.271716] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RF'.
[2025-09-29T22:25:09.272128] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-09-29T22:25:09.300247] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:09.301137] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-09-29T22:25:09.301197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:09.301233] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:09.301264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:09.301325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:09.322445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:09.323274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:09.323368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:09.323405] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:09.363941] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:09.364124] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:09.364178] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:09.364212] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:09.368139] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=32.21%)
[2025-09-29T22:25:09.368429] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-09-29T22:25:09.368580] [INFO ] [sig       ] RF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:09.523816] [INFO ] [LOCAL     ] Saved forecast: RF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RF.txt
[2025-09-29T22:25:09.524107] [WARN ] [sig       ] [1669/2211] Failed RF after 0.3s | 4.07 sym/s | Total: 6.8m | ETA: 2.2m
[2025-09-29T22:25:09.524191] [INFO ] [sig       ] [1670/2211] Forecasting RFI...
[2025-09-29T22:25:09.524233] [INFO ] [sig       ] Generating forecast for: RFI
[2025-09-29T22:25:09.524268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-09-29T22:25:09.534482] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RFI'.
[2025-09-29T22:25:09.534891] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-09-29T22:25:09.563020] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:09.564046] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-09-29T22:25:09.564120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:09.564169] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:09.564256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:09.564334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:09.585879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:09.586758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:09.586950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:09.587007] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:09.625202] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:09.625372] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:09.625420] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:09.625452] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:09.629230] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=2.71%)
[2025-09-29T22:25:09.629573] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-09-29T22:25:09.629748] [INFO ] [sig       ] RFI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:09.788596] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RFI.txt
[2025-09-29T22:25:09.788888] [WARN ] [sig       ] [1670/2211] Failed RFI after 0.3s | 4.07 sym/s | Total: 6.8m | ETA: 2.2m
[2025-09-29T22:25:09.788970] [INFO ] [sig       ] [1671/2211] Forecasting RFL...
[2025-09-29T22:25:09.789012] [INFO ] [sig       ] Generating forecast for: RFL
[2025-09-29T22:25:09.789046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-09-29T22:25:09.799465] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RFL'.
[2025-09-29T22:25:09.799853] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-09-29T22:25:09.827583] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:09.828549] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-09-29T22:25:09.828617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:09.828690] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:09.828736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:09.828797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:09.847896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:09.848561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:09.848673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:09.848734] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:09.890445] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:09.890593] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:09.890636] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:09.890713] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:09.894314] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=9.83%)
[2025-09-29T22:25:09.894595] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-09-29T22:25:09.894773] [INFO ] [sig       ] RFL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:10.052210] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RFL.txt
[2025-09-29T22:25:10.052496] [WARN ] [sig       ] [1671/2211] Failed RFL after 0.3s | 4.07 sym/s | Total: 6.8m | ETA: 2.2m
[2025-09-29T22:25:10.052580] [INFO ] [sig       ] [1672/2211] Forecasting RFM...
[2025-09-29T22:25:10.052621] [INFO ] [sig       ] Generating forecast for: RFM
[2025-09-29T22:25:10.052717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-09-29T22:25:10.063287] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RFM'.
[2025-09-29T22:25:10.063798] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-09-29T22:25:10.091908] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:10.092815] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-09-29T22:25:10.092874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:10.092910] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:10.092940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:10.093000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:10.113266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:10.114236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:10.114333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:10.114369] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:10.150846] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:10.151047] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:10.151112] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:10.151148] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:10.155104] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-09-29T22:25:10.155457] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-09-29T22:25:10.155630] [INFO ] [sig       ] RFM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:10.318169] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RFM.txt
[2025-09-29T22:25:10.318420] [WARN ] [sig       ] [1672/2211] Failed RFM after 0.3s | 4.07 sym/s | Total: 6.8m | ETA: 2.2m
[2025-09-29T22:25:10.318505] [INFO ] [sig       ] [1673/2211] Forecasting RFMZ...
[2025-09-29T22:25:10.318547] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-09-29T22:25:10.318582] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-09-29T22:25:10.330007] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RFMZ'.
[2025-09-29T22:25:10.330478] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-09-29T22:25:10.358372] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:10.359249] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-09-29T22:25:10.359351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:10.359397] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:10.359427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:10.359486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:10.379352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:10.380210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:10.380303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:10.380341] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:10.420132] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:10.420314] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:10.420377] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:10.420413] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:10.424988] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: UP (p=87.21%)
[2025-09-29T22:25:10.425342] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-09-29T22:25:10.425492] [INFO ] [sig       ] RFMZ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:10.603437] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RFMZ.txt
[2025-09-29T22:25:10.603747] [WARN ] [sig       ] [1673/2211] Failed RFMZ after 0.3s | 4.07 sym/s | Total: 6.8m | ETA: 2.2m
[2025-09-29T22:25:10.603834] [INFO ] [sig       ] [1674/2211] Forecasting RGA...
[2025-09-29T22:25:10.603875] [INFO ] [sig       ] Generating forecast for: RGA
[2025-09-29T22:25:10.603938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-09-29T22:25:10.615505] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RGA'.
[2025-09-29T22:25:10.616018] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-09-29T22:25:10.648479] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:10.649693] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-09-29T22:25:10.649788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:10.649837] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:10.649876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:10.649964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:10.676316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:10.677241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:10.677338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:10.677374] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:10.731535] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:10.731792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:10.731871] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:10.731934] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:10.736669] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-09-29T22:25:10.737060] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-09-29T22:25:10.737255] [INFO ] [sig       ] RGA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:10.897361] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RGA.txt
[2025-09-29T22:25:10.897670] [WARN ] [sig       ] [1674/2211] Failed RGA after 0.3s | 4.07 sym/s | Total: 6.9m | ETA: 2.2m
[2025-09-29T22:25:10.897774] [INFO ] [sig       ] [1675/2211] Forecasting RGR...
[2025-09-29T22:25:10.897816] [INFO ] [sig       ] Generating forecast for: RGR
[2025-09-29T22:25:10.897868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGR' from 'https://tdm.silogroup.org/data/derivative_storage/RGR.csv'.
[2025-09-29T22:25:10.910352] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RGR'.
[2025-09-29T22:25:10.910752] [INFO ] [FORECASTER] Starting predict_future for RGR
[2025-09-29T22:25:10.939130] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:10.940056] [DEBUG] [LOCAL     ] No optimal features file found for RGR: ./output/feature-sets/RGR.txt
[2025-09-29T22:25:10.940128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:10.940186] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:10.940221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:10.940344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:10.959519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:10.960457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:10.960566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:10.960622] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:10.999256] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:10.999422] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:10.999492] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:10.999556] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:11.003432] [DEBUG] [FORECASTER] RGR: Forecast T+1@11:T+2@11: DOWN (p=25.24%)
[2025-09-29T22:25:11.003783] [INFO ] [FORECASTER] Completed predict_future for RGR
[2025-09-29T22:25:11.003945] [INFO ] [sig       ] RGR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:11.165420] [INFO ] [LOCAL     ] Saved forecast: RGR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RGR.txt
[2025-09-29T22:25:11.165702] [WARN ] [sig       ] [1675/2211] Failed RGR after 0.3s | 4.07 sym/s | Total: 6.9m | ETA: 2.2m
[2025-09-29T22:25:11.165788] [INFO ] [sig       ] [1676/2211] Forecasting RGT...
[2025-09-29T22:25:11.165829] [INFO ] [sig       ] Generating forecast for: RGT
[2025-09-29T22:25:11.165868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGT' from 'https://tdm.silogroup.org/data/derivative_storage/RGT.csv'.
[2025-09-29T22:25:11.176222] [DEBUG] [REMOTE    ] Successfully parsed 1791 rows of historical data for symbol 'RGT'.
[2025-09-29T22:25:11.176608] [INFO ] [FORECASTER] Starting predict_future for RGT
[2025-09-29T22:25:11.203615] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:11.204552] [DEBUG] [LOCAL     ] No optimal features file found for RGT: ./output/feature-sets/RGT.txt
[2025-09-29T22:25:11.204611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:11.204673] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:11.204724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:11.204787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:11.224400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:11.225159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:11.225279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:11.225320] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:11.262690] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:11.262850] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:11.262895] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:11.262926] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:11.266431] [DEBUG] [FORECASTER] RGT: Forecast T+1@11:T+2@11: UP (p=93.09%)
[2025-09-29T22:25:11.266814] [INFO ] [FORECASTER] Completed predict_future for RGT
[2025-09-29T22:25:11.266994] [INFO ] [sig       ] RGT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:11.429778] [INFO ] [LOCAL     ] Saved forecast: RGT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RGT.txt
[2025-09-29T22:25:11.430061] [WARN ] [sig       ] [1676/2211] Failed RGT after 0.3s | 4.07 sym/s | Total: 6.9m | ETA: 2.2m
[2025-09-29T22:25:11.430145] [INFO ] [sig       ] [1677/2211] Forecasting RH...
[2025-09-29T22:25:11.430186] [INFO ] [sig       ] Generating forecast for: RH
[2025-09-29T22:25:11.430221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-09-29T22:25:11.440588] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RH'.
[2025-09-29T22:25:11.440975] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-09-29T22:25:11.467286] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:11.468104] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-09-29T22:25:11.468162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:11.468198] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:11.468228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:11.468309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:11.487977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:11.488831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:11.488925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:11.488961] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:11.528069] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:11.528238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:11.528283] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:11.528316] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:11.532090] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: DOWN (p=1.14%)
[2025-09-29T22:25:11.532463] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-09-29T22:25:11.532630] [INFO ] [sig       ] RH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:11.696184] [INFO ] [LOCAL     ] Saved forecast: RH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RH.txt
[2025-09-29T22:25:11.696448] [WARN ] [sig       ] [1677/2211] Failed RH after 0.3s | 4.07 sym/s | Total: 6.9m | ETA: 2.2m
[2025-09-29T22:25:11.696531] [INFO ] [sig       ] [1678/2211] Forecasting RHI...
[2025-09-29T22:25:11.696572] [INFO ] [sig       ] Generating forecast for: RHI
[2025-09-29T22:25:11.696606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-09-29T22:25:11.707138] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RHI'.
[2025-09-29T22:25:11.707605] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-09-29T22:25:11.735920] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:11.736775] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-09-29T22:25:11.736858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:11.736899] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:11.736929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:11.736988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:11.756634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:11.757811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:11.757915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:11.757950] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:11.797812] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:11.797986] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:11.798031] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:11.798064] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:11.802497] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2025-09-29T22:25:11.802978] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-09-29T22:25:11.803665] [INFO ] [sig       ] RHI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:11.967771] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RHI.txt
[2025-09-29T22:25:11.968018] [WARN ] [sig       ] [1678/2211] Failed RHI after 0.3s | 4.07 sym/s | Total: 6.9m | ETA: 2.2m
[2025-09-29T22:25:11.968109] [INFO ] [sig       ] [1679/2211] Forecasting RHP...
[2025-09-29T22:25:11.968151] [INFO ] [sig       ] Generating forecast for: RHP
[2025-09-29T22:25:11.968187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-09-29T22:25:11.978267] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RHP'.
[2025-09-29T22:25:11.978683] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-09-29T22:25:12.005190] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:12.006051] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-09-29T22:25:12.006109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:12.006144] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:12.006175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:12.006234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:12.025839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:12.026466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:12.026553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:12.026590] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:12.062928] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:12.063088] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:12.063142] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:12.063181] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:12.066840] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: UP (p=76.67%)
[2025-09-29T22:25:12.067148] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-09-29T22:25:12.067296] [INFO ] [sig       ] RHP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:12.232469] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RHP.txt
[2025-09-29T22:25:12.232761] [WARN ] [sig       ] [1679/2211] Failed RHP after 0.3s | 4.07 sym/s | Total: 6.9m | ETA: 2.2m
[2025-09-29T22:25:12.232846] [INFO ] [sig       ] [1680/2211] Forecasting RIG...
[2025-09-29T22:25:12.232887] [INFO ] [sig       ] Generating forecast for: RIG
[2025-09-29T22:25:12.232921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-09-29T22:25:12.243152] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RIG'.
[2025-09-29T22:25:12.243535] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-09-29T22:25:12.270929] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:12.271913] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-09-29T22:25:12.271989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:12.272031] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:12.272062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:12.272124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:12.290986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:12.291911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:12.292009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:12.292046] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:12.329944] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:12.330109] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:12.330153] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:12.330186] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:12.334299] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=92.74%)
[2025-09-29T22:25:12.334677] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-09-29T22:25:12.334835] [INFO ] [sig       ] RIG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:12.531510] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RIG.txt
[2025-09-29T22:25:12.531804] [WARN ] [sig       ] [1680/2211] Failed RIG after 0.3s | 4.07 sym/s | Total: 6.9m | ETA: 2.2m
[2025-09-29T22:25:12.531888] [INFO ] [sig       ] [1681/2211] Forecasting RIO...
[2025-09-29T22:25:12.531930] [INFO ] [sig       ] Generating forecast for: RIO
[2025-09-29T22:25:12.531965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-09-29T22:25:12.542090] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RIO'.
[2025-09-29T22:25:12.542475] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-09-29T22:25:12.571301] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:12.572605] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-09-29T22:25:12.572724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:12.572805] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:12.572936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:12.573055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:12.602924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:12.603769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:12.603866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:12.603904] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:12.646356] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:12.646520] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:12.646572] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:12.646632] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:12.650719] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=94.46%)
[2025-09-29T22:25:12.651036] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-09-29T22:25:12.651180] [INFO ] [sig       ] RIO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:12.808107] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RIO.txt
[2025-09-29T22:25:12.808375] [WARN ] [sig       ] [1681/2211] Failed RIO after 0.3s | 4.07 sym/s | Total: 6.9m | ETA: 2.2m
[2025-09-29T22:25:12.808454] [INFO ] [sig       ] [1682/2211] Forecasting RITM...
[2025-09-29T22:25:12.808495] [INFO ] [sig       ] Generating forecast for: RITM
[2025-09-29T22:25:12.808528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-09-29T22:25:12.819203] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RITM'.
[2025-09-29T22:25:12.819582] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-09-29T22:25:12.846908] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:12.847798] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-09-29T22:25:12.847898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:12.847940] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:12.847973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:12.848045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:12.867283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:12.867953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:12.868042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:12.868079] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:12.906965] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:12.907140] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:12.907233] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:12.907298] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:12.911187] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: DOWN (p=31.23%)
[2025-09-29T22:25:12.911531] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-09-29T22:25:12.911711] [INFO ] [sig       ] RITM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:13.069566] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RITM.txt
[2025-09-29T22:25:13.069844] [WARN ] [sig       ] [1682/2211] Failed RITM after 0.3s | 4.07 sym/s | Total: 6.9m | ETA: 2.2m
[2025-09-29T22:25:13.069927] [INFO ] [sig       ] [1683/2211] Forecasting RIV...
[2025-09-29T22:25:13.069969] [INFO ] [sig       ] Generating forecast for: RIV
[2025-09-29T22:25:13.070009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIV' from 'https://tdm.silogroup.org/data/derivative_storage/RIV.csv'.
[2025-09-29T22:25:13.080821] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RIV'.
[2025-09-29T22:25:13.081161] [INFO ] [FORECASTER] Starting predict_future for RIV
[2025-09-29T22:25:13.108315] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:13.109143] [DEBUG] [LOCAL     ] No optimal features file found for RIV: ./output/feature-sets/RIV.txt
[2025-09-29T22:25:13.109203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:13.109240] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:13.109319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:13.109392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:13.129538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:13.130353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:13.130443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:13.130480] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:13.167217] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:13.167386] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:13.167431] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:13.167464] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:13.171056] [DEBUG] [FORECASTER] RIV: Forecast T+1@11:T+2@11: UP (p=57.30%)
[2025-09-29T22:25:13.171345] [INFO ] [FORECASTER] Completed predict_future for RIV
[2025-09-29T22:25:13.171480] [INFO ] [sig       ] RIV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:13.324027] [INFO ] [LOCAL     ] Saved forecast: RIV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RIV.txt
[2025-09-29T22:25:13.324261] [WARN ] [sig       ] [1683/2211] Failed RIV after 0.3s | 4.07 sym/s | Total: 6.9m | ETA: 2.2m
[2025-09-29T22:25:13.324337] [INFO ] [sig       ] [1684/2211] Forecasting RJF...
[2025-09-29T22:25:13.324376] [INFO ] [sig       ] Generating forecast for: RJF
[2025-09-29T22:25:13.324408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RJF' from 'https://tdm.silogroup.org/data/derivative_storage/RJF.csv'.
[2025-09-29T22:25:13.335773] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RJF'.
[2025-09-29T22:25:13.336262] [INFO ] [FORECASTER] Starting predict_future for RJF
[2025-09-29T22:25:13.366077] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:13.367141] [DEBUG] [LOCAL     ] No optimal features file found for RJF: ./output/feature-sets/RJF.txt
[2025-09-29T22:25:13.367217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:13.367267] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:13.367299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:13.367378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:13.388184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:13.389201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:13.389301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:13.389338] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:13.427948] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:13.428097] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:13.428140] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:13.428170] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:13.431783] [DEBUG] [FORECASTER] RJF: Forecast T+1@11:T+2@11: DOWN (p=14.68%)
[2025-09-29T22:25:13.432075] [INFO ] [FORECASTER] Completed predict_future for RJF
[2025-09-29T22:25:13.432222] [INFO ] [sig       ] RJF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:13.581024] [INFO ] [LOCAL     ] Saved forecast: RJF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RJF.txt
[2025-09-29T22:25:13.581266] [WARN ] [sig       ] [1684/2211] Failed RJF after 0.3s | 4.07 sym/s | Total: 6.9m | ETA: 2.2m
[2025-09-29T22:25:13.581344] [INFO ] [sig       ] [1685/2211] Forecasting RKT...
[2025-09-29T22:25:13.581385] [INFO ] [sig       ] Generating forecast for: RKT
[2025-09-29T22:25:13.581418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKT' from 'https://tdm.silogroup.org/data/derivative_storage/RKT.csv'.
[2025-09-29T22:25:13.591515] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RKT'.
[2025-09-29T22:25:13.591936] [INFO ] [FORECASTER] Starting predict_future for RKT
[2025-09-29T22:25:13.617828] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:13.618563] [DEBUG] [LOCAL     ] No optimal features file found for RKT: ./output/feature-sets/RKT.txt
[2025-09-29T22:25:13.618618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:13.618685] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:13.618738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:13.618800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:13.636977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:13.637750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:13.637845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:13.637880] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:13.678207] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:13.678360] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:13.678402] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:13.678463] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:13.684376] [DEBUG] [FORECASTER] RKT: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2025-09-29T22:25:13.684693] [INFO ] [FORECASTER] Completed predict_future for RKT
[2025-09-29T22:25:13.684843] [INFO ] [sig       ] RKT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:13.837633] [INFO ] [LOCAL     ] Saved forecast: RKT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RKT.txt
[2025-09-29T22:25:13.837949] [WARN ] [sig       ] [1685/2211] Failed RKT after 0.3s | 4.07 sym/s | Total: 6.9m | ETA: 2.2m
[2025-09-29T22:25:13.838030] [INFO ] [sig       ] [1686/2211] Forecasting RL...
[2025-09-29T22:25:13.838071] [INFO ] [sig       ] Generating forecast for: RL
[2025-09-29T22:25:13.838105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-09-29T22:25:13.848841] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RL'.
[2025-09-29T22:25:13.849212] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-09-29T22:25:13.877723] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:13.878558] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-09-29T22:25:13.878622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:13.878691] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:13.878736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:13.878797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:13.898473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:13.899229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:13.899320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:13.899357] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:13.934134] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:13.934342] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:13.934436] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:13.934474] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:13.938367] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: DOWN (p=17.17%)
[2025-09-29T22:25:13.938706] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-09-29T22:25:13.938862] [INFO ] [sig       ] RL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:14.097356] [INFO ] [LOCAL     ] Saved forecast: RL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RL.txt
[2025-09-29T22:25:14.097591] [WARN ] [sig       ] [1686/2211] Failed RL after 0.3s | 4.07 sym/s | Total: 6.9m | ETA: 2.2m
[2025-09-29T22:25:14.097697] [INFO ] [sig       ] [1687/2211] Forecasting RLI...
[2025-09-29T22:25:14.097742] [INFO ] [sig       ] Generating forecast for: RLI
[2025-09-29T22:25:14.097775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-09-29T22:25:14.107989] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RLI'.
[2025-09-29T22:25:14.108332] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-09-29T22:25:14.135241] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:14.136182] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-09-29T22:25:14.136248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:14.136293] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:14.136326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:14.136399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:14.155815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:14.156430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:14.156516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:14.156552] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:14.193896] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:14.194046] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:14.194092] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:14.194125] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:14.198079] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: DOWN (p=3.91%)
[2025-09-29T22:25:14.198395] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-09-29T22:25:14.198547] [INFO ] [sig       ] RLI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:14.362549] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RLI.txt
[2025-09-29T22:25:14.362952] [WARN ] [sig       ] [1687/2211] Failed RLI after 0.3s | 4.07 sym/s | Total: 6.9m | ETA: 2.1m
[2025-09-29T22:25:14.363056] [INFO ] [sig       ] [1688/2211] Forecasting RLJ...
[2025-09-29T22:25:14.363114] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-09-29T22:25:14.363180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-09-29T22:25:14.378660] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RLJ'.
[2025-09-29T22:25:14.379140] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-09-29T22:25:14.408017] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:14.408943] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-09-29T22:25:14.409004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:14.409056] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:14.409111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:14.409209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:14.428715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:14.429524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:14.429711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:14.429768] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:14.467604] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:14.467794] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:14.467860] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:14.467896] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:14.472551] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=16.14%)
[2025-09-29T22:25:14.472929] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-09-29T22:25:14.473143] [INFO ] [sig       ] RLJ: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:14.635478] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RLJ.txt
[2025-09-29T22:25:14.635759] [WARN ] [sig       ] [1688/2211] Failed RLJ after 0.3s | 4.07 sym/s | Total: 6.9m | ETA: 2.1m
[2025-09-29T22:25:14.635862] [INFO ] [sig       ] [1689/2211] Forecasting RLTY...
[2025-09-29T22:25:14.635905] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-09-29T22:25:14.635962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-09-29T22:25:14.646608] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RLTY'.
[2025-09-29T22:25:14.647094] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-09-29T22:25:14.677448] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:14.678407] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-09-29T22:25:14.678468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:14.678505] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:14.678536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:14.678605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:14.699669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:14.700465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:14.700586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:14.700638] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:14.735545] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:14.735697] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:14.735755] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:14.735805] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:14.739390] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: UP (p=96.08%)
[2025-09-29T22:25:14.739833] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-09-29T22:25:14.740039] [INFO ] [sig       ] RLTY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:14.907830] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RLTY.txt
[2025-09-29T22:25:14.908080] [WARN ] [sig       ] [1689/2211] Failed RLTY after 0.3s | 4.07 sym/s | Total: 6.9m | ETA: 2.1m
[2025-09-29T22:25:14.908164] [INFO ] [sig       ] [1690/2211] Forecasting RLX...
[2025-09-29T22:25:14.908205] [INFO ] [sig       ] Generating forecast for: RLX
[2025-09-29T22:25:14.908239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-09-29T22:25:14.918747] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RLX'.
[2025-09-29T22:25:14.919065] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-09-29T22:25:14.948761] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:14.949548] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-09-29T22:25:14.949605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:14.949662] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:14.949718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:14.949782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:14.969977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:14.970730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:14.970822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:14.970859] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:15.005104] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:15.005268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:15.005313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:15.005349] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:15.009156] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: DOWN (p=33.52%)
[2025-09-29T22:25:15.009503] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-09-29T22:25:15.009686] [INFO ] [sig       ] RLX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:15.203582] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RLX.txt
[2025-09-29T22:25:15.203861] [WARN ] [sig       ] [1690/2211] Failed RLX after 0.3s | 4.07 sym/s | Total: 6.9m | ETA: 2.1m
[2025-09-29T22:25:15.203945] [INFO ] [sig       ] [1691/2211] Forecasting RM...
[2025-09-29T22:25:15.203997] [INFO ] [sig       ] Generating forecast for: RM
[2025-09-29T22:25:15.204057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-09-29T22:25:15.215068] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RM'.
[2025-09-29T22:25:15.215520] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-09-29T22:25:15.251242] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:15.252120] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-09-29T22:25:15.252179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:15.252215] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:15.252245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:15.252305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:15.274285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:15.275268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:15.275404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:15.275454] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:15.307016] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:15.307157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:15.307212] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:15.307245] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:15.310521] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=99.16%)
[2025-09-29T22:25:15.310830] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-09-29T22:25:15.310964] [INFO ] [sig       ] RM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:15.477389] [INFO ] [LOCAL     ] Saved forecast: RM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RM.txt
[2025-09-29T22:25:15.477662] [WARN ] [sig       ] [1691/2211] Failed RM after 0.3s | 4.07 sym/s | Total: 6.9m | ETA: 2.1m
[2025-09-29T22:25:15.477750] [INFO ] [sig       ] [1692/2211] Forecasting RMAX...
[2025-09-29T22:25:15.477791] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-09-29T22:25:15.477825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-09-29T22:25:15.488477] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RMAX'.
[2025-09-29T22:25:15.488845] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-09-29T22:25:15.516480] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:15.517376] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-09-29T22:25:15.517435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:15.517472] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:15.517503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:15.517562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:15.537202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:15.537825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:15.537915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:15.537999] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:15.568328] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:15.568454] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:15.568498] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:15.568538] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:15.572311] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: UP (p=97.55%)
[2025-09-29T22:25:15.572592] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-09-29T22:25:15.572752] [INFO ] [sig       ] RMAX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:15.740491] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RMAX.txt
[2025-09-29T22:25:15.740750] [WARN ] [sig       ] [1692/2211] Failed RMAX after 0.3s | 4.07 sym/s | Total: 6.9m | ETA: 2.1m
[2025-09-29T22:25:15.740839] [INFO ] [sig       ] [1693/2211] Forecasting RMD...
[2025-09-29T22:25:15.740881] [INFO ] [sig       ] Generating forecast for: RMD
[2025-09-29T22:25:15.740914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-09-29T22:25:15.750881] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RMD'.
[2025-09-29T22:25:15.751198] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-09-29T22:25:15.777959] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:15.778835] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-09-29T22:25:15.778898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:15.778937] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:15.778970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:15.779031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:15.798892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:15.799599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:15.799735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:15.799797] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:15.828858] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:15.828993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:15.829036] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:15.829069] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:15.832631] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=85.71%)
[2025-09-29T22:25:15.832952] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-09-29T22:25:15.833086] [INFO ] [sig       ] RMD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:15.992265] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RMD.txt
[2025-09-29T22:25:15.992518] [WARN ] [sig       ] [1693/2211] Failed RMD after 0.3s | 4.07 sym/s | Total: 6.9m | ETA: 2.1m
[2025-09-29T22:25:15.992603] [INFO ] [sig       ] [1694/2211] Forecasting RMI...
[2025-09-29T22:25:15.992668] [INFO ] [sig       ] Generating forecast for: RMI
[2025-09-29T22:25:15.992727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-09-29T22:25:16.002533] [DEBUG] [REMOTE    ] Successfully parsed 1792 rows of historical data for symbol 'RMI'.
[2025-09-29T22:25:16.002967] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-09-29T22:25:16.035149] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:16.036258] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-09-29T22:25:16.036317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:16.036355] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:16.036396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:16.036462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:16.059882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:16.060766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:16.060861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:16.060901] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:16.088613] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:16.088748] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:16.088800] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:16.088844] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:16.092906] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: DOWN (p=45.05%)
[2025-09-29T22:25:16.093187] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-09-29T22:25:16.093318] [INFO ] [sig       ] RMI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:16.280703] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RMI.txt
[2025-09-29T22:25:16.280946] [WARN ] [sig       ] [1694/2211] Failed RMI after 0.3s | 4.07 sym/s | Total: 6.9m | ETA: 2.1m
[2025-09-29T22:25:16.281035] [INFO ] [sig       ] [1695/2211] Forecasting RMM...
[2025-09-29T22:25:16.281076] [INFO ] [sig       ] Generating forecast for: RMM
[2025-09-29T22:25:16.281109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-09-29T22:25:16.293079] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RMM'.
[2025-09-29T22:25:16.293402] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-09-29T22:25:16.322484] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:16.323249] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-09-29T22:25:16.323337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:16.323388] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:16.323419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:16.323478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:16.345886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:16.346597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:16.346710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:16.346777] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:16.378114] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:16.378381] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:16.378445] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:16.378533] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:16.382578] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: DOWN (p=17.22%)
[2025-09-29T22:25:16.382894] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-09-29T22:25:16.383041] [INFO ] [sig       ] RMM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:16.561553] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RMM.txt
[2025-09-29T22:25:16.561839] [WARN ] [sig       ] [1695/2211] Failed RMM after 0.3s | 4.07 sym/s | Total: 6.9m | ETA: 2.1m
[2025-09-29T22:25:16.561926] [INFO ] [sig       ] [1696/2211] Forecasting RMMZ...
[2025-09-29T22:25:16.561983] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-09-29T22:25:16.562018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-09-29T22:25:16.572291] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RMMZ'.
[2025-09-29T22:25:16.572839] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-09-29T22:25:16.612140] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:16.613255] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-09-29T22:25:16.613318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:16.613355] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:16.613392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:16.613453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:16.636947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:16.637926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:16.638024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:16.638067] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:16.677949] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:16.678131] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:16.678190] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:16.678242] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:16.683340] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=72.39%)
[2025-09-29T22:25:16.683831] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-09-29T22:25:16.684039] [INFO ] [sig       ] RMMZ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:16.866885] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RMMZ.txt
[2025-09-29T22:25:16.867133] [WARN ] [sig       ] [1696/2211] Failed RMMZ after 0.3s | 4.07 sym/s | Total: 7.0m | ETA: 2.1m
[2025-09-29T22:25:16.867214] [INFO ] [sig       ] [1697/2211] Forecasting RMT...
[2025-09-29T22:25:16.867254] [INFO ] [sig       ] Generating forecast for: RMT
[2025-09-29T22:25:16.867287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMT' from 'https://tdm.silogroup.org/data/derivative_storage/RMT.csv'.
[2025-09-29T22:25:16.878310] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RMT'.
[2025-09-29T22:25:16.878714] [INFO ] [FORECASTER] Starting predict_future for RMT
[2025-09-29T22:25:16.910480] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:16.911273] [DEBUG] [LOCAL     ] No optimal features file found for RMT: ./output/feature-sets/RMT.txt
[2025-09-29T22:25:16.911329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:16.911364] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:16.911393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:16.911451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:16.929810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:16.930378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:16.930465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:16.930500] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:16.964763] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:16.964928] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:16.964976] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:16.965010] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:16.969454] [DEBUG] [FORECASTER] RMT: Forecast T+1@11:T+2@11: UP (p=96.51%)
[2025-09-29T22:25:16.969864] [INFO ] [FORECASTER] Completed predict_future for RMT
[2025-09-29T22:25:16.970015] [INFO ] [sig       ] RMT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:17.123841] [INFO ] [LOCAL     ] Saved forecast: RMT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RMT.txt
[2025-09-29T22:25:17.124075] [WARN ] [sig       ] [1697/2211] Failed RMT after 0.3s | 4.07 sym/s | Total: 7.0m | ETA: 2.1m
[2025-09-29T22:25:17.124152] [INFO ] [sig       ] [1698/2211] Forecasting RNG...
[2025-09-29T22:25:17.124193] [INFO ] [sig       ] Generating forecast for: RNG
[2025-09-29T22:25:17.124225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-09-29T22:25:17.134395] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RNG'.
[2025-09-29T22:25:17.134892] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-09-29T22:25:17.161219] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:17.162063] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-09-29T22:25:17.162120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:17.162158] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:17.162188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:17.162248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:17.180950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:17.181556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:17.181671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:17.181729] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:17.216878] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:17.217046] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:17.217092] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:17.217174] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:17.221605] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: UP (p=69.03%)
[2025-09-29T22:25:17.222021] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-09-29T22:25:17.222179] [INFO ] [sig       ] RNG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:17.380272] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RNG.txt
[2025-09-29T22:25:17.380507] [WARN ] [sig       ] [1698/2211] Failed RNG after 0.3s | 4.07 sym/s | Total: 7.0m | ETA: 2.1m
[2025-09-29T22:25:17.380587] [INFO ] [sig       ] [1699/2211] Forecasting RNGR...
[2025-09-29T22:25:17.380686] [INFO ] [sig       ] Generating forecast for: RNGR
[2025-09-29T22:25:17.380743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNGR' from 'https://tdm.silogroup.org/data/derivative_storage/RNGR.csv'.
[2025-09-29T22:25:17.391054] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RNGR'.
[2025-09-29T22:25:17.391386] [INFO ] [FORECASTER] Starting predict_future for RNGR
[2025-09-29T22:25:17.418168] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:17.418998] [DEBUG] [LOCAL     ] No optimal features file found for RNGR: ./output/feature-sets/RNGR.txt
[2025-09-29T22:25:17.419057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:17.419096] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:17.419184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:17.419269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:17.440607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:17.441318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:17.441410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:17.441446] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:17.468031] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:17.468133] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:17.468174] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:17.468216] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:17.471609] [DEBUG] [FORECASTER] RNGR: Forecast T+1@11:T+2@11: DOWN (p=26.57%)
[2025-09-29T22:25:17.471916] [INFO ] [FORECASTER] Completed predict_future for RNGR
[2025-09-29T22:25:17.472053] [INFO ] [sig       ] RNGR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:17.631503] [INFO ] [LOCAL     ] Saved forecast: RNGR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RNGR.txt
[2025-09-29T22:25:17.631788] [WARN ] [sig       ] [1699/2211] Failed RNGR after 0.3s | 4.07 sym/s | Total: 7.0m | ETA: 2.1m
[2025-09-29T22:25:17.631876] [INFO ] [sig       ] [1700/2211] Forecasting RNP...
[2025-09-29T22:25:17.631921] [INFO ] [sig       ] Generating forecast for: RNP
[2025-09-29T22:25:17.631958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-09-29T22:25:17.636832] [WARN ] [REMOTE    ] Historical data not found for symbol 'RNP' (404).
[2025-09-29T22:25:17.637049] [FATAL] [sig       ] RNP: No historical data fetched.
[2025-09-29T22:25:17.637187] [WARN ] [sig       ] [1700/2211] Failed RNP after 0.0s | 4.07 sym/s | Total: 7.0m | ETA: 2.1m
[2025-09-29T22:25:17.637276] [INFO ] [sig       ] [1701/2211] Forecasting RNR...
[2025-09-29T22:25:17.637318] [INFO ] [sig       ] Generating forecast for: RNR
[2025-09-29T22:25:17.637349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNR' from 'https://tdm.silogroup.org/data/derivative_storage/RNR.csv'.
[2025-09-29T22:25:17.647022] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RNR'.
[2025-09-29T22:25:17.647432] [INFO ] [FORECASTER] Starting predict_future for RNR
[2025-09-29T22:25:17.674919] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:17.675826] [DEBUG] [LOCAL     ] No optimal features file found for RNR: ./output/feature-sets/RNR.txt
[2025-09-29T22:25:17.675885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:17.675921] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:17.675952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:17.676013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:17.695402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:17.696256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:17.696351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:17.696389] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:17.732151] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:17.732422] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:17.732488] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:17.732522] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:17.736819] [DEBUG] [FORECASTER] RNR: Forecast T+1@11:T+2@11: UP (p=97.75%)
[2025-09-29T22:25:17.737213] [INFO ] [FORECASTER] Completed predict_future for RNR
[2025-09-29T22:25:17.737387] [INFO ] [sig       ] RNR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:17.887872] [INFO ] [LOCAL     ] Saved forecast: RNR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RNR.txt
[2025-09-29T22:25:17.888130] [WARN ] [sig       ] [1701/2211] Failed RNR after 0.3s | 4.07 sym/s | Total: 7.0m | ETA: 2.1m
[2025-09-29T22:25:17.888213] [INFO ] [sig       ] [1702/2211] Forecasting RNST...
[2025-09-29T22:25:17.888253] [INFO ] [sig       ] Generating forecast for: RNST
[2025-09-29T22:25:17.888287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNST' from 'https://tdm.silogroup.org/data/derivative_storage/RNST.csv'.
[2025-09-29T22:25:17.899066] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RNST'.
[2025-09-29T22:25:17.899439] [INFO ] [FORECASTER] Starting predict_future for RNST
[2025-09-29T22:25:17.927324] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:17.928135] [DEBUG] [LOCAL     ] No optimal features file found for RNST: ./output/feature-sets/RNST.txt
[2025-09-29T22:25:17.928193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:17.928231] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:17.928261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:17.928323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:17.947718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:17.948462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:17.948549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:17.948586] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:17.977500] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:17.977667] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:17.977731] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:17.977786] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:17.981360] [DEBUG] [FORECASTER] RNST: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2025-09-29T22:25:17.981667] [INFO ] [FORECASTER] Completed predict_future for RNST
[2025-09-29T22:25:17.981813] [INFO ] [sig       ] RNST: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:18.137952] [INFO ] [LOCAL     ] Saved forecast: RNST	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RNST.txt
[2025-09-29T22:25:18.138198] [WARN ] [sig       ] [1702/2211] Failed RNST after 0.2s | 4.07 sym/s | Total: 7.0m | ETA: 2.1m
[2025-09-29T22:25:18.138277] [INFO ] [sig       ] [1703/2211] Forecasting ROG...
[2025-09-29T22:25:18.138319] [INFO ] [sig       ] Generating forecast for: ROG
[2025-09-29T22:25:18.138353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROG' from 'https://tdm.silogroup.org/data/derivative_storage/ROG.csv'.
[2025-09-29T22:25:18.148521] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ROG'.
[2025-09-29T22:25:18.148882] [INFO ] [FORECASTER] Starting predict_future for ROG
[2025-09-29T22:25:18.176229] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:18.177055] [DEBUG] [LOCAL     ] No optimal features file found for ROG: ./output/feature-sets/ROG.txt
[2025-09-29T22:25:18.177149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:18.177201] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:18.177234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:18.177295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:18.195521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:18.196188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:18.196280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:18.196314] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:18.225131] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:18.225296] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:18.225341] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:18.225373] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:18.230901] [DEBUG] [FORECASTER] ROG: Forecast T+1@11:T+2@11: DOWN (p=19.20%)
[2025-09-29T22:25:18.231194] [INFO ] [FORECASTER] Completed predict_future for ROG
[2025-09-29T22:25:18.231327] [INFO ] [sig       ] ROG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:18.391235] [INFO ] [LOCAL     ] Saved forecast: ROG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ROG.txt
[2025-09-29T22:25:18.391478] [WARN ] [sig       ] [1703/2211] Failed ROG after 0.3s | 4.07 sym/s | Total: 7.0m | ETA: 2.1m
[2025-09-29T22:25:18.391573] [INFO ] [sig       ] [1704/2211] Forecasting ROK...
[2025-09-29T22:25:18.391617] [INFO ] [sig       ] Generating forecast for: ROK
[2025-09-29T22:25:18.391680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROK' from 'https://tdm.silogroup.org/data/derivative_storage/ROK.csv'.
[2025-09-29T22:25:18.402386] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ROK'.
[2025-09-29T22:25:18.402760] [INFO ] [FORECASTER] Starting predict_future for ROK
[2025-09-29T22:25:18.429850] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:18.430729] [DEBUG] [LOCAL     ] No optimal features file found for ROK: ./output/feature-sets/ROK.txt
[2025-09-29T22:25:18.430792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:18.430829] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:18.430859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:18.430917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:18.449894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:18.450508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:18.450594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:18.450630] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:18.485575] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:18.485723] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:18.485778] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:18.485812] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:18.489568] [DEBUG] [FORECASTER] ROK: Forecast T+1@11:T+2@11: DOWN (p=45.13%)
[2025-09-29T22:25:18.489889] [INFO ] [FORECASTER] Completed predict_future for ROK
[2025-09-29T22:25:18.490031] [INFO ] [sig       ] ROK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:18.657664] [INFO ] [LOCAL     ] Saved forecast: ROK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ROK.txt
[2025-09-29T22:25:18.657938] [WARN ] [sig       ] [1704/2211] Failed ROK after 0.3s | 4.07 sym/s | Total: 7.0m | ETA: 2.1m
[2025-09-29T22:25:18.658018] [INFO ] [sig       ] [1705/2211] Forecasting ROL...
[2025-09-29T22:25:18.658057] [INFO ] [sig       ] Generating forecast for: ROL
[2025-09-29T22:25:18.658091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROL' from 'https://tdm.silogroup.org/data/derivative_storage/ROL.csv'.
[2025-09-29T22:25:18.667726] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ROL'.
[2025-09-29T22:25:18.668068] [INFO ] [FORECASTER] Starting predict_future for ROL
[2025-09-29T22:25:18.694119] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:18.694961] [DEBUG] [LOCAL     ] No optimal features file found for ROL: ./output/feature-sets/ROL.txt
[2025-09-29T22:25:18.695019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:18.695055] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:18.695085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:18.695150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:18.713630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:18.714238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:18.714325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:18.714360] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:18.751136] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:18.751270] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:18.751315] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:18.751347] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:18.754991] [DEBUG] [FORECASTER] ROL: Forecast T+1@11:T+2@11: UP (p=93.67%)
[2025-09-29T22:25:18.755322] [INFO ] [FORECASTER] Completed predict_future for ROL
[2025-09-29T22:25:18.755495] [INFO ] [sig       ] ROL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:18.913294] [INFO ] [LOCAL     ] Saved forecast: ROL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ROL.txt
[2025-09-29T22:25:18.913580] [WARN ] [sig       ] [1705/2211] Failed ROL after 0.3s | 4.07 sym/s | Total: 7.0m | ETA: 2.1m
[2025-09-29T22:25:18.913687] [INFO ] [sig       ] [1706/2211] Forecasting RPM...
[2025-09-29T22:25:18.913737] [INFO ] [sig       ] Generating forecast for: RPM
[2025-09-29T22:25:18.913773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPM' from 'https://tdm.silogroup.org/data/derivative_storage/RPM.csv'.
[2025-09-29T22:25:18.926581] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RPM'.
[2025-09-29T22:25:18.927072] [INFO ] [FORECASTER] Starting predict_future for RPM
[2025-09-29T22:25:18.961375] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:18.962310] [DEBUG] [LOCAL     ] No optimal features file found for RPM: ./output/feature-sets/RPM.txt
[2025-09-29T22:25:18.962370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:18.962410] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:18.962450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:18.962575] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:18.981089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:18.982008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:18.982102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:18.982136] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:19.023116] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:19.023288] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:19.023335] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:19.023378] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:19.027595] [DEBUG] [FORECASTER] RPM: Forecast T+1@11:T+2@11: DOWN (p=5.63%)
[2025-09-29T22:25:19.027977] [INFO ] [FORECASTER] Completed predict_future for RPM
[2025-09-29T22:25:19.028131] [INFO ] [sig       ] RPM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:19.179259] [INFO ] [LOCAL     ] Saved forecast: RPM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RPM.txt
[2025-09-29T22:25:19.179500] [WARN ] [sig       ] [1706/2211] Failed RPM after 0.3s | 4.07 sym/s | Total: 7.0m | ETA: 2.1m
[2025-09-29T22:25:19.179578] [INFO ] [sig       ] [1707/2211] Forecasting RPT...
[2025-09-29T22:25:19.179617] [INFO ] [sig       ] Generating forecast for: RPT
[2025-09-29T22:25:19.179707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPT' from 'https://tdm.silogroup.org/data/derivative_storage/RPT.csv'.
[2025-09-29T22:25:19.189785] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RPT'.
[2025-09-29T22:25:19.190115] [INFO ] [FORECASTER] Starting predict_future for RPT
[2025-09-29T22:25:19.217686] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:19.218461] [DEBUG] [LOCAL     ] No optimal features file found for RPT: ./output/feature-sets/RPT.txt
[2025-09-29T22:25:19.218521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:19.218560] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:19.218592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:19.218673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:19.239124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:19.239811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:19.239900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:19.239942] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:19.278840] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:19.278984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:19.279029] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:19.279061] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:19.282681] [DEBUG] [FORECASTER] RPT: Forecast T+1@11:T+2@11: UP (p=88.79%)
[2025-09-29T22:25:19.282971] [INFO ] [FORECASTER] Completed predict_future for RPT
[2025-09-29T22:25:19.283105] [INFO ] [sig       ] RPT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:19.466605] [INFO ] [LOCAL     ] Saved forecast: RPT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RPT.txt
[2025-09-29T22:25:19.466916] [WARN ] [sig       ] [1707/2211] Failed RPT after 0.3s | 4.07 sym/s | Total: 7.0m | ETA: 2.1m
[2025-09-29T22:25:19.467005] [INFO ] [sig       ] [1708/2211] Forecasting RQI...
[2025-09-29T22:25:19.467047] [INFO ] [sig       ] Generating forecast for: RQI
[2025-09-29T22:25:19.467080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-09-29T22:25:19.478275] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RQI'.
[2025-09-29T22:25:19.478722] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-09-29T22:25:19.506150] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:19.507049] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-09-29T22:25:19.507149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:19.507203] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:19.507235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:19.507306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:19.526863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:19.527861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:19.527958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:19.527994] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:19.567553] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:19.567696] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:19.567751] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:19.567783] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:19.571176] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: DOWN (p=29.92%)
[2025-09-29T22:25:19.571449] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-09-29T22:25:19.571591] [INFO ] [sig       ] RQI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:19.723868] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RQI.txt
[2025-09-29T22:25:19.724157] [WARN ] [sig       ] [1708/2211] Failed RQI after 0.3s | 4.07 sym/s | Total: 7.0m | ETA: 2.1m
[2025-09-29T22:25:19.724240] [INFO ] [sig       ] [1709/2211] Forecasting RRC...
[2025-09-29T22:25:19.724280] [INFO ] [sig       ] Generating forecast for: RRC
[2025-09-29T22:25:19.724312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-09-29T22:25:19.737847] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RRC'.
[2025-09-29T22:25:19.738419] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-09-29T22:25:19.776731] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:19.777913] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-09-29T22:25:19.777986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:19.778035] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:19.778079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:19.778168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:19.805075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:19.806166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:19.806282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:19.806333] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:19.848414] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:19.848589] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:19.848637] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:19.848714] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:19.852373] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: DOWN (p=36.69%)
[2025-09-29T22:25:19.852700] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-09-29T22:25:19.852848] [INFO ] [sig       ] RRC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:20.006306] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RRC.txt
[2025-09-29T22:25:20.006541] [WARN ] [sig       ] [1709/2211] Failed RRC after 0.3s | 4.07 sym/s | Total: 7.0m | ETA: 2.1m
[2025-09-29T22:25:20.006623] [INFO ] [sig       ] [1710/2211] Forecasting RRX...
[2025-09-29T22:25:20.006702] [INFO ] [sig       ] Generating forecast for: RRX
[2025-09-29T22:25:20.006747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-09-29T22:25:20.016739] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RRX'.
[2025-09-29T22:25:20.017145] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-09-29T22:25:20.044022] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:20.044911] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-09-29T22:25:20.044971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:20.045007] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:20.045037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:20.045155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:20.065501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:20.066344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:20.066451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:20.066515] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:20.105673] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:20.105809] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:20.105851] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:20.105883] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:20.109460] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: UP (p=93.45%)
[2025-09-29T22:25:20.109825] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-09-29T22:25:20.109984] [INFO ] [sig       ] RRX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:20.261202] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RRX.txt
[2025-09-29T22:25:20.261451] [WARN ] [sig       ] [1710/2211] Failed RRX after 0.3s | 4.07 sym/s | Total: 7.0m | ETA: 2.1m
[2025-09-29T22:25:20.261529] [INFO ] [sig       ] [1711/2211] Forecasting RS...
[2025-09-29T22:25:20.261568] [INFO ] [sig       ] Generating forecast for: RS
[2025-09-29T22:25:20.261601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-09-29T22:25:20.271420] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RS'.
[2025-09-29T22:25:20.271763] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-09-29T22:25:20.298261] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:20.299113] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-09-29T22:25:20.299170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:20.299206] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:20.299234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:20.299292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:20.317894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:20.318587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:20.318702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:20.318804] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:20.357304] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:20.357478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:20.357557] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:20.357626] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:20.362160] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: UP (p=92.13%)
[2025-09-29T22:25:20.362666] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-09-29T22:25:20.362876] [INFO ] [sig       ] RS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:20.514462] [INFO ] [LOCAL     ] Saved forecast: RS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RS.txt
[2025-09-29T22:25:20.514743] [WARN ] [sig       ] [1711/2211] Failed RS after 0.3s | 4.07 sym/s | Total: 7.0m | ETA: 2.0m
[2025-09-29T22:25:20.514829] [INFO ] [sig       ] [1712/2211] Forecasting RSF...
[2025-09-29T22:25:20.514868] [INFO ] [sig       ] Generating forecast for: RSF
[2025-09-29T22:25:20.514902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSF' from 'https://tdm.silogroup.org/data/derivative_storage/RSF.csv'.
[2025-09-29T22:25:20.525443] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'RSF'.
[2025-09-29T22:25:20.525855] [INFO ] [FORECASTER] Starting predict_future for RSF
[2025-09-29T22:25:20.553154] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:20.554109] [DEBUG] [LOCAL     ] No optimal features file found for RSF: ./output/feature-sets/RSF.txt
[2025-09-29T22:25:20.554169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:20.554206] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:20.554236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:20.554299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:20.573429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:20.574159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:20.574250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:20.574286] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:20.612232] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:20.612402] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:20.612447] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:20.612481] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:20.616227] [DEBUG] [FORECASTER] RSF: Forecast T+1@11:T+2@11: DOWN (p=37.80%)
[2025-09-29T22:25:20.616525] [INFO ] [FORECASTER] Completed predict_future for RSF
[2025-09-29T22:25:20.616708] [INFO ] [sig       ] RSF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:20.775632] [INFO ] [LOCAL     ] Saved forecast: RSF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RSF.txt
[2025-09-29T22:25:20.775900] [WARN ] [sig       ] [1712/2211] Failed RSF after 0.3s | 4.07 sym/s | Total: 7.0m | ETA: 2.0m
[2025-09-29T22:25:20.775977] [INFO ] [sig       ] [1713/2211] Forecasting RSG...
[2025-09-29T22:25:20.776017] [INFO ] [sig       ] Generating forecast for: RSG
[2025-09-29T22:25:20.776050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-09-29T22:25:20.786506] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RSG'.
[2025-09-29T22:25:20.786903] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-09-29T22:25:20.813724] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:20.814609] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-09-29T22:25:20.814697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:20.814745] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:20.814777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:20.814837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:20.833845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:20.834608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:20.834726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:20.834772] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:20.874210] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:20.874384] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:20.874430] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:20.874463] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:20.878195] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: UP (p=77.71%)
[2025-09-29T22:25:20.878490] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-09-29T22:25:20.879110] [INFO ] [sig       ] RSG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:21.036324] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RSG.txt
[2025-09-29T22:25:21.036569] [WARN ] [sig       ] [1713/2211] Failed RSG after 0.3s | 4.07 sym/s | Total: 7.0m | ETA: 2.0m
[2025-09-29T22:25:21.036672] [INFO ] [sig       ] [1714/2211] Forecasting RSI...
[2025-09-29T22:25:21.036726] [INFO ] [sig       ] Generating forecast for: RSI
[2025-09-29T22:25:21.036761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-09-29T22:25:21.047405] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RSI'.
[2025-09-29T22:25:21.047890] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-09-29T22:25:21.074759] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:21.075563] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-09-29T22:25:21.075624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:21.075697] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:21.075742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:21.075804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:21.095076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:21.095840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:21.095929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:21.095967] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:21.136219] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:21.136386] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:21.136432] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:21.136465] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:21.140251] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-09-29T22:25:21.140537] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-09-29T22:25:21.140714] [INFO ] [sig       ] RSI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:21.298830] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RSI.txt
[2025-09-29T22:25:21.299122] [WARN ] [sig       ] [1714/2211] Failed RSI after 0.3s | 4.07 sym/s | Total: 7.0m | ETA: 2.0m
[2025-09-29T22:25:21.299203] [INFO ] [sig       ] [1715/2211] Forecasting RSKD...
[2025-09-29T22:25:21.299254] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-09-29T22:25:21.299288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-09-29T22:25:21.309543] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RSKD'.
[2025-09-29T22:25:21.309997] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-09-29T22:25:21.336710] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:21.337688] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-09-29T22:25:21.337753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:21.337791] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:21.337820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:21.337879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:21.356976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:21.357948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:21.358073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:21.358120] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:21.394798] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:21.394960] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:21.395021] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:21.395088] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:21.398868] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: UP (p=66.25%)
[2025-09-29T22:25:21.399151] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-09-29T22:25:21.399293] [INFO ] [sig       ] RSKD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:21.553753] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RSKD.txt
[2025-09-29T22:25:21.554012] [WARN ] [sig       ] [1715/2211] Failed RSKD after 0.3s | 4.07 sym/s | Total: 7.0m | ETA: 2.0m
[2025-09-29T22:25:21.554097] [INFO ] [sig       ] [1716/2211] Forecasting RTO...
[2025-09-29T22:25:21.554139] [INFO ] [sig       ] Generating forecast for: RTO
[2025-09-29T22:25:21.554172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-09-29T22:25:21.564507] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RTO'.
[2025-09-29T22:25:21.564963] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-09-29T22:25:21.593745] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:21.594564] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-09-29T22:25:21.594623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:21.594694] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:21.594761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:21.594844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:21.614437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:21.615229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:21.615325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:21.615363] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:21.649366] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:21.649527] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:21.649575] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:21.649627] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:21.669743] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-09-29T22:25:21.670346] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-09-29T22:25:21.670600] [INFO ] [sig       ] RTO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:21.829671] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RTO.txt
[2025-09-29T22:25:21.829932] [WARN ] [sig       ] [1716/2211] Failed RTO after 0.3s | 4.07 sym/s | Total: 7.0m | ETA: 2.0m
[2025-09-29T22:25:21.830014] [INFO ] [sig       ] [1717/2211] Forecasting RTX...
[2025-09-29T22:25:21.830054] [INFO ] [sig       ] Generating forecast for: RTX
[2025-09-29T22:25:21.830087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTX' from 'https://tdm.silogroup.org/data/derivative_storage/RTX.csv'.
[2025-09-29T22:25:21.840200] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RTX'.
[2025-09-29T22:25:21.840580] [INFO ] [FORECASTER] Starting predict_future for RTX
[2025-09-29T22:25:21.867982] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:21.868875] [DEBUG] [LOCAL     ] No optimal features file found for RTX: ./output/feature-sets/RTX.txt
[2025-09-29T22:25:21.868936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:21.868973] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:21.869003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:21.869063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:21.888454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:21.889209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:21.889302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:21.889338] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:21.918931] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:21.919084] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:21.919134] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:21.919166] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:21.922888] [DEBUG] [FORECASTER] RTX: Forecast T+1@11:T+2@11: DOWN (p=12.27%)
[2025-09-29T22:25:21.923172] [INFO ] [FORECASTER] Completed predict_future for RTX
[2025-09-29T22:25:21.923306] [INFO ] [sig       ] RTX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:22.083035] [INFO ] [LOCAL     ] Saved forecast: RTX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RTX.txt
[2025-09-29T22:25:22.083322] [WARN ] [sig       ] [1717/2211] Failed RTX after 0.3s | 4.07 sym/s | Total: 7.0m | ETA: 2.0m
[2025-09-29T22:25:22.083410] [INFO ] [sig       ] [1718/2211] Forecasting RVLV...
[2025-09-29T22:25:22.083451] [INFO ] [sig       ] Generating forecast for: RVLV
[2025-09-29T22:25:22.083484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVLV' from 'https://tdm.silogroup.org/data/derivative_storage/RVLV.csv'.
[2025-09-29T22:25:22.093326] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RVLV'.
[2025-09-29T22:25:22.093804] [INFO ] [FORECASTER] Starting predict_future for RVLV
[2025-09-29T22:25:22.121028] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:22.121911] [DEBUG] [LOCAL     ] No optimal features file found for RVLV: ./output/feature-sets/RVLV.txt
[2025-09-29T22:25:22.121971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:22.122007] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:22.122038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:22.122097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:22.140621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:22.141469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:22.141585] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:22.141621] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:22.170898] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:22.171051] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:22.171095] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:22.171127] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:22.174671] [DEBUG] [FORECASTER] RVLV: Forecast T+1@11:T+2@11: DOWN (p=18.91%)
[2025-09-29T22:25:22.174953] [INFO ] [FORECASTER] Completed predict_future for RVLV
[2025-09-29T22:25:22.175081] [INFO ] [sig       ] RVLV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:22.333899] [INFO ] [LOCAL     ] Saved forecast: RVLV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RVLV.txt
[2025-09-29T22:25:22.334170] [WARN ] [sig       ] [1718/2211] Failed RVLV after 0.3s | 4.07 sym/s | Total: 7.0m | ETA: 2.0m
[2025-09-29T22:25:22.334274] [INFO ] [sig       ] [1719/2211] Forecasting RVT...
[2025-09-29T22:25:22.334332] [INFO ] [sig       ] Generating forecast for: RVT
[2025-09-29T22:25:22.334370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVT' from 'https://tdm.silogroup.org/data/derivative_storage/RVT.csv'.
[2025-09-29T22:25:22.344827] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RVT'.
[2025-09-29T22:25:22.345196] [INFO ] [FORECASTER] Starting predict_future for RVT
[2025-09-29T22:25:22.373417] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:22.374263] [DEBUG] [LOCAL     ] No optimal features file found for RVT: ./output/feature-sets/RVT.txt
[2025-09-29T22:25:22.374321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:22.374359] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:22.374444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:22.374561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:22.392743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:22.393373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:22.393460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:22.393501] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:22.421658] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:22.421788] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:22.421831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:22.421864] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:22.425306] [DEBUG] [FORECASTER] RVT: Forecast T+1@11:T+2@11: DOWN (p=41.33%)
[2025-09-29T22:25:22.425592] [INFO ] [FORECASTER] Completed predict_future for RVT
[2025-09-29T22:25:22.425755] [INFO ] [sig       ] RVT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:22.579445] [INFO ] [LOCAL     ] Saved forecast: RVT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RVT.txt
[2025-09-29T22:25:22.579755] [WARN ] [sig       ] [1719/2211] Failed RVT after 0.2s | 4.07 sym/s | Total: 7.0m | ETA: 2.0m
[2025-09-29T22:25:22.579848] [INFO ] [sig       ] [1720/2211] Forecasting RVTY...
[2025-09-29T22:25:22.579898] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-09-29T22:25:22.579937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-09-29T22:25:22.590884] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RVTY'.
[2025-09-29T22:25:22.591245] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-09-29T22:25:22.620154] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:22.621073] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-09-29T22:25:22.621175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:22.621232] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:22.621264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:22.621323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:22.641775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:22.642568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:22.642692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:22.642748] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:22.673255] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:22.673471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:22.673519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:22.673550] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:22.679369] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: UP (p=64.26%)
[2025-09-29T22:25:22.679782] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-09-29T22:25:22.679944] [INFO ] [sig       ] RVTY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:22.841733] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RVTY.txt
[2025-09-29T22:25:22.841992] [WARN ] [sig       ] [1720/2211] Failed RVTY after 0.3s | 4.07 sym/s | Total: 7.1m | ETA: 2.0m
[2025-09-29T22:25:22.842069] [INFO ] [sig       ] [1721/2211] Forecasting RWT...
[2025-09-29T22:25:22.842109] [INFO ] [sig       ] Generating forecast for: RWT
[2025-09-29T22:25:22.842141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWT' from 'https://tdm.silogroup.org/data/derivative_storage/RWT.csv'.
[2025-09-29T22:25:22.852189] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RWT'.
[2025-09-29T22:25:22.852515] [INFO ] [FORECASTER] Starting predict_future for RWT
[2025-09-29T22:25:22.879250] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:22.880072] [DEBUG] [LOCAL     ] No optimal features file found for RWT: ./output/feature-sets/RWT.txt
[2025-09-29T22:25:22.880130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:22.880166] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:22.880198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:22.880258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:22.899634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:22.900433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:22.900540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:22.900595] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:22.928160] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:22.928300] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:22.928343] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:22.928374] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:22.932447] [DEBUG] [FORECASTER] RWT: Forecast T+1@11:T+2@11: UP (p=99.55%)
[2025-09-29T22:25:22.932770] [INFO ] [FORECASTER] Completed predict_future for RWT
[2025-09-29T22:25:22.932908] [INFO ] [sig       ] RWT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:23.088591] [INFO ] [LOCAL     ] Saved forecast: RWT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RWT.txt
[2025-09-29T22:25:23.088881] [WARN ] [sig       ] [1721/2211] Failed RWT after 0.2s | 4.07 sym/s | Total: 7.1m | ETA: 2.0m
[2025-09-29T22:25:23.088983] [INFO ] [sig       ] [1722/2211] Forecasting RXO...
[2025-09-29T22:25:23.089060] [INFO ] [sig       ] Generating forecast for: RXO
[2025-09-29T22:25:23.089115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-09-29T22:25:23.099554] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RXO'.
[2025-09-29T22:25:23.099971] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-09-29T22:25:23.126292] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:23.127100] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-09-29T22:25:23.127187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:23.127224] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:23.127254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:23.127312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:23.146133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:23.146821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:23.146909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:23.146944] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:23.174102] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:23.174265] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:23.174310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:23.174341] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:23.177923] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: UP (p=96.18%)
[2025-09-29T22:25:23.178217] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-09-29T22:25:23.178383] [INFO ] [sig       ] RXO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:23.333459] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RXO.txt
[2025-09-29T22:25:23.333710] [WARN ] [sig       ] [1722/2211] Failed RXO after 0.2s | 4.07 sym/s | Total: 7.1m | ETA: 2.0m
[2025-09-29T22:25:23.333790] [INFO ] [sig       ] [1723/2211] Forecasting RY...
[2025-09-29T22:25:23.333831] [INFO ] [sig       ] Generating forecast for: RY
[2025-09-29T22:25:23.333863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-09-29T22:25:23.343530] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RY'.
[2025-09-29T22:25:23.343916] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-09-29T22:25:23.372031] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:23.372858] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-09-29T22:25:23.372915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:23.372951] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:23.372980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:23.373050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:23.391064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:23.391736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:23.391825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:23.391860] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:23.421257] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:23.421388] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:23.421431] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:23.421463] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:23.425146] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=66.42%)
[2025-09-29T22:25:23.425455] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-09-29T22:25:23.425618] [INFO ] [sig       ] RY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:23.580287] [INFO ] [LOCAL     ] Saved forecast: RY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RY.txt
[2025-09-29T22:25:23.580538] [WARN ] [sig       ] [1723/2211] Failed RY after 0.2s | 4.07 sym/s | Total: 7.1m | ETA: 2.0m
[2025-09-29T22:25:23.580616] [INFO ] [sig       ] [1724/2211] Forecasting RYAM...
[2025-09-29T22:25:23.580694] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-09-29T22:25:23.580741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-09-29T22:25:23.590563] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RYAM'.
[2025-09-29T22:25:23.590955] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-09-29T22:25:23.617900] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:23.618738] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-09-29T22:25:23.618799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:23.618834] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:23.618864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:23.618922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:23.637917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:23.638702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:23.638793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:23.638830] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:23.671859] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:23.671993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:23.672034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:23.672064] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:23.675568] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: UP (p=89.59%)
[2025-09-29T22:25:23.675921] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-09-29T22:25:23.676057] [INFO ] [sig       ] RYAM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:23.824398] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RYAM.txt
[2025-09-29T22:25:23.824624] [WARN ] [sig       ] [1724/2211] Failed RYAM after 0.2s | 4.07 sym/s | Total: 7.1m | ETA: 2.0m
[2025-09-29T22:25:23.824723] [INFO ] [sig       ] [1725/2211] Forecasting RYAN...
[2025-09-29T22:25:23.824763] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-09-29T22:25:23.824795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-09-29T22:25:23.834584] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RYAN'.
[2025-09-29T22:25:23.834933] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-09-29T22:25:23.860223] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:23.861111] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-09-29T22:25:23.861206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:23.861243] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:23.861271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:23.861328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:23.879985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:23.880565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:23.880692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:23.880747] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:23.923336] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:23.923519] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:23.923566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:23.923598] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:23.927398] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: UP (p=82.23%)
[2025-09-29T22:25:23.927724] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-09-29T22:25:23.927882] [INFO ] [sig       ] RYAN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:24.081779] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RYAN.txt
[2025-09-29T22:25:24.082027] [WARN ] [sig       ] [1725/2211] Failed RYAN after 0.3s | 4.07 sym/s | Total: 7.1m | ETA: 2.0m
[2025-09-29T22:25:24.082103] [INFO ] [sig       ] [1726/2211] Forecasting RYI...
[2025-09-29T22:25:24.082143] [INFO ] [sig       ] Generating forecast for: RYI
[2025-09-29T22:25:24.082176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-09-29T22:25:24.092429] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RYI'.
[2025-09-29T22:25:24.092826] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-09-29T22:25:24.120568] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:24.121563] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-09-29T22:25:24.121670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:24.121732] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:24.121764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:24.121825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:24.141807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:24.142750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:24.142844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:24.142881] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:24.184902] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:24.185068] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:24.185114] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:24.185145] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:24.189002] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: DOWN (p=23.61%)
[2025-09-29T22:25:24.189326] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-09-29T22:25:24.189517] [INFO ] [sig       ] RYI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:24.350724] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RYI.txt
[2025-09-29T22:25:24.350986] [WARN ] [sig       ] [1726/2211] Failed RYI after 0.3s | 4.07 sym/s | Total: 7.1m | ETA: 2.0m
[2025-09-29T22:25:24.351063] [INFO ] [sig       ] [1727/2211] Forecasting RYN...
[2025-09-29T22:25:24.351104] [INFO ] [sig       ] Generating forecast for: RYN
[2025-09-29T22:25:24.351136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-09-29T22:25:24.361803] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RYN'.
[2025-09-29T22:25:24.362210] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-09-29T22:25:24.389173] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:24.390008] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-09-29T22:25:24.390085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:24.390123] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:24.390152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:24.390210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:24.409271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:24.410135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:24.410229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:24.410266] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:24.448489] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:24.448683] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:24.448746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:24.448782] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:24.452789] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: UP (p=55.99%)
[2025-09-29T22:25:24.453104] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-09-29T22:25:24.453255] [INFO ] [sig       ] RYN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:24.606064] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RYN.txt
[2025-09-29T22:25:24.606348] [WARN ] [sig       ] [1727/2211] Failed RYN after 0.3s | 4.06 sym/s | Total: 7.1m | ETA: 2.0m
[2025-09-29T22:25:24.606432] [INFO ] [sig       ] [1728/2211] Forecasting RZB...
[2025-09-29T22:25:24.606474] [INFO ] [sig       ] Generating forecast for: RZB
[2025-09-29T22:25:24.606507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-09-29T22:25:24.617173] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RZB'.
[2025-09-29T22:25:24.617732] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-09-29T22:25:24.645597] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:24.646429] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-09-29T22:25:24.646486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:24.646520] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:24.646550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:24.646608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:24.664739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:24.665345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:24.665431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:24.665465] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:24.746684] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:24.746860] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:24.746945] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:24.746996] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:24.750753] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=97.88%)
[2025-09-29T22:25:24.751062] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-09-29T22:25:24.751208] [INFO ] [sig       ] RZB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:24.903223] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/RZB.txt
[2025-09-29T22:25:24.903522] [WARN ] [sig       ] [1728/2211] Failed RZB after 0.3s | 4.06 sym/s | Total: 7.1m | ETA: 2.0m
[2025-09-29T22:25:24.903615] [INFO ] [sig       ] [1729/2211] Forecasting RZC...
[2025-09-29T22:25:24.903697] [INFO ] [sig       ] Generating forecast for: RZC
[2025-09-29T22:25:24.903758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-09-29T22:25:24.914201] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'RZC'.
[2025-09-29T22:25:24.914579] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-09-29T22:25:24.941571] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:24.942422] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-09-29T22:25:24.942481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:24.942518] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:24.942548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:24.942607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:24.962288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:24.963217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:24.963325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:24.963361] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:25.002850] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:25.003020] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:25.003066] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:25.003096] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:25.006736] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: DOWN (p=1.36%)
[2025-09-29T22:25:25.007042] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-09-29T22:25:25.007393] [INFO ] [sig       ] RZC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:25.158755] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/RZC.txt
[2025-09-29T22:25:25.159006] [WARN ] [sig       ] [1729/2211] Failed RZC after 0.3s | 4.06 sym/s | Total: 7.1m | ETA: 2.0m
[2025-09-29T22:25:25.159086] [INFO ] [sig       ] [1730/2211] Forecasting S...
[2025-09-29T22:25:25.159125] [INFO ] [sig       ] Generating forecast for: S
[2025-09-29T22:25:25.159157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-09-29T22:25:25.169086] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'S'.
[2025-09-29T22:25:25.169421] [INFO ] [FORECASTER] Starting predict_future for S
[2025-09-29T22:25:25.195617] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:25.196418] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-09-29T22:25:25.196481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:25.196516] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:25.196544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:25.196601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:25.215154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:25.215826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:25.215915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:25.215952] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:25.253856] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:25.253981] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:25.254022] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:25.254052] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:25.257398] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: DOWN (p=10.22%)
[2025-09-29T22:25:25.257700] [INFO ] [FORECASTER] Completed predict_future for S
[2025-09-29T22:25:25.257869] [INFO ] [sig       ] S: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:25.410430] [INFO ] [LOCAL     ] Saved forecast: S	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/S.txt
[2025-09-29T22:25:25.410762] [WARN ] [sig       ] [1730/2211] Failed S after 0.3s | 4.06 sym/s | Total: 7.1m | ETA: 2.0m
[2025-09-29T22:25:25.410828] [INFO ] [sig       ] [1731/2211] Forecasting SA...
[2025-09-29T22:25:25.410862] [INFO ] [sig       ] Generating forecast for: SA
[2025-09-29T22:25:25.410894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-09-29T22:25:25.420895] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SA'.
[2025-09-29T22:25:25.421227] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-09-29T22:25:25.447953] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:25.448843] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-09-29T22:25:25.448902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:25.448938] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:25.448967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:25.449032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:25.468147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:25.468868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:25.468958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:25.468994] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:25.505901] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:25.506050] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:25.506092] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:25.506122] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:25.509719] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=54.58%)
[2025-09-29T22:25:25.509999] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-09-29T22:25:25.510134] [INFO ] [sig       ] SA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:25.666590] [INFO ] [LOCAL     ] Saved forecast: SA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SA.txt
[2025-09-29T22:25:25.666893] [WARN ] [sig       ] [1731/2211] Failed SA after 0.3s | 4.06 sym/s | Total: 7.1m | ETA: 2.0m
[2025-09-29T22:25:25.666976] [INFO ] [sig       ] [1732/2211] Forecasting SABA...
[2025-09-29T22:25:25.667017] [INFO ] [sig       ] Generating forecast for: SABA
[2025-09-29T22:25:25.667051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SABA' from 'https://tdm.silogroup.org/data/derivative_storage/SABA.csv'.
[2025-09-29T22:25:25.677024] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SABA'.
[2025-09-29T22:25:25.677340] [INFO ] [FORECASTER] Starting predict_future for SABA
[2025-09-29T22:25:25.704403] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:25.705211] [DEBUG] [LOCAL     ] No optimal features file found for SABA: ./output/feature-sets/SABA.txt
[2025-09-29T22:25:25.705268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:25.705303] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:25.705334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:25.705393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:25.724999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:25.725860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:25.725948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:25.726003] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:25.764153] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:25.764245] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:25.764283] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:25.764316] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:25.767971] [DEBUG] [FORECASTER] SABA: Forecast T+1@11:T+2@11: UP (p=93.86%)
[2025-09-29T22:25:25.768246] [INFO ] [FORECASTER] Completed predict_future for SABA
[2025-09-29T22:25:25.768384] [INFO ] [sig       ] SABA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:25.924510] [INFO ] [LOCAL     ] Saved forecast: SABA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SABA.txt
[2025-09-29T22:25:25.924777] [WARN ] [sig       ] [1732/2211] Failed SABA after 0.3s | 4.06 sym/s | Total: 7.1m | ETA: 2.0m
[2025-09-29T22:25:25.924861] [INFO ] [sig       ] [1733/2211] Forecasting SAFE...
[2025-09-29T22:25:25.924909] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-09-29T22:25:25.924943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-09-29T22:25:25.935498] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SAFE'.
[2025-09-29T22:25:25.935887] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-09-29T22:25:25.964059] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:25.964976] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-09-29T22:25:25.965036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:25.965073] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:25.965103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:25.965161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:25.983485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:25.984305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:25.984403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:25.984439] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:26.032381] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:26.032560] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:26.032608] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:26.032668] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:26.036849] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=85.75%)
[2025-09-29T22:25:26.037195] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-09-29T22:25:26.037357] [INFO ] [sig       ] SAFE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:26.189419] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SAFE.txt
[2025-09-29T22:25:26.189687] [WARN ] [sig       ] [1733/2211] Failed SAFE after 0.3s | 4.06 sym/s | Total: 7.1m | ETA: 2.0m
[2025-09-29T22:25:26.189770] [INFO ] [sig       ] [1734/2211] Forecasting SAH...
[2025-09-29T22:25:26.189811] [INFO ] [sig       ] Generating forecast for: SAH
[2025-09-29T22:25:26.189843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-09-29T22:25:26.199763] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SAH'.
[2025-09-29T22:25:26.200071] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-09-29T22:25:26.226160] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:26.227026] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-09-29T22:25:26.227084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:26.227214] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:26.227254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:26.227320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:26.245445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:26.246039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:26.246124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:26.246159] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:26.289692] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:26.289797] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:26.289838] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:26.289870] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:26.293994] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: UP (p=97.66%)
[2025-09-29T22:25:26.294356] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-09-29T22:25:26.294513] [INFO ] [sig       ] SAH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:26.447827] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SAH.txt
[2025-09-29T22:25:26.448110] [WARN ] [sig       ] [1734/2211] Failed SAH after 0.3s | 4.06 sym/s | Total: 7.1m | ETA: 2.0m
[2025-09-29T22:25:26.448211] [INFO ] [sig       ] [1735/2211] Forecasting SAM...
[2025-09-29T22:25:26.448270] [INFO ] [sig       ] Generating forecast for: SAM
[2025-09-29T22:25:26.448337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-09-29T22:25:26.459058] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SAM'.
[2025-09-29T22:25:26.459380] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-09-29T22:25:26.485836] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:26.486556] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-09-29T22:25:26.486612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:26.486674] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:26.486725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:26.486787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:26.505048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:26.505583] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:26.505690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:26.505745] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:26.550762] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:26.550871] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:26.550912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:26.550946] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:26.554753] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=46.86%)
[2025-09-29T22:25:26.555050] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-09-29T22:25:26.555199] [INFO ] [sig       ] SAM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:26.710442] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SAM.txt
[2025-09-29T22:25:26.710682] [WARN ] [sig       ] [1735/2211] Failed SAM after 0.3s | 4.06 sym/s | Total: 7.1m | ETA: 2.0m
[2025-09-29T22:25:26.710762] [INFO ] [sig       ] [1736/2211] Forecasting SAN...
[2025-09-29T22:25:26.710801] [INFO ] [sig       ] Generating forecast for: SAN
[2025-09-29T22:25:26.710836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-09-29T22:25:26.721540] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SAN'.
[2025-09-29T22:25:26.721957] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-09-29T22:25:26.749880] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:26.750683] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-09-29T22:25:26.750776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:26.750828] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:26.750861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:26.750921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:26.769411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:26.770001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:26.770084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:26.770119] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:26.821030] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:26.821146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:26.821189] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:26.821222] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:26.825161] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-09-29T22:25:26.825459] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-09-29T22:25:26.825603] [INFO ] [sig       ] SAN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:26.980237] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SAN.txt
[2025-09-29T22:25:26.980477] [WARN ] [sig       ] [1736/2211] Failed SAN after 0.3s | 4.06 sym/s | Total: 7.1m | ETA: 1.9m
[2025-09-29T22:25:26.980569] [INFO ] [sig       ] [1737/2211] Forecasting SAND...
[2025-09-29T22:25:26.980681] [INFO ] [sig       ] Generating forecast for: SAND
[2025-09-29T22:25:26.980749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAND' from 'https://tdm.silogroup.org/data/derivative_storage/SAND.csv'.
[2025-09-29T22:25:26.992524] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SAND'.
[2025-09-29T22:25:26.993042] [INFO ] [FORECASTER] Starting predict_future for SAND
[2025-09-29T22:25:27.020961] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:27.021878] [DEBUG] [LOCAL     ] No optimal features file found for SAND: ./output/feature-sets/SAND.txt
[2025-09-29T22:25:27.021939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:27.021974] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:27.022004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:27.022063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:27.042176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:27.043090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:27.043197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:27.043243] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:27.084938] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:27.085083] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:27.085123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:27.085160] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:27.091960] [DEBUG] [FORECASTER] SAND: Forecast T+1@11:T+2@11: UP (p=80.87%)
[2025-09-29T22:25:27.092239] [INFO ] [FORECASTER] Completed predict_future for SAND
[2025-09-29T22:25:27.092439] [INFO ] [sig       ] SAND: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:27.246127] [INFO ] [LOCAL     ] Saved forecast: SAND	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SAND.txt
[2025-09-29T22:25:27.246344] [WARN ] [sig       ] [1737/2211] Failed SAND after 0.3s | 4.06 sym/s | Total: 7.1m | ETA: 1.9m
[2025-09-29T22:25:27.246421] [INFO ] [sig       ] [1738/2211] Forecasting SAP...
[2025-09-29T22:25:27.246461] [INFO ] [sig       ] Generating forecast for: SAP
[2025-09-29T22:25:27.246492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-09-29T22:25:27.259809] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SAP'.
[2025-09-29T22:25:27.260409] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-09-29T22:25:27.297438] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:27.298287] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-09-29T22:25:27.298346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:27.298383] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:27.298411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:27.298471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:27.317344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:27.318346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:27.318459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:27.318493] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:27.360531] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:27.360727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:27.360784] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:27.360824] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:27.364475] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: UP (p=91.85%)
[2025-09-29T22:25:27.364820] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-09-29T22:25:27.364968] [INFO ] [sig       ] SAP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:27.520286] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SAP.txt
[2025-09-29T22:25:27.520595] [WARN ] [sig       ] [1738/2211] Failed SAP after 0.3s | 4.06 sym/s | Total: 7.1m | ETA: 1.9m
[2025-09-29T22:25:27.520711] [INFO ] [sig       ] [1739/2211] Forecasting SAR...
[2025-09-29T22:25:27.520755] [INFO ] [sig       ] Generating forecast for: SAR
[2025-09-29T22:25:27.520790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAR' from 'https://tdm.silogroup.org/data/derivative_storage/SAR.csv'.
[2025-09-29T22:25:27.531248] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SAR'.
[2025-09-29T22:25:27.531726] [INFO ] [FORECASTER] Starting predict_future for SAR
[2025-09-29T22:25:27.566022] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:27.567494] [DEBUG] [LOCAL     ] No optimal features file found for SAR: ./output/feature-sets/SAR.txt
[2025-09-29T22:25:27.567594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:27.567632] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:27.567704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:27.567778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:27.586553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:27.587599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:27.587729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:27.587820] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:27.629990] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:27.630194] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:27.630255] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:27.630301] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:27.634171] [DEBUG] [FORECASTER] SAR: Forecast T+1@11:T+2@11: UP (p=52.14%)
[2025-09-29T22:25:27.634522] [INFO ] [FORECASTER] Completed predict_future for SAR
[2025-09-29T22:25:27.634711] [INFO ] [sig       ] SAR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:27.796498] [INFO ] [LOCAL     ] Saved forecast: SAR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SAR.txt
[2025-09-29T22:25:27.796798] [WARN ] [sig       ] [1739/2211] Failed SAR after 0.3s | 4.06 sym/s | Total: 7.1m | ETA: 1.9m
[2025-09-29T22:25:27.796881] [INFO ] [sig       ] [1740/2211] Forecasting SARO...
[2025-09-29T22:25:27.796922] [INFO ] [sig       ] Generating forecast for: SARO
[2025-09-29T22:25:27.796955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARO' from 'https://tdm.silogroup.org/data/derivative_storage/SARO.csv'.
[2025-09-29T22:25:27.807161] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SARO'.
[2025-09-29T22:25:27.807617] [INFO ] [FORECASTER] Starting predict_future for SARO
[2025-09-29T22:25:27.835968] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:27.836842] [DEBUG] [LOCAL     ] No optimal features file found for SARO: ./output/feature-sets/SARO.txt
[2025-09-29T22:25:27.836905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:27.836942] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:27.836972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:27.837034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:27.857775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:27.858424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:27.858527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:27.858570] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:27.896923] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:27.897090] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:27.897182] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:27.897224] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:27.900951] [DEBUG] [FORECASTER] SARO: Forecast T+1@11:T+2@11: UP (p=79.40%)
[2025-09-29T22:25:27.901230] [INFO ] [FORECASTER] Completed predict_future for SARO
[2025-09-29T22:25:27.901367] [INFO ] [sig       ] SARO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:28.146699] [INFO ] [LOCAL     ] Saved forecast: SARO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SARO.txt
[2025-09-29T22:25:28.146969] [WARN ] [sig       ] [1740/2211] Failed SARO after 0.4s | 4.06 sym/s | Total: 7.1m | ETA: 1.9m
[2025-09-29T22:25:28.147052] [INFO ] [sig       ] [1741/2211] Forecasting SB...
[2025-09-29T22:25:28.147095] [INFO ] [sig       ] Generating forecast for: SB
[2025-09-29T22:25:28.147164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-09-29T22:25:28.156828] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SB'.
[2025-09-29T22:25:28.157254] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-09-29T22:25:28.183435] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:28.184257] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-09-29T22:25:28.184316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:28.184375] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:28.184406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:28.184465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:28.202586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:28.203371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:28.203489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:28.203544] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:28.238278] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:28.238438] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:28.238481] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:28.238512] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:28.242269] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=18.10%)
[2025-09-29T22:25:28.242569] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-09-29T22:25:28.242757] [INFO ] [sig       ] SB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:28.401707] [INFO ] [LOCAL     ] Saved forecast: SB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SB.txt
[2025-09-29T22:25:28.401967] [WARN ] [sig       ] [1741/2211] Failed SB after 0.3s | 4.06 sym/s | Total: 7.1m | ETA: 1.9m
[2025-09-29T22:25:28.402051] [INFO ] [sig       ] [1742/2211] Forecasting SBH...
[2025-09-29T22:25:28.402092] [INFO ] [sig       ] Generating forecast for: SBH
[2025-09-29T22:25:28.402180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-09-29T22:25:28.413345] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SBH'.
[2025-09-29T22:25:28.413831] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-09-29T22:25:28.443626] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:28.444636] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-09-29T22:25:28.444752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:28.444810] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:28.444845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:28.444952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:28.465943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:28.466831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:28.466952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:28.467007] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:28.511883] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:28.512056] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:28.512102] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:28.512133] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:28.516299] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2025-09-29T22:25:28.516707] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-09-29T22:25:28.516868] [INFO ] [sig       ] SBH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:28.681588] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SBH.txt
[2025-09-29T22:25:28.681864] [WARN ] [sig       ] [1742/2211] Failed SBH after 0.3s | 4.06 sym/s | Total: 7.1m | ETA: 1.9m
[2025-09-29T22:25:28.681949] [INFO ] [sig       ] [1743/2211] Forecasting SBI...
[2025-09-29T22:25:28.681991] [INFO ] [sig       ] Generating forecast for: SBI
[2025-09-29T22:25:28.682024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-09-29T22:25:28.693169] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SBI'.
[2025-09-29T22:25:28.693711] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-09-29T22:25:28.721041] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:28.721921] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-09-29T22:25:28.721985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:28.722021] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:28.722049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:28.722109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:28.740221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:28.741122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:28.741217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:28.741254] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:28.780846] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:28.781019] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:28.781063] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:28.781093] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:28.784780] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=20.98%)
[2025-09-29T22:25:28.785063] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-09-29T22:25:28.785202] [INFO ] [sig       ] SBI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:28.935411] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SBI.txt
[2025-09-29T22:25:28.935678] [WARN ] [sig       ] [1743/2211] Failed SBI after 0.3s | 4.06 sym/s | Total: 7.2m | ETA: 1.9m
[2025-09-29T22:25:28.935760] [INFO ] [sig       ] [1744/2211] Forecasting SBR...
[2025-09-29T22:25:28.935799] [INFO ] [sig       ] Generating forecast for: SBR
[2025-09-29T22:25:28.935832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBR' from 'https://tdm.silogroup.org/data/derivative_storage/SBR.csv'.
[2025-09-29T22:25:28.946401] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SBR'.
[2025-09-29T22:25:28.946792] [INFO ] [FORECASTER] Starting predict_future for SBR
[2025-09-29T22:25:28.973730] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:28.974623] [DEBUG] [LOCAL     ] No optimal features file found for SBR: ./output/feature-sets/SBR.txt
[2025-09-29T22:25:28.974707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:28.974752] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:28.974785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:28.974846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:28.993276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:28.994204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:28.994331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:28.994394] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:29.036587] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:29.036942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:29.037020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:29.037077] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:29.041427] [DEBUG] [FORECASTER] SBR: Forecast T+1@11:T+2@11: DOWN (p=26.09%)
[2025-09-29T22:25:29.041846] [INFO ] [FORECASTER] Completed predict_future for SBR
[2025-09-29T22:25:29.042047] [INFO ] [sig       ] SBR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:29.197074] [INFO ] [LOCAL     ] Saved forecast: SBR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SBR.txt
[2025-09-29T22:25:29.197368] [WARN ] [sig       ] [1744/2211] Failed SBR after 0.3s | 4.06 sym/s | Total: 7.2m | ETA: 1.9m
[2025-09-29T22:25:29.197456] [INFO ] [sig       ] [1745/2211] Forecasting SBS...
[2025-09-29T22:25:29.197495] [INFO ] [sig       ] Generating forecast for: SBS
[2025-09-29T22:25:29.197528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-09-29T22:25:29.207822] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SBS'.
[2025-09-29T22:25:29.208165] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-09-29T22:25:29.236613] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:29.237563] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-09-29T22:25:29.237622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:29.237695] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:29.237738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:29.237834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:29.256606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:29.257344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:29.257434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:29.257471] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:29.298060] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:29.298209] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:29.298253] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:29.298286] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:29.301880] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: DOWN (p=22.28%)
[2025-09-29T22:25:29.302160] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-09-29T22:25:29.302296] [INFO ] [sig       ] SBS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:29.462243] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SBS.txt
[2025-09-29T22:25:29.462722] [WARN ] [sig       ] [1745/2211] Failed SBS after 0.3s | 4.06 sym/s | Total: 7.2m | ETA: 1.9m
[2025-09-29T22:25:29.462836] [INFO ] [sig       ] [1746/2211] Forecasting SBSI...
[2025-09-29T22:25:29.462914] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-09-29T22:25:29.462999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-09-29T22:25:29.474428] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SBSI'.
[2025-09-29T22:25:29.474910] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-09-29T22:25:29.506344] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:29.507368] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-09-29T22:25:29.507428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:29.507464] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:29.507493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:29.507552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:29.527747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:29.528566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:29.528676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:29.528732] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:29.565396] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:29.565572] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:29.565619] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:29.565682] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:29.569340] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-09-29T22:25:29.569619] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-09-29T22:25:29.569793] [INFO ] [sig       ] SBSI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:29.727777] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SBSI.txt
[2025-09-29T22:25:29.728067] [WARN ] [sig       ] [1746/2211] Failed SBSI after 0.3s | 4.06 sym/s | Total: 7.2m | ETA: 1.9m
[2025-09-29T22:25:29.728167] [INFO ] [sig       ] [1747/2211] Forecasting SBSW...
[2025-09-29T22:25:29.728238] [INFO ] [sig       ] Generating forecast for: SBSW
[2025-09-29T22:25:29.728302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSW' from 'https://tdm.silogroup.org/data/derivative_storage/SBSW.csv'.
[2025-09-29T22:25:29.739192] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SBSW'.
[2025-09-29T22:25:29.739725] [INFO ] [FORECASTER] Starting predict_future for SBSW
[2025-09-29T22:25:29.770610] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:29.771584] [DEBUG] [LOCAL     ] No optimal features file found for SBSW: ./output/feature-sets/SBSW.txt
[2025-09-29T22:25:29.771672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:29.771729] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:29.771764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:29.771830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:29.790443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:29.791386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:29.791482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:29.791520] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:29.830046] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:29.830217] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:29.830263] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:29.830294] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:29.834074] [DEBUG] [FORECASTER] SBSW: Forecast T+1@11:T+2@11: DOWN (p=21.79%)
[2025-09-29T22:25:29.834405] [INFO ] [FORECASTER] Completed predict_future for SBSW
[2025-09-29T22:25:29.834564] [INFO ] [sig       ] SBSW: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:29.996208] [INFO ] [LOCAL     ] Saved forecast: SBSW	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SBSW.txt
[2025-09-29T22:25:29.996464] [WARN ] [sig       ] [1747/2211] Failed SBSW after 0.3s | 4.06 sym/s | Total: 7.2m | ETA: 1.9m
[2025-09-29T22:25:29.996546] [INFO ] [sig       ] [1748/2211] Forecasting SCCO...
[2025-09-29T22:25:29.996603] [INFO ] [sig       ] Generating forecast for: SCCO
[2025-09-29T22:25:29.996660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCCO' from 'https://tdm.silogroup.org/data/derivative_storage/SCCO.csv'.
[2025-09-29T22:25:30.007826] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SCCO'.
[2025-09-29T22:25:30.008194] [INFO ] [FORECASTER] Starting predict_future for SCCO
[2025-09-29T22:25:30.035012] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:30.035827] [DEBUG] [LOCAL     ] No optimal features file found for SCCO: ./output/feature-sets/SCCO.txt
[2025-09-29T22:25:30.035887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:30.035943] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:30.035976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:30.036038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:30.055131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:30.055805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:30.055892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:30.055933] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:30.090414] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:30.090550] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:30.090595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:30.090626] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:30.094255] [DEBUG] [FORECASTER] SCCO: Forecast T+1@11:T+2@11: DOWN (p=7.73%)
[2025-09-29T22:25:30.094561] [INFO ] [FORECASTER] Completed predict_future for SCCO
[2025-09-29T22:25:30.094734] [INFO ] [sig       ] SCCO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:30.248935] [INFO ] [LOCAL     ] Saved forecast: SCCO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SCCO.txt
[2025-09-29T22:25:30.249169] [WARN ] [sig       ] [1748/2211] Failed SCCO after 0.3s | 4.06 sym/s | Total: 7.2m | ETA: 1.9m
[2025-09-29T22:25:30.249249] [INFO ] [sig       ] [1749/2211] Forecasting SCD...
[2025-09-29T22:25:30.249290] [INFO ] [sig       ] Generating forecast for: SCD
[2025-09-29T22:25:30.249324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-09-29T22:25:30.259635] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SCD'.
[2025-09-29T22:25:30.260003] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-09-29T22:25:30.287549] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:30.288480] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-09-29T22:25:30.288546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:30.288585] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:30.288624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:30.288736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:30.308369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:30.309010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:30.309096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:30.309131] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:30.344554] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:30.344727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:30.344783] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:30.344817] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:30.348943] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=71.74%)
[2025-09-29T22:25:30.349234] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-09-29T22:25:30.349370] [INFO ] [sig       ] SCD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:30.508014] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SCD.txt
[2025-09-29T22:25:30.508262] [WARN ] [sig       ] [1749/2211] Failed SCD after 0.3s | 4.06 sym/s | Total: 7.2m | ETA: 1.9m
[2025-09-29T22:25:30.508342] [INFO ] [sig       ] [1750/2211] Forecasting SCHW...
[2025-09-29T22:25:30.508383] [INFO ] [sig       ] Generating forecast for: SCHW
[2025-09-29T22:25:30.508416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHW' from 'https://tdm.silogroup.org/data/derivative_storage/SCHW.csv'.
[2025-09-29T22:25:30.518113] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SCHW'.
[2025-09-29T22:25:30.518442] [INFO ] [FORECASTER] Starting predict_future for SCHW
[2025-09-29T22:25:30.544974] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:30.545781] [DEBUG] [LOCAL     ] No optimal features file found for SCHW: ./output/feature-sets/SCHW.txt
[2025-09-29T22:25:30.545846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:30.545891] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:30.545931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:30.545994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:30.564263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:30.565022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:30.565110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:30.565144] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:30.602788] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:30.602964] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:30.603008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:30.603037] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:30.606927] [DEBUG] [FORECASTER] SCHW: Forecast T+1@11:T+2@11: UP (p=60.47%)
[2025-09-29T22:25:30.607375] [INFO ] [FORECASTER] Completed predict_future for SCHW
[2025-09-29T22:25:30.607536] [INFO ] [sig       ] SCHW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:30.764164] [INFO ] [LOCAL     ] Saved forecast: SCHW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SCHW.txt
[2025-09-29T22:25:30.764418] [WARN ] [sig       ] [1750/2211] Failed SCHW after 0.3s | 4.06 sym/s | Total: 7.2m | ETA: 1.9m
[2025-09-29T22:25:30.764496] [INFO ] [sig       ] [1751/2211] Forecasting SCI...
[2025-09-29T22:25:30.764537] [INFO ] [sig       ] Generating forecast for: SCI
[2025-09-29T22:25:30.764572] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-09-29T22:25:30.774337] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SCI'.
[2025-09-29T22:25:30.774690] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-09-29T22:25:30.801518] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:30.802365] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-09-29T22:25:30.802424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:30.802459] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:30.802544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:30.802615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:30.821479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:30.822261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:30.822356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:30.822393] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:30.857423] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:30.857580] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:30.857626] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:30.857698] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:30.861320] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: UP (p=90.40%)
[2025-09-29T22:25:30.861601] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-09-29T22:25:30.861766] [INFO ] [sig       ] SCI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:31.015130] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SCI.txt
[2025-09-29T22:25:31.015394] [WARN ] [sig       ] [1751/2211] Failed SCI after 0.3s | 4.06 sym/s | Total: 7.2m | ETA: 1.9m
[2025-09-29T22:25:31.015479] [INFO ] [sig       ] [1752/2211] Forecasting SCL...
[2025-09-29T22:25:31.015521] [INFO ] [sig       ] Generating forecast for: SCL
[2025-09-29T22:25:31.015561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-09-29T22:25:31.025336] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SCL'.
[2025-09-29T22:25:31.025677] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-09-29T22:25:31.053547] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:31.054352] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-09-29T22:25:31.054409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:31.054450] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:31.054479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:31.054537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:31.074536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:31.075383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:31.075472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:31.075559] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:31.111091] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:31.111239] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:31.111282] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:31.111314] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:31.114903] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: UP (p=54.51%)
[2025-09-29T22:25:31.115271] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-09-29T22:25:31.115416] [INFO ] [sig       ] SCL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:31.277195] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SCL.txt
[2025-09-29T22:25:31.277488] [WARN ] [sig       ] [1752/2211] Failed SCL after 0.3s | 4.06 sym/s | Total: 7.2m | ETA: 1.9m
[2025-09-29T22:25:31.277591] [INFO ] [sig       ] [1753/2211] Forecasting SCM...
[2025-09-29T22:25:31.277692] [INFO ] [sig       ] Generating forecast for: SCM
[2025-09-29T22:25:31.277762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-09-29T22:25:31.289066] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SCM'.
[2025-09-29T22:25:31.289492] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-09-29T22:25:31.317928] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:31.318834] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-09-29T22:25:31.318895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:31.318932] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:31.318962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:31.319022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:31.338403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:31.339263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:31.339374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:31.339430] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:31.376799] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:31.377033] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:31.377099] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:31.377182] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:31.381289] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=64.75%)
[2025-09-29T22:25:31.381603] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-09-29T22:25:31.381797] [INFO ] [sig       ] SCM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:31.544629] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SCM.txt
[2025-09-29T22:25:31.544924] [WARN ] [sig       ] [1753/2211] Failed SCM after 0.3s | 4.06 sym/s | Total: 7.2m | ETA: 1.9m
[2025-09-29T22:25:31.545012] [INFO ] [sig       ] [1754/2211] Forecasting SCS...
[2025-09-29T22:25:31.545054] [INFO ] [sig       ] Generating forecast for: SCS
[2025-09-29T22:25:31.545103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'.
[2025-09-29T22:25:31.556507] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SCS'.
[2025-09-29T22:25:31.556922] [INFO ] [FORECASTER] Starting predict_future for SCS
[2025-09-29T22:25:31.598603] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:31.599765] [DEBUG] [LOCAL     ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt
[2025-09-29T22:25:31.599841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:31.599884] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:31.599920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:31.600001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:31.622963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:31.623980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:31.624085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:31.624127] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:31.662173] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:31.662354] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:31.662437] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:31.662507] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:31.667434] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: DOWN (p=49.69%)
[2025-09-29T22:25:31.668213] [INFO ] [FORECASTER] Completed predict_future for SCS
[2025-09-29T22:25:31.668384] [INFO ] [sig       ] SCS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:31.852165] [INFO ] [LOCAL     ] Saved forecast: SCS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SCS.txt
[2025-09-29T22:25:31.852386] [WARN ] [sig       ] [1754/2211] Failed SCS after 0.3s | 4.06 sym/s | Total: 7.2m | ETA: 1.9m
[2025-09-29T22:25:31.852463] [INFO ] [sig       ] [1755/2211] Forecasting SD...
[2025-09-29T22:25:31.852502] [INFO ] [sig       ] Generating forecast for: SD
[2025-09-29T22:25:31.852534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-09-29T22:25:31.863309] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SD'.
[2025-09-29T22:25:31.863677] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-09-29T22:25:31.892167] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:31.893175] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-09-29T22:25:31.893236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:31.893292] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:31.893324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:31.893383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:31.913771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:31.914544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:31.914636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:31.914746] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:31.951059] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:31.951241] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:31.951328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:31.951385] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:31.956242] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=35.89%)
[2025-09-29T22:25:31.956586] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-09-29T22:25:31.956763] [INFO ] [sig       ] SD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:32.124982] [INFO ] [LOCAL     ] Saved forecast: SD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SD.txt
[2025-09-29T22:25:32.125273] [WARN ] [sig       ] [1755/2211] Failed SD after 0.3s | 4.06 sym/s | Total: 7.2m | ETA: 1.9m
[2025-09-29T22:25:32.125365] [INFO ] [sig       ] [1756/2211] Forecasting SDHC...
[2025-09-29T22:25:32.125408] [INFO ] [sig       ] Generating forecast for: SDHC
[2025-09-29T22:25:32.125441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHC' from 'https://tdm.silogroup.org/data/derivative_storage/SDHC.csv'.
[2025-09-29T22:25:32.136102] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SDHC'.
[2025-09-29T22:25:32.136527] [INFO ] [FORECASTER] Starting predict_future for SDHC
[2025-09-29T22:25:32.164194] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:32.165068] [DEBUG] [LOCAL     ] No optimal features file found for SDHC: ./output/feature-sets/SDHC.txt
[2025-09-29T22:25:32.165125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:32.165161] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:32.165192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:32.165251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:32.184518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:32.185345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:32.185437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:32.185474] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:32.217067] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:32.217255] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:32.217320] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:32.217357] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:32.221352] [DEBUG] [FORECASTER] SDHC: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-09-29T22:25:32.221688] [INFO ] [FORECASTER] Completed predict_future for SDHC
[2025-09-29T22:25:32.221848] [INFO ] [sig       ] SDHC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:32.378345] [INFO ] [LOCAL     ] Saved forecast: SDHC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SDHC.txt
[2025-09-29T22:25:32.378589] [WARN ] [sig       ] [1756/2211] Failed SDHC after 0.3s | 4.06 sym/s | Total: 7.2m | ETA: 1.9m
[2025-09-29T22:25:32.378693] [INFO ] [sig       ] [1757/2211] Forecasting SDHY...
[2025-09-29T22:25:32.378746] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-09-29T22:25:32.378815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-09-29T22:25:32.389378] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SDHY'.
[2025-09-29T22:25:32.389771] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-09-29T22:25:32.416607] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:32.417467] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-09-29T22:25:32.417524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:32.417561] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:32.417590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:32.417672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:32.435814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:32.436425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:32.436511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:32.436547] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:32.469088] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:32.469254] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:32.469303] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:32.469338] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:32.473587] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=47.60%)
[2025-09-29T22:25:32.473944] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-09-29T22:25:32.474096] [INFO ] [sig       ] SDHY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:32.636492] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SDHY.txt
[2025-09-29T22:25:32.636814] [WARN ] [sig       ] [1757/2211] Failed SDHY after 0.3s | 4.06 sym/s | Total: 7.2m | ETA: 1.9m
[2025-09-29T22:25:32.636917] [INFO ] [sig       ] [1758/2211] Forecasting SDRL...
[2025-09-29T22:25:32.636964] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-09-29T22:25:32.637000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-09-29T22:25:32.647265] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SDRL'.
[2025-09-29T22:25:32.647682] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-09-29T22:25:32.674622] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:32.675728] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-09-29T22:25:32.675792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:32.675829] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:32.675858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:32.675917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:32.694604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:32.695261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:32.695348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:32.695385] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:32.725764] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:32.725924] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:32.725972] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:32.726007] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:32.730315] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=7.78%)
[2025-09-29T22:25:32.730676] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-09-29T22:25:32.730874] [INFO ] [sig       ] SDRL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:32.881854] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SDRL.txt
[2025-09-29T22:25:32.882106] [WARN ] [sig       ] [1758/2211] Failed SDRL after 0.2s | 4.06 sym/s | Total: 7.2m | ETA: 1.9m
[2025-09-29T22:25:32.882198] [INFO ] [sig       ] [1759/2211] Forecasting SE...
[2025-09-29T22:25:32.882271] [INFO ] [sig       ] Generating forecast for: SE
[2025-09-29T22:25:32.882338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-09-29T22:25:32.886952] [WARN ] [REMOTE    ] Historical data not found for symbol 'SE' (404).
[2025-09-29T22:25:32.887207] [FATAL] [sig       ] SE: No historical data fetched.
[2025-09-29T22:25:32.887302] [WARN ] [sig       ] [1759/2211] Failed SE after 0.0s | 4.06 sym/s | Total: 7.2m | ETA: 1.9m
[2025-09-29T22:25:32.887373] [INFO ] [sig       ] [1760/2211] Forecasting SEE...
[2025-09-29T22:25:32.887416] [INFO ] [sig       ] Generating forecast for: SEE
[2025-09-29T22:25:32.887451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-09-29T22:25:32.897749] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SEE'.
[2025-09-29T22:25:32.898194] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-09-29T22:25:32.925328] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:32.926271] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-09-29T22:25:32.926355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:32.926404] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:32.926436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:32.926499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:32.947318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:32.948184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:32.948274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:32.948311] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:32.976103] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:32.976250] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:32.976291] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:32.976359] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:32.980060] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: DOWN (p=32.84%)
[2025-09-29T22:25:32.980347] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-09-29T22:25:32.980479] [INFO ] [sig       ] SEE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:33.134531] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SEE.txt
[2025-09-29T22:25:33.134795] [WARN ] [sig       ] [1760/2211] Failed SEE after 0.2s | 4.06 sym/s | Total: 7.2m | ETA: 1.9m
[2025-09-29T22:25:33.134876] [INFO ] [sig       ] [1761/2211] Forecasting SEG...
[2025-09-29T22:25:33.134915] [INFO ] [sig       ] Generating forecast for: SEG
[2025-09-29T22:25:33.134948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEG' from 'https://tdm.silogroup.org/data/derivative_storage/SEG.csv'.
[2025-09-29T22:25:33.145127] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SEG'.
[2025-09-29T22:25:33.145450] [INFO ] [FORECASTER] Starting predict_future for SEG
[2025-09-29T22:25:33.171576] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:33.172365] [DEBUG] [LOCAL     ] No optimal features file found for SEG: ./output/feature-sets/SEG.txt
[2025-09-29T22:25:33.172424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:33.172513] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:33.172565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:33.172628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:33.191307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:33.192004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:33.192090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:33.192126] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:33.218618] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:33.218801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:33.218851] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:33.218883] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:33.222405] [DEBUG] [FORECASTER] SEG: Forecast T+1@11:T+2@11: DOWN (p=47.38%)
[2025-09-29T22:25:33.222753] [INFO ] [FORECASTER] Completed predict_future for SEG
[2025-09-29T22:25:33.222903] [INFO ] [sig       ] SEG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:33.378166] [INFO ] [LOCAL     ] Saved forecast: SEG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SEG.txt
[2025-09-29T22:25:33.378411] [WARN ] [sig       ] [1761/2211] Failed SEG after 0.2s | 4.06 sym/s | Total: 7.2m | ETA: 1.8m
[2025-09-29T22:25:33.378494] [INFO ] [sig       ] [1762/2211] Forecasting SEI...
[2025-09-29T22:25:33.378538] [INFO ] [sig       ] Generating forecast for: SEI
[2025-09-29T22:25:33.378572] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEI' from 'https://tdm.silogroup.org/data/derivative_storage/SEI.csv'.
[2025-09-29T22:25:33.389907] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SEI'.
[2025-09-29T22:25:33.390369] [INFO ] [FORECASTER] Starting predict_future for SEI
[2025-09-29T22:25:33.417306] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:33.418124] [DEBUG] [LOCAL     ] No optimal features file found for SEI: ./output/feature-sets/SEI.txt
[2025-09-29T22:25:33.418183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:33.418220] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:33.418249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:33.418308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:33.437189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:33.438056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:33.438166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:33.438236] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:33.471120] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:33.471241] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:33.471284] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:33.471318] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:33.475294] [DEBUG] [FORECASTER] SEI: Forecast T+1@11:T+2@11: UP (p=72.02%)
[2025-09-29T22:25:33.475597] [INFO ] [FORECASTER] Completed predict_future for SEI
[2025-09-29T22:25:33.475779] [INFO ] [sig       ] SEI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:33.637791] [INFO ] [LOCAL     ] Saved forecast: SEI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SEI.txt
[2025-09-29T22:25:33.638077] [WARN ] [sig       ] [1762/2211] Failed SEI after 0.3s | 4.06 sym/s | Total: 7.2m | ETA: 1.8m
[2025-09-29T22:25:33.638159] [INFO ] [sig       ] [1763/2211] Forecasting SEM...
[2025-09-29T22:25:33.638202] [INFO ] [sig       ] Generating forecast for: SEM
[2025-09-29T22:25:33.638238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-09-29T22:25:33.648943] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SEM'.
[2025-09-29T22:25:33.649300] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-09-29T22:25:33.676276] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:33.677074] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-09-29T22:25:33.677164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:33.677212] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:33.677244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:33.677305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:33.696831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:33.697758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:33.697852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:33.697889] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:33.731044] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:33.731210] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:33.731286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:33.731334] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:33.735139] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=38.74%)
[2025-09-29T22:25:33.735471] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-09-29T22:25:33.735618] [INFO ] [sig       ] SEM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:33.896931] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SEM.txt
[2025-09-29T22:25:33.897213] [WARN ] [sig       ] [1763/2211] Failed SEM after 0.3s | 4.06 sym/s | Total: 7.2m | ETA: 1.8m
[2025-09-29T22:25:33.897296] [INFO ] [sig       ] [1764/2211] Forecasting SEMR...
[2025-09-29T22:25:33.897335] [INFO ] [sig       ] Generating forecast for: SEMR
[2025-09-29T22:25:33.897368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEMR' from 'https://tdm.silogroup.org/data/derivative_storage/SEMR.csv'.
[2025-09-29T22:25:33.908678] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SEMR'.
[2025-09-29T22:25:33.909058] [INFO ] [FORECASTER] Starting predict_future for SEMR
[2025-09-29T22:25:33.935373] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:33.936189] [DEBUG] [LOCAL     ] No optimal features file found for SEMR: ./output/feature-sets/SEMR.txt
[2025-09-29T22:25:33.936247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:33.936281] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:33.936310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:33.936367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:33.954306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:33.955107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:33.955204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:33.955245] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:33.991720] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:33.991912] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:33.991958] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:33.991989] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:33.995831] [DEBUG] [FORECASTER] SEMR: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2025-09-29T22:25:33.996195] [INFO ] [FORECASTER] Completed predict_future for SEMR
[2025-09-29T22:25:33.996384] [INFO ] [sig       ] SEMR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:34.144927] [INFO ] [LOCAL     ] Saved forecast: SEMR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SEMR.txt
[2025-09-29T22:25:34.145182] [WARN ] [sig       ] [1764/2211] Failed SEMR after 0.2s | 4.06 sym/s | Total: 7.2m | ETA: 1.8m
[2025-09-29T22:25:34.145260] [INFO ] [sig       ] [1765/2211] Forecasting SES...
[2025-09-29T22:25:34.145300] [INFO ] [sig       ] Generating forecast for: SES
[2025-09-29T22:25:34.145334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-09-29T22:25:34.155630] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SES'.
[2025-09-29T22:25:34.156071] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-09-29T22:25:34.184848] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:34.185695] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-09-29T22:25:34.185758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:34.185796] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:34.185826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:34.185884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:34.205208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:34.205964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:34.206055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:34.206092] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:34.240102] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:34.240277] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:34.240326] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:34.240360] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:34.244421] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2025-09-29T22:25:34.244781] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-09-29T22:25:34.244933] [INFO ] [sig       ] SES: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:34.415695] [INFO ] [LOCAL     ] Saved forecast: SES	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SES.txt
[2025-09-29T22:25:34.415949] [WARN ] [sig       ] [1765/2211] Failed SES after 0.3s | 4.06 sym/s | Total: 7.2m | ETA: 1.8m
[2025-09-29T22:25:34.416028] [INFO ] [sig       ] [1766/2211] Forecasting SF...
[2025-09-29T22:25:34.416069] [INFO ] [sig       ] Generating forecast for: SF
[2025-09-29T22:25:34.416104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-09-29T22:25:34.426232] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SF'.
[2025-09-29T22:25:34.426545] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-09-29T22:25:34.452442] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:34.453250] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-09-29T22:25:34.453309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:34.453343] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:34.453371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:34.453429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:34.471017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:34.471571] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:34.471678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:34.471733] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:34.499766] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:34.499972] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:34.500020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:34.500052] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:34.503943] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: UP (p=92.11%)
[2025-09-29T22:25:34.504317] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-09-29T22:25:34.504482] [INFO ] [sig       ] SF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:34.657192] [INFO ] [LOCAL     ] Saved forecast: SF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SF.txt
[2025-09-29T22:25:34.657456] [WARN ] [sig       ] [1766/2211] Failed SF after 0.2s | 4.06 sym/s | Total: 7.2m | ETA: 1.8m
[2025-09-29T22:25:34.657541] [INFO ] [sig       ] [1767/2211] Forecasting SFB...
[2025-09-29T22:25:34.657582] [INFO ] [sig       ] Generating forecast for: SFB
[2025-09-29T22:25:34.657617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-09-29T22:25:34.668575] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SFB'.
[2025-09-29T22:25:34.669091] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-09-29T22:25:34.696752] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:34.697592] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-09-29T22:25:34.697671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:34.697730] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:34.697763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:34.697821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:34.716113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:34.716813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:34.716902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:34.716937] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:34.754165] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:34.754308] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:34.754357] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:34.754389] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:34.758172] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: DOWN (p=19.59%)
[2025-09-29T22:25:34.758458] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-09-29T22:25:34.758606] [INFO ] [sig       ] SFB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:34.913959] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SFB.txt
[2025-09-29T22:25:34.914226] [WARN ] [sig       ] [1767/2211] Failed SFB after 0.3s | 4.06 sym/s | Total: 7.3m | ETA: 1.8m
[2025-09-29T22:25:34.914307] [INFO ] [sig       ] [1768/2211] Forecasting SFBS...
[2025-09-29T22:25:34.914347] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-09-29T22:25:34.914382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-09-29T22:25:34.924897] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SFBS'.
[2025-09-29T22:25:34.925245] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-09-29T22:25:34.953474] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:34.954382] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-09-29T22:25:34.954441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:34.954492] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:34.954601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:34.954709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:34.974162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:34.974908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:34.974998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:34.975033] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:35.014324] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:35.014467] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:35.014517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:35.014547] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:35.018225] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: DOWN (p=31.19%)
[2025-09-29T22:25:35.018505] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-09-29T22:25:35.018678] [INFO ] [sig       ] SFBS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:35.196088] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SFBS.txt
[2025-09-29T22:25:35.196422] [WARN ] [sig       ] [1768/2211] Failed SFBS after 0.3s | 4.06 sym/s | Total: 7.3m | ETA: 1.8m
[2025-09-29T22:25:35.196524] [INFO ] [sig       ] [1769/2211] Forecasting SFL...
[2025-09-29T22:25:35.196582] [INFO ] [sig       ] Generating forecast for: SFL
[2025-09-29T22:25:35.196632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-09-29T22:25:35.208919] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SFL'.
[2025-09-29T22:25:35.209359] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-09-29T22:25:35.237473] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:35.238353] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-09-29T22:25:35.238458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:35.238501] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:35.238532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:35.238592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:35.257201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:35.258115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:35.258221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:35.258258] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:35.299710] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:35.299880] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:35.299933] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:35.299967] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:35.304381] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=89.38%)
[2025-09-29T22:25:35.304776] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-09-29T22:25:35.304962] [INFO ] [sig       ] SFL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:35.465330] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SFL.txt
[2025-09-29T22:25:35.465550] [WARN ] [sig       ] [1769/2211] Failed SFL after 0.3s | 4.06 sym/s | Total: 7.3m | ETA: 1.8m
[2025-09-29T22:25:35.465628] [INFO ] [sig       ] [1770/2211] Forecasting SG...
[2025-09-29T22:25:35.465707] [INFO ] [sig       ] Generating forecast for: SG
[2025-09-29T22:25:35.465747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-09-29T22:25:35.476981] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SG'.
[2025-09-29T22:25:35.477476] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-09-29T22:25:35.505977] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:35.506854] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-09-29T22:25:35.506913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:35.506949] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:35.506978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:35.507037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:35.526680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:35.527361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:35.527461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:35.527526] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:35.575089] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:35.575459] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:35.575621] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:35.575718] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:35.582872] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=11.99%)
[2025-09-29T22:25:35.583434] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-09-29T22:25:35.583677] [INFO ] [sig       ] SG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:35.758633] [INFO ] [LOCAL     ] Saved forecast: SG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SG.txt
[2025-09-29T22:25:35.758984] [WARN ] [sig       ] [1770/2211] Failed SG after 0.3s | 4.06 sym/s | Total: 7.3m | ETA: 1.8m
[2025-09-29T22:25:35.759067] [INFO ] [sig       ] [1771/2211] Forecasting SGHC...
[2025-09-29T22:25:35.759107] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-09-29T22:25:35.759141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-09-29T22:25:35.771133] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SGHC'.
[2025-09-29T22:25:35.771567] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-09-29T22:25:35.803241] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:35.804117] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-09-29T22:25:35.804178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:35.804214] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:35.804244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:35.804304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:35.823799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:35.824966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:35.825065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:35.825102] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:35.863958] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:35.864153] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:35.864215] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:35.864250] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:35.868576] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: UP (p=72.79%)
[2025-09-29T22:25:35.868894] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-09-29T22:25:35.869050] [INFO ] [sig       ] SGHC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:36.027210] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SGHC.txt
[2025-09-29T22:25:36.027483] [WARN ] [sig       ] [1771/2211] Failed SGHC after 0.3s | 4.06 sym/s | Total: 7.3m | ETA: 1.8m
[2025-09-29T22:25:36.027563] [INFO ] [sig       ] [1772/2211] Forecasting SGU...
[2025-09-29T22:25:36.027612] [INFO ] [sig       ] Generating forecast for: SGU
[2025-09-29T22:25:36.027677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGU' from 'https://tdm.silogroup.org/data/derivative_storage/SGU.csv'.
[2025-09-29T22:25:36.068887] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SGU'.
[2025-09-29T22:25:36.069245] [INFO ] [FORECASTER] Starting predict_future for SGU
[2025-09-29T22:25:36.096120] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:36.096974] [DEBUG] [LOCAL     ] No optimal features file found for SGU: ./output/feature-sets/SGU.txt
[2025-09-29T22:25:36.097034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:36.097071] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:36.097101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:36.097217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:36.116318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:36.117023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:36.117136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:36.117192] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:36.152491] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:36.152665] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:36.152732] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:36.152801] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:36.159091] [DEBUG] [FORECASTER] SGU: Forecast T+1@11:T+2@11: UP (p=73.26%)
[2025-09-29T22:25:36.159452] [INFO ] [FORECASTER] Completed predict_future for SGU
[2025-09-29T22:25:36.159606] [INFO ] [sig       ] SGU: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:36.311778] [INFO ] [LOCAL     ] Saved forecast: SGU	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SGU.txt
[2025-09-29T22:25:36.312065] [WARN ] [sig       ] [1772/2211] Failed SGU after 0.3s | 4.06 sym/s | Total: 7.3m | ETA: 1.8m
[2025-09-29T22:25:36.312154] [INFO ] [sig       ] [1773/2211] Forecasting SHAK...
[2025-09-29T22:25:36.312196] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-09-29T22:25:36.312231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-09-29T22:25:36.323108] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SHAK'.
[2025-09-29T22:25:36.323484] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-09-29T22:25:36.349540] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:36.350371] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-09-29T22:25:36.350429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:36.350466] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:36.350498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:36.350557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:36.369218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:36.369918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:36.370006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:36.370041] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:36.410147] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:36.410308] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:36.410373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:36.410405] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:36.414105] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=40.76%)
[2025-09-29T22:25:36.414412] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-09-29T22:25:36.414579] [INFO ] [sig       ] SHAK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:36.564109] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SHAK.txt
[2025-09-29T22:25:36.564370] [WARN ] [sig       ] [1773/2211] Failed SHAK after 0.3s | 4.06 sym/s | Total: 7.3m | ETA: 1.8m
[2025-09-29T22:25:36.564451] [INFO ] [sig       ] [1774/2211] Forecasting SHCO...
[2025-09-29T22:25:36.564496] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-09-29T22:25:36.564531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-09-29T22:25:36.574778] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SHCO'.
[2025-09-29T22:25:36.575136] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-09-29T22:25:36.601209] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:36.602025] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-09-29T22:25:36.602082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:36.602119] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:36.602149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:36.602209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:36.620743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:36.621478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:36.621566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:36.621602] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:36.658481] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:36.658663] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:36.658729] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:36.658764] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:36.662269] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-09-29T22:25:36.662550] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-09-29T22:25:36.662720] [INFO ] [sig       ] SHCO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:36.809711] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SHCO.txt
[2025-09-29T22:25:36.809973] [WARN ] [sig       ] [1774/2211] Failed SHCO after 0.2s | 4.06 sym/s | Total: 7.3m | ETA: 1.8m
[2025-09-29T22:25:36.810054] [INFO ] [sig       ] [1775/2211] Forecasting SHEL...
[2025-09-29T22:25:36.810094] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-09-29T22:25:36.810126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-09-29T22:25:36.820719] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SHEL'.
[2025-09-29T22:25:36.821101] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-09-29T22:25:36.848836] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:36.849673] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-09-29T22:25:36.849736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:36.849773] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:36.849824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:36.849885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:36.868371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:36.869044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:36.869139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:36.869174] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:36.904917] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:36.905076] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:36.905120] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:36.905151] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:36.908734] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=13.25%)
[2025-09-29T22:25:36.909041] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-09-29T22:25:36.909185] [INFO ] [sig       ] SHEL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:37.059338] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SHEL.txt
[2025-09-29T22:25:37.059594] [WARN ] [sig       ] [1775/2211] Failed SHEL after 0.2s | 4.06 sym/s | Total: 7.3m | ETA: 1.8m
[2025-09-29T22:25:37.059698] [INFO ] [sig       ] [1776/2211] Forecasting SHG...
[2025-09-29T22:25:37.059743] [INFO ] [sig       ] Generating forecast for: SHG
[2025-09-29T22:25:37.059776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-09-29T22:25:37.070490] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SHG'.
[2025-09-29T22:25:37.070924] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-09-29T22:25:37.096318] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:37.097211] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-09-29T22:25:37.097274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:37.097308] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:37.097337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:37.097498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:37.116485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:37.117267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:37.117358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:37.117394] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:37.161928] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:37.162298] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:37.162360] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:37.162393] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:37.166544] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=83.64%)
[2025-09-29T22:25:37.166892] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-09-29T22:25:37.167041] [INFO ] [sig       ] SHG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:37.326869] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SHG.txt
[2025-09-29T22:25:37.327170] [WARN ] [sig       ] [1776/2211] Failed SHG after 0.3s | 4.06 sym/s | Total: 7.3m | ETA: 1.8m
[2025-09-29T22:25:37.327296] [INFO ] [sig       ] [1777/2211] Forecasting SHO...
[2025-09-29T22:25:37.327338] [INFO ] [sig       ] Generating forecast for: SHO
[2025-09-29T22:25:37.327371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-09-29T22:25:37.342336] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SHO'.
[2025-09-29T22:25:37.342806] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-09-29T22:25:37.371791] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:37.372700] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-09-29T22:25:37.372761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:37.372797] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:37.372854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:37.372925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:37.392999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:37.393613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:37.393727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:37.393772] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:37.428054] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:37.428179] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:37.428219] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:37.428251] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:37.431784] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: DOWN (p=9.75%)
[2025-09-29T22:25:37.432066] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-09-29T22:25:37.432202] [INFO ] [sig       ] SHO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:37.590767] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SHO.txt
[2025-09-29T22:25:37.591031] [WARN ] [sig       ] [1777/2211] Failed SHO after 0.3s | 4.06 sym/s | Total: 7.3m | ETA: 1.8m
[2025-09-29T22:25:37.591114] [INFO ] [sig       ] [1778/2211] Forecasting SHOC...
[2025-09-29T22:25:37.591154] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-09-29T22:25:37.591187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-09-29T22:25:37.602771] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'SHOC'.
[2025-09-29T22:25:37.603217] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-09-29T22:25:37.631124] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:37.632036] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-09-29T22:25:37.632095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:37.632131] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:37.632162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:37.632222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:37.652190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:37.653032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:37.653124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:37.653164] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:37.689198] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:37.689367] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:37.689409] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:37.689440] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:37.693081] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=85.70%)
[2025-09-29T22:25:37.693369] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-09-29T22:25:37.693507] [INFO ] [sig       ] SHOC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:37.840226] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SHOC.txt
[2025-09-29T22:25:37.840486] [WARN ] [sig       ] [1778/2211] Failed SHOC after 0.2s | 4.06 sym/s | Total: 7.3m | ETA: 1.8m
[2025-09-29T22:25:37.840568] [INFO ] [sig       ] [1779/2211] Forecasting SHW...
[2025-09-29T22:25:37.840610] [INFO ] [sig       ] Generating forecast for: SHW
[2025-09-29T22:25:37.840665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHW' from 'https://tdm.silogroup.org/data/derivative_storage/SHW.csv'.
[2025-09-29T22:25:37.851950] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SHW'.
[2025-09-29T22:25:37.852343] [INFO ] [FORECASTER] Starting predict_future for SHW
[2025-09-29T22:25:37.880192] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:37.881012] [DEBUG] [LOCAL     ] No optimal features file found for SHW: ./output/feature-sets/SHW.txt
[2025-09-29T22:25:37.881072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:37.881108] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:37.881139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:37.881226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:37.900265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:37.901015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:37.901103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:37.901210] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:37.935119] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:37.935279] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:37.935324] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:37.935358] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:37.939595] [DEBUG] [FORECASTER] SHW: Forecast T+1@11:T+2@11: UP (p=62.99%)
[2025-09-29T22:25:37.939928] [INFO ] [FORECASTER] Completed predict_future for SHW
[2025-09-29T22:25:37.940102] [INFO ] [sig       ] SHW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:38.104536] [INFO ] [LOCAL     ] Saved forecast: SHW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SHW.txt
[2025-09-29T22:25:38.104821] [WARN ] [sig       ] [1779/2211] Failed SHW after 0.3s | 4.06 sym/s | Total: 7.3m | ETA: 1.8m
[2025-09-29T22:25:38.104908] [INFO ] [sig       ] [1780/2211] Forecasting SID...
[2025-09-29T22:25:38.104948] [INFO ] [sig       ] Generating forecast for: SID
[2025-09-29T22:25:38.104991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-09-29T22:25:38.116160] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SID'.
[2025-09-29T22:25:38.116594] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-09-29T22:25:38.144236] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:38.145095] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-09-29T22:25:38.145154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:38.145191] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:38.145221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:38.145281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:38.164203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:38.165021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:38.165113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:38.165149] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:38.204561] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:38.204756] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:38.204831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:38.204865] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:38.208711] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: UP (p=55.29%)
[2025-09-29T22:25:38.209017] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-09-29T22:25:38.209165] [INFO ] [sig       ] SID: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:38.363184] [INFO ] [LOCAL     ] Saved forecast: SID	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SID.txt
[2025-09-29T22:25:38.363435] [WARN ] [sig       ] [1780/2211] Failed SID after 0.3s | 4.06 sym/s | Total: 7.3m | ETA: 1.8m
[2025-09-29T22:25:38.363515] [INFO ] [sig       ] [1781/2211] Forecasting SIG...
[2025-09-29T22:25:38.363555] [INFO ] [sig       ] Generating forecast for: SIG
[2025-09-29T22:25:38.363588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-09-29T22:25:38.375541] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SIG'.
[2025-09-29T22:25:38.375958] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-09-29T22:25:38.405119] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:38.406113] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-09-29T22:25:38.406177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:38.406222] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:38.406254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:38.406319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:38.426165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:38.426890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:38.426978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:38.427015] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:38.466194] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:38.466338] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:38.466380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:38.466410] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:38.470179] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=18.31%)
[2025-09-29T22:25:38.470459] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-09-29T22:25:38.470604] [INFO ] [sig       ] SIG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:38.631264] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SIG.txt
[2025-09-29T22:25:38.631520] [WARN ] [sig       ] [1781/2211] Failed SIG after 0.3s | 4.06 sym/s | Total: 7.3m | ETA: 1.8m
[2025-09-29T22:25:38.631599] [INFO ] [sig       ] [1782/2211] Forecasting SII...
[2025-09-29T22:25:38.631722] [INFO ] [sig       ] Generating forecast for: SII
[2025-09-29T22:25:38.631809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-09-29T22:25:38.645333] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SII'.
[2025-09-29T22:25:38.646211] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-09-29T22:25:38.684488] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:38.685744] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-09-29T22:25:38.685828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:38.685889] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:38.685942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:38.686076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:38.707123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:38.707995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:38.708091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:38.708126] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:38.742758] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:38.742929] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:38.742973] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:38.743004] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:38.747496] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: UP (p=64.79%)
[2025-09-29T22:25:38.747908] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-09-29T22:25:38.748073] [INFO ] [sig       ] SII: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:38.912813] [INFO ] [LOCAL     ] Saved forecast: SII	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SII.txt
[2025-09-29T22:25:38.913122] [WARN ] [sig       ] [1782/2211] Failed SII after 0.3s | 4.06 sym/s | Total: 7.3m | ETA: 1.8m
[2025-09-29T22:25:38.913208] [INFO ] [sig       ] [1783/2211] Forecasting SILA...
[2025-09-29T22:25:38.913265] [INFO ] [sig       ] Generating forecast for: SILA
[2025-09-29T22:25:38.913306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SILA' from 'https://tdm.silogroup.org/data/derivative_storage/SILA.csv'.
[2025-09-29T22:25:38.924781] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SILA'.
[2025-09-29T22:25:38.925216] [INFO ] [FORECASTER] Starting predict_future for SILA
[2025-09-29T22:25:38.951434] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:38.952241] [DEBUG] [LOCAL     ] No optimal features file found for SILA: ./output/feature-sets/SILA.txt
[2025-09-29T22:25:38.952298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:38.952333] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:38.952362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:38.952449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:38.970675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:38.971505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:38.971613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:38.971718] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:39.010152] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:39.010322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:39.010366] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:39.010398] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:39.014273] [DEBUG] [FORECASTER] SILA: Forecast T+1@11:T+2@11: UP (p=73.57%)
[2025-09-29T22:25:39.014582] [INFO ] [FORECASTER] Completed predict_future for SILA
[2025-09-29T22:25:39.014757] [INFO ] [sig       ] SILA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:39.162729] [INFO ] [LOCAL     ] Saved forecast: SILA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SILA.txt
[2025-09-29T22:25:39.162975] [WARN ] [sig       ] [1783/2211] Failed SILA after 0.2s | 4.06 sym/s | Total: 7.3m | ETA: 1.8m
[2025-09-29T22:25:39.163052] [INFO ] [sig       ] [1784/2211] Forecasting SITC...
[2025-09-29T22:25:39.163091] [INFO ] [sig       ] Generating forecast for: SITC
[2025-09-29T22:25:39.163123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-09-29T22:25:39.174122] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SITC'.
[2025-09-29T22:25:39.174491] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-09-29T22:25:39.201041] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:39.201899] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-09-29T22:25:39.201957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:39.201995] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:39.202025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:39.202085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:39.220567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:39.221190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:39.221281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:39.221324] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:39.259220] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:39.259332] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:39.259372] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:39.259431] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:39.263030] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: DOWN (p=20.62%)
[2025-09-29T22:25:39.263336] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-09-29T22:25:39.263480] [INFO ] [sig       ] SITC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:39.422059] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SITC.txt
[2025-09-29T22:25:39.422348] [WARN ] [sig       ] [1784/2211] Failed SITC after 0.3s | 4.06 sym/s | Total: 7.3m | ETA: 1.8m
[2025-09-29T22:25:39.422431] [INFO ] [sig       ] [1785/2211] Forecasting SITE...
[2025-09-29T22:25:39.422473] [INFO ] [sig       ] Generating forecast for: SITE
[2025-09-29T22:25:39.422505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-09-29T22:25:39.434497] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SITE'.
[2025-09-29T22:25:39.434959] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-09-29T22:25:39.466028] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:39.467161] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-09-29T22:25:39.467245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:39.467301] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:39.467335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:39.467395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:39.489514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:39.490265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:39.490358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:39.490397] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:39.528519] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:39.528705] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:39.528764] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:39.528799] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:39.532440] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=31.94%)
[2025-09-29T22:25:39.532767] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-09-29T22:25:39.532916] [INFO ] [sig       ] SITE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:39.687368] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SITE.txt
[2025-09-29T22:25:39.687639] [WARN ] [sig       ] [1785/2211] Failed SITE after 0.3s | 4.06 sym/s | Total: 7.3m | ETA: 1.7m
[2025-09-29T22:25:39.687748] [INFO ] [sig       ] [1786/2211] Forecasting SJM...
[2025-09-29T22:25:39.687790] [INFO ] [sig       ] Generating forecast for: SJM
[2025-09-29T22:25:39.687826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-09-29T22:25:39.699366] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SJM'.
[2025-09-29T22:25:39.699783] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-09-29T22:25:39.726586] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:39.727473] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-09-29T22:25:39.727535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:39.727571] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:39.727679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:39.727760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:39.747857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:39.748620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:39.748735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:39.748779] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:39.786444] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:39.786579] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:39.786625] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:39.786694] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:39.790142] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: UP (p=96.60%)
[2025-09-29T22:25:39.790421] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-09-29T22:25:39.790559] [INFO ] [sig       ] SJM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:39.945593] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SJM.txt
[2025-09-29T22:25:39.945895] [WARN ] [sig       ] [1786/2211] Failed SJM after 0.3s | 4.06 sym/s | Total: 7.3m | ETA: 1.7m
[2025-09-29T22:25:39.946005] [INFO ] [sig       ] [1787/2211] Forecasting SJT...
[2025-09-29T22:25:39.946047] [INFO ] [sig       ] Generating forecast for: SJT
[2025-09-29T22:25:39.946082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJT' from 'https://tdm.silogroup.org/data/derivative_storage/SJT.csv'.
[2025-09-29T22:25:39.957503] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SJT'.
[2025-09-29T22:25:39.957948] [INFO ] [FORECASTER] Starting predict_future for SJT
[2025-09-29T22:25:39.991249] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:39.992591] [DEBUG] [LOCAL     ] No optimal features file found for SJT: ./output/feature-sets/SJT.txt
[2025-09-29T22:25:39.992698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:39.992755] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:39.992787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:39.992847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:40.015077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:40.015997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:40.016092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:40.016127] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:40.058055] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:40.058207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:40.058284] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:40.058319] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:40.062099] [DEBUG] [FORECASTER] SJT: Forecast T+1@11:T+2@11: DOWN (p=13.79%)
[2025-09-29T22:25:40.062397] [INFO ] [FORECASTER] Completed predict_future for SJT
[2025-09-29T22:25:40.062541] [INFO ] [sig       ] SJT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:40.263579] [INFO ] [LOCAL     ] Saved forecast: SJT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SJT.txt
[2025-09-29T22:25:40.263933] [WARN ] [sig       ] [1787/2211] Failed SJT after 0.3s | 4.06 sym/s | Total: 7.3m | ETA: 1.7m
[2025-09-29T22:25:40.264039] [INFO ] [sig       ] [1788/2211] Forecasting SKE...
[2025-09-29T22:25:40.264110] [INFO ] [sig       ] Generating forecast for: SKE
[2025-09-29T22:25:40.264184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-09-29T22:25:40.276098] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SKE'.
[2025-09-29T22:25:40.276508] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-09-29T22:25:40.310267] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:40.311155] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-09-29T22:25:40.311216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:40.311252] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:40.311284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:40.311343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:40.335479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:40.336619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:40.336753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:40.336794] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:40.387462] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:40.387674] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:40.387767] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:40.387832] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:40.392024] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: UP (p=72.27%)
[2025-09-29T22:25:40.392347] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-09-29T22:25:40.392494] [INFO ] [sig       ] SKE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:40.586396] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SKE.txt
[2025-09-29T22:25:40.586673] [WARN ] [sig       ] [1788/2211] Failed SKE after 0.3s | 4.06 sym/s | Total: 7.3m | ETA: 1.7m
[2025-09-29T22:25:40.586756] [INFO ] [sig       ] [1789/2211] Forecasting SKIL...
[2025-09-29T22:25:40.586795] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-09-29T22:25:40.586828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-09-29T22:25:40.597415] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SKIL'.
[2025-09-29T22:25:40.597821] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-09-29T22:25:40.626847] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:40.627789] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-09-29T22:25:40.627851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:40.627889] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:40.627920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:40.628002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:40.647439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:40.648190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:40.648283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:40.648320] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:40.689282] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:40.689432] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:40.689474] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:40.689504] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:40.693043] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: UP (p=66.62%)
[2025-09-29T22:25:40.693351] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-09-29T22:25:40.693490] [INFO ] [sig       ] SKIL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:40.846783] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SKIL.txt
[2025-09-29T22:25:40.847042] [WARN ] [sig       ] [1789/2211] Failed SKIL after 0.3s | 4.06 sym/s | Total: 7.4m | ETA: 1.7m
[2025-09-29T22:25:40.847140] [INFO ] [sig       ] [1790/2211] Forecasting SKLZ...
[2025-09-29T22:25:40.847190] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-09-29T22:25:40.847224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-09-29T22:25:40.857476] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SKLZ'.
[2025-09-29T22:25:40.857824] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-09-29T22:25:40.885924] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:40.886852] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-09-29T22:25:40.886912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:40.886949] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:40.886978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:40.887036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:40.905220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:40.905874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:40.905961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:40.905996] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:40.942892] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:40.943034] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:40.943078] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:40.943108] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:40.946623] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: UP (p=96.44%)
[2025-09-29T22:25:40.946953] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-09-29T22:25:40.947100] [INFO ] [sig       ] SKLZ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:41.092077] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SKLZ.txt
[2025-09-29T22:25:41.092333] [WARN ] [sig       ] [1790/2211] Failed SKLZ after 0.2s | 4.06 sym/s | Total: 7.4m | ETA: 1.7m
[2025-09-29T22:25:41.092411] [INFO ] [sig       ] [1791/2211] Forecasting SKM...
[2025-09-29T22:25:41.092451] [INFO ] [sig       ] Generating forecast for: SKM
[2025-09-29T22:25:41.092484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-09-29T22:25:41.103154] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SKM'.
[2025-09-29T22:25:41.103601] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-09-29T22:25:41.130714] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:41.131482] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-09-29T22:25:41.131538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:41.131574] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:41.131602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:41.131685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:41.150285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:41.150924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:41.151012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:41.151047] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:41.187661] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:41.187834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:41.187910] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:41.187971] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:41.191817] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=55.03%)
[2025-09-29T22:25:41.192104] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-09-29T22:25:41.192250] [INFO ] [sig       ] SKM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:41.348100] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SKM.txt
[2025-09-29T22:25:41.348370] [WARN ] [sig       ] [1791/2211] Failed SKM after 0.3s | 4.06 sym/s | Total: 7.4m | ETA: 1.7m
[2025-09-29T22:25:41.348452] [INFO ] [sig       ] [1792/2211] Forecasting SKT...
[2025-09-29T22:25:41.348493] [INFO ] [sig       ] Generating forecast for: SKT
[2025-09-29T22:25:41.348526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKT' from 'https://tdm.silogroup.org/data/derivative_storage/SKT.csv'.
[2025-09-29T22:25:41.358991] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SKT'.
[2025-09-29T22:25:41.359323] [INFO ] [FORECASTER] Starting predict_future for SKT
[2025-09-29T22:25:41.385009] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:41.385768] [DEBUG] [LOCAL     ] No optimal features file found for SKT: ./output/feature-sets/SKT.txt
[2025-09-29T22:25:41.385823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:41.385857] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:41.385884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:41.385940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:41.404010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:41.404588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:41.404695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:41.404747] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:41.442338] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:41.442442] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:41.442480] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:41.442509] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:41.445771] [DEBUG] [FORECASTER] SKT: Forecast T+1@11:T+2@11: DOWN (p=39.24%)
[2025-09-29T22:25:41.446034] [INFO ] [FORECASTER] Completed predict_future for SKT
[2025-09-29T22:25:41.446189] [INFO ] [sig       ] SKT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:41.598262] [INFO ] [LOCAL     ] Saved forecast: SKT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SKT.txt
[2025-09-29T22:25:41.598507] [WARN ] [sig       ] [1792/2211] Failed SKT after 0.3s | 4.06 sym/s | Total: 7.4m | ETA: 1.7m
[2025-09-29T22:25:41.598583] [INFO ] [sig       ] [1793/2211] Forecasting SKY...
[2025-09-29T22:25:41.598624] [INFO ] [sig       ] Generating forecast for: SKY
[2025-09-29T22:25:41.598690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-09-29T22:25:41.609593] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SKY'.
[2025-09-29T22:25:41.610058] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-09-29T22:25:41.636187] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:41.637085] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-09-29T22:25:41.637177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:41.637223] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:41.637254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:41.637313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:41.655151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:41.656009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:41.656101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:41.656136] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:41.695405] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:41.695584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:41.695630] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:41.695703] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:41.699425] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: DOWN (p=36.75%)
[2025-09-29T22:25:41.699736] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-09-29T22:25:41.699882] [INFO ] [sig       ] SKY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:41.856604] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SKY.txt
[2025-09-29T22:25:41.856896] [WARN ] [sig       ] [1793/2211] Failed SKY after 0.3s | 4.06 sym/s | Total: 7.4m | ETA: 1.7m
[2025-09-29T22:25:41.856980] [INFO ] [sig       ] [1794/2211] Forecasting SKYH...
[2025-09-29T22:25:41.857021] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-09-29T22:25:41.857055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-09-29T22:25:41.867169] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SKYH'.
[2025-09-29T22:25:41.867523] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-09-29T22:25:41.893116] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:41.893923] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-09-29T22:25:41.893982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:41.894018] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:41.894049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:41.894114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:41.913051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:41.913824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:41.913914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:41.913950] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:41.950560] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:41.950740] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:41.950810] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:41.950845] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:41.954330] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: DOWN (p=13.08%)
[2025-09-29T22:25:41.954712] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-09-29T22:25:41.954863] [INFO ] [sig       ] SKYH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:42.112086] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SKYH.txt
[2025-09-29T22:25:42.112351] [WARN ] [sig       ] [1794/2211] Failed SKYH after 0.3s | 4.06 sym/s | Total: 7.4m | ETA: 1.7m
[2025-09-29T22:25:42.112459] [INFO ] [sig       ] [1795/2211] Forecasting SLB...
[2025-09-29T22:25:42.112502] [INFO ] [sig       ] Generating forecast for: SLB
[2025-09-29T22:25:42.112536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-09-29T22:25:42.123221] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SLB'.
[2025-09-29T22:25:42.123575] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-09-29T22:25:42.149116] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:42.149856] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-09-29T22:25:42.149911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:42.149945] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:42.149973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:42.150030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:42.167585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:42.168205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:42.168291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:42.168325] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:42.206539] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:42.206690] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:42.206746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:42.206779] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:42.210225] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: DOWN (p=5.31%)
[2025-09-29T22:25:42.210500] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-09-29T22:25:42.210633] [INFO ] [sig       ] SLB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:42.360034] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SLB.txt
[2025-09-29T22:25:42.360336] [WARN ] [sig       ] [1795/2211] Failed SLB after 0.2s | 4.06 sym/s | Total: 7.4m | ETA: 1.7m
[2025-09-29T22:25:42.360427] [INFO ] [sig       ] [1796/2211] Forecasting SLF...
[2025-09-29T22:25:42.360474] [INFO ] [sig       ] Generating forecast for: SLF
[2025-09-29T22:25:42.360510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-09-29T22:25:42.372164] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SLF'.
[2025-09-29T22:25:42.372548] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-09-29T22:25:42.400278] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:42.401341] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-09-29T22:25:42.401413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:42.401479] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:42.401553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:42.401681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:42.423067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:42.423738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:42.423826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:42.423863] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:42.463175] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:42.463333] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:42.463376] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:42.463408] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:42.470220] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: UP (p=96.93%)
[2025-09-29T22:25:42.470694] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-09-29T22:25:42.470872] [INFO ] [sig       ] SLF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:42.628319] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SLF.txt
[2025-09-29T22:25:42.628693] [WARN ] [sig       ] [1796/2211] Failed SLF after 0.3s | 4.06 sym/s | Total: 7.4m | ETA: 1.7m
[2025-09-29T22:25:42.628825] [INFO ] [sig       ] [1797/2211] Forecasting SLG...
[2025-09-29T22:25:42.628877] [INFO ] [sig       ] Generating forecast for: SLG
[2025-09-29T22:25:42.628913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-09-29T22:25:42.640381] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SLG'.
[2025-09-29T22:25:42.640841] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-09-29T22:25:42.667910] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:42.668771] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-09-29T22:25:42.668831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:42.668870] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:42.668903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:42.668966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:42.688158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:42.689082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:42.689179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:42.689216] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:42.726710] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:42.726893] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:42.726993] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:42.727045] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:42.730854] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: DOWN (p=25.46%)
[2025-09-29T22:25:42.731277] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-09-29T22:25:42.731439] [INFO ] [sig       ] SLG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:42.881802] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SLG.txt
[2025-09-29T22:25:42.882023] [WARN ] [sig       ] [1797/2211] Failed SLG after 0.3s | 4.06 sym/s | Total: 7.4m | ETA: 1.7m
[2025-09-29T22:25:42.882099] [INFO ] [sig       ] [1798/2211] Forecasting SLGN...
[2025-09-29T22:25:42.882139] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-09-29T22:25:42.882172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-09-29T22:25:42.892632] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SLGN'.
[2025-09-29T22:25:42.892996] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-09-29T22:25:42.919723] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:42.920551] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-09-29T22:25:42.920608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:42.920667] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:42.920720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:42.920793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:42.938738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:42.939297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:42.939381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:42.939414] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:42.975118] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:42.975261] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:42.975306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:42.975339] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:42.978982] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: UP (p=59.27%)
[2025-09-29T22:25:42.979267] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-09-29T22:25:42.979402] [INFO ] [sig       ] SLGN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:43.129385] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SLGN.txt
[2025-09-29T22:25:43.129608] [WARN ] [sig       ] [1798/2211] Failed SLGN after 0.2s | 4.06 sym/s | Total: 7.4m | ETA: 1.7m
[2025-09-29T22:25:43.129705] [INFO ] [sig       ] [1799/2211] Forecasting SLQT...
[2025-09-29T22:25:43.129748] [INFO ] [sig       ] Generating forecast for: SLQT
[2025-09-29T22:25:43.129780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQT' from 'https://tdm.silogroup.org/data/derivative_storage/SLQT.csv'.
[2025-09-29T22:25:43.140236] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SLQT'.
[2025-09-29T22:25:43.140557] [INFO ] [FORECASTER] Starting predict_future for SLQT
[2025-09-29T22:25:43.166754] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:43.167818] [DEBUG] [LOCAL     ] No optimal features file found for SLQT: ./output/feature-sets/SLQT.txt
[2025-09-29T22:25:43.167875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:43.167909] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:43.167936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:43.167994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:43.186418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:43.187048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:43.187166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:43.187222] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:43.225026] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:43.225150] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:43.225192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:43.225223] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:43.228759] [DEBUG] [FORECASTER] SLQT: Forecast T+1@11:T+2@11: DOWN (p=29.28%)
[2025-09-29T22:25:43.229054] [INFO ] [FORECASTER] Completed predict_future for SLQT
[2025-09-29T22:25:43.229193] [INFO ] [sig       ] SLQT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:43.379988] [INFO ] [LOCAL     ] Saved forecast: SLQT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SLQT.txt
[2025-09-29T22:25:43.380225] [WARN ] [sig       ] [1799/2211] Failed SLQT after 0.3s | 4.06 sym/s | Total: 7.4m | ETA: 1.7m
[2025-09-29T22:25:43.380300] [INFO ] [sig       ] [1800/2211] Forecasting SLVM...
[2025-09-29T22:25:43.380339] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-09-29T22:25:43.380414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-09-29T22:25:43.389965] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SLVM'.
[2025-09-29T22:25:43.390266] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-09-29T22:25:43.415610] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:43.416390] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-09-29T22:25:43.416447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:43.416483] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:43.416512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:43.416572] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:43.434846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:43.435403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:43.435488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:43.435524] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:43.473222] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:43.473396] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:43.473442] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:43.473490] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:43.477801] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-09-29T22:25:43.478110] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-09-29T22:25:43.478262] [INFO ] [sig       ] SLVM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:43.628767] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SLVM.txt
[2025-09-29T22:25:43.629022] [WARN ] [sig       ] [1800/2211] Failed SLVM after 0.2s | 4.06 sym/s | Total: 7.4m | ETA: 1.7m
[2025-09-29T22:25:43.629100] [INFO ] [sig       ] [1801/2211] Forecasting SM...
[2025-09-29T22:25:43.629142] [INFO ] [sig       ] Generating forecast for: SM
[2025-09-29T22:25:43.629176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-09-29T22:25:43.639232] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SM'.
[2025-09-29T22:25:43.639525] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-09-29T22:25:43.666279] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:43.667130] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-09-29T22:25:43.667193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:43.667231] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:43.667262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:43.667321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:43.686538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:43.687208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:43.687294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:43.687329] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:43.722605] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:43.722723] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:43.722771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:43.722820] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:43.726097] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-09-29T22:25:43.726367] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-09-29T22:25:43.726500] [INFO ] [sig       ] SM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:43.878024] [INFO ] [LOCAL     ] Saved forecast: SM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SM.txt
[2025-09-29T22:25:43.878255] [WARN ] [sig       ] [1801/2211] Failed SM after 0.2s | 4.06 sym/s | Total: 7.4m | ETA: 1.7m
[2025-09-29T22:25:43.878328] [INFO ] [sig       ] [1802/2211] Forecasting SMBK...
[2025-09-29T22:25:43.878367] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-09-29T22:25:43.878399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-09-29T22:25:43.888379] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SMBK'.
[2025-09-29T22:25:43.888746] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-09-29T22:25:43.914762] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:43.915503] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-09-29T22:25:43.915558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:43.915595] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:43.915625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:43.915731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:43.934709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:43.935425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:43.935517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:43.935552] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:43.971288] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:43.971409] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:43.971449] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:43.971481] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:43.974966] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=77.92%)
[2025-09-29T22:25:43.975248] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-09-29T22:25:43.975383] [INFO ] [sig       ] SMBK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:44.131636] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SMBK.txt
[2025-09-29T22:25:44.131914] [WARN ] [sig       ] [1802/2211] Failed SMBK after 0.3s | 4.06 sym/s | Total: 7.4m | ETA: 1.7m
[2025-09-29T22:25:44.131992] [INFO ] [sig       ] [1803/2211] Forecasting SMC...
[2025-09-29T22:25:44.132032] [INFO ] [sig       ] Generating forecast for: SMC
[2025-09-29T22:25:44.132065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMC' from 'https://tdm.silogroup.org/data/derivative_storage/SMC.csv'.
[2025-09-29T22:25:44.142318] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SMC'.
[2025-09-29T22:25:44.142638] [INFO ] [FORECASTER] Starting predict_future for SMC
[2025-09-29T22:25:44.169698] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:44.170482] [DEBUG] [LOCAL     ] No optimal features file found for SMC: ./output/feature-sets/SMC.txt
[2025-09-29T22:25:44.170539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:44.170573] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:44.170602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:44.170752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:44.189465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:44.190110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:44.190196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:44.190232] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:44.226355] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:44.226466] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:44.226504] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:44.226534] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:44.229820] [DEBUG] [FORECASTER] SMC: Forecast T+1@11:T+2@11: UP (p=78.47%)
[2025-09-29T22:25:44.230092] [INFO ] [FORECASTER] Completed predict_future for SMC
[2025-09-29T22:25:44.230223] [INFO ] [sig       ] SMC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:44.378809] [INFO ] [LOCAL     ] Saved forecast: SMC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SMC.txt
[2025-09-29T22:25:44.379064] [WARN ] [sig       ] [1803/2211] Failed SMC after 0.2s | 4.06 sym/s | Total: 7.4m | ETA: 1.7m
[2025-09-29T22:25:44.379174] [INFO ] [sig       ] [1804/2211] Forecasting SMFG...
[2025-09-29T22:25:44.379224] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-09-29T22:25:44.379258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-09-29T22:25:44.390673] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SMFG'.
[2025-09-29T22:25:44.391121] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-09-29T22:25:44.419025] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:44.419937] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-09-29T22:25:44.419994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:44.420030] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:44.420059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:44.420168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:44.440684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:44.441617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:44.441743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:44.441787] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:44.481198] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:44.481373] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:44.481452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:44.481504] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:44.486249] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=28.81%)
[2025-09-29T22:25:44.486622] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-09-29T22:25:44.486843] [INFO ] [sig       ] SMFG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:44.657160] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SMFG.txt
[2025-09-29T22:25:44.657470] [WARN ] [sig       ] [1804/2211] Failed SMFG after 0.3s | 4.05 sym/s | Total: 7.4m | ETA: 1.7m
[2025-09-29T22:25:44.657577] [INFO ] [sig       ] [1805/2211] Forecasting SMG...
[2025-09-29T22:25:44.657617] [INFO ] [sig       ] Generating forecast for: SMG
[2025-09-29T22:25:44.657679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMG' from 'https://tdm.silogroup.org/data/derivative_storage/SMG.csv'.
[2025-09-29T22:25:44.667461] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SMG'.
[2025-09-29T22:25:44.667951] [INFO ] [FORECASTER] Starting predict_future for SMG
[2025-09-29T22:25:44.694435] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:44.695275] [DEBUG] [LOCAL     ] No optimal features file found for SMG: ./output/feature-sets/SMG.txt
[2025-09-29T22:25:44.695337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:44.695374] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:44.695403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:44.695463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:44.713854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:44.714722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:44.714831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:44.714886] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:44.752455] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:44.752618] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:44.752694] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:44.752743] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:44.756250] [DEBUG] [FORECASTER] SMG: Forecast T+1@11:T+2@11: UP (p=89.87%)
[2025-09-29T22:25:44.756526] [INFO ] [FORECASTER] Completed predict_future for SMG
[2025-09-29T22:25:44.756684] [INFO ] [sig       ] SMG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:44.903289] [INFO ] [LOCAL     ] Saved forecast: SMG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SMG.txt
[2025-09-29T22:25:44.903520] [WARN ] [sig       ] [1805/2211] Failed SMG after 0.2s | 4.05 sym/s | Total: 7.4m | ETA: 1.7m
[2025-09-29T22:25:44.903596] [INFO ] [sig       ] [1806/2211] Forecasting SMHI...
[2025-09-29T22:25:44.903636] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-09-29T22:25:44.903713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-09-29T22:25:44.913560] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SMHI'.
[2025-09-29T22:25:44.913957] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-09-29T22:25:44.942527] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:44.943341] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-09-29T22:25:44.943397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:44.943433] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:44.943462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:44.943522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:44.964000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:44.964616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:44.964739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:44.964786] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:45.004346] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:45.004510] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:45.004573] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:45.004630] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:45.008616] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: UP (p=73.92%)
[2025-09-29T22:25:45.008965] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-09-29T22:25:45.009105] [INFO ] [sig       ] SMHI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:45.158411] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SMHI.txt
[2025-09-29T22:25:45.158706] [WARN ] [sig       ] [1806/2211] Failed SMHI after 0.3s | 4.05 sym/s | Total: 7.4m | ETA: 1.7m
[2025-09-29T22:25:45.158807] [INFO ] [sig       ] [1807/2211] Forecasting SMP...
[2025-09-29T22:25:45.158850] [INFO ] [sig       ] Generating forecast for: SMP
[2025-09-29T22:25:45.158883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMP' from 'https://tdm.silogroup.org/data/derivative_storage/SMP.csv'.
[2025-09-29T22:25:45.169057] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SMP'.
[2025-09-29T22:25:45.169383] [INFO ] [FORECASTER] Starting predict_future for SMP
[2025-09-29T22:25:45.195565] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:45.196377] [DEBUG] [LOCAL     ] No optimal features file found for SMP: ./output/feature-sets/SMP.txt
[2025-09-29T22:25:45.196433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:45.196468] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:45.196497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:45.196555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:45.214896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:45.215499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:45.215586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:45.215620] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:45.253220] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:45.253360] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:45.253403] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:45.253434] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:45.256953] [DEBUG] [FORECASTER] SMP: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2025-09-29T22:25:45.257279] [INFO ] [FORECASTER] Completed predict_future for SMP
[2025-09-29T22:25:45.257422] [INFO ] [sig       ] SMP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:45.414823] [INFO ] [LOCAL     ] Saved forecast: SMP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SMP.txt
[2025-09-29T22:25:45.415100] [WARN ] [sig       ] [1807/2211] Failed SMP after 0.3s | 4.05 sym/s | Total: 7.4m | ETA: 1.7m
[2025-09-29T22:25:45.415185] [INFO ] [sig       ] [1808/2211] Forecasting SMR...
[2025-09-29T22:25:45.415225] [INFO ] [sig       ] Generating forecast for: SMR
[2025-09-29T22:25:45.415258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMR' from 'https://tdm.silogroup.org/data/derivative_storage/SMR.csv'.
[2025-09-29T22:25:45.420244] [WARN ] [REMOTE    ] Historical data not found for symbol 'SMR' (404).
[2025-09-29T22:25:45.420463] [FATAL] [sig       ] SMR: No historical data fetched.
[2025-09-29T22:25:45.420543] [WARN ] [sig       ] [1808/2211] Failed SMR after 0.0s | 4.06 sym/s | Total: 7.4m | ETA: 1.7m
[2025-09-29T22:25:45.420608] [INFO ] [sig       ] [1809/2211] Forecasting SMRT...
[2025-09-29T22:25:45.420674] [INFO ] [sig       ] Generating forecast for: SMRT
[2025-09-29T22:25:45.420727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMRT' from 'https://tdm.silogroup.org/data/derivative_storage/SMRT.csv'.
[2025-09-29T22:25:45.431005] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SMRT'.
[2025-09-29T22:25:45.431385] [INFO ] [FORECASTER] Starting predict_future for SMRT
[2025-09-29T22:25:45.458488] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:45.459433] [DEBUG] [LOCAL     ] No optimal features file found for SMRT: ./output/feature-sets/SMRT.txt
[2025-09-29T22:25:45.459493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:45.459529] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:45.459559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:45.459637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:45.478266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:45.479079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:45.479170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:45.479205] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:45.515482] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:45.515677] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:45.515742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:45.515776] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:45.519511] [DEBUG] [FORECASTER] SMRT: Forecast T+1@11:T+2@11: DOWN (p=23.79%)
[2025-09-29T22:25:45.519842] [INFO ] [FORECASTER] Completed predict_future for SMRT
[2025-09-29T22:25:45.519985] [INFO ] [sig       ] SMRT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:45.687309] [INFO ] [LOCAL     ] Saved forecast: SMRT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SMRT.txt
[2025-09-29T22:25:45.687570] [WARN ] [sig       ] [1809/2211] Failed SMRT after 0.3s | 4.06 sym/s | Total: 7.4m | ETA: 1.7m
[2025-09-29T22:25:45.687669] [INFO ] [sig       ] [1810/2211] Forecasting SMWB...
[2025-09-29T22:25:45.687723] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-09-29T22:25:45.687762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-09-29T22:25:45.698812] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SMWB'.
[2025-09-29T22:25:45.699208] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-09-29T22:25:45.726289] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:45.727136] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-09-29T22:25:45.727201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:45.727240] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:45.727271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:45.727332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:45.746006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:45.746700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:45.746798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:45.746835] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:45.786868] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:45.786977] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:45.787023] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:45.787062] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:45.790576] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: UP (p=64.57%)
[2025-09-29T22:25:45.790895] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-09-29T22:25:45.791043] [INFO ] [sig       ] SMWB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:45.946824] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SMWB.txt
[2025-09-29T22:25:45.947091] [WARN ] [sig       ] [1810/2211] Failed SMWB after 0.3s | 4.06 sym/s | Total: 7.4m | ETA: 1.6m
[2025-09-29T22:25:45.947194] [INFO ] [sig       ] [1811/2211] Forecasting SN...
[2025-09-29T22:25:45.947235] [INFO ] [sig       ] Generating forecast for: SN
[2025-09-29T22:25:45.947269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-09-29T22:25:45.958696] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SN'.
[2025-09-29T22:25:45.959080] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-09-29T22:25:45.985851] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:45.986918] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-09-29T22:25:45.987028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:45.987085] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:45.987203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:45.987300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:46.005451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:46.006175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:46.006265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:46.006300] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:46.044771] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:46.044904] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:46.044946] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:46.044977] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:46.048554] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2025-09-29T22:25:46.048864] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-09-29T22:25:46.049014] [INFO ] [sig       ] SN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:46.200310] [INFO ] [LOCAL     ] Saved forecast: SN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SN.txt
[2025-09-29T22:25:46.200576] [WARN ] [sig       ] [1811/2211] Failed SN after 0.3s | 4.06 sym/s | Total: 7.4m | ETA: 1.6m
[2025-09-29T22:25:46.200681] [INFO ] [sig       ] [1812/2211] Forecasting SNA...
[2025-09-29T22:25:46.200732] [INFO ] [sig       ] Generating forecast for: SNA
[2025-09-29T22:25:46.200767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-09-29T22:25:46.212113] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SNA'.
[2025-09-29T22:25:46.212539] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-09-29T22:25:46.243170] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:46.244188] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-09-29T22:25:46.244248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:46.244285] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:46.244314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:46.244386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:46.271521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:46.272320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:46.272412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:46.272448] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:46.309711] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:46.309900] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:46.309948] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:46.309980] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:46.313921] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: UP (p=90.98%)
[2025-09-29T22:25:46.314275] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-09-29T22:25:46.314462] [INFO ] [sig       ] SNA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:46.466687] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SNA.txt
[2025-09-29T22:25:46.466942] [WARN ] [sig       ] [1812/2211] Failed SNA after 0.3s | 4.06 sym/s | Total: 7.4m | ETA: 1.6m
[2025-09-29T22:25:46.467021] [INFO ] [sig       ] [1813/2211] Forecasting SNAP...
[2025-09-29T22:25:46.467062] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-09-29T22:25:46.467096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-09-29T22:25:46.478071] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SNAP'.
[2025-09-29T22:25:46.478463] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-09-29T22:25:46.505040] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:46.506276] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-09-29T22:25:46.506345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:46.506381] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:46.506410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:46.506470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:46.532381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:46.533518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:46.533629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:46.533712] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:46.585336] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:46.585516] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:46.585568] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:46.585602] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:46.590216] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: DOWN (p=18.96%)
[2025-09-29T22:25:46.590571] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-09-29T22:25:46.590780] [INFO ] [sig       ] SNAP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:46.759638] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SNAP.txt
[2025-09-29T22:25:46.759933] [WARN ] [sig       ] [1813/2211] Failed SNAP after 0.3s | 4.06 sym/s | Total: 7.5m | ETA: 1.6m
[2025-09-29T22:25:46.760014] [INFO ] [sig       ] [1814/2211] Forecasting SNDA...
[2025-09-29T22:25:46.760054] [INFO ] [sig       ] Generating forecast for: SNDA
[2025-09-29T22:25:46.760085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDA' from 'https://tdm.silogroup.org/data/derivative_storage/SNDA.csv'.
[2025-09-29T22:25:46.770376] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SNDA'.
[2025-09-29T22:25:46.770794] [INFO ] [FORECASTER] Starting predict_future for SNDA
[2025-09-29T22:25:46.797067] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:46.797972] [DEBUG] [LOCAL     ] No optimal features file found for SNDA: ./output/feature-sets/SNDA.txt
[2025-09-29T22:25:46.798029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:46.798065] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:46.798094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:46.798152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:46.816605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:46.817338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:46.817425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:46.817462] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:46.853998] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:46.854136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:46.854179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:46.854228] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:46.857772] [DEBUG] [FORECASTER] SNDA: Forecast T+1@11:T+2@11: UP (p=95.28%)
[2025-09-29T22:25:46.858064] [INFO ] [FORECASTER] Completed predict_future for SNDA
[2025-09-29T22:25:46.858207] [INFO ] [sig       ] SNDA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:47.009234] [INFO ] [LOCAL     ] Saved forecast: SNDA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SNDA.txt
[2025-09-29T22:25:47.009505] [WARN ] [sig       ] [1814/2211] Failed SNDA after 0.2s | 4.06 sym/s | Total: 7.5m | ETA: 1.6m
[2025-09-29T22:25:47.009584] [INFO ] [sig       ] [1815/2211] Forecasting SNDR...
[2025-09-29T22:25:47.009626] [INFO ] [sig       ] Generating forecast for: SNDR
[2025-09-29T22:25:47.009697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDR' from 'https://tdm.silogroup.org/data/derivative_storage/SNDR.csv'.
[2025-09-29T22:25:47.020540] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SNDR'.
[2025-09-29T22:25:47.020875] [INFO ] [FORECASTER] Starting predict_future for SNDR
[2025-09-29T22:25:47.048106] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:47.048958] [DEBUG] [LOCAL     ] No optimal features file found for SNDR: ./output/feature-sets/SNDR.txt
[2025-09-29T22:25:47.049017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:47.049053] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:47.049084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:47.049145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:47.067932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:47.068595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:47.068708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:47.068759] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:47.109141] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:47.109282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:47.109325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:47.109357] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:47.113405] [DEBUG] [FORECASTER] SNDR: Forecast T+1@11:T+2@11: UP (p=70.99%)
[2025-09-29T22:25:47.113769] [INFO ] [FORECASTER] Completed predict_future for SNDR
[2025-09-29T22:25:47.113984] [INFO ] [sig       ] SNDR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:47.272031] [INFO ] [LOCAL     ] Saved forecast: SNDR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SNDR.txt
[2025-09-29T22:25:47.272265] [WARN ] [sig       ] [1815/2211] Failed SNDR after 0.3s | 4.06 sym/s | Total: 7.5m | ETA: 1.6m
[2025-09-29T22:25:47.272344] [INFO ] [sig       ] [1816/2211] Forecasting SNN...
[2025-09-29T22:25:47.272383] [INFO ] [sig       ] Generating forecast for: SNN
[2025-09-29T22:25:47.272415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-09-29T22:25:47.282996] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SNN'.
[2025-09-29T22:25:47.283315] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-09-29T22:25:47.309322] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:47.310122] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-09-29T22:25:47.310179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:47.310214] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:47.310243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:47.310321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:47.328429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:47.329066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:47.329151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:47.329186] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:47.369684] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:47.369822] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:47.369865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:47.369897] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:47.373334] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=96.60%)
[2025-09-29T22:25:47.373609] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-09-29T22:25:47.373783] [INFO ] [sig       ] SNN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:47.544085] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SNN.txt
[2025-09-29T22:25:47.544443] [WARN ] [sig       ] [1816/2211] Failed SNN after 0.3s | 4.06 sym/s | Total: 7.5m | ETA: 1.6m
[2025-09-29T22:25:47.544541] [INFO ] [sig       ] [1817/2211] Forecasting SNOW...
[2025-09-29T22:25:47.544727] [INFO ] [sig       ] Generating forecast for: SNOW
[2025-09-29T22:25:47.544794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOW' from 'https://tdm.silogroup.org/data/derivative_storage/SNOW.csv'.
[2025-09-29T22:25:47.550843] [WARN ] [REMOTE    ] Historical data not found for symbol 'SNOW' (404).
[2025-09-29T22:25:47.551150] [FATAL] [sig       ] SNOW: No historical data fetched.
[2025-09-29T22:25:47.551267] [WARN ] [sig       ] [1817/2211] Failed SNOW after 0.0s | 4.06 sym/s | Total: 7.5m | ETA: 1.6m
[2025-09-29T22:25:47.551352] [INFO ] [sig       ] [1818/2211] Forecasting SNV...
[2025-09-29T22:25:47.551427] [INFO ] [sig       ] Generating forecast for: SNV
[2025-09-29T22:25:47.551492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNV' from 'https://tdm.silogroup.org/data/derivative_storage/SNV.csv'.
[2025-09-29T22:25:47.563040] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SNV'.
[2025-09-29T22:25:47.563476] [INFO ] [FORECASTER] Starting predict_future for SNV
[2025-09-29T22:25:47.590826] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:47.591609] [DEBUG] [LOCAL     ] No optimal features file found for SNV: ./output/feature-sets/SNV.txt
[2025-09-29T22:25:47.591690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:47.591739] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:47.591769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:47.591827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:47.610801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:47.611618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:47.611734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:47.611777] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:47.652456] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:47.652596] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:47.652661] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:47.652718] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:47.658691] [DEBUG] [FORECASTER] SNV: Forecast T+1@11:T+2@11: UP (p=73.40%)
[2025-09-29T22:25:47.659009] [INFO ] [FORECASTER] Completed predict_future for SNV
[2025-09-29T22:25:47.659150] [INFO ] [sig       ] SNV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:47.816347] [INFO ] [LOCAL     ] Saved forecast: SNV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SNV.txt
[2025-09-29T22:25:47.816605] [WARN ] [sig       ] [1818/2211] Failed SNV after 0.3s | 4.06 sym/s | Total: 7.5m | ETA: 1.6m
[2025-09-29T22:25:47.816704] [INFO ] [sig       ] [1819/2211] Forecasting SNX...
[2025-09-29T22:25:47.816746] [INFO ] [sig       ] Generating forecast for: SNX
[2025-09-29T22:25:47.816779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-09-29T22:25:47.828158] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SNX'.
[2025-09-29T22:25:47.828720] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-09-29T22:25:47.855541] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:47.856390] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-09-29T22:25:47.856448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:47.856485] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:47.856513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:47.856570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:47.875511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:47.876246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:47.876337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:47.876375] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:47.915167] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:47.915317] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:47.915362] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:47.915427] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:47.919138] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=14.26%)
[2025-09-29T22:25:47.919418] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-09-29T22:25:47.919556] [INFO ] [sig       ] SNX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:48.072255] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SNX.txt
[2025-09-29T22:25:48.072504] [WARN ] [sig       ] [1819/2211] Failed SNX after 0.3s | 4.06 sym/s | Total: 7.5m | ETA: 1.6m
[2025-09-29T22:25:48.072581] [INFO ] [sig       ] [1820/2211] Forecasting SO...
[2025-09-29T22:25:48.072621] [INFO ] [sig       ] Generating forecast for: SO
[2025-09-29T22:25:48.072687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-09-29T22:25:48.077481] [WARN ] [REMOTE    ] Historical data not found for symbol 'SO' (404).
[2025-09-29T22:25:48.077745] [FATAL] [sig       ] SO: No historical data fetched.
[2025-09-29T22:25:48.077863] [WARN ] [sig       ] [1820/2211] Failed SO after 0.0s | 4.06 sym/s | Total: 7.5m | ETA: 1.6m
[2025-09-29T22:25:48.077935] [INFO ] [sig       ] [1821/2211] Forecasting SOBO...
[2025-09-29T22:25:48.077976] [INFO ] [sig       ] Generating forecast for: SOBO
[2025-09-29T22:25:48.078014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOBO' from 'https://tdm.silogroup.org/data/derivative_storage/SOBO.csv'.
[2025-09-29T22:25:48.088230] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SOBO'.
[2025-09-29T22:25:48.088592] [INFO ] [FORECASTER] Starting predict_future for SOBO
[2025-09-29T22:25:48.118255] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:48.119149] [DEBUG] [LOCAL     ] No optimal features file found for SOBO: ./output/feature-sets/SOBO.txt
[2025-09-29T22:25:48.119207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:48.119244] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:48.119295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:48.119399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:48.138610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:48.139357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:48.139447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:48.139482] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:48.178861] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:48.179022] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:48.179067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:48.179098] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:48.182764] [DEBUG] [FORECASTER] SOBO: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-09-29T22:25:48.183052] [INFO ] [FORECASTER] Completed predict_future for SOBO
[2025-09-29T22:25:48.183183] [INFO ] [sig       ] SOBO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:48.333018] [INFO ] [LOCAL     ] Saved forecast: SOBO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SOBO.txt
[2025-09-29T22:25:48.333240] [WARN ] [sig       ] [1821/2211] Failed SOBO after 0.3s | 4.06 sym/s | Total: 7.5m | ETA: 1.6m
[2025-09-29T22:25:48.333318] [INFO ] [sig       ] [1822/2211] Forecasting SOC...
[2025-09-29T22:25:48.333359] [INFO ] [sig       ] Generating forecast for: SOC
[2025-09-29T22:25:48.333391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOC' from 'https://tdm.silogroup.org/data/derivative_storage/SOC.csv'.
[2025-09-29T22:25:48.343157] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SOC'.
[2025-09-29T22:25:48.343500] [INFO ] [FORECASTER] Starting predict_future for SOC
[2025-09-29T22:25:48.369599] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:48.370390] [DEBUG] [LOCAL     ] No optimal features file found for SOC: ./output/feature-sets/SOC.txt
[2025-09-29T22:25:48.370446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:48.370481] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:48.370510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:48.370569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:48.388799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:48.389378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:48.389461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:48.389495] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:48.418104] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:48.418219] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:48.418259] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:48.418289] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:48.421824] [DEBUG] [FORECASTER] SOC: Forecast T+1@11:T+2@11: DOWN (p=40.41%)
[2025-09-29T22:25:48.422097] [INFO ] [FORECASTER] Completed predict_future for SOC
[2025-09-29T22:25:48.422264] [INFO ] [sig       ] SOC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:48.574319] [INFO ] [LOCAL     ] Saved forecast: SOC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SOC.txt
[2025-09-29T22:25:48.574550] [WARN ] [sig       ] [1822/2211] Failed SOC after 0.2s | 4.06 sym/s | Total: 7.5m | ETA: 1.6m
[2025-09-29T22:25:48.574628] [INFO ] [sig       ] [1823/2211] Forecasting SOJC...
[2025-09-29T22:25:48.574706] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-09-29T22:25:48.574786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-09-29T22:25:48.585185] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'SOJC'.
[2025-09-29T22:25:48.585526] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-09-29T22:25:48.612100] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:48.612878] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-09-29T22:25:48.612936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:48.612971] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:48.613001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:48.613058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:48.632146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:48.632972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:48.633060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:48.633096] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:48.660584] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:48.660728] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:48.660780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:48.660812] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:48.664441] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: DOWN (p=20.97%)
[2025-09-29T22:25:48.664766] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-09-29T22:25:48.664935] [INFO ] [sig       ] SOJC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:48.817046] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SOJC.txt
[2025-09-29T22:25:48.817299] [WARN ] [sig       ] [1823/2211] Failed SOJC after 0.2s | 4.06 sym/s | Total: 7.5m | ETA: 1.6m
[2025-09-29T22:25:48.817377] [INFO ] [sig       ] [1824/2211] Forecasting SOJD...
[2025-09-29T22:25:48.817416] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-09-29T22:25:48.817449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-09-29T22:25:48.828266] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SOJD'.
[2025-09-29T22:25:48.828696] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-09-29T22:25:48.856860] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:48.857753] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-09-29T22:25:48.857813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:48.857851] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:48.857881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:48.857941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:48.877826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:48.878489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:48.878590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:48.878626] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:48.964216] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:48.964366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:48.964416] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:48.964449] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:48.968186] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: DOWN (p=45.06%)
[2025-09-29T22:25:48.968475] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-09-29T22:25:48.968618] [INFO ] [sig       ] SOJD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:49.122194] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SOJD.txt
[2025-09-29T22:25:49.122448] [WARN ] [sig       ] [1824/2211] Failed SOJD after 0.3s | 4.06 sym/s | Total: 7.5m | ETA: 1.6m
[2025-09-29T22:25:49.122526] [INFO ] [sig       ] [1825/2211] Forecasting SOJE...
[2025-09-29T22:25:49.122566] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-09-29T22:25:49.122601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-09-29T22:25:49.133968] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SOJE'.
[2025-09-29T22:25:49.134340] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-09-29T22:25:49.160092] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:49.160882] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-09-29T22:25:49.160939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:49.160974] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:49.161002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:49.161061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:49.179816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:49.180499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:49.180590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:49.180633] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:49.219124] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:49.219256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:49.219297] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:49.219326] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:49.222960] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=13.59%)
[2025-09-29T22:25:49.223239] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-09-29T22:25:49.223382] [INFO ] [sig       ] SOJE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:49.379868] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SOJE.txt
[2025-09-29T22:25:49.380158] [WARN ] [sig       ] [1825/2211] Failed SOJE after 0.3s | 4.06 sym/s | Total: 7.5m | ETA: 1.6m
[2025-09-29T22:25:49.380242] [INFO ] [sig       ] [1826/2211] Forecasting SOL...
[2025-09-29T22:25:49.380282] [INFO ] [sig       ] Generating forecast for: SOL
[2025-09-29T22:25:49.380315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'.
[2025-09-29T22:25:49.391496] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SOL'.
[2025-09-29T22:25:49.391932] [INFO ] [FORECASTER] Starting predict_future for SOL
[2025-09-29T22:25:49.418549] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:49.419483] [DEBUG] [LOCAL     ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt
[2025-09-29T22:25:49.419543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:49.419580] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:49.419609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:49.419740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:49.438456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:49.439096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:49.439183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:49.439218] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:49.476884] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:49.477063] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:49.477169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:49.477223] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:49.481073] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: UP (p=90.93%)
[2025-09-29T22:25:49.481354] [INFO ] [FORECASTER] Completed predict_future for SOL
[2025-09-29T22:25:49.481542] [INFO ] [sig       ] SOL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:49.628756] [INFO ] [LOCAL     ] Saved forecast: SOL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SOL.txt
[2025-09-29T22:25:49.628998] [WARN ] [sig       ] [1826/2211] Failed SOL after 0.2s | 4.06 sym/s | Total: 7.5m | ETA: 1.6m
[2025-09-29T22:25:49.629074] [INFO ] [sig       ] [1827/2211] Forecasting SOLV...
[2025-09-29T22:25:49.629114] [INFO ] [sig       ] Generating forecast for: SOLV
[2025-09-29T22:25:49.629154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOLV' from 'https://tdm.silogroup.org/data/derivative_storage/SOLV.csv'.
[2025-09-29T22:25:49.639255] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SOLV'.
[2025-09-29T22:25:49.639582] [INFO ] [FORECASTER] Starting predict_future for SOLV
[2025-09-29T22:25:49.665757] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:49.666534] [DEBUG] [LOCAL     ] No optimal features file found for SOLV: ./output/feature-sets/SOLV.txt
[2025-09-29T22:25:49.666590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:49.666625] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:49.666724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:49.666798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:49.685251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:49.685911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:49.685997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:49.686032] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:49.723774] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:49.723916] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:49.723999] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:49.724049] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:49.727934] [DEBUG] [FORECASTER] SOLV: Forecast T+1@11:T+2@11: UP (p=87.15%)
[2025-09-29T22:25:49.728209] [INFO ] [FORECASTER] Completed predict_future for SOLV
[2025-09-29T22:25:49.728356] [INFO ] [sig       ] SOLV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:49.877727] [INFO ] [LOCAL     ] Saved forecast: SOLV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SOLV.txt
[2025-09-29T22:25:49.877956] [WARN ] [sig       ] [1827/2211] Failed SOLV after 0.2s | 4.06 sym/s | Total: 7.5m | ETA: 1.6m
[2025-09-29T22:25:49.878032] [INFO ] [sig       ] [1828/2211] Forecasting SON...
[2025-09-29T22:25:49.878072] [INFO ] [sig       ] Generating forecast for: SON
[2025-09-29T22:25:49.878104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-09-29T22:25:49.888151] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SON'.
[2025-09-29T22:25:49.888451] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-09-29T22:25:49.913816] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:49.914546] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-09-29T22:25:49.914601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:49.914635] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:49.914728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:49.914796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:49.933385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:49.934011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:49.934099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:49.934134] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:49.972694] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:49.972853] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:49.972897] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:49.972930] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:49.976367] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=51.90%)
[2025-09-29T22:25:49.976674] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-09-29T22:25:49.976833] [INFO ] [sig       ] SON: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:50.121089] [INFO ] [LOCAL     ] Saved forecast: SON	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SON.txt
[2025-09-29T22:25:50.121317] [WARN ] [sig       ] [1828/2211] Failed SON after 0.2s | 4.06 sym/s | Total: 7.5m | ETA: 1.6m
[2025-09-29T22:25:50.121393] [INFO ] [sig       ] [1829/2211] Forecasting SONY...
[2025-09-29T22:25:50.121433] [INFO ] [sig       ] Generating forecast for: SONY
[2025-09-29T22:25:50.121466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONY' from 'https://tdm.silogroup.org/data/derivative_storage/SONY.csv'.
[2025-09-29T22:25:50.132260] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SONY'.
[2025-09-29T22:25:50.132689] [INFO ] [FORECASTER] Starting predict_future for SONY
[2025-09-29T22:25:50.160018] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:50.160834] [DEBUG] [LOCAL     ] No optimal features file found for SONY: ./output/feature-sets/SONY.txt
[2025-09-29T22:25:50.160892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:50.160928] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:50.160957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:50.161016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:50.180096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:50.180714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:50.180806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:50.180842] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:50.221361] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:50.221518] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:50.221561] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:50.221592] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:50.225346] [DEBUG] [FORECASTER] SONY: Forecast T+1@11:T+2@11: UP (p=83.29%)
[2025-09-29T22:25:50.226241] [INFO ] [FORECASTER] Completed predict_future for SONY
[2025-09-29T22:25:50.226414] [INFO ] [sig       ] SONY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:50.381889] [INFO ] [LOCAL     ] Saved forecast: SONY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SONY.txt
[2025-09-29T22:25:50.382150] [WARN ] [sig       ] [1829/2211] Failed SONY after 0.3s | 4.06 sym/s | Total: 7.5m | ETA: 1.6m
[2025-09-29T22:25:50.382233] [INFO ] [sig       ] [1830/2211] Forecasting SOR...
[2025-09-29T22:25:50.382274] [INFO ] [sig       ] Generating forecast for: SOR
[2025-09-29T22:25:50.382308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOR' from 'https://tdm.silogroup.org/data/derivative_storage/SOR.csv'.
[2025-09-29T22:25:50.392579] [DEBUG] [REMOTE    ] Successfully parsed 1790 rows of historical data for symbol 'SOR'.
[2025-09-29T22:25:50.393093] [INFO ] [FORECASTER] Starting predict_future for SOR
[2025-09-29T22:25:50.421429] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:50.422324] [DEBUG] [LOCAL     ] No optimal features file found for SOR: ./output/feature-sets/SOR.txt
[2025-09-29T22:25:50.422387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:50.422425] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:50.422456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:50.422516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:50.442835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:50.443752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:50.443851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:50.443889] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:50.482116] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:50.482324] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:50.482396] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:50.482436] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:50.486296] [DEBUG] [FORECASTER] SOR: Forecast T+1@11:T+2@11: UP (p=95.44%)
[2025-09-29T22:25:50.486624] [INFO ] [FORECASTER] Completed predict_future for SOR
[2025-09-29T22:25:50.486810] [INFO ] [sig       ] SOR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:50.641972] [INFO ] [LOCAL     ] Saved forecast: SOR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SOR.txt
[2025-09-29T22:25:50.642216] [WARN ] [sig       ] [1830/2211] Failed SOR after 0.3s | 4.06 sym/s | Total: 7.5m | ETA: 1.6m
[2025-09-29T22:25:50.642292] [INFO ] [sig       ] [1831/2211] Forecasting SOS...
[2025-09-29T22:25:50.642331] [INFO ] [sig       ] Generating forecast for: SOS
[2025-09-29T22:25:50.642362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOS' from 'https://tdm.silogroup.org/data/derivative_storage/SOS.csv'.
[2025-09-29T22:25:50.652357] [DEBUG] [REMOTE    ] Successfully parsed 1792 rows of historical data for symbol 'SOS'.
[2025-09-29T22:25:50.652702] [INFO ] [FORECASTER] Starting predict_future for SOS
[2025-09-29T22:25:50.678177] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:50.678979] [DEBUG] [LOCAL     ] No optimal features file found for SOS: ./output/feature-sets/SOS.txt
[2025-09-29T22:25:50.679036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:50.679070] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:50.679100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:50.679158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:50.697128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:50.697769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:50.697854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:50.697896] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:50.737276] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:50.737458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:50.737514] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:50.737548] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:50.741166] [DEBUG] [FORECASTER] SOS: Forecast T+1@11:T+2@11: DOWN (p=7.11%)
[2025-09-29T22:25:50.741447] [INFO ] [FORECASTER] Completed predict_future for SOS
[2025-09-29T22:25:50.741586] [INFO ] [sig       ] SOS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:50.890880] [INFO ] [LOCAL     ] Saved forecast: SOS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SOS.txt
[2025-09-29T22:25:50.891171] [WARN ] [sig       ] [1831/2211] Failed SOS after 0.2s | 4.06 sym/s | Total: 7.5m | ETA: 1.6m
[2025-09-29T22:25:50.891249] [INFO ] [sig       ] [1832/2211] Forecasting SPB...
[2025-09-29T22:25:50.891290] [INFO ] [sig       ] Generating forecast for: SPB
[2025-09-29T22:25:50.891323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-09-29T22:25:50.901737] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SPB'.
[2025-09-29T22:25:50.902151] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-09-29T22:25:50.928568] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:50.929408] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-09-29T22:25:50.929500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:50.929543] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:50.929574] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:50.929635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:50.950024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:50.950848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:50.950946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:50.950983] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:50.991316] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:50.991488] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:50.991533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:50.991565] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:50.995143] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: DOWN (p=43.11%)
[2025-09-29T22:25:50.995422] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-09-29T22:25:50.995559] [INFO ] [sig       ] SPB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:51.149260] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SPB.txt
[2025-09-29T22:25:51.149509] [WARN ] [sig       ] [1832/2211] Failed SPB after 0.3s | 4.06 sym/s | Total: 7.5m | ETA: 1.6m
[2025-09-29T22:25:51.149588] [INFO ] [sig       ] [1833/2211] Forecasting SPCE...
[2025-09-29T22:25:51.149629] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-09-29T22:25:51.149715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-09-29T22:25:51.159901] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SPCE'.
[2025-09-29T22:25:51.160241] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-09-29T22:25:51.186572] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:51.187484] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-09-29T22:25:51.187545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:51.187583] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:51.187613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:51.187697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:51.205441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:51.206180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:51.206278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:51.206318] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:51.245214] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:51.245368] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:51.245442] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:51.245479] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:51.249312] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=4.24%)
[2025-09-29T22:25:51.249604] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-09-29T22:25:51.249784] [INFO ] [sig       ] SPCE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:51.403893] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SPCE.txt
[2025-09-29T22:25:51.404159] [WARN ] [sig       ] [1833/2211] Failed SPCE after 0.3s | 4.06 sym/s | Total: 7.5m | ETA: 1.6m
[2025-09-29T22:25:51.404241] [INFO ] [sig       ] [1834/2211] Forecasting SPE...
[2025-09-29T22:25:51.404282] [INFO ] [sig       ] Generating forecast for: SPE
[2025-09-29T22:25:51.404317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-09-29T22:25:51.414843] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SPE'.
[2025-09-29T22:25:51.415310] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-09-29T22:25:51.443701] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:51.444604] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-09-29T22:25:51.444689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:51.444738] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:51.444796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:51.444893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:51.464911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:51.465890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:51.465989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:51.466031] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:51.502286] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:51.502471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:51.502519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:51.502552] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:51.506405] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=89.33%)
[2025-09-29T22:25:51.506771] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-09-29T22:25:51.506925] [INFO ] [sig       ] SPE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:51.665831] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SPE.txt
[2025-09-29T22:25:51.666102] [WARN ] [sig       ] [1834/2211] Failed SPE after 0.3s | 4.06 sym/s | Total: 7.5m | ETA: 1.5m
[2025-09-29T22:25:51.666184] [INFO ] [sig       ] [1835/2211] Forecasting SPG...
[2025-09-29T22:25:51.666225] [INFO ] [sig       ] Generating forecast for: SPG
[2025-09-29T22:25:51.666258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-09-29T22:25:51.677782] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SPG'.
[2025-09-29T22:25:51.678173] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-09-29T22:25:51.706866] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:51.707806] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-09-29T22:25:51.707865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:51.707901] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:51.707930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:51.708010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:51.730779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:51.731725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:51.731827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:51.731865] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:51.776269] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:51.776446] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:51.776584] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:51.776667] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:51.781912] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=6.44%)
[2025-09-29T22:25:51.782230] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-09-29T22:25:51.782380] [INFO ] [sig       ] SPG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:51.965064] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SPG.txt
[2025-09-29T22:25:51.965320] [WARN ] [sig       ] [1835/2211] Failed SPG after 0.3s | 4.06 sym/s | Total: 7.5m | ETA: 1.5m
[2025-09-29T22:25:51.965404] [INFO ] [sig       ] [1836/2211] Forecasting SPGI...
[2025-09-29T22:25:51.965447] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-09-29T22:25:51.965482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-09-29T22:25:51.976206] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SPGI'.
[2025-09-29T22:25:51.976701] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-09-29T22:25:52.005853] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:52.006764] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-09-29T22:25:52.006822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:52.006857] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:52.006887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:52.006947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:52.028324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:52.029153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:52.029249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:52.029287] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:52.073608] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:52.073813] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:52.073870] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:52.073913] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:52.079472] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: UP (p=74.70%)
[2025-09-29T22:25:52.079867] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-09-29T22:25:52.080105] [INFO ] [sig       ] SPGI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:52.256001] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SPGI.txt
[2025-09-29T22:25:52.256256] [WARN ] [sig       ] [1836/2211] Failed SPGI after 0.3s | 4.06 sym/s | Total: 7.5m | ETA: 1.5m
[2025-09-29T22:25:52.256339] [INFO ] [sig       ] [1837/2211] Forecasting SPH...
[2025-09-29T22:25:52.256379] [INFO ] [sig       ] Generating forecast for: SPH
[2025-09-29T22:25:52.256413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-09-29T22:25:52.267719] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SPH'.
[2025-09-29T22:25:52.268126] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-09-29T22:25:52.295253] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:52.296118] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-09-29T22:25:52.296177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:52.296213] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:52.296243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:52.296302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:52.315223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:52.315865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:52.315956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:52.315991] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:52.358309] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:52.358438] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:52.358481] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:52.358515] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:52.362396] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=23.65%)
[2025-09-29T22:25:52.362744] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-09-29T22:25:52.362897] [INFO ] [sig       ] SPH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:52.535397] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SPH.txt
[2025-09-29T22:25:52.535667] [WARN ] [sig       ] [1837/2211] Failed SPH after 0.3s | 4.06 sym/s | Total: 7.5m | ETA: 1.5m
[2025-09-29T22:25:52.535756] [INFO ] [sig       ] [1838/2211] Forecasting SPHR...
[2025-09-29T22:25:52.535817] [INFO ] [sig       ] Generating forecast for: SPHR
[2025-09-29T22:25:52.535865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPHR' from 'https://tdm.silogroup.org/data/derivative_storage/SPHR.csv'.
[2025-09-29T22:25:52.547328] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SPHR'.
[2025-09-29T22:25:52.547719] [INFO ] [FORECASTER] Starting predict_future for SPHR
[2025-09-29T22:25:52.575004] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:52.575833] [DEBUG] [LOCAL     ] No optimal features file found for SPHR: ./output/feature-sets/SPHR.txt
[2025-09-29T22:25:52.575891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:52.575928] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:52.575958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:52.576019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:52.594796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:52.595447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:52.595552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:52.595607] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:52.637698] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:52.637870] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:52.637916] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:52.637946] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:52.641637] [DEBUG] [FORECASTER] SPHR: Forecast T+1@11:T+2@11: UP (p=78.94%)
[2025-09-29T22:25:52.641949] [INFO ] [FORECASTER] Completed predict_future for SPHR
[2025-09-29T22:25:52.642084] [INFO ] [sig       ] SPHR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:52.802752] [INFO ] [LOCAL     ] Saved forecast: SPHR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SPHR.txt
[2025-09-29T22:25:52.803015] [WARN ] [sig       ] [1838/2211] Failed SPHR after 0.3s | 4.06 sym/s | Total: 7.6m | ETA: 1.5m
[2025-09-29T22:25:52.803102] [INFO ] [sig       ] [1839/2211] Forecasting SPIR...
[2025-09-29T22:25:52.803146] [INFO ] [sig       ] Generating forecast for: SPIR
[2025-09-29T22:25:52.803179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPIR' from 'https://tdm.silogroup.org/data/derivative_storage/SPIR.csv'.
[2025-09-29T22:25:52.812910] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SPIR'.
[2025-09-29T22:25:52.813246] [INFO ] [FORECASTER] Starting predict_future for SPIR
[2025-09-29T22:25:52.841524] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:52.842365] [DEBUG] [LOCAL     ] No optimal features file found for SPIR: ./output/feature-sets/SPIR.txt
[2025-09-29T22:25:52.842424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:52.842460] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:52.842490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:52.842549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:52.861314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:52.861989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:52.862077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:52.862112] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:52.898206] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:52.898331] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:52.898371] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:52.898402] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:52.901849] [DEBUG] [FORECASTER] SPIR: Forecast T+1@11:T+2@11: DOWN (p=20.95%)
[2025-09-29T22:25:52.902133] [INFO ] [FORECASTER] Completed predict_future for SPIR
[2025-09-29T22:25:52.902270] [INFO ] [sig       ] SPIR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:53.053088] [INFO ] [LOCAL     ] Saved forecast: SPIR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SPIR.txt
[2025-09-29T22:25:53.053395] [WARN ] [sig       ] [1839/2211] Failed SPIR after 0.3s | 4.06 sym/s | Total: 7.6m | ETA: 1.5m
[2025-09-29T22:25:53.053484] [INFO ] [sig       ] [1840/2211] Forecasting SPMC...
[2025-09-29T22:25:53.053547] [INFO ] [sig       ] Generating forecast for: SPMC
[2025-09-29T22:25:53.053614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPMC' from 'https://tdm.silogroup.org/data/derivative_storage/SPMC.csv'.
[2025-09-29T22:25:53.064322] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SPMC'.
[2025-09-29T22:25:53.064787] [INFO ] [FORECASTER] Starting predict_future for SPMC
[2025-09-29T22:25:53.091744] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:53.092564] [DEBUG] [LOCAL     ] No optimal features file found for SPMC: ./output/feature-sets/SPMC.txt
[2025-09-29T22:25:53.092621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:53.092693] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:53.092739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:53.092800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:53.112124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:53.112864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:53.112960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:53.112996] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:53.151670] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:53.151857] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:53.151922] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:53.151957] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:53.155866] [DEBUG] [FORECASTER] SPMC: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2025-09-29T22:25:53.156193] [INFO ] [FORECASTER] Completed predict_future for SPMC
[2025-09-29T22:25:53.156357] [INFO ] [sig       ] SPMC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:53.314112] [INFO ] [LOCAL     ] Saved forecast: SPMC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SPMC.txt
[2025-09-29T22:25:53.314389] [WARN ] [sig       ] [1840/2211] Failed SPMC after 0.3s | 4.06 sym/s | Total: 7.6m | ETA: 1.5m
[2025-09-29T22:25:53.314471] [INFO ] [sig       ] [1841/2211] Forecasting SPNT...
[2025-09-29T22:25:53.314512] [INFO ] [sig       ] Generating forecast for: SPNT
[2025-09-29T22:25:53.314545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPNT' from 'https://tdm.silogroup.org/data/derivative_storage/SPNT.csv'.
[2025-09-29T22:25:53.325465] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SPNT'.
[2025-09-29T22:25:53.325822] [INFO ] [FORECASTER] Starting predict_future for SPNT
[2025-09-29T22:25:53.352278] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:53.353173] [DEBUG] [LOCAL     ] No optimal features file found for SPNT: ./output/feature-sets/SPNT.txt
[2025-09-29T22:25:53.353233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:53.353269] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:53.353296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:53.353354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:53.373091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:53.374003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:53.374100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:53.374137] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:53.414610] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:53.414809] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:53.414861] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:53.414896] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:53.418738] [DEBUG] [FORECASTER] SPNT: Forecast T+1@11:T+2@11: UP (p=90.29%)
[2025-09-29T22:25:53.419061] [INFO ] [FORECASTER] Completed predict_future for SPNT
[2025-09-29T22:25:53.419234] [INFO ] [sig       ] SPNT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:53.583234] [INFO ] [LOCAL     ] Saved forecast: SPNT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SPNT.txt
[2025-09-29T22:25:53.583502] [WARN ] [sig       ] [1841/2211] Failed SPNT after 0.3s | 4.06 sym/s | Total: 7.6m | ETA: 1.5m
[2025-09-29T22:25:53.583585] [INFO ] [sig       ] [1842/2211] Forecasting SPOT...
[2025-09-29T22:25:53.583626] [INFO ] [sig       ] Generating forecast for: SPOT
[2025-09-29T22:25:53.583705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOT' from 'https://tdm.silogroup.org/data/derivative_storage/SPOT.csv'.
[2025-09-29T22:25:53.588849] [WARN ] [REMOTE    ] Historical data not found for symbol 'SPOT' (404).
[2025-09-29T22:25:53.589141] [FATAL] [sig       ] SPOT: No historical data fetched.
[2025-09-29T22:25:53.589239] [WARN ] [sig       ] [1842/2211] Failed SPOT after 0.0s | 4.06 sym/s | Total: 7.6m | ETA: 1.5m
[2025-09-29T22:25:53.589311] [INFO ] [sig       ] [1843/2211] Forecasting SPR...
[2025-09-29T22:25:53.589352] [INFO ] [sig       ] Generating forecast for: SPR
[2025-09-29T22:25:53.589384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPR' from 'https://tdm.silogroup.org/data/derivative_storage/SPR.csv'.
[2025-09-29T22:25:53.599492] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SPR'.
[2025-09-29T22:25:53.599884] [INFO ] [FORECASTER] Starting predict_future for SPR
[2025-09-29T22:25:53.627819] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:53.628575] [DEBUG] [LOCAL     ] No optimal features file found for SPR: ./output/feature-sets/SPR.txt
[2025-09-29T22:25:53.628632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:53.628708] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:53.628746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:53.628808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:53.649198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:53.649951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:53.650038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:53.650072] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:53.692905] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:53.693036] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:53.693082] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:53.693117] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:53.697224] [DEBUG] [FORECASTER] SPR: Forecast T+1@11:T+2@11: DOWN (p=39.19%)
[2025-09-29T22:25:53.697554] [INFO ] [FORECASTER] Completed predict_future for SPR
[2025-09-29T22:25:53.697741] [INFO ] [sig       ] SPR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:53.862443] [INFO ] [LOCAL     ] Saved forecast: SPR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SPR.txt
[2025-09-29T22:25:53.862732] [WARN ] [sig       ] [1843/2211] Failed SPR after 0.3s | 4.06 sym/s | Total: 7.6m | ETA: 1.5m
[2025-09-29T22:25:53.862816] [INFO ] [sig       ] [1844/2211] Forecasting SPRU...
[2025-09-29T22:25:53.862909] [INFO ] [sig       ] Generating forecast for: SPRU
[2025-09-29T22:25:53.862948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRU' from 'https://tdm.silogroup.org/data/derivative_storage/SPRU.csv'.
[2025-09-29T22:25:53.872596] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SPRU'.
[2025-09-29T22:25:53.872994] [INFO ] [FORECASTER] Starting predict_future for SPRU
[2025-09-29T22:25:53.899457] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:53.900280] [DEBUG] [LOCAL     ] No optimal features file found for SPRU: ./output/feature-sets/SPRU.txt
[2025-09-29T22:25:53.900376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:53.900418] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:53.900449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:53.900508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:53.919237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:53.919949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:53.920034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:53.920071] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:53.958794] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:53.958952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:53.958995] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:53.959027] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:53.962732] [DEBUG] [FORECASTER] SPRU: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2025-09-29T22:25:53.963041] [INFO ] [FORECASTER] Completed predict_future for SPRU
[2025-09-29T22:25:53.963190] [INFO ] [sig       ] SPRU: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:54.129220] [INFO ] [LOCAL     ] Saved forecast: SPRU	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SPRU.txt
[2025-09-29T22:25:54.129599] [WARN ] [sig       ] [1844/2211] Failed SPRU after 0.3s | 4.06 sym/s | Total: 7.6m | ETA: 1.5m
[2025-09-29T22:25:54.129714] [INFO ] [sig       ] [1845/2211] Forecasting SPXC...
[2025-09-29T22:25:54.129779] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-09-29T22:25:54.129853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-09-29T22:25:54.142037] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SPXC'.
[2025-09-29T22:25:54.142432] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-09-29T22:25:54.170140] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:54.171019] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-09-29T22:25:54.171076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:54.171113] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:54.171142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:54.171200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:54.189959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:54.190716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:54.190807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:54.190843] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:54.231499] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:54.231697] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:54.231757] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:54.231792] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:54.235624] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: UP (p=51.34%)
[2025-09-29T22:25:54.236063] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-09-29T22:25:54.236271] [INFO ] [sig       ] SPXC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:54.389110] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SPXC.txt
[2025-09-29T22:25:54.389378] [WARN ] [sig       ] [1845/2211] Failed SPXC after 0.3s | 4.06 sym/s | Total: 7.6m | ETA: 1.5m
[2025-09-29T22:25:54.389458] [INFO ] [sig       ] [1846/2211] Forecasting SPXX...
[2025-09-29T22:25:54.389497] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-09-29T22:25:54.389530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-09-29T22:25:54.399959] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SPXX'.
[2025-09-29T22:25:54.400349] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-09-29T22:25:54.426876] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:54.427743] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-09-29T22:25:54.427802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:54.427838] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:54.427868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:54.427926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:54.446889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:54.448063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:54.448158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:54.448196] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:54.487866] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:54.488061] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:54.488128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:54.488162] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:54.491809] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=55.31%)
[2025-09-29T22:25:54.492101] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-09-29T22:25:54.492244] [INFO ] [sig       ] SPXX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:54.645516] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SPXX.txt
[2025-09-29T22:25:54.645812] [WARN ] [sig       ] [1846/2211] Failed SPXX after 0.3s | 4.06 sym/s | Total: 7.6m | ETA: 1.5m
[2025-09-29T22:25:54.645895] [INFO ] [sig       ] [1847/2211] Forecasting SQM...
[2025-09-29T22:25:54.645936] [INFO ] [sig       ] Generating forecast for: SQM
[2025-09-29T22:25:54.645977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-09-29T22:25:54.656876] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SQM'.
[2025-09-29T22:25:54.657232] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-09-29T22:25:54.683540] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:54.684321] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-09-29T22:25:54.684377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:54.684413] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:54.684442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:54.684500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:54.702795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:54.703364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:54.703447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:54.703482] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:54.745270] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:54.745477] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:54.745563] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:54.745596] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:54.750634] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: DOWN (p=7.58%)
[2025-09-29T22:25:54.750950] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-09-29T22:25:54.751088] [INFO ] [sig       ] SQM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:54.907535] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SQM.txt
[2025-09-29T22:25:54.907828] [WARN ] [sig       ] [1847/2211] Failed SQM after 0.3s | 4.06 sym/s | Total: 7.6m | ETA: 1.5m
[2025-09-29T22:25:54.907928] [INFO ] [sig       ] [1848/2211] Forecasting SQNS...
[2025-09-29T22:25:54.907971] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-09-29T22:25:54.908007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-09-29T22:25:54.918864] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SQNS'.
[2025-09-29T22:25:54.919347] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-09-29T22:25:54.946339] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:54.947291] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-09-29T22:25:54.947347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:54.947383] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:54.947456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:54.947537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:54.966422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:54.967089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:54.967203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:54.967272] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:55.035294] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:55.035448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:55.035500] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:55.035536] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:55.039122] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: UP (p=60.66%)
[2025-09-29T22:25:55.039392] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-09-29T22:25:55.039543] [INFO ] [sig       ] SQNS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:55.202584] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SQNS.txt
[2025-09-29T22:25:55.202852] [WARN ] [sig       ] [1848/2211] Failed SQNS after 0.3s | 4.06 sym/s | Total: 7.6m | ETA: 1.5m
[2025-09-29T22:25:55.202934] [INFO ] [sig       ] [1849/2211] Forecasting SR...
[2025-09-29T22:25:55.202976] [INFO ] [sig       ] Generating forecast for: SR
[2025-09-29T22:25:55.203014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SR' from 'https://tdm.silogroup.org/data/derivative_storage/SR.csv'.
[2025-09-29T22:25:55.214284] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SR'.
[2025-09-29T22:25:55.214712] [INFO ] [FORECASTER] Starting predict_future for SR
[2025-09-29T22:25:55.242021] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:55.242898] [DEBUG] [LOCAL     ] No optimal features file found for SR: ./output/feature-sets/SR.txt
[2025-09-29T22:25:55.242959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:55.242995] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:55.243024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:55.243082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:55.262796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:55.263510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:55.263601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:55.263671] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:55.303834] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:55.303994] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:55.304039] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:55.304132] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:55.307947] [DEBUG] [FORECASTER] SR: Forecast T+1@11:T+2@11: UP (p=69.30%)
[2025-09-29T22:25:55.308236] [INFO ] [FORECASTER] Completed predict_future for SR
[2025-09-29T22:25:55.308381] [INFO ] [sig       ] SR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:55.465683] [INFO ] [LOCAL     ] Saved forecast: SR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SR.txt
[2025-09-29T22:25:55.465974] [WARN ] [sig       ] [1849/2211] Failed SR after 0.3s | 4.06 sym/s | Total: 7.6m | ETA: 1.5m
[2025-09-29T22:25:55.466055] [INFO ] [sig       ] [1850/2211] Forecasting SRE...
[2025-09-29T22:25:55.466097] [INFO ] [sig       ] Generating forecast for: SRE
[2025-09-29T22:25:55.466130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-09-29T22:25:55.471402] [WARN ] [REMOTE    ] Historical data not found for symbol 'SRE' (404).
[2025-09-29T22:25:55.471753] [FATAL] [sig       ] SRE: No historical data fetched.
[2025-09-29T22:25:55.471849] [WARN ] [sig       ] [1850/2211] Failed SRE after 0.0s | 4.06 sym/s | Total: 7.6m | ETA: 1.5m
[2025-09-29T22:25:55.471920] [INFO ] [sig       ] [1851/2211] Forecasting SREA...
[2025-09-29T22:25:55.471962] [INFO ] [sig       ] Generating forecast for: SREA
[2025-09-29T22:25:55.471999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-09-29T22:25:55.482120] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SREA'.
[2025-09-29T22:25:55.482464] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-09-29T22:25:55.509785] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:55.510599] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-09-29T22:25:55.510682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:55.510735] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:55.510773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:55.510879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:55.530207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:55.530867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:55.530955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:55.530990] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:55.573070] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:55.573232] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:55.573285] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:55.573322] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:55.577459] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=8.88%)
[2025-09-29T22:25:55.577845] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-09-29T22:25:55.578001] [INFO ] [sig       ] SREA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:55.736273] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SREA.txt
[2025-09-29T22:25:55.736609] [WARN ] [sig       ] [1851/2211] Failed SREA after 0.3s | 4.06 sym/s | Total: 7.6m | ETA: 1.5m
[2025-09-29T22:25:55.736712] [INFO ] [sig       ] [1852/2211] Forecasting SRFM...
[2025-09-29T22:25:55.736764] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-09-29T22:25:55.736821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-09-29T22:25:55.748411] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SRFM'.
[2025-09-29T22:25:55.748877] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-09-29T22:25:55.778319] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:55.779367] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-09-29T22:25:55.779430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:55.779477] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:55.779508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:55.779582] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:55.798521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:55.799442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:55.799536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:55.799572] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:55.838153] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:55.838307] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:55.838372] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:55.838404] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:55.841991] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=4.43%)
[2025-09-29T22:25:55.842297] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-09-29T22:25:55.842441] [INFO ] [sig       ] SRFM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:55.992066] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SRFM.txt
[2025-09-29T22:25:55.992383] [WARN ] [sig       ] [1852/2211] Failed SRFM after 0.3s | 4.06 sym/s | Total: 7.6m | ETA: 1.5m
[2025-09-29T22:25:55.992467] [INFO ] [sig       ] [1853/2211] Forecasting SRG...
[2025-09-29T22:25:55.992509] [INFO ] [sig       ] Generating forecast for: SRG
[2025-09-29T22:25:55.992542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-09-29T22:25:56.005827] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SRG'.
[2025-09-29T22:25:56.006308] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-09-29T22:25:56.033792] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:56.034664] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-09-29T22:25:56.034738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:56.034790] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:56.034823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:56.034883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:56.055403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:56.056133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:56.056234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:56.056280] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:56.095209] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:56.095391] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:56.095457] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:56.095493] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:56.099373] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: UP (p=94.16%)
[2025-09-29T22:25:56.099683] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-09-29T22:25:56.099852] [INFO ] [sig       ] SRG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:56.253004] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SRG.txt
[2025-09-29T22:25:56.253286] [WARN ] [sig       ] [1853/2211] Failed SRG after 0.3s | 4.06 sym/s | Total: 7.6m | ETA: 1.5m
[2025-09-29T22:25:56.253378] [INFO ] [sig       ] [1854/2211] Forecasting SRI...
[2025-09-29T22:25:56.253422] [INFO ] [sig       ] Generating forecast for: SRI
[2025-09-29T22:25:56.253457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-09-29T22:25:56.263814] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SRI'.
[2025-09-29T22:25:56.264140] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-09-29T22:25:56.289868] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:56.290606] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-09-29T22:25:56.290687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:56.290737] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:56.290785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:56.290847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:56.308561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:56.309136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:56.309219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:56.309253] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:56.347412] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:56.347570] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:56.347614] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:56.347673] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:56.351232] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: DOWN (p=35.98%)
[2025-09-29T22:25:56.351547] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-09-29T22:25:56.351738] [INFO ] [sig       ] SRI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:56.507225] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SRI.txt
[2025-09-29T22:25:56.507524] [WARN ] [sig       ] [1854/2211] Failed SRI after 0.3s | 4.06 sym/s | Total: 7.6m | ETA: 1.5m
[2025-09-29T22:25:56.507604] [INFO ] [sig       ] [1855/2211] Forecasting SRV...
[2025-09-29T22:25:56.507670] [INFO ] [sig       ] Generating forecast for: SRV
[2025-09-29T22:25:56.507725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRV' from 'https://tdm.silogroup.org/data/derivative_storage/SRV.csv'.
[2025-09-29T22:25:56.518562] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SRV'.
[2025-09-29T22:25:56.519048] [INFO ] [FORECASTER] Starting predict_future for SRV
[2025-09-29T22:25:56.544891] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:56.545701] [DEBUG] [LOCAL     ] No optimal features file found for SRV: ./output/feature-sets/SRV.txt
[2025-09-29T22:25:56.545764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:56.545852] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:56.545893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:56.545954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:56.564342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:56.565161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:56.565263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:56.565306] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:56.600333] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:56.600501] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:56.600544] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:56.600575] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:56.604177] [DEBUG] [FORECASTER] SRV: Forecast T+1@11:T+2@11: UP (p=95.16%)
[2025-09-29T22:25:56.604465] [INFO ] [FORECASTER] Completed predict_future for SRV
[2025-09-29T22:25:56.604620] [INFO ] [sig       ] SRV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:56.757198] [INFO ] [LOCAL     ] Saved forecast: SRV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SRV.txt
[2025-09-29T22:25:56.757488] [WARN ] [sig       ] [1855/2211] Failed SRV after 0.2s | 4.06 sym/s | Total: 7.6m | ETA: 1.5m
[2025-09-29T22:25:56.757615] [INFO ] [sig       ] [1856/2211] Forecasting SSB...
[2025-09-29T22:25:56.757699] [INFO ] [sig       ] Generating forecast for: SSB
[2025-09-29T22:25:56.757746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-09-29T22:25:56.767739] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SSB'.
[2025-09-29T22:25:56.768108] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-09-29T22:25:56.794515] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:56.795353] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-09-29T22:25:56.795410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:56.795447] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:56.795482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:56.795551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:56.814087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:56.814659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:56.814753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:56.814788] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:56.852632] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:56.852760] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:56.852802] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:56.852832] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:56.856266] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=33.10%)
[2025-09-29T22:25:56.856554] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-09-29T22:25:56.856722] [INFO ] [sig       ] SSB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:57.005255] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SSB.txt
[2025-09-29T22:25:57.005517] [WARN ] [sig       ] [1856/2211] Failed SSB after 0.2s | 4.06 sym/s | Total: 7.6m | ETA: 1.5m
[2025-09-29T22:25:57.005668] [INFO ] [sig       ] [1857/2211] Forecasting SSD...
[2025-09-29T22:25:57.005741] [INFO ] [sig       ] Generating forecast for: SSD
[2025-09-29T22:25:57.005791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-09-29T22:25:57.016340] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SSD'.
[2025-09-29T22:25:57.016693] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-09-29T22:25:57.045359] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:57.046300] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-09-29T22:25:57.046361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:57.046398] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:57.046426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:57.046497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:57.066837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:57.067579] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:57.067689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:57.067775] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:57.107501] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:57.107691] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:57.107752] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:57.107786] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:57.111955] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: UP (p=73.69%)
[2025-09-29T22:25:57.112273] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-09-29T22:25:57.112428] [INFO ] [sig       ] SSD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:57.269536] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SSD.txt
[2025-09-29T22:25:57.269825] [WARN ] [sig       ] [1857/2211] Failed SSD after 0.3s | 4.06 sym/s | Total: 7.6m | ETA: 1.5m
[2025-09-29T22:25:57.269910] [INFO ] [sig       ] [1858/2211] Forecasting SSL...
[2025-09-29T22:25:57.269950] [INFO ] [sig       ] Generating forecast for: SSL
[2025-09-29T22:25:57.269984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-09-29T22:25:57.280559] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SSL'.
[2025-09-29T22:25:57.281001] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-09-29T22:25:57.308570] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:57.309395] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-09-29T22:25:57.309450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:57.309485] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:57.309513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:57.309571] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:57.328371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:57.328993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:57.329086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:57.329120] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:57.370161] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:57.370274] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:57.370315] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:57.370347] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:57.376803] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: UP (p=78.54%)
[2025-09-29T22:25:57.377099] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-09-29T22:25:57.377285] [INFO ] [sig       ] SSL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:57.540785] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SSL.txt
[2025-09-29T22:25:57.541045] [WARN ] [sig       ] [1858/2211] Failed SSL after 0.3s | 4.06 sym/s | Total: 7.6m | ETA: 1.4m
[2025-09-29T22:25:57.541127] [INFO ] [sig       ] [1859/2211] Forecasting SST...
[2025-09-29T22:25:57.541167] [INFO ] [sig       ] Generating forecast for: SST
[2025-09-29T22:25:57.541200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SST' from 'https://tdm.silogroup.org/data/derivative_storage/SST.csv'.
[2025-09-29T22:25:57.552543] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SST'.
[2025-09-29T22:25:57.552990] [INFO ] [FORECASTER] Starting predict_future for SST
[2025-09-29T22:25:57.580347] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:57.581271] [DEBUG] [LOCAL     ] No optimal features file found for SST: ./output/feature-sets/SST.txt
[2025-09-29T22:25:57.581333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:57.581371] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:57.581402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:57.581465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:57.600955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:57.601866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:57.601965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:57.602003] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:57.645472] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:57.645674] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:57.645766] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:57.645807] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:57.649960] [DEBUG] [FORECASTER] SST: Forecast T+1@11:T+2@11: UP (p=81.43%)
[2025-09-29T22:25:57.650302] [INFO ] [FORECASTER] Completed predict_future for SST
[2025-09-29T22:25:57.650459] [INFO ] [sig       ] SST: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:57.806466] [INFO ] [LOCAL     ] Saved forecast: SST	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SST.txt
[2025-09-29T22:25:57.806761] [WARN ] [sig       ] [1859/2211] Failed SST after 0.3s | 4.06 sym/s | Total: 7.6m | ETA: 1.4m
[2025-09-29T22:25:57.806850] [INFO ] [sig       ] [1860/2211] Forecasting SSTK...
[2025-09-29T22:25:57.806892] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-09-29T22:25:57.806928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-09-29T22:25:57.817270] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SSTK'.
[2025-09-29T22:25:57.817670] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-09-29T22:25:57.844864] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:57.845723] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-09-29T22:25:57.845784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:57.845820] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:57.845849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:57.845907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:57.865403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:57.866175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:57.866273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:57.866313] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:57.907840] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:57.908016] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:57.908064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:57.908106] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:57.912118] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: UP (p=72.26%)
[2025-09-29T22:25:57.912471] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-09-29T22:25:57.912631] [INFO ] [sig       ] SSTK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:58.068591] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SSTK.txt
[2025-09-29T22:25:58.068877] [WARN ] [sig       ] [1860/2211] Failed SSTK after 0.3s | 4.06 sym/s | Total: 7.6m | ETA: 1.4m
[2025-09-29T22:25:58.068958] [INFO ] [sig       ] [1861/2211] Forecasting ST...
[2025-09-29T22:25:58.068997] [INFO ] [sig       ] Generating forecast for: ST
[2025-09-29T22:25:58.069030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ST' from 'https://tdm.silogroup.org/data/derivative_storage/ST.csv'.
[2025-09-29T22:25:58.079523] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ST'.
[2025-09-29T22:25:58.079920] [INFO ] [FORECASTER] Starting predict_future for ST
[2025-09-29T22:25:58.107076] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:58.108036] [DEBUG] [LOCAL     ] No optimal features file found for ST: ./output/feature-sets/ST.txt
[2025-09-29T22:25:58.108097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:58.108139] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:58.108171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:58.108251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:58.128627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:58.129476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:58.129585] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:58.129636] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:58.170223] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:58.170405] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:58.170457] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:58.170490] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:58.174959] [DEBUG] [FORECASTER] ST: Forecast T+1@11:T+2@11: DOWN (p=34.43%)
[2025-09-29T22:25:58.175267] [INFO ] [FORECASTER] Completed predict_future for ST
[2025-09-29T22:25:58.175448] [INFO ] [sig       ] ST: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:58.345632] [INFO ] [LOCAL     ] Saved forecast: ST	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ST.txt
[2025-09-29T22:25:58.345939] [WARN ] [sig       ] [1861/2211] Failed ST after 0.3s | 4.06 sym/s | Total: 7.6m | ETA: 1.4m
[2025-09-29T22:25:58.346021] [INFO ] [sig       ] [1862/2211] Forecasting STAG...
[2025-09-29T22:25:58.346063] [INFO ] [sig       ] Generating forecast for: STAG
[2025-09-29T22:25:58.346097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-09-29T22:25:58.357436] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'STAG'.
[2025-09-29T22:25:58.357894] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-09-29T22:25:58.385817] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:58.386841] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-09-29T22:25:58.386927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:58.386975] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:58.387006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:58.387089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:58.407530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:58.408499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:58.408591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:58.408629] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:58.448926] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:58.449131] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:58.449187] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:58.449228] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:58.453349] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: UP (p=77.34%)
[2025-09-29T22:25:58.453660] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-09-29T22:25:58.453856] [INFO ] [sig       ] STAG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:58.616859] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/STAG.txt
[2025-09-29T22:25:58.617141] [WARN ] [sig       ] [1862/2211] Failed STAG after 0.3s | 4.06 sym/s | Total: 7.6m | ETA: 1.4m
[2025-09-29T22:25:58.617224] [INFO ] [sig       ] [1863/2211] Forecasting STC...
[2025-09-29T22:25:58.617266] [INFO ] [sig       ] Generating forecast for: STC
[2025-09-29T22:25:58.617300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-09-29T22:25:58.628334] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'STC'.
[2025-09-29T22:25:58.628749] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-09-29T22:25:58.657560] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:58.658609] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-09-29T22:25:58.658718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:58.658775] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:58.658809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:58.658872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:58.680027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:58.680852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:58.680944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:58.680981] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:58.719332] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:58.719513] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:58.719568] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:58.719607] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:58.723360] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: DOWN (p=18.95%)
[2025-09-29T22:25:58.723705] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-09-29T22:25:58.723892] [INFO ] [sig       ] STC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:58.874782] [INFO ] [LOCAL     ] Saved forecast: STC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/STC.txt
[2025-09-29T22:25:58.875039] [WARN ] [sig       ] [1863/2211] Failed STC after 0.3s | 4.06 sym/s | Total: 7.7m | ETA: 1.4m
[2025-09-29T22:25:58.875116] [INFO ] [sig       ] [1864/2211] Forecasting STE...
[2025-09-29T22:25:58.875157] [INFO ] [sig       ] Generating forecast for: STE
[2025-09-29T22:25:58.875190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-09-29T22:25:58.885831] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'STE'.
[2025-09-29T22:25:58.886153] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-09-29T22:25:58.913566] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:58.914484] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-09-29T22:25:58.914542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:58.914626] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:58.914712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:58.914782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:58.935362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:58.936139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:58.936232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:58.936272] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:58.976844] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:58.977015] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:58.977071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:58.977104] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:58.982173] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=13.20%)
[2025-09-29T22:25:58.982580] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-09-29T22:25:58.982777] [INFO ] [sig       ] STE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:59.143215] [INFO ] [LOCAL     ] Saved forecast: STE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/STE.txt
[2025-09-29T22:25:59.143551] [WARN ] [sig       ] [1864/2211] Failed STE after 0.3s | 4.06 sym/s | Total: 7.7m | ETA: 1.4m
[2025-09-29T22:25:59.143635] [INFO ] [sig       ] [1865/2211] Forecasting STEL...
[2025-09-29T22:25:59.143714] [INFO ] [sig       ] Generating forecast for: STEL
[2025-09-29T22:25:59.143753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-09-29T22:25:59.156017] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'STEL'.
[2025-09-29T22:25:59.156547] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-09-29T22:25:59.184613] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:59.185499] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-09-29T22:25:59.185568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:59.185614] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:59.185706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:59.185803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:59.205839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:59.206665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:59.206778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:59.206836] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:59.247924] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:59.248083] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:59.248128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:59.248159] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:59.251926] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=13.56%)
[2025-09-29T22:25:59.252211] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-09-29T22:25:59.252355] [INFO ] [sig       ] STEL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:25:59.407407] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/STEL.txt
[2025-09-29T22:25:59.407703] [WARN ] [sig       ] [1865/2211] Failed STEL after 0.3s | 4.06 sym/s | Total: 7.7m | ETA: 1.4m
[2025-09-29T22:25:59.407790] [INFO ] [sig       ] [1866/2211] Forecasting STEM...
[2025-09-29T22:25:59.407831] [INFO ] [sig       ] Generating forecast for: STEM
[2025-09-29T22:25:59.407865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-09-29T22:25:59.418681] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'STEM'.
[2025-09-29T22:25:59.418994] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-09-29T22:25:59.446136] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:59.446974] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-09-29T22:25:59.447031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:59.447066] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:59.447096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:59.447191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:59.467018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:59.467808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:59.467897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:59.467933] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:59.510541] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:59.510751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:59.510842] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:59.510886] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:59.514561] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: UP (p=98.49%)
[2025-09-29T22:25:59.514889] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-09-29T22:25:59.515038] [INFO ] [sig       ] STEM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:59.668792] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/STEM.txt
[2025-09-29T22:25:59.669064] [WARN ] [sig       ] [1866/2211] Failed STEM after 0.3s | 4.06 sym/s | Total: 7.7m | ETA: 1.4m
[2025-09-29T22:25:59.669157] [INFO ] [sig       ] [1867/2211] Forecasting STEW...
[2025-09-29T22:25:59.669207] [INFO ] [sig       ] Generating forecast for: STEW
[2025-09-29T22:25:59.669243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEW' from 'https://tdm.silogroup.org/data/derivative_storage/STEW.csv'.
[2025-09-29T22:25:59.674197] [WARN ] [REMOTE    ] Historical data not found for symbol 'STEW' (404).
[2025-09-29T22:25:59.674381] [FATAL] [sig       ] STEW: No historical data fetched.
[2025-09-29T22:25:59.674469] [WARN ] [sig       ] [1867/2211] Failed STEW after 0.0s | 4.06 sym/s | Total: 7.7m | ETA: 1.4m
[2025-09-29T22:25:59.674550] [INFO ] [sig       ] [1868/2211] Forecasting STK...
[2025-09-29T22:25:59.674593] [INFO ] [sig       ] Generating forecast for: STK
[2025-09-29T22:25:59.674626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-09-29T22:25:59.684518] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'STK'.
[2025-09-29T22:25:59.684972] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-09-29T22:25:59.714128] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:59.715021] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-09-29T22:25:59.715078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:59.715114] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:59.715145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:59.715204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:59.734677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:25:59.735294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:25:59.735380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:25:59.735414] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:25:59.778550] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:25:59.779443] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:25:59.779517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:25:59.779576] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:25:59.783234] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=92.01%)
[2025-09-29T22:25:59.783525] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-09-29T22:25:59.783713] [INFO ] [sig       ] STK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:25:59.938954] [INFO ] [LOCAL     ] Saved forecast: STK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/STK.txt
[2025-09-29T22:25:59.939250] [WARN ] [sig       ] [1868/2211] Failed STK after 0.3s | 4.06 sym/s | Total: 7.7m | ETA: 1.4m
[2025-09-29T22:25:59.939369] [INFO ] [sig       ] [1869/2211] Forecasting STLA...
[2025-09-29T22:25:59.939418] [INFO ] [sig       ] Generating forecast for: STLA
[2025-09-29T22:25:59.939456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-09-29T22:25:59.952073] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'STLA'.
[2025-09-29T22:25:59.952501] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-09-29T22:25:59.979488] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:25:59.980359] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-09-29T22:25:59.980420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:25:59.980455] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:25:59.980484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:25:59.980543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:25:59.999929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:00.000793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:00.000887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:00.000923] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:00.042505] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:00.042637] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:00.042721] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:00.042758] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:00.046246] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: DOWN (p=14.05%)
[2025-09-29T22:26:00.046593] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-09-29T22:26:00.047267] [INFO ] [sig       ] STLA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:00.204143] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/STLA.txt
[2025-09-29T22:26:00.204395] [WARN ] [sig       ] [1869/2211] Failed STLA after 0.3s | 4.06 sym/s | Total: 7.7m | ETA: 1.4m
[2025-09-29T22:26:00.204474] [INFO ] [sig       ] [1870/2211] Forecasting STM...
[2025-09-29T22:26:00.204515] [INFO ] [sig       ] Generating forecast for: STM
[2025-09-29T22:26:00.204548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-09-29T22:26:00.215713] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'STM'.
[2025-09-29T22:26:00.216147] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-09-29T22:26:00.244254] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:00.245180] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-09-29T22:26:00.245264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:00.245322] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:00.245355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:00.245413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:00.264925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:00.265956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:00.266783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:00.266837] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:00.308054] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:00.308265] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:00.308317] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:00.308352] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:00.312281] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=7.78%)
[2025-09-29T22:26:00.312576] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-09-29T22:26:00.312783] [INFO ] [sig       ] STM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:00.468752] [INFO ] [LOCAL     ] Saved forecast: STM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/STM.txt
[2025-09-29T22:26:00.469020] [WARN ] [sig       ] [1870/2211] Failed STM after 0.3s | 4.06 sym/s | Total: 7.7m | ETA: 1.4m
[2025-09-29T22:26:00.469099] [INFO ] [sig       ] [1871/2211] Forecasting STN...
[2025-09-29T22:26:00.469140] [INFO ] [sig       ] Generating forecast for: STN
[2025-09-29T22:26:00.469174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-09-29T22:26:00.479941] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'STN'.
[2025-09-29T22:26:00.480292] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-09-29T22:26:00.509524] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:00.510413] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-09-29T22:26:00.510471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:00.510507] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:00.510536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:00.510595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:00.530127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:00.530933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:00.531028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:00.531066] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:00.571144] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:00.571313] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:00.571357] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:00.571388] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:00.575188] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=5.10%)
[2025-09-29T22:26:00.575470] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-09-29T22:26:00.575616] [INFO ] [sig       ] STN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:00.726708] [INFO ] [LOCAL     ] Saved forecast: STN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/STN.txt
[2025-09-29T22:26:00.726989] [WARN ] [sig       ] [1871/2211] Failed STN after 0.3s | 4.06 sym/s | Total: 7.7m | ETA: 1.4m
[2025-09-29T22:26:00.727069] [INFO ] [sig       ] [1872/2211] Forecasting STNG...
[2025-09-29T22:26:00.727128] [INFO ] [sig       ] Generating forecast for: STNG
[2025-09-29T22:26:00.727185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNG' from 'https://tdm.silogroup.org/data/derivative_storage/STNG.csv'.
[2025-09-29T22:26:00.738167] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'STNG'.
[2025-09-29T22:26:00.738524] [INFO ] [FORECASTER] Starting predict_future for STNG
[2025-09-29T22:26:00.768108] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:00.768932] [DEBUG] [LOCAL     ] No optimal features file found for STNG: ./output/feature-sets/STNG.txt
[2025-09-29T22:26:00.768988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:00.769023] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:00.769106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:00.769196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:00.789945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:00.790712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:00.790824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:00.790878] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:00.830983] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:00.831146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:00.831206] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:00.831237] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:00.834920] [DEBUG] [FORECASTER] STNG: Forecast T+1@11:T+2@11: DOWN (p=23.73%)
[2025-09-29T22:26:00.835199] [INFO ] [FORECASTER] Completed predict_future for STNG
[2025-09-29T22:26:00.835340] [INFO ] [sig       ] STNG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:00.984221] [INFO ] [LOCAL     ] Saved forecast: STNG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/STNG.txt
[2025-09-29T22:26:00.984475] [WARN ] [sig       ] [1872/2211] Failed STNG after 0.3s | 4.06 sym/s | Total: 7.7m | ETA: 1.4m
[2025-09-29T22:26:00.984555] [INFO ] [sig       ] [1873/2211] Forecasting STRV...
[2025-09-29T22:26:00.984595] [INFO ] [sig       ] Generating forecast for: STRV
[2025-09-29T22:26:00.984627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRV' from 'https://tdm.silogroup.org/data/derivative_storage/STRV.csv'.
[2025-09-29T22:26:00.995973] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'STRV'.
[2025-09-29T22:26:00.996398] [INFO ] [FORECASTER] Starting predict_future for STRV
[2025-09-29T22:26:01.023930] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:01.024816] [DEBUG] [LOCAL     ] No optimal features file found for STRV: ./output/feature-sets/STRV.txt
[2025-09-29T22:26:01.024903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:01.024948] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:01.024979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:01.025039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:01.044315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:01.045164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:01.045262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:01.045300] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:01.088834] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:01.089003] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:01.089048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:01.089081] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:01.093063] [DEBUG] [FORECASTER] STRV: Forecast T+1@11:T+2@11: UP (p=69.78%)
[2025-09-29T22:26:01.093373] [INFO ] [FORECASTER] Completed predict_future for STRV
[2025-09-29T22:26:01.093520] [INFO ] [sig       ] STRV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:01.249566] [INFO ] [LOCAL     ] Saved forecast: STRV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/STRV.txt
[2025-09-29T22:26:01.249866] [WARN ] [sig       ] [1873/2211] Failed STRV after 0.3s | 4.06 sym/s | Total: 7.7m | ETA: 1.4m
[2025-09-29T22:26:01.249954] [INFO ] [sig       ] [1874/2211] Forecasting STT...
[2025-09-29T22:26:01.249995] [INFO ] [sig       ] Generating forecast for: STT
[2025-09-29T22:26:01.250031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STT' from 'https://tdm.silogroup.org/data/derivative_storage/STT.csv'.
[2025-09-29T22:26:01.255010] [WARN ] [REMOTE    ] Historical data not found for symbol 'STT' (404).
[2025-09-29T22:26:01.255206] [FATAL] [sig       ] STT: No historical data fetched.
[2025-09-29T22:26:01.255320] [WARN ] [sig       ] [1874/2211] Failed STT after 0.0s | 4.06 sym/s | Total: 7.7m | ETA: 1.4m
[2025-09-29T22:26:01.255392] [INFO ] [sig       ] [1875/2211] Forecasting STVN...
[2025-09-29T22:26:01.255433] [INFO ] [sig       ] Generating forecast for: STVN
[2025-09-29T22:26:01.255485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-09-29T22:26:01.265578] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'STVN'.
[2025-09-29T22:26:01.266065] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-09-29T22:26:01.296070] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:01.297336] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-09-29T22:26:01.297409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:01.297455] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:01.297496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:01.297578] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:01.318687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:01.319620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:01.319761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:01.319830] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:01.358823] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:01.358994] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:01.359041] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:01.359074] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:01.362737] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-09-29T22:26:01.363054] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-09-29T22:26:01.363197] [INFO ] [sig       ] STVN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:01.514309] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/STVN.txt
[2025-09-29T22:26:01.514585] [WARN ] [sig       ] [1875/2211] Failed STVN after 0.3s | 4.06 sym/s | Total: 7.7m | ETA: 1.4m
[2025-09-29T22:26:01.514693] [INFO ] [sig       ] [1876/2211] Forecasting STWD...
[2025-09-29T22:26:01.514742] [INFO ] [sig       ] Generating forecast for: STWD
[2025-09-29T22:26:01.514776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-09-29T22:26:01.528164] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'STWD'.
[2025-09-29T22:26:01.528814] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-09-29T22:26:01.577407] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:01.578451] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-09-29T22:26:01.578516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:01.578552] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:01.578581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:01.578639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:01.597616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:01.598910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:01.599053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:01.599114] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:01.636628] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:01.636834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:01.636884] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:01.636916] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:01.640904] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: DOWN (p=18.05%)
[2025-09-29T22:26:01.641347] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-09-29T22:26:01.641524] [INFO ] [sig       ] STWD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:01.843616] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/STWD.txt
[2025-09-29T22:26:01.843952] [WARN ] [sig       ] [1876/2211] Failed STWD after 0.3s | 4.06 sym/s | Total: 7.7m | ETA: 1.4m
[2025-09-29T22:26:01.844038] [INFO ] [sig       ] [1877/2211] Forecasting STXD...
[2025-09-29T22:26:01.844091] [INFO ] [sig       ] Generating forecast for: STXD
[2025-09-29T22:26:01.844168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXD' from 'https://tdm.silogroup.org/data/derivative_storage/STXD.csv'.
[2025-09-29T22:26:01.854559] [DEBUG] [REMOTE    ] Successfully parsed 1792 rows of historical data for symbol 'STXD'.
[2025-09-29T22:26:01.855152] [INFO ] [FORECASTER] Starting predict_future for STXD
[2025-09-29T22:26:01.883948] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:01.884971] [DEBUG] [LOCAL     ] No optimal features file found for STXD: ./output/feature-sets/STXD.txt
[2025-09-29T22:26:01.885032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:01.885070] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:01.885106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:01.885173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:01.906868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:01.907844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:01.907938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:01.907974] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:01.949339] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:01.949511] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:01.949558] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:01.949589] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:01.953229] [DEBUG] [FORECASTER] STXD: Forecast T+1@11:T+2@11: UP (p=80.39%)
[2025-09-29T22:26:01.953506] [INFO ] [FORECASTER] Completed predict_future for STXD
[2025-09-29T22:26:01.953666] [INFO ] [sig       ] STXD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:02.113434] [INFO ] [LOCAL     ] Saved forecast: STXD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/STXD.txt
[2025-09-29T22:26:02.113693] [WARN ] [sig       ] [1877/2211] Failed STXD after 0.3s | 4.06 sym/s | Total: 7.7m | ETA: 1.4m
[2025-09-29T22:26:02.113774] [INFO ] [sig       ] [1878/2211] Forecasting STXE...
[2025-09-29T22:26:02.113814] [INFO ] [sig       ] Generating forecast for: STXE
[2025-09-29T22:26:02.113847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-09-29T22:26:02.123762] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'STXE'.
[2025-09-29T22:26:02.124043] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-09-29T22:26:02.150731] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:02.151486] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-09-29T22:26:02.151548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:02.151585] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:02.151615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:02.151711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:02.170248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:02.170844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:02.170928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:02.170962] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:02.206996] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:02.207154] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:02.207215] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:02.207250] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:02.210513] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=85.85%)
[2025-09-29T22:26:02.210824] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-09-29T22:26:02.210970] [INFO ] [sig       ] STXE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:02.363957] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/STXE.txt
[2025-09-29T22:26:02.364253] [WARN ] [sig       ] [1878/2211] Failed STXE after 0.3s | 4.06 sym/s | Total: 7.7m | ETA: 1.4m
[2025-09-29T22:26:02.364335] [INFO ] [sig       ] [1879/2211] Forecasting STXG...
[2025-09-29T22:26:02.364374] [INFO ] [sig       ] Generating forecast for: STXG
[2025-09-29T22:26:02.364407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-09-29T22:26:02.374616] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'STXG'.
[2025-09-29T22:26:02.374949] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-09-29T22:26:02.402623] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:02.403564] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-09-29T22:26:02.403626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:02.403697] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:02.403738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:02.403797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:02.422891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:02.423463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:02.423567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:02.423612] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:02.466062] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:02.466166] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:02.466204] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:02.466235] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:02.470048] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=49.86%)
[2025-09-29T22:26:02.470442] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-09-29T22:26:02.470635] [INFO ] [sig       ] STXG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:02.638909] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/STXG.txt
[2025-09-29T22:26:02.639226] [WARN ] [sig       ] [1879/2211] Failed STXG after 0.3s | 4.06 sym/s | Total: 7.7m | ETA: 1.4m
[2025-09-29T22:26:02.639317] [INFO ] [sig       ] [1880/2211] Forecasting STXK...
[2025-09-29T22:26:02.639372] [INFO ] [sig       ] Generating forecast for: STXK
[2025-09-29T22:26:02.639408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXK' from 'https://tdm.silogroup.org/data/derivative_storage/STXK.csv'.
[2025-09-29T22:26:02.650069] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'STXK'.
[2025-09-29T22:26:02.650410] [INFO ] [FORECASTER] Starting predict_future for STXK
[2025-09-29T22:26:02.677826] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:02.678580] [DEBUG] [LOCAL     ] No optimal features file found for STXK: ./output/feature-sets/STXK.txt
[2025-09-29T22:26:02.678640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:02.678740] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:02.678776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:02.678837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:02.697904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:02.698511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:02.698606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:02.698671] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:02.735104] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:02.735234] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:02.735301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:02.735356] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:02.739104] [DEBUG] [FORECASTER] STXK: Forecast T+1@11:T+2@11: DOWN (p=35.81%)
[2025-09-29T22:26:02.739390] [INFO ] [FORECASTER] Completed predict_future for STXK
[2025-09-29T22:26:02.739524] [INFO ] [sig       ] STXK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:02.899687] [INFO ] [LOCAL     ] Saved forecast: STXK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/STXK.txt
[2025-09-29T22:26:02.899964] [WARN ] [sig       ] [1880/2211] Failed STXK after 0.3s | 4.06 sym/s | Total: 7.7m | ETA: 1.4m
[2025-09-29T22:26:02.900048] [INFO ] [sig       ] [1881/2211] Forecasting STXT...
[2025-09-29T22:26:02.900091] [INFO ] [sig       ] Generating forecast for: STXT
[2025-09-29T22:26:02.900124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXT' from 'https://tdm.silogroup.org/data/derivative_storage/STXT.csv'.
[2025-09-29T22:26:02.910433] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'STXT'.
[2025-09-29T22:26:02.910932] [INFO ] [FORECASTER] Starting predict_future for STXT
[2025-09-29T22:26:02.938392] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:02.939261] [DEBUG] [LOCAL     ] No optimal features file found for STXT: ./output/feature-sets/STXT.txt
[2025-09-29T22:26:02.939321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:02.939374] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:02.939426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:02.939490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:02.958721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:02.959336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:02.959425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:02.959461] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:02.991114] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:02.991299] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:02.991376] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:02.991426] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:02.995202] [DEBUG] [FORECASTER] STXT: Forecast T+1@11:T+2@11: DOWN (p=5.59%)
[2025-09-29T22:26:02.995605] [INFO ] [FORECASTER] Completed predict_future for STXT
[2025-09-29T22:26:02.995794] [INFO ] [sig       ] STXT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:03.217188] [INFO ] [LOCAL     ] Saved forecast: STXT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/STXT.txt
[2025-09-29T22:26:03.217453] [WARN ] [sig       ] [1881/2211] Failed STXT after 0.3s | 4.06 sym/s | Total: 7.7m | ETA: 1.4m
[2025-09-29T22:26:03.217546] [INFO ] [sig       ] [1882/2211] Forecasting STXV...
[2025-09-29T22:26:03.217595] [INFO ] [sig       ] Generating forecast for: STXV
[2025-09-29T22:26:03.217693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXV' from 'https://tdm.silogroup.org/data/derivative_storage/STXV.csv'.
[2025-09-29T22:26:03.227303] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'STXV'.
[2025-09-29T22:26:03.227640] [INFO ] [FORECASTER] Starting predict_future for STXV
[2025-09-29T22:26:03.258876] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:03.259787] [DEBUG] [LOCAL     ] No optimal features file found for STXV: ./output/feature-sets/STXV.txt
[2025-09-29T22:26:03.259845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:03.259882] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:03.259917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:03.260001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:03.280843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:03.281677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:03.281786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:03.281840] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:03.309803] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:03.309940] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:03.309981] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:03.310012] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:03.313507] [DEBUG] [FORECASTER] STXV: Forecast T+1@11:T+2@11: DOWN (p=14.71%)
[2025-09-29T22:26:03.313847] [INFO ] [FORECASTER] Completed predict_future for STXV
[2025-09-29T22:26:03.313987] [INFO ] [sig       ] STXV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:03.467773] [INFO ] [LOCAL     ] Saved forecast: STXV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/STXV.txt
[2025-09-29T22:26:03.467987] [WARN ] [sig       ] [1882/2211] Failed STXV after 0.3s | 4.06 sym/s | Total: 7.7m | ETA: 1.4m
[2025-09-29T22:26:03.468063] [INFO ] [sig       ] [1883/2211] Forecasting STZ...
[2025-09-29T22:26:03.468104] [INFO ] [sig       ] Generating forecast for: STZ
[2025-09-29T22:26:03.468136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STZ' from 'https://tdm.silogroup.org/data/derivative_storage/STZ.csv'.
[2025-09-29T22:26:03.478221] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'STZ'.
[2025-09-29T22:26:03.478578] [INFO ] [FORECASTER] Starting predict_future for STZ
[2025-09-29T22:26:03.506271] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:03.507178] [DEBUG] [LOCAL     ] No optimal features file found for STZ: ./output/feature-sets/STZ.txt
[2025-09-29T22:26:03.507242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:03.507286] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:03.507323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:03.507391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:03.526261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:03.526890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:03.526976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:03.527014] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:03.560943] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:03.561119] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:03.561189] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:03.561243] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:03.565848] [DEBUG] [FORECASTER] STZ: Forecast T+1@11:T+2@11: UP (p=90.74%)
[2025-09-29T22:26:03.566181] [INFO ] [FORECASTER] Completed predict_future for STZ
[2025-09-29T22:26:03.566355] [INFO ] [sig       ] STZ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:03.718427] [INFO ] [LOCAL     ] Saved forecast: STZ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/STZ.txt
[2025-09-29T22:26:03.718669] [WARN ] [sig       ] [1883/2211] Failed STZ after 0.3s | 4.06 sym/s | Total: 7.7m | ETA: 1.3m
[2025-09-29T22:26:03.718763] [INFO ] [sig       ] [1884/2211] Forecasting SU...
[2025-09-29T22:26:03.718834] [INFO ] [sig       ] Generating forecast for: SU
[2025-09-29T22:26:03.718884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SU' from 'https://tdm.silogroup.org/data/derivative_storage/SU.csv'.
[2025-09-29T22:26:03.729280] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SU'.
[2025-09-29T22:26:03.729670] [INFO ] [FORECASTER] Starting predict_future for SU
[2025-09-29T22:26:03.756463] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:03.757371] [DEBUG] [LOCAL     ] No optimal features file found for SU: ./output/feature-sets/SU.txt
[2025-09-29T22:26:03.757463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:03.757504] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:03.757534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:03.757593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:03.776087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:03.777141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:03.777238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:03.777274] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:03.806378] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:03.806526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:03.806570] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:03.806601] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:03.810318] [DEBUG] [FORECASTER] SU: Forecast T+1@11:T+2@11: DOWN (p=48.54%)
[2025-09-29T22:26:03.810598] [INFO ] [FORECASTER] Completed predict_future for SU
[2025-09-29T22:26:03.810764] [INFO ] [sig       ] SU: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:03.963973] [INFO ] [LOCAL     ] Saved forecast: SU	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SU.txt
[2025-09-29T22:26:03.964206] [WARN ] [sig       ] [1884/2211] Failed SU after 0.2s | 4.06 sym/s | Total: 7.7m | ETA: 1.3m
[2025-09-29T22:26:03.964282] [INFO ] [sig       ] [1885/2211] Forecasting SUI...
[2025-09-29T22:26:03.964322] [INFO ] [sig       ] Generating forecast for: SUI
[2025-09-29T22:26:03.964355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-09-29T22:26:03.974916] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SUI'.
[2025-09-29T22:26:03.975337] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-09-29T22:26:04.002336] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:04.003220] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-09-29T22:26:04.003282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:04.003317] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:04.003346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:04.003407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:04.023576] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:04.024324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:04.024413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:04.024449] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:04.091856] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:04.092004] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:04.092061] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:04.092094] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:04.095877] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: UP (p=59.03%)
[2025-09-29T22:26:04.096170] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-09-29T22:26:04.096303] [INFO ] [sig       ] SUI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:04.253954] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SUI.txt
[2025-09-29T22:26:04.254199] [WARN ] [sig       ] [1885/2211] Failed SUI after 0.3s | 4.06 sym/s | Total: 7.7m | ETA: 1.3m
[2025-09-29T22:26:04.254280] [INFO ] [sig       ] [1886/2211] Forecasting SUN...
[2025-09-29T22:26:04.254321] [INFO ] [sig       ] Generating forecast for: SUN
[2025-09-29T22:26:04.254354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-09-29T22:26:04.264153] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SUN'.
[2025-09-29T22:26:04.264478] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-09-29T22:26:04.290967] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:04.291796] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-09-29T22:26:04.291855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:04.291890] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:04.291920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:04.291979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:04.312211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:04.312865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:04.312952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:04.312987] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:04.358076] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:04.358223] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:04.358270] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:04.358303] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:04.362354] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: UP (p=91.25%)
[2025-09-29T22:26:04.362684] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-09-29T22:26:04.362846] [INFO ] [sig       ] SUN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:04.513712] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SUN.txt
[2025-09-29T22:26:04.513931] [WARN ] [sig       ] [1886/2211] Failed SUN after 0.3s | 4.06 sym/s | Total: 7.7m | ETA: 1.3m
[2025-09-29T22:26:04.514004] [INFO ] [sig       ] [1887/2211] Forecasting SUPV...
[2025-09-29T22:26:04.514046] [INFO ] [sig       ] Generating forecast for: SUPV
[2025-09-29T22:26:04.514079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPV' from 'https://tdm.silogroup.org/data/derivative_storage/SUPV.csv'.
[2025-09-29T22:26:04.523865] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SUPV'.
[2025-09-29T22:26:04.524209] [INFO ] [FORECASTER] Starting predict_future for SUPV
[2025-09-29T22:26:04.551532] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:04.552364] [DEBUG] [LOCAL     ] No optimal features file found for SUPV: ./output/feature-sets/SUPV.txt
[2025-09-29T22:26:04.552421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:04.552502] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:04.552568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:04.552638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:04.571502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:04.572305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:04.572392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:04.572428] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:04.607807] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:04.607927] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:04.607965] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:04.608079] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:04.614351] [DEBUG] [FORECASTER] SUPV: Forecast T+1@11:T+2@11: DOWN (p=10.38%)
[2025-09-29T22:26:04.614637] [INFO ] [FORECASTER] Completed predict_future for SUPV
[2025-09-29T22:26:04.614812] [INFO ] [sig       ] SUPV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:04.768932] [INFO ] [LOCAL     ] Saved forecast: SUPV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SUPV.txt
[2025-09-29T22:26:04.769150] [WARN ] [sig       ] [1887/2211] Failed SUPV after 0.3s | 4.06 sym/s | Total: 7.8m | ETA: 1.3m
[2025-09-29T22:26:04.769231] [INFO ] [sig       ] [1888/2211] Forecasting SUZ...
[2025-09-29T22:26:04.769274] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-09-29T22:26:04.769308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-09-29T22:26:04.779914] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SUZ'.
[2025-09-29T22:26:04.780288] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-09-29T22:26:04.808814] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:04.809680] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-09-29T22:26:04.809745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:04.809783] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:04.809816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:04.809877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:04.829535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:04.830339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:04.830429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:04.830466] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:04.869319] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:04.869482] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:04.869529] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:04.869560] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:04.873287] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: DOWN (p=15.62%)
[2025-09-29T22:26:04.873590] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-09-29T22:26:04.873767] [INFO ] [sig       ] SUZ: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:05.045131] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SUZ.txt
[2025-09-29T22:26:05.045374] [WARN ] [sig       ] [1888/2211] Failed SUZ after 0.3s | 4.06 sym/s | Total: 7.8m | ETA: 1.3m
[2025-09-29T22:26:05.045457] [INFO ] [sig       ] [1889/2211] Forecasting SVV...
[2025-09-29T22:26:05.045498] [INFO ] [sig       ] Generating forecast for: SVV
[2025-09-29T22:26:05.045560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVV' from 'https://tdm.silogroup.org/data/derivative_storage/SVV.csv'.
[2025-09-29T22:26:05.058172] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SVV'.
[2025-09-29T22:26:05.058701] [INFO ] [FORECASTER] Starting predict_future for SVV
[2025-09-29T22:26:05.086553] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:05.087530] [DEBUG] [LOCAL     ] No optimal features file found for SVV: ./output/feature-sets/SVV.txt
[2025-09-29T22:26:05.087590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:05.087629] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:05.087697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:05.087771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:05.106706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:05.107576] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:05.107713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:05.107761] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:05.140867] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:05.140994] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:05.141037] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:05.141072] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:05.145244] [DEBUG] [FORECASTER] SVV: Forecast T+1@11:T+2@11: UP (p=64.71%)
[2025-09-29T22:26:05.145554] [INFO ] [FORECASTER] Completed predict_future for SVV
[2025-09-29T22:26:05.145728] [INFO ] [sig       ] SVV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:05.311717] [INFO ] [LOCAL     ] Saved forecast: SVV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SVV.txt
[2025-09-29T22:26:05.311965] [WARN ] [sig       ] [1889/2211] Failed SVV after 0.3s | 4.06 sym/s | Total: 7.8m | ETA: 1.3m
[2025-09-29T22:26:05.312049] [INFO ] [sig       ] [1890/2211] Forecasting SW...
[2025-09-29T22:26:05.312090] [INFO ] [sig       ] Generating forecast for: SW
[2025-09-29T22:26:05.312124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SW' from 'https://tdm.silogroup.org/data/derivative_storage/SW.csv'.
[2025-09-29T22:26:05.322782] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SW'.
[2025-09-29T22:26:05.323214] [INFO ] [FORECASTER] Starting predict_future for SW
[2025-09-29T22:26:05.350781] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:05.351594] [DEBUG] [LOCAL     ] No optimal features file found for SW: ./output/feature-sets/SW.txt
[2025-09-29T22:26:05.351677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:05.351731] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:05.351764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:05.351824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:05.371923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:05.372831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:05.372925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:05.372962] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:05.400807] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:05.400978] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:05.401024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:05.401056] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:05.405260] [DEBUG] [FORECASTER] SW: Forecast T+1@11:T+2@11: UP (p=87.06%)
[2025-09-29T22:26:05.405608] [INFO ] [FORECASTER] Completed predict_future for SW
[2025-09-29T22:26:05.405791] [INFO ] [sig       ] SW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:05.570237] [INFO ] [LOCAL     ] Saved forecast: SW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SW.txt
[2025-09-29T22:26:05.570490] [WARN ] [sig       ] [1890/2211] Failed SW after 0.3s | 4.06 sym/s | Total: 7.8m | ETA: 1.3m
[2025-09-29T22:26:05.570569] [INFO ] [sig       ] [1891/2211] Forecasting SWK...
[2025-09-29T22:26:05.570610] [INFO ] [sig       ] Generating forecast for: SWK
[2025-09-29T22:26:05.570666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-09-29T22:26:05.580922] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SWK'.
[2025-09-29T22:26:05.581336] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-09-29T22:26:05.609822] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:05.610667] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-09-29T22:26:05.610729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:05.610767] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:05.610796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:05.610856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:05.630908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:05.631612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:05.631731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:05.631779] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:05.662062] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:05.662195] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:05.662238] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:05.662270] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:05.666458] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: UP (p=95.33%)
[2025-09-29T22:26:05.666785] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-09-29T22:26:05.666924] [INFO ] [sig       ] SWK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:05.826903] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SWK.txt
[2025-09-29T22:26:05.827167] [WARN ] [sig       ] [1891/2211] Failed SWK after 0.3s | 4.06 sym/s | Total: 7.8m | ETA: 1.3m
[2025-09-29T22:26:05.827250] [INFO ] [sig       ] [1892/2211] Forecasting SWX...
[2025-09-29T22:26:05.827293] [INFO ] [sig       ] Generating forecast for: SWX
[2025-09-29T22:26:05.827329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-09-29T22:26:05.837591] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SWX'.
[2025-09-29T22:26:05.838056] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-09-29T22:26:05.865040] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:05.866030] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-09-29T22:26:05.866093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:05.866130] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:05.866161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:05.866225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:05.885492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:05.886359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:05.886460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:05.886500] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:05.916341] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:05.916514] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:05.916580] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:05.916616] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:05.920314] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: DOWN (p=1.05%)
[2025-09-29T22:26:05.920632] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-09-29T22:26:05.920820] [INFO ] [sig       ] SWX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:06.079192] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SWX.txt
[2025-09-29T22:26:06.079437] [WARN ] [sig       ] [1892/2211] Failed SWX after 0.3s | 4.06 sym/s | Total: 7.8m | ETA: 1.3m
[2025-09-29T22:26:06.079517] [INFO ] [sig       ] [1893/2211] Forecasting SWZ...
[2025-09-29T22:26:06.079560] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-09-29T22:26:06.079595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-09-29T22:26:06.090530] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SWZ'.
[2025-09-29T22:26:06.090985] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-09-29T22:26:06.118344] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:06.119167] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-09-29T22:26:06.119224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:06.119261] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:06.119291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:06.119350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:06.138037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:06.138684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:06.138770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:06.138805] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:06.166837] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:06.166989] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:06.167070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:06.167150] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:06.170920] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: DOWN (p=44.99%)
[2025-09-29T22:26:06.171218] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-09-29T22:26:06.171350] [INFO ] [sig       ] SWZ: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:06.338478] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SWZ.txt
[2025-09-29T22:26:06.338780] [WARN ] [sig       ] [1893/2211] Failed SWZ after 0.3s | 4.06 sym/s | Total: 7.8m | ETA: 1.3m
[2025-09-29T22:26:06.338873] [INFO ] [sig       ] [1894/2211] Forecasting SXC...
[2025-09-29T22:26:06.338923] [INFO ] [sig       ] Generating forecast for: SXC
[2025-09-29T22:26:06.338957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-09-29T22:26:06.349276] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SXC'.
[2025-09-29T22:26:06.349609] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-09-29T22:26:06.377870] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:06.378711] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-09-29T22:26:06.378770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:06.378807] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:06.378839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:06.378990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:06.398305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:06.399061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:06.399150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:06.399239] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:06.429941] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:06.430100] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:06.430185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:06.430267] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:06.434093] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=54.32%)
[2025-09-29T22:26:06.434417] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-09-29T22:26:06.434609] [INFO ] [sig       ] SXC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:06.591991] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SXC.txt
[2025-09-29T22:26:06.592252] [WARN ] [sig       ] [1894/2211] Failed SXC after 0.3s | 4.06 sym/s | Total: 7.8m | ETA: 1.3m
[2025-09-29T22:26:06.592333] [INFO ] [sig       ] [1895/2211] Forecasting SXI...
[2025-09-29T22:26:06.592373] [INFO ] [sig       ] Generating forecast for: SXI
[2025-09-29T22:26:06.592406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-09-29T22:26:06.603203] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SXI'.
[2025-09-29T22:26:06.603557] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-09-29T22:26:06.629527] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:06.630382] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-09-29T22:26:06.630444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:06.630481] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:06.630512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:06.630573] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:06.648871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:06.649568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:06.649680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:06.649737] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:06.688912] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:06.689088] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:06.689135] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:06.689166] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:06.692907] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: UP (p=90.93%)
[2025-09-29T22:26:06.693198] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-09-29T22:26:06.693345] [INFO ] [sig       ] SXI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:06.843739] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SXI.txt
[2025-09-29T22:26:06.844008] [WARN ] [sig       ] [1895/2211] Failed SXI after 0.3s | 4.06 sym/s | Total: 7.8m | ETA: 1.3m
[2025-09-29T22:26:06.844089] [INFO ] [sig       ] [1896/2211] Forecasting SXT...
[2025-09-29T22:26:06.844131] [INFO ] [sig       ] Generating forecast for: SXT
[2025-09-29T22:26:06.844166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXT' from 'https://tdm.silogroup.org/data/derivative_storage/SXT.csv'.
[2025-09-29T22:26:06.855137] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SXT'.
[2025-09-29T22:26:06.855522] [INFO ] [FORECASTER] Starting predict_future for SXT
[2025-09-29T22:26:06.882801] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:06.883615] [DEBUG] [LOCAL     ] No optimal features file found for SXT: ./output/feature-sets/SXT.txt
[2025-09-29T22:26:06.883699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:06.883747] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:06.883779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:06.883871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:06.903024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:06.903712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:06.903801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:06.903837] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:06.940604] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:06.940826] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:06.940887] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:06.940921] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:06.944687] [DEBUG] [FORECASTER] SXT: Forecast T+1@11:T+2@11: UP (p=87.05%)
[2025-09-29T22:26:06.945047] [INFO ] [FORECASTER] Completed predict_future for SXT
[2025-09-29T22:26:06.945214] [INFO ] [sig       ] SXT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:07.100234] [INFO ] [LOCAL     ] Saved forecast: SXT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SXT.txt
[2025-09-29T22:26:07.100482] [WARN ] [sig       ] [1896/2211] Failed SXT after 0.3s | 4.06 sym/s | Total: 7.8m | ETA: 1.3m
[2025-09-29T22:26:07.100542] [INFO ] [sig       ] [1897/2211] Forecasting SYF...
[2025-09-29T22:26:07.100574] [INFO ] [sig       ] Generating forecast for: SYF
[2025-09-29T22:26:07.100605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-09-29T22:26:07.111549] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SYF'.
[2025-09-29T22:26:07.111905] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-09-29T22:26:07.138815] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:07.139705] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-09-29T22:26:07.139765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:07.139801] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:07.139832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:07.139893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:07.158289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:07.158895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:07.158981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:07.159017] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:07.197317] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:07.197494] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:07.197543] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:07.197575] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:07.201619] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=81.68%)
[2025-09-29T22:26:07.202067] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-09-29T22:26:07.202244] [INFO ] [sig       ] SYF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:07.356577] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SYF.txt
[2025-09-29T22:26:07.356862] [WARN ] [sig       ] [1897/2211] Failed SYF after 0.3s | 4.06 sym/s | Total: 7.8m | ETA: 1.3m
[2025-09-29T22:26:07.357004] [INFO ] [sig       ] [1898/2211] Forecasting SYK...
[2025-09-29T22:26:07.357084] [INFO ] [sig       ] Generating forecast for: SYK
[2025-09-29T22:26:07.357156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-09-29T22:26:07.367979] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SYK'.
[2025-09-29T22:26:07.368294] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-09-29T22:26:07.395741] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:07.396554] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-09-29T22:26:07.396612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:07.396675] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:07.396727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:07.396791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:07.416109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:07.416782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:07.416872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:07.416908] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:07.455964] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:07.456124] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:07.456170] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:07.456201] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:07.459768] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: UP (p=60.29%)
[2025-09-29T22:26:07.460054] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-09-29T22:26:07.460200] [INFO ] [sig       ] SYK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:07.615995] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/SYK.txt
[2025-09-29T22:26:07.616323] [WARN ] [sig       ] [1898/2211] Failed SYK after 0.3s | 4.06 sym/s | Total: 7.8m | ETA: 1.3m
[2025-09-29T22:26:07.616418] [INFO ] [sig       ] [1899/2211] Forecasting SYY...
[2025-09-29T22:26:07.616498] [INFO ] [sig       ] Generating forecast for: SYY
[2025-09-29T22:26:07.616548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-09-29T22:26:07.626883] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'SYY'.
[2025-09-29T22:26:07.627278] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-09-29T22:26:07.655184] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:07.656016] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-09-29T22:26:07.656096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:07.656164] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:07.656205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:07.656294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:07.675696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:07.676337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:07.676422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:07.676459] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:07.715841] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:07.716009] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:07.716053] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:07.716105] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:07.719856] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=41.28%)
[2025-09-29T22:26:07.720177] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-09-29T22:26:07.720318] [INFO ] [sig       ] SYY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:07.878517] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/SYY.txt
[2025-09-29T22:26:07.878845] [WARN ] [sig       ] [1899/2211] Failed SYY after 0.3s | 4.06 sym/s | Total: 7.8m | ETA: 1.3m
[2025-09-29T22:26:07.878933] [INFO ] [sig       ] [1900/2211] Forecasting T...
[2025-09-29T22:26:07.878983] [INFO ] [sig       ] Generating forecast for: T
[2025-09-29T22:26:07.879021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'T' from 'https://tdm.silogroup.org/data/derivative_storage/T.csv'.
[2025-09-29T22:26:07.889594] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'T'.
[2025-09-29T22:26:07.890014] [INFO ] [FORECASTER] Starting predict_future for T
[2025-09-29T22:26:07.916028] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:07.916885] [DEBUG] [LOCAL     ] No optimal features file found for T: ./output/feature-sets/T.txt
[2025-09-29T22:26:07.916942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:07.916978] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:07.917010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:07.917070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:07.935255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:07.935944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:07.936034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:07.936071] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:07.974091] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:07.974232] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:07.974274] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:07.974305] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:07.978111] [DEBUG] [FORECASTER] T: Forecast T+1@11:T+2@11: UP (p=66.46%)
[2025-09-29T22:26:07.978409] [INFO ] [FORECASTER] Completed predict_future for T
[2025-09-29T22:26:07.978549] [INFO ] [sig       ] T: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:08.129576] [INFO ] [LOCAL     ] Saved forecast: T	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/T.txt
[2025-09-29T22:26:08.129837] [WARN ] [sig       ] [1900/2211] Failed T after 0.3s | 4.06 sym/s | Total: 7.8m | ETA: 1.3m
[2025-09-29T22:26:08.129920] [INFO ] [sig       ] [1901/2211] Forecasting TAC...
[2025-09-29T22:26:08.129961] [INFO ] [sig       ] Generating forecast for: TAC
[2025-09-29T22:26:08.129994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-09-29T22:26:08.140878] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TAC'.
[2025-09-29T22:26:08.141382] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-09-29T22:26:08.168744] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:08.169524] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-09-29T22:26:08.169581] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:08.169617] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:08.169673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:08.169801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:08.192760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:08.193598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:08.193717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:08.193766] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:08.234722] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:08.234898] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:08.234951] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:08.234984] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:08.238715] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=73.75%)
[2025-09-29T22:26:08.238999] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-09-29T22:26:08.239137] [INFO ] [sig       ] TAC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:08.391940] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TAC.txt
[2025-09-29T22:26:08.392184] [WARN ] [sig       ] [1901/2211] Failed TAC after 0.3s | 4.06 sym/s | Total: 7.8m | ETA: 1.3m
[2025-09-29T22:26:08.392263] [INFO ] [sig       ] [1902/2211] Forecasting TAK...
[2025-09-29T22:26:08.392303] [INFO ] [sig       ] Generating forecast for: TAK
[2025-09-29T22:26:08.392335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-09-29T22:26:08.403146] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TAK'.
[2025-09-29T22:26:08.403478] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-09-29T22:26:08.430102] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:08.430998] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-09-29T22:26:08.431055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:08.431091] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:08.431119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:08.431179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:08.450109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:08.450793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:08.450880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:08.450915] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:08.490719] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:08.490886] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:08.490933] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:08.490964] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:08.494576] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: UP (p=86.63%)
[2025-09-29T22:26:08.494889] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-09-29T22:26:08.495040] [INFO ] [sig       ] TAK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:08.648162] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TAK.txt
[2025-09-29T22:26:08.648430] [WARN ] [sig       ] [1902/2211] Failed TAK after 0.3s | 4.06 sym/s | Total: 7.8m | ETA: 1.3m
[2025-09-29T22:26:08.648515] [INFO ] [sig       ] [1903/2211] Forecasting TAL...
[2025-09-29T22:26:08.648559] [INFO ] [sig       ] Generating forecast for: TAL
[2025-09-29T22:26:08.648594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-09-29T22:26:08.659268] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TAL'.
[2025-09-29T22:26:08.659596] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-09-29T22:26:08.685939] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:08.686774] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-09-29T22:26:08.686834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:08.686869] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:08.686898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:08.686961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:08.705591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:08.706373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:08.706481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:08.706552] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:08.749471] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:08.749663] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:08.749731] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:08.749768] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:08.753420] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: DOWN (p=12.02%)
[2025-09-29T22:26:08.753758] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-09-29T22:26:08.753912] [INFO ] [sig       ] TAL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:08.905425] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TAL.txt
[2025-09-29T22:26:08.905639] [WARN ] [sig       ] [1903/2211] Failed TAL after 0.3s | 4.06 sym/s | Total: 7.8m | ETA: 1.3m
[2025-09-29T22:26:08.905739] [INFO ] [sig       ] [1904/2211] Forecasting TALO...
[2025-09-29T22:26:08.905779] [INFO ] [sig       ] Generating forecast for: TALO
[2025-09-29T22:26:08.905812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-09-29T22:26:08.915877] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TALO'.
[2025-09-29T22:26:08.916194] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-09-29T22:26:08.943126] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:08.943927] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-09-29T22:26:08.943984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:08.944019] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:08.944048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:08.944105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:08.963422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:08.964049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:08.964141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:08.964181] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:09.004964] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:09.005182] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:09.005236] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:09.005269] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:09.009469] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: DOWN (p=8.46%)
[2025-09-29T22:26:09.009839] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-09-29T22:26:09.010026] [INFO ] [sig       ] TALO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:09.167757] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TALO.txt
[2025-09-29T22:26:09.167993] [WARN ] [sig       ] [1904/2211] Failed TALO after 0.3s | 4.06 sym/s | Total: 7.8m | ETA: 1.3m
[2025-09-29T22:26:09.168080] [INFO ] [sig       ] [1905/2211] Forecasting TAP...
[2025-09-29T22:26:09.168121] [INFO ] [sig       ] Generating forecast for: TAP
[2025-09-29T22:26:09.168153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-09-29T22:26:09.177984] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TAP'.
[2025-09-29T22:26:09.178311] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-09-29T22:26:09.203973] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:09.204773] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-09-29T22:26:09.204831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:09.204866] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:09.204894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:09.204952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:09.222791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:09.223585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:09.223704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:09.223756] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:09.261900] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:09.262123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:09.262179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:09.262217] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:09.265914] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: UP (p=66.63%)
[2025-09-29T22:26:09.266224] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-09-29T22:26:09.266371] [INFO ] [sig       ] TAP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:09.416628] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TAP.txt
[2025-09-29T22:26:09.416979] [WARN ] [sig       ] [1905/2211] Failed TAP after 0.2s | 4.06 sym/s | Total: 7.8m | ETA: 1.3m
[2025-09-29T22:26:09.417065] [INFO ] [sig       ] [1906/2211] Forecasting TBB...
[2025-09-29T22:26:09.417107] [INFO ] [sig       ] Generating forecast for: TBB
[2025-09-29T22:26:09.417312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-09-29T22:26:09.428294] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TBB'.
[2025-09-29T22:26:09.428747] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-09-29T22:26:09.454741] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:09.455475] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-09-29T22:26:09.455534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:09.455571] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:09.455602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:09.455683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:09.475392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:09.476129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:09.476250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:09.476324] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:09.517970] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:09.518122] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:09.518165] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:09.518215] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:09.521997] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-09-29T22:26:09.522280] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-09-29T22:26:09.522426] [INFO ] [sig       ] TBB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:09.684138] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TBB.txt
[2025-09-29T22:26:09.684386] [WARN ] [sig       ] [1906/2211] Failed TBB after 0.3s | 4.06 sym/s | Total: 7.8m | ETA: 1.3m
[2025-09-29T22:26:09.684464] [INFO ] [sig       ] [1907/2211] Forecasting TBBB...
[2025-09-29T22:26:09.684504] [INFO ] [sig       ] Generating forecast for: TBBB
[2025-09-29T22:26:09.684537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBBB.csv'.
[2025-09-29T22:26:09.695184] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TBBB'.
[2025-09-29T22:26:09.695603] [INFO ] [FORECASTER] Starting predict_future for TBBB
[2025-09-29T22:26:09.722562] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:09.723480] [DEBUG] [LOCAL     ] No optimal features file found for TBBB: ./output/feature-sets/TBBB.txt
[2025-09-29T22:26:09.723539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:09.723576] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:09.723604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:09.723686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:09.742433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:09.743362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:09.743457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:09.743494] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:09.777142] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:09.777340] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:09.777394] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:09.777429] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:09.781185] [DEBUG] [FORECASTER] TBBB: Forecast T+1@11:T+2@11: UP (p=53.00%)
[2025-09-29T22:26:09.781547] [INFO ] [FORECASTER] Completed predict_future for TBBB
[2025-09-29T22:26:09.781754] [INFO ] [sig       ] TBBB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:09.945485] [INFO ] [LOCAL     ] Saved forecast: TBBB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TBBB.txt
[2025-09-29T22:26:09.945813] [WARN ] [sig       ] [1907/2211] Failed TBBB after 0.3s | 4.06 sym/s | Total: 7.8m | ETA: 1.2m
[2025-09-29T22:26:09.945896] [INFO ] [sig       ] [1908/2211] Forecasting TBI...
[2025-09-29T22:26:09.945936] [INFO ] [sig       ] Generating forecast for: TBI
[2025-09-29T22:26:09.945970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-09-29T22:26:09.957244] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TBI'.
[2025-09-29T22:26:09.957700] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-09-29T22:26:09.985566] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:09.986480] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-09-29T22:26:09.986540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:09.986577] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:09.986607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:09.986709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:10.005475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:10.006222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:10.006313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:10.006351] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:10.048336] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:10.048491] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:10.048536] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:10.048567] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:10.052086] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: DOWN (p=5.68%)
[2025-09-29T22:26:10.052361] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-09-29T22:26:10.052504] [INFO ] [sig       ] TBI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:10.207538] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TBI.txt
[2025-09-29T22:26:10.207818] [WARN ] [sig       ] [1908/2211] Failed TBI after 0.3s | 4.06 sym/s | Total: 7.8m | ETA: 1.2m
[2025-09-29T22:26:10.207905] [INFO ] [sig       ] [1909/2211] Forecasting TBN...
[2025-09-29T22:26:10.207947] [INFO ] [sig       ] Generating forecast for: TBN
[2025-09-29T22:26:10.207982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBN' from 'https://tdm.silogroup.org/data/derivative_storage/TBN.csv'.
[2025-09-29T22:26:10.217575] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TBN'.
[2025-09-29T22:26:10.218002] [INFO ] [FORECASTER] Starting predict_future for TBN
[2025-09-29T22:26:10.244435] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:10.245184] [DEBUG] [LOCAL     ] No optimal features file found for TBN: ./output/feature-sets/TBN.txt
[2025-09-29T22:26:10.245240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:10.245274] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:10.245303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:10.245360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:10.263538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:10.264114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:10.264197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:10.264231] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:10.301865] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:10.301957] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:10.301997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:10.302030] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:10.305288] [DEBUG] [FORECASTER] TBN: Forecast T+1@11:T+2@11: UP (p=62.46%)
[2025-09-29T22:26:10.305555] [INFO ] [FORECASTER] Completed predict_future for TBN
[2025-09-29T22:26:10.305725] [INFO ] [sig       ] TBN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:10.451969] [INFO ] [LOCAL     ] Saved forecast: TBN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TBN.txt
[2025-09-29T22:26:10.452183] [WARN ] [sig       ] [1909/2211] Failed TBN after 0.2s | 4.06 sym/s | Total: 7.8m | ETA: 1.2m
[2025-09-29T22:26:10.452259] [INFO ] [sig       ] [1910/2211] Forecasting TD...
[2025-09-29T22:26:10.452301] [INFO ] [sig       ] Generating forecast for: TD
[2025-09-29T22:26:10.452334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-09-29T22:26:10.463358] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TD'.
[2025-09-29T22:26:10.463843] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-09-29T22:26:10.491017] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:10.491907] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-09-29T22:26:10.491965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:10.492000] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:10.492029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:10.492087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:10.511740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:10.512602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:10.512752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:10.512824] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:10.553579] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:10.553772] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:10.553826] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:10.553861] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:10.557550] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=91.05%)
[2025-09-29T22:26:10.557886] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-09-29T22:26:10.558037] [INFO ] [sig       ] TD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:10.712868] [INFO ] [LOCAL     ] Saved forecast: TD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TD.txt
[2025-09-29T22:26:10.713112] [WARN ] [sig       ] [1910/2211] Failed TD after 0.3s | 4.06 sym/s | Total: 7.8m | ETA: 1.2m
[2025-09-29T22:26:10.713192] [INFO ] [sig       ] [1911/2211] Forecasting TDC...
[2025-09-29T22:26:10.713232] [INFO ] [sig       ] Generating forecast for: TDC
[2025-09-29T22:26:10.713264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-09-29T22:26:10.723433] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TDC'.
[2025-09-29T22:26:10.723786] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-09-29T22:26:10.751018] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:10.751989] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-09-29T22:26:10.752050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:10.752086] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:10.752116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:10.752176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:10.771867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:10.772730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:10.772823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:10.772860] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:10.812079] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:10.812251] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:10.812334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:10.812366] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:10.817794] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=77.07%)
[2025-09-29T22:26:10.818089] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-09-29T22:26:10.818234] [INFO ] [sig       ] TDC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:10.970879] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TDC.txt
[2025-09-29T22:26:10.971245] [WARN ] [sig       ] [1911/2211] Failed TDC after 0.3s | 4.06 sym/s | Total: 7.9m | ETA: 1.2m
[2025-09-29T22:26:10.971350] [INFO ] [sig       ] [1912/2211] Forecasting TDF...
[2025-09-29T22:26:10.971408] [INFO ] [sig       ] Generating forecast for: TDF
[2025-09-29T22:26:10.971457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-09-29T22:26:10.982517] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TDF'.
[2025-09-29T22:26:10.982980] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-09-29T22:26:11.012105] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:11.013048] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-09-29T22:26:11.013112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:11.013149] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:11.013180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:11.013241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:11.033839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:11.034796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:11.034893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:11.034931] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:11.076410] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:11.076620] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:11.076713] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:11.076758] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:11.080745] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=89.90%)
[2025-09-29T22:26:11.081049] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-09-29T22:26:11.081250] [INFO ] [sig       ] TDF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:11.261091] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TDF.txt
[2025-09-29T22:26:11.261363] [WARN ] [sig       ] [1912/2211] Failed TDF after 0.3s | 4.06 sym/s | Total: 7.9m | ETA: 1.2m
[2025-09-29T22:26:11.261446] [INFO ] [sig       ] [1913/2211] Forecasting TDG...
[2025-09-29T22:26:11.261488] [INFO ] [sig       ] Generating forecast for: TDG
[2025-09-29T22:26:11.261522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-09-29T22:26:11.272872] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TDG'.
[2025-09-29T22:26:11.273328] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-09-29T22:26:11.300953] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:11.301953] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-09-29T22:26:11.302022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:11.302059] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:11.302089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:11.302148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:11.322208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:11.323172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:11.323281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:11.323318] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:11.362720] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:11.362889] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:11.362936] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:11.362968] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:11.366941] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=64.74%)
[2025-09-29T22:26:11.367296] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-09-29T22:26:11.367457] [INFO ] [sig       ] TDG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:11.529368] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TDG.txt
[2025-09-29T22:26:11.529703] [WARN ] [sig       ] [1913/2211] Failed TDG after 0.3s | 4.05 sym/s | Total: 7.9m | ETA: 1.2m
[2025-09-29T22:26:11.529783] [INFO ] [sig       ] [1914/2211] Forecasting TDOC...
[2025-09-29T22:26:11.529824] [INFO ] [sig       ] Generating forecast for: TDOC
[2025-09-29T22:26:11.529857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'.
[2025-09-29T22:26:11.540874] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TDOC'.
[2025-09-29T22:26:11.541190] [INFO ] [FORECASTER] Starting predict_future for TDOC
[2025-09-29T22:26:11.569743] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:11.570696] [DEBUG] [LOCAL     ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt
[2025-09-29T22:26:11.570768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:11.570812] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:11.570849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:11.570928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:11.590265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:11.590898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:11.590983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:11.591017] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:11.626862] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:11.627005] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:11.627047] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:11.627076] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:11.630704] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: DOWN (p=24.78%)
[2025-09-29T22:26:11.630983] [INFO ] [FORECASTER] Completed predict_future for TDOC
[2025-09-29T22:26:11.631116] [INFO ] [sig       ] TDOC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:11.789179] [INFO ] [LOCAL     ] Saved forecast: TDOC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TDOC.txt
[2025-09-29T22:26:11.789549] [WARN ] [sig       ] [1914/2211] Failed TDOC after 0.3s | 4.05 sym/s | Total: 7.9m | ETA: 1.2m
[2025-09-29T22:26:11.789699] [INFO ] [sig       ] [1915/2211] Forecasting TDS...
[2025-09-29T22:26:11.789769] [INFO ] [sig       ] Generating forecast for: TDS
[2025-09-29T22:26:11.789824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-09-29T22:26:11.801182] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TDS'.
[2025-09-29T22:26:11.801600] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-09-29T22:26:11.829134] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:11.830033] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-09-29T22:26:11.830092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:11.830129] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:11.830160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:11.830221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:11.848739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:11.849390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:11.849479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:11.849515] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:11.884447] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:11.884614] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:11.884691] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:11.884741] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:11.888472] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-09-29T22:26:11.888813] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-09-29T22:26:11.888958] [INFO ] [sig       ] TDS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:12.041413] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TDS.txt
[2025-09-29T22:26:12.041666] [WARN ] [sig       ] [1915/2211] Failed TDS after 0.3s | 4.05 sym/s | Total: 7.9m | ETA: 1.2m
[2025-09-29T22:26:12.041747] [INFO ] [sig       ] [1916/2211] Forecasting TDW...
[2025-09-29T22:26:12.041827] [INFO ] [sig       ] Generating forecast for: TDW
[2025-09-29T22:26:12.041873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDW' from 'https://tdm.silogroup.org/data/derivative_storage/TDW.csv'.
[2025-09-29T22:26:12.051761] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TDW'.
[2025-09-29T22:26:12.052102] [INFO ] [FORECASTER] Starting predict_future for TDW
[2025-09-29T22:26:12.079378] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:12.080318] [DEBUG] [LOCAL     ] No optimal features file found for TDW: ./output/feature-sets/TDW.txt
[2025-09-29T22:26:12.080377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:12.080414] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:12.080444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:12.080504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:12.099123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:12.099933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:12.100024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:12.100064] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:12.136187] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:12.136357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:12.136402] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:12.136435] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:12.140105] [DEBUG] [FORECASTER] TDW: Forecast T+1@11:T+2@11: DOWN (p=6.92%)
[2025-09-29T22:26:12.140387] [INFO ] [FORECASTER] Completed predict_future for TDW
[2025-09-29T22:26:12.140522] [INFO ] [sig       ] TDW: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:12.292462] [INFO ] [LOCAL     ] Saved forecast: TDW	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TDW.txt
[2025-09-29T22:26:12.292757] [WARN ] [sig       ] [1916/2211] Failed TDW after 0.3s | 4.05 sym/s | Total: 7.9m | ETA: 1.2m
[2025-09-29T22:26:12.292838] [INFO ] [sig       ] [1917/2211] Forecasting TDY...
[2025-09-29T22:26:12.292879] [INFO ] [sig       ] Generating forecast for: TDY
[2025-09-29T22:26:12.292914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-09-29T22:26:12.303196] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TDY'.
[2025-09-29T22:26:12.303546] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-09-29T22:26:12.330129] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:12.330991] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-09-29T22:26:12.331050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:12.331087] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:12.331118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:12.331178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:12.349660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:12.350292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:12.350380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:12.350417] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:12.389069] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:12.389218] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:12.389260] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:12.389293] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:12.392836] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=1.19%)
[2025-09-29T22:26:12.393122] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-09-29T22:26:12.393258] [INFO ] [sig       ] TDY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:12.548842] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TDY.txt
[2025-09-29T22:26:12.549119] [WARN ] [sig       ] [1917/2211] Failed TDY after 0.3s | 4.05 sym/s | Total: 7.9m | ETA: 1.2m
[2025-09-29T22:26:12.549197] [INFO ] [sig       ] [1918/2211] Forecasting TEAF...
[2025-09-29T22:26:12.549240] [INFO ] [sig       ] Generating forecast for: TEAF
[2025-09-29T22:26:12.549273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAF' from 'https://tdm.silogroup.org/data/derivative_storage/TEAF.csv'.
[2025-09-29T22:26:12.560239] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TEAF'.
[2025-09-29T22:26:12.560621] [INFO ] [FORECASTER] Starting predict_future for TEAF
[2025-09-29T22:26:12.589396] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:12.590309] [DEBUG] [LOCAL     ] No optimal features file found for TEAF: ./output/feature-sets/TEAF.txt
[2025-09-29T22:26:12.590370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:12.590408] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:12.590437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:12.590497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:12.609501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:12.610403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:12.610503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:12.610539] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:12.647341] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:12.647517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:12.647562] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:12.647592] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:12.651226] [DEBUG] [FORECASTER] TEAF: Forecast T+1@11:T+2@11: DOWN (p=41.09%)
[2025-09-29T22:26:12.651501] [INFO ] [FORECASTER] Completed predict_future for TEAF
[2025-09-29T22:26:12.651671] [INFO ] [sig       ] TEAF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:12.802908] [INFO ] [LOCAL     ] Saved forecast: TEAF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TEAF.txt
[2025-09-29T22:26:12.803132] [WARN ] [sig       ] [1918/2211] Failed TEAF after 0.3s | 4.05 sym/s | Total: 7.9m | ETA: 1.2m
[2025-09-29T22:26:12.803207] [INFO ] [sig       ] [1919/2211] Forecasting TECK...
[2025-09-29T22:26:12.803256] [INFO ] [sig       ] Generating forecast for: TECK
[2025-09-29T22:26:12.803290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-09-29T22:26:12.814571] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TECK'.
[2025-09-29T22:26:12.814999] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-09-29T22:26:12.841563] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:12.842420] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-09-29T22:26:12.842485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:12.842525] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:12.842555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:12.842613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:12.861874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:12.862633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:12.862752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:12.862790] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:12.904011] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:12.904191] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:12.904267] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:12.904314] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:12.908221] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: UP (p=62.42%)
[2025-09-29T22:26:12.908525] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-09-29T22:26:12.908702] [INFO ] [sig       ] TECK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:13.059253] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TECK.txt
[2025-09-29T22:26:13.059503] [WARN ] [sig       ] [1919/2211] Failed TECK after 0.3s | 4.05 sym/s | Total: 7.9m | ETA: 1.2m
[2025-09-29T22:26:13.059582] [INFO ] [sig       ] [1920/2211] Forecasting TEF...
[2025-09-29T22:26:13.059623] [INFO ] [sig       ] Generating forecast for: TEF
[2025-09-29T22:26:13.059693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-09-29T22:26:13.069874] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TEF'.
[2025-09-29T22:26:13.070218] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-09-29T22:26:13.096002] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:13.096792] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-09-29T22:26:13.096850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:13.096885] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:13.096913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:13.096971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:13.114779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:13.115453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:13.115540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:13.115574] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:13.191442] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:13.191599] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:13.191671] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:13.191728] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:13.195421] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: DOWN (p=25.08%)
[2025-09-29T22:26:13.195750] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-09-29T22:26:13.195897] [INFO ] [sig       ] TEF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:13.346419] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TEF.txt
[2025-09-29T22:26:13.346698] [WARN ] [sig       ] [1920/2211] Failed TEF after 0.3s | 4.05 sym/s | Total: 7.9m | ETA: 1.2m
[2025-09-29T22:26:13.346786] [INFO ] [sig       ] [1921/2211] Forecasting TEI...
[2025-09-29T22:26:13.346827] [INFO ] [sig       ] Generating forecast for: TEI
[2025-09-29T22:26:13.346861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-09-29T22:26:13.357046] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TEI'.
[2025-09-29T22:26:13.357445] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-09-29T22:26:13.384821] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:13.385687] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-09-29T22:26:13.385748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:13.385786] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:13.385817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:13.385884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:13.404381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:13.405131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:13.405225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:13.405263] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:13.432441] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:13.432552] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:13.432591] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:13.432622] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:13.435839] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: UP (p=71.64%)
[2025-09-29T22:26:13.436105] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-09-29T22:26:13.436226] [INFO ] [sig       ] TEI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:13.588218] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TEI.txt
[2025-09-29T22:26:13.588460] [WARN ] [sig       ] [1921/2211] Failed TEI after 0.2s | 4.05 sym/s | Total: 7.9m | ETA: 1.2m
[2025-09-29T22:26:13.588538] [INFO ] [sig       ] [1922/2211] Forecasting TEL...
[2025-09-29T22:26:13.588578] [INFO ] [sig       ] Generating forecast for: TEL
[2025-09-29T22:26:13.588611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEL' from 'https://tdm.silogroup.org/data/derivative_storage/TEL.csv'.
[2025-09-29T22:26:13.598903] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TEL'.
[2025-09-29T22:26:13.599253] [INFO ] [FORECASTER] Starting predict_future for TEL
[2025-09-29T22:26:13.626464] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:13.627337] [DEBUG] [LOCAL     ] No optimal features file found for TEL: ./output/feature-sets/TEL.txt
[2025-09-29T22:26:13.627398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:13.627444] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:13.627485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:13.627561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:13.646393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:13.647110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:13.647248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:13.647299] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:13.677334] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:13.677486] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:13.677528] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:13.677558] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:13.681569] [DEBUG] [FORECASTER] TEL: Forecast T+1@11:T+2@11: UP (p=63.41%)
[2025-09-29T22:26:13.681906] [INFO ] [FORECASTER] Completed predict_future for TEL
[2025-09-29T22:26:13.682096] [INFO ] [sig       ] TEL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:13.835266] [INFO ] [LOCAL     ] Saved forecast: TEL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TEL.txt
[2025-09-29T22:26:13.835517] [WARN ] [sig       ] [1922/2211] Failed TEL after 0.2s | 4.05 sym/s | Total: 7.9m | ETA: 1.2m
[2025-09-29T22:26:13.835598] [INFO ] [sig       ] [1923/2211] Forecasting TEN...
[2025-09-29T22:26:13.835639] [INFO ] [sig       ] Generating forecast for: TEN
[2025-09-29T22:26:13.835721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEN' from 'https://tdm.silogroup.org/data/derivative_storage/TEN.csv'.
[2025-09-29T22:26:13.840260] [WARN ] [REMOTE    ] Historical data not found for symbol 'TEN' (404).
[2025-09-29T22:26:13.840471] [FATAL] [sig       ] TEN: No historical data fetched.
[2025-09-29T22:26:13.840572] [WARN ] [sig       ] [1923/2211] Failed TEN after 0.0s | 4.06 sym/s | Total: 7.9m | ETA: 1.2m
[2025-09-29T22:26:13.840623] [INFO ] [sig       ] [1924/2211] Forecasting TEO...
[2025-09-29T22:26:13.840693] [INFO ] [sig       ] Generating forecast for: TEO
[2025-09-29T22:26:13.840739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-09-29T22:26:13.850606] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TEO'.
[2025-09-29T22:26:13.851013] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-09-29T22:26:13.877717] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:13.878535] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-09-29T22:26:13.878594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:13.878631] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:13.878700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:13.878774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:13.897057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:13.897756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:13.897846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:13.897884] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:13.932287] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:13.932445] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:13.932492] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:13.932589] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:13.936696] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: DOWN (p=8.86%)
[2025-09-29T22:26:13.937035] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-09-29T22:26:13.937253] [INFO ] [sig       ] TEO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:14.101965] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TEO.txt
[2025-09-29T22:26:14.102201] [WARN ] [sig       ] [1924/2211] Failed TEO after 0.3s | 4.06 sym/s | Total: 7.9m | ETA: 1.2m
[2025-09-29T22:26:14.102277] [INFO ] [sig       ] [1925/2211] Forecasting TEVA...
[2025-09-29T22:26:14.102342] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-09-29T22:26:14.102405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-09-29T22:26:14.112729] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TEVA'.
[2025-09-29T22:26:14.113152] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-09-29T22:26:14.141548] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:14.142430] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-09-29T22:26:14.142490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:14.142525] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:14.142555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:14.142613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:14.163921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:14.164744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:14.164834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:14.164870] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:14.192517] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:14.192673] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:14.192736] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:14.192769] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:14.196228] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: UP (p=74.28%)
[2025-09-29T22:26:14.196508] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-09-29T22:26:14.196636] [INFO ] [sig       ] TEVA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:14.368201] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TEVA.txt
[2025-09-29T22:26:14.368440] [WARN ] [sig       ] [1925/2211] Failed TEVA after 0.3s | 4.06 sym/s | Total: 7.9m | ETA: 1.2m
[2025-09-29T22:26:14.368518] [INFO ] [sig       ] [1926/2211] Forecasting TEX...
[2025-09-29T22:26:14.368559] [INFO ] [sig       ] Generating forecast for: TEX
[2025-09-29T22:26:14.368592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-09-29T22:26:14.378538] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TEX'.
[2025-09-29T22:26:14.378935] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-09-29T22:26:14.408539] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:14.409423] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-09-29T22:26:14.409480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:14.409516] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:14.409545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:14.409604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:14.430030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:14.430946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:14.431043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:14.431080] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:14.461068] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:14.461296] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:14.461362] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:14.461396] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:14.465138] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: UP (p=88.75%)
[2025-09-29T22:26:14.465453] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-09-29T22:26:14.465602] [INFO ] [sig       ] TEX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:14.620125] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TEX.txt
[2025-09-29T22:26:14.620354] [WARN ] [sig       ] [1926/2211] Failed TEX after 0.3s | 4.06 sym/s | Total: 7.9m | ETA: 1.2m
[2025-09-29T22:26:14.620434] [INFO ] [sig       ] [1927/2211] Forecasting TFC...
[2025-09-29T22:26:14.620474] [INFO ] [sig       ] Generating forecast for: TFC
[2025-09-29T22:26:14.620507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-09-29T22:26:14.630829] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TFC'.
[2025-09-29T22:26:14.631247] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-09-29T22:26:14.659215] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:14.660043] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-09-29T22:26:14.660101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:14.660137] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:14.660167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:14.660226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:14.678634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:14.679386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:14.679524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:14.679572] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:14.708757] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:14.708893] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:14.708935] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:14.708966] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:14.712341] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2025-09-29T22:26:14.712621] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-09-29T22:26:14.712789] [INFO ] [sig       ] TFC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:14.871072] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TFC.txt
[2025-09-29T22:26:14.871326] [WARN ] [sig       ] [1927/2211] Failed TFC after 0.3s | 4.06 sym/s | Total: 7.9m | ETA: 1.2m
[2025-09-29T22:26:14.871410] [INFO ] [sig       ] [1928/2211] Forecasting TFII...
[2025-09-29T22:26:14.871451] [INFO ] [sig       ] Generating forecast for: TFII
[2025-09-29T22:26:14.871484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-09-29T22:26:14.881366] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TFII'.
[2025-09-29T22:26:14.881788] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-09-29T22:26:14.909147] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:14.909982] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-09-29T22:26:14.910040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:14.910075] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:14.910106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:14.910166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:14.929019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:14.929711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:14.929801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:14.929838] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:14.962164] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:14.962315] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:14.962360] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:14.962394] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:14.966466] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: UP (p=98.65%)
[2025-09-29T22:26:14.966862] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-09-29T22:26:14.967022] [INFO ] [sig       ] TFII: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:15.128130] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TFII.txt
[2025-09-29T22:26:15.128343] [WARN ] [sig       ] [1928/2211] Failed TFII after 0.3s | 4.06 sym/s | Total: 7.9m | ETA: 1.2m
[2025-09-29T22:26:15.128424] [INFO ] [sig       ] [1929/2211] Forecasting TFIN...
[2025-09-29T22:26:15.128465] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-09-29T22:26:15.128502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-09-29T22:26:15.138400] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TFIN'.
[2025-09-29T22:26:15.138759] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-09-29T22:26:15.165786] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:15.166553] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-09-29T22:26:15.166612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:15.166673] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:15.166726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:15.166790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:15.185269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:15.185926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:15.186077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:15.186134] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:15.217574] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:15.217764] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:15.217816] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:15.217849] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:15.221516] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: DOWN (p=23.24%)
[2025-09-29T22:26:15.221836] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-09-29T22:26:15.221990] [INFO ] [sig       ] TFIN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:15.379162] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TFIN.txt
[2025-09-29T22:26:15.379471] [WARN ] [sig       ] [1929/2211] Failed TFIN after 0.3s | 4.06 sym/s | Total: 7.9m | ETA: 1.2m
[2025-09-29T22:26:15.379567] [INFO ] [sig       ] [1930/2211] Forecasting TFPM...
[2025-09-29T22:26:15.379618] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-09-29T22:26:15.379687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-09-29T22:26:15.390560] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TFPM'.
[2025-09-29T22:26:15.390933] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-09-29T22:26:15.417487] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:15.418409] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-09-29T22:26:15.418467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:15.418536] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:15.418586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:15.418671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:15.437753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:15.438309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:15.438396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:15.438433] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:15.466288] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:15.466405] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:15.466448] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:15.466481] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:15.469960] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-09-29T22:26:15.470241] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-09-29T22:26:15.470371] [INFO ] [sig       ] TFPM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:15.635911] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TFPM.txt
[2025-09-29T22:26:15.636167] [WARN ] [sig       ] [1930/2211] Failed TFPM after 0.3s | 4.06 sym/s | Total: 7.9m | ETA: 1.2m
[2025-09-29T22:26:15.636251] [INFO ] [sig       ] [1931/2211] Forecasting TFX...
[2025-09-29T22:26:15.636309] [INFO ] [sig       ] Generating forecast for: TFX
[2025-09-29T22:26:15.636382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFX' from 'https://tdm.silogroup.org/data/derivative_storage/TFX.csv'.
[2025-09-29T22:26:15.647309] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TFX'.
[2025-09-29T22:26:15.647720] [INFO ] [FORECASTER] Starting predict_future for TFX
[2025-09-29T22:26:15.674720] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:15.675522] [DEBUG] [LOCAL     ] No optimal features file found for TFX: ./output/feature-sets/TFX.txt
[2025-09-29T22:26:15.675585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:15.675622] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:15.675687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:15.675765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:15.694823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:15.695635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:15.695782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:15.695821] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:15.724184] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:15.724343] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:15.724417] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:15.724462] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:15.728084] [DEBUG] [FORECASTER] TFX: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-09-29T22:26:15.728469] [INFO ] [FORECASTER] Completed predict_future for TFX
[2025-09-29T22:26:15.728613] [INFO ] [sig       ] TFX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:15.886395] [INFO ] [LOCAL     ] Saved forecast: TFX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TFX.txt
[2025-09-29T22:26:15.886629] [WARN ] [sig       ] [1931/2211] Failed TFX after 0.3s | 4.06 sym/s | Total: 7.9m | ETA: 1.2m
[2025-09-29T22:26:15.886732] [INFO ] [sig       ] [1932/2211] Forecasting TG...
[2025-09-29T22:26:15.886783] [INFO ] [sig       ] Generating forecast for: TG
[2025-09-29T22:26:15.886818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-09-29T22:26:15.896946] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TG'.
[2025-09-29T22:26:15.897326] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-09-29T22:26:15.924433] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:15.925269] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-09-29T22:26:15.925329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:15.925365] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:15.925395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:15.925454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:15.943825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:15.944405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:15.944491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:15.944528] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:15.971483] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:15.971601] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:15.971662] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:15.971719] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:15.975076] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=2.97%)
[2025-09-29T22:26:15.975351] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-09-29T22:26:15.975480] [INFO ] [sig       ] TG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:16.126672] [INFO ] [LOCAL     ] Saved forecast: TG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TG.txt
[2025-09-29T22:26:16.126923] [WARN ] [sig       ] [1932/2211] Failed TG after 0.2s | 4.06 sym/s | Total: 7.9m | ETA: 1.1m
[2025-09-29T22:26:16.126974] [INFO ] [sig       ] [1933/2211] Forecasting TGLS...
[2025-09-29T22:26:16.127006] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-09-29T22:26:16.127037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-09-29T22:26:16.137618] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TGLS'.
[2025-09-29T22:26:16.137997] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-09-29T22:26:16.165737] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:16.166526] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-09-29T22:26:16.166584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:16.166622] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:16.166688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:16.166764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:16.187217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:16.188035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:16.188126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:16.188163] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:16.233117] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:16.233257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:16.233300] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:16.233333] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:16.237322] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: UP (p=96.69%)
[2025-09-29T22:26:16.237627] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-09-29T22:26:16.237815] [INFO ] [sig       ] TGLS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:16.395419] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TGLS.txt
[2025-09-29T22:26:16.395737] [WARN ] [sig       ] [1933/2211] Failed TGLS after 0.3s | 4.06 sym/s | Total: 7.9m | ETA: 1.1m
[2025-09-29T22:26:16.395823] [INFO ] [sig       ] [1934/2211] Forecasting TGNA...
[2025-09-29T22:26:16.395864] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-09-29T22:26:16.395897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-09-29T22:26:16.406840] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TGNA'.
[2025-09-29T22:26:16.407227] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-09-29T22:26:16.434151] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:16.434955] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-09-29T22:26:16.435019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:16.435058] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:16.435089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:16.435148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:16.454131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:16.454871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:16.454967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:16.455003] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:16.490328] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:16.490493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:16.490546] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:16.490580] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:16.494181] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: UP (p=90.69%)
[2025-09-29T22:26:16.494462] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-09-29T22:26:16.494600] [INFO ] [sig       ] TGNA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:16.646430] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TGNA.txt
[2025-09-29T22:26:16.646722] [WARN ] [sig       ] [1934/2211] Failed TGNA after 0.3s | 4.06 sym/s | Total: 7.9m | ETA: 1.1m
[2025-09-29T22:26:16.646804] [INFO ] [sig       ] [1935/2211] Forecasting TGS...
[2025-09-29T22:26:16.646844] [INFO ] [sig       ] Generating forecast for: TGS
[2025-09-29T22:26:16.646877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-09-29T22:26:16.657440] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TGS'.
[2025-09-29T22:26:16.657807] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-09-29T22:26:16.683816] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:16.684609] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-09-29T22:26:16.684693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:16.684743] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:16.684773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:16.684832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:16.703384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:16.704173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:16.704285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:16.704323] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:16.741490] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:16.741664] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:16.741740] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:16.741809] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:16.745491] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=79.99%)
[2025-09-29T22:26:16.745831] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-09-29T22:26:16.745980] [INFO ] [sig       ] TGS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:16.895762] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TGS.txt
[2025-09-29T22:26:16.896054] [WARN ] [sig       ] [1935/2211] Failed TGS after 0.2s | 4.06 sym/s | Total: 8.0m | ETA: 1.1m
[2025-09-29T22:26:16.896165] [INFO ] [sig       ] [1936/2211] Forecasting TGT...
[2025-09-29T22:26:16.896207] [INFO ] [sig       ] Generating forecast for: TGT
[2025-09-29T22:26:16.896241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGT' from 'https://tdm.silogroup.org/data/derivative_storage/TGT.csv'.
[2025-09-29T22:26:16.907247] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TGT'.
[2025-09-29T22:26:16.907705] [INFO ] [FORECASTER] Starting predict_future for TGT
[2025-09-29T22:26:16.934667] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:16.935567] [DEBUG] [LOCAL     ] No optimal features file found for TGT: ./output/feature-sets/TGT.txt
[2025-09-29T22:26:16.935628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:16.935751] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:16.935790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:16.935853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:16.954112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:16.954913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:16.955008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:16.955043] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:16.995292] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:16.995456] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:16.995501] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:16.995532] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:16.999345] [DEBUG] [FORECASTER] TGT: Forecast T+1@11:T+2@11: DOWN (p=15.76%)
[2025-09-29T22:26:16.999698] [INFO ] [FORECASTER] Completed predict_future for TGT
[2025-09-29T22:26:16.999850] [INFO ] [sig       ] TGT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:17.173890] [INFO ] [LOCAL     ] Saved forecast: TGT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TGT.txt
[2025-09-29T22:26:17.174178] [WARN ] [sig       ] [1936/2211] Failed TGT after 0.3s | 4.06 sym/s | Total: 8.0m | ETA: 1.1m
[2025-09-29T22:26:17.174262] [INFO ] [sig       ] [1937/2211] Forecasting THC...
[2025-09-29T22:26:17.174304] [INFO ] [sig       ] Generating forecast for: THC
[2025-09-29T22:26:17.174338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-09-29T22:26:17.185198] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'THC'.
[2025-09-29T22:26:17.185559] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-09-29T22:26:17.212532] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:17.213350] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-09-29T22:26:17.213426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:17.213463] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:17.213492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:17.213551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:17.231840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:17.232553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:17.232671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:17.232729] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:17.271352] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:17.271501] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:17.271543] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:17.271574] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:17.276521] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: UP (p=73.13%)
[2025-09-29T22:26:17.276899] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-09-29T22:26:17.277090] [INFO ] [sig       ] THC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:17.431919] [INFO ] [LOCAL     ] Saved forecast: THC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/THC.txt
[2025-09-29T22:26:17.432194] [WARN ] [sig       ] [1937/2211] Failed THC after 0.3s | 4.06 sym/s | Total: 8.0m | ETA: 1.1m
[2025-09-29T22:26:17.432278] [INFO ] [sig       ] [1938/2211] Forecasting THG...
[2025-09-29T22:26:17.432319] [INFO ] [sig       ] Generating forecast for: THG
[2025-09-29T22:26:17.432353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-09-29T22:26:17.443517] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'THG'.
[2025-09-29T22:26:17.443895] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-09-29T22:26:17.470483] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:17.471302] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-09-29T22:26:17.471359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:17.471396] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:17.471424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:17.471485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:17.490999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:17.491717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:17.491820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:17.491864] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:17.530336] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:17.530496] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:17.530540] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:17.530572] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:17.534291] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: DOWN (p=31.14%)
[2025-09-29T22:26:17.534572] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-09-29T22:26:17.534747] [INFO ] [sig       ] THG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:17.691478] [INFO ] [LOCAL     ] Saved forecast: THG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/THG.txt
[2025-09-29T22:26:17.691784] [WARN ] [sig       ] [1938/2211] Failed THG after 0.3s | 4.05 sym/s | Total: 8.0m | ETA: 1.1m
[2025-09-29T22:26:17.691869] [INFO ] [sig       ] [1939/2211] Forecasting THIR...
[2025-09-29T22:26:17.691921] [INFO ] [sig       ] Generating forecast for: THIR
[2025-09-29T22:26:17.691957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THIR' from 'https://tdm.silogroup.org/data/derivative_storage/THIR.csv'.
[2025-09-29T22:26:17.703595] [DEBUG] [REMOTE    ] Successfully parsed 1789 rows of historical data for symbol 'THIR'.
[2025-09-29T22:26:17.704013] [INFO ] [FORECASTER] Starting predict_future for THIR
[2025-09-29T22:26:17.737400] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:17.738837] [DEBUG] [LOCAL     ] No optimal features file found for THIR: ./output/feature-sets/THIR.txt
[2025-09-29T22:26:17.738911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:17.738968] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:17.739017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:17.739110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:17.767857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:17.769090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:17.769227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:17.769292] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:17.819277] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:17.819488] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:17.819566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:17.819622] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:17.826371] [DEBUG] [FORECASTER] THIR: Forecast T+1@11:T+2@11: UP (p=97.75%)
[2025-09-29T22:26:17.826916] [INFO ] [FORECASTER] Completed predict_future for THIR
[2025-09-29T22:26:17.827216] [INFO ] [sig       ] THIR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:18.057798] [INFO ] [LOCAL     ] Saved forecast: THIR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/THIR.txt
[2025-09-29T22:26:18.058241] [WARN ] [sig       ] [1939/2211] Failed THIR after 0.4s | 4.05 sym/s | Total: 8.0m | ETA: 1.1m
[2025-09-29T22:26:18.058340] [INFO ] [sig       ] [1940/2211] Forecasting THLV...
[2025-09-29T22:26:18.058386] [INFO ] [sig       ] Generating forecast for: THLV
[2025-09-29T22:26:18.058424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THLV' from 'https://tdm.silogroup.org/data/derivative_storage/THLV.csv'.
[2025-09-29T22:26:18.068928] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'THLV'.
[2025-09-29T22:26:18.069424] [INFO ] [FORECASTER] Starting predict_future for THLV
[2025-09-29T22:26:18.102097] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:18.103457] [DEBUG] [LOCAL     ] No optimal features file found for THLV: ./output/feature-sets/THLV.txt
[2025-09-29T22:26:18.103549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:18.103612] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:18.103705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:18.103814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:18.134003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:18.135271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:18.135404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:18.135456] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:18.187506] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:18.187752] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:18.187831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:18.187887] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:18.193565] [DEBUG] [FORECASTER] THLV: Forecast T+1@11:T+2@11: DOWN (p=36.36%)
[2025-09-29T22:26:18.194146] [INFO ] [FORECASTER] Completed predict_future for THLV
[2025-09-29T22:26:18.194362] [INFO ] [sig       ] THLV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:18.450320] [INFO ] [LOCAL     ] Saved forecast: THLV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/THLV.txt
[2025-09-29T22:26:18.450767] [WARN ] [sig       ] [1940/2211] Failed THLV after 0.4s | 4.05 sym/s | Total: 8.0m | ETA: 1.1m
[2025-09-29T22:26:18.450878] [INFO ] [sig       ] [1941/2211] Forecasting THO...
[2025-09-29T22:26:18.450936] [INFO ] [sig       ] Generating forecast for: THO
[2025-09-29T22:26:18.450989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-09-29T22:26:18.465722] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'THO'.
[2025-09-29T22:26:18.466327] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-09-29T22:26:18.505507] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:18.506681] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-09-29T22:26:18.506766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:18.506805] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:18.506834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:18.506894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:18.534802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:18.536033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:18.536198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:18.536302] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:18.586259] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:18.586468] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:18.586532] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:18.586573] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:18.590504] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: UP (p=82.84%)
[2025-09-29T22:26:18.590852] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-09-29T22:26:18.591005] [INFO ] [sig       ] THO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:18.762996] [INFO ] [LOCAL     ] Saved forecast: THO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/THO.txt
[2025-09-29T22:26:18.763387] [WARN ] [sig       ] [1941/2211] Failed THO after 0.3s | 4.05 sym/s | Total: 8.0m | ETA: 1.1m
[2025-09-29T22:26:18.763496] [INFO ] [sig       ] [1942/2211] Forecasting THQ...
[2025-09-29T22:26:18.763546] [INFO ] [sig       ] Generating forecast for: THQ
[2025-09-29T22:26:18.763588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-09-29T22:26:18.774985] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'THQ'.
[2025-09-29T22:26:18.775408] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-09-29T22:26:18.804634] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:18.805509] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-09-29T22:26:18.805569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:18.805607] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:18.805639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:18.805759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:18.826275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:18.827217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:18.827347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:18.827404] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:18.866429] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:18.866601] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:18.866670] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:18.866728] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:18.870599] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-09-29T22:26:18.870949] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-09-29T22:26:18.871101] [INFO ] [sig       ] THQ: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:19.045490] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/THQ.txt
[2025-09-29T22:26:19.045800] [WARN ] [sig       ] [1942/2211] Failed THQ after 0.3s | 4.05 sym/s | Total: 8.0m | ETA: 1.1m
[2025-09-29T22:26:19.046122] [INFO ] [sig       ] [1943/2211] Forecasting THR...
[2025-09-29T22:26:19.046169] [INFO ] [sig       ] Generating forecast for: THR
[2025-09-29T22:26:19.046202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THR' from 'https://tdm.silogroup.org/data/derivative_storage/THR.csv'.
[2025-09-29T22:26:19.058724] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'THR'.
[2025-09-29T22:26:19.059174] [INFO ] [FORECASTER] Starting predict_future for THR
[2025-09-29T22:26:19.086107] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:19.086940] [DEBUG] [LOCAL     ] No optimal features file found for THR: ./output/feature-sets/THR.txt
[2025-09-29T22:26:19.086997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:19.087034] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:19.087064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:19.087152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:19.106126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:19.106936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:19.107024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:19.107061] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:19.148063] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:19.148236] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:19.148291] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:19.148325] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:19.152410] [DEBUG] [FORECASTER] THR: Forecast T+1@11:T+2@11: UP (p=98.51%)
[2025-09-29T22:26:19.152762] [INFO ] [FORECASTER] Completed predict_future for THR
[2025-09-29T22:26:19.152911] [INFO ] [sig       ] THR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:19.316321] [INFO ] [LOCAL     ] Saved forecast: THR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/THR.txt
[2025-09-29T22:26:19.316565] [WARN ] [sig       ] [1943/2211] Failed THR after 0.3s | 4.05 sym/s | Total: 8.0m | ETA: 1.1m
[2025-09-29T22:26:19.316663] [INFO ] [sig       ] [1944/2211] Forecasting THS...
[2025-09-29T22:26:19.316721] [INFO ] [sig       ] Generating forecast for: THS
[2025-09-29T22:26:19.316758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-09-29T22:26:19.327385] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'THS'.
[2025-09-29T22:26:19.327777] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-09-29T22:26:19.355234] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:19.356141] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-09-29T22:26:19.356220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:19.356259] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:19.356289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:19.356349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:19.375383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:19.376231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:19.376326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:19.376364] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:19.406071] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:19.406230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:19.406301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:19.406372] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:19.410111] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=19.39%)
[2025-09-29T22:26:19.410394] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-09-29T22:26:19.410525] [INFO ] [sig       ] THS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:19.562774] [INFO ] [LOCAL     ] Saved forecast: THS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/THS.txt
[2025-09-29T22:26:19.563007] [WARN ] [sig       ] [1944/2211] Failed THS after 0.2s | 4.05 sym/s | Total: 8.0m | ETA: 1.1m
[2025-09-29T22:26:19.563083] [INFO ] [sig       ] [1945/2211] Forecasting THW...
[2025-09-29T22:26:19.563123] [INFO ] [sig       ] Generating forecast for: THW
[2025-09-29T22:26:19.563155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THW' from 'https://tdm.silogroup.org/data/derivative_storage/THW.csv'.
[2025-09-29T22:26:19.573144] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'THW'.
[2025-09-29T22:26:19.573537] [INFO ] [FORECASTER] Starting predict_future for THW
[2025-09-29T22:26:19.599980] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:19.600813] [DEBUG] [LOCAL     ] No optimal features file found for THW: ./output/feature-sets/THW.txt
[2025-09-29T22:26:19.600875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:19.600911] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:19.600940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:19.600999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:19.619870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:19.620626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:19.620742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:19.620783] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:19.650789] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:19.650932] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:19.650975] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:19.651007] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:19.654805] [DEBUG] [FORECASTER] THW: Forecast T+1@11:T+2@11: DOWN (p=9.10%)
[2025-09-29T22:26:19.655084] [INFO ] [FORECASTER] Completed predict_future for THW
[2025-09-29T22:26:19.655235] [INFO ] [sig       ] THW: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:19.810576] [INFO ] [LOCAL     ] Saved forecast: THW	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/THW.txt
[2025-09-29T22:26:19.810836] [WARN ] [sig       ] [1945/2211] Failed THW after 0.2s | 4.05 sym/s | Total: 8.0m | ETA: 1.1m
[2025-09-29T22:26:19.810920] [INFO ] [sig       ] [1946/2211] Forecasting TIMB...
[2025-09-29T22:26:19.810961] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-09-29T22:26:19.811026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-09-29T22:26:19.826172] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TIMB'.
[2025-09-29T22:26:19.826691] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-09-29T22:26:19.853995] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:19.854841] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-09-29T22:26:19.854907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:19.854949] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:19.854980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:19.855040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:19.873746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:19.874545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:19.874716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:19.874783] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:19.904819] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:19.904954] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:19.904998] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:19.905030] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:19.908583] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=48.93%)
[2025-09-29T22:26:19.908883] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-09-29T22:26:19.909025] [INFO ] [sig       ] TIMB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:20.062424] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TIMB.txt
[2025-09-29T22:26:20.062682] [WARN ] [sig       ] [1946/2211] Failed TIMB after 0.3s | 4.05 sym/s | Total: 8.0m | ETA: 1.1m
[2025-09-29T22:26:20.062793] [INFO ] [sig       ] [1947/2211] Forecasting TISI...
[2025-09-29T22:26:20.062838] [INFO ] [sig       ] Generating forecast for: TISI
[2025-09-29T22:26:20.062874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TISI' from 'https://tdm.silogroup.org/data/derivative_storage/TISI.csv'.
[2025-09-29T22:26:20.072694] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TISI'.
[2025-09-29T22:26:20.073038] [INFO ] [FORECASTER] Starting predict_future for TISI
[2025-09-29T22:26:20.101722] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:20.102520] [DEBUG] [LOCAL     ] No optimal features file found for TISI: ./output/feature-sets/TISI.txt
[2025-09-29T22:26:20.102579] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:20.102616] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:20.102672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:20.102756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:20.123099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:20.123715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:20.123823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:20.123862] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:20.151941] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:20.152077] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:20.152120] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:20.152153] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:20.155749] [DEBUG] [FORECASTER] TISI: Forecast T+1@11:T+2@11: DOWN (p=15.08%)
[2025-09-29T22:26:20.156051] [INFO ] [FORECASTER] Completed predict_future for TISI
[2025-09-29T22:26:20.156182] [INFO ] [sig       ] TISI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:20.314104] [INFO ] [LOCAL     ] Saved forecast: TISI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TISI.txt
[2025-09-29T22:26:20.314549] [WARN ] [sig       ] [1947/2211] Failed TISI after 0.3s | 4.05 sym/s | Total: 8.0m | ETA: 1.1m
[2025-09-29T22:26:20.314635] [INFO ] [sig       ] [1948/2211] Forecasting TIXT...
[2025-09-29T22:26:20.314720] [INFO ] [sig       ] Generating forecast for: TIXT
[2025-09-29T22:26:20.314759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIXT' from 'https://tdm.silogroup.org/data/derivative_storage/TIXT.csv'.
[2025-09-29T22:26:20.325079] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TIXT'.
[2025-09-29T22:26:20.325461] [INFO ] [FORECASTER] Starting predict_future for TIXT
[2025-09-29T22:26:20.353186] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:20.354021] [DEBUG] [LOCAL     ] No optimal features file found for TIXT: ./output/feature-sets/TIXT.txt
[2025-09-29T22:26:20.354089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:20.354127] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:20.354157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:20.354218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:20.372526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:20.373155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:20.373242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:20.373278] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:20.402821] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:20.402976] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:20.403021] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:20.403052] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:20.406683] [DEBUG] [FORECASTER] TIXT: Forecast T+1@11:T+2@11: UP (p=88.13%)
[2025-09-29T22:26:20.406982] [INFO ] [FORECASTER] Completed predict_future for TIXT
[2025-09-29T22:26:20.407164] [INFO ] [sig       ] TIXT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:20.561203] [INFO ] [LOCAL     ] Saved forecast: TIXT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TIXT.txt
[2025-09-29T22:26:20.561444] [WARN ] [sig       ] [1948/2211] Failed TIXT after 0.2s | 4.05 sym/s | Total: 8.0m | ETA: 1.1m
[2025-09-29T22:26:20.561522] [INFO ] [sig       ] [1949/2211] Forecasting TJX...
[2025-09-29T22:26:20.561563] [INFO ] [sig       ] Generating forecast for: TJX
[2025-09-29T22:26:20.561600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-09-29T22:26:20.572206] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TJX'.
[2025-09-29T22:26:20.572545] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-09-29T22:26:20.600636] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:20.601543] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-09-29T22:26:20.601602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:20.601638] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:20.601715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:20.601804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:20.621876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:20.622572] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:20.622704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:20.622756] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:20.652778] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:20.652931] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:20.652979] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:20.653014] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:20.656821] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=47.51%)
[2025-09-29T22:26:20.657304] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-09-29T22:26:20.657484] [INFO ] [sig       ] TJX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:20.822148] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TJX.txt
[2025-09-29T22:26:20.822405] [WARN ] [sig       ] [1949/2211] Failed TJX after 0.3s | 4.05 sym/s | Total: 8.0m | ETA: 1.1m
[2025-09-29T22:26:20.822490] [INFO ] [sig       ] [1950/2211] Forecasting TK...
[2025-09-29T22:26:20.822547] [INFO ] [sig       ] Generating forecast for: TK
[2025-09-29T22:26:20.822609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-09-29T22:26:20.833268] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TK'.
[2025-09-29T22:26:20.833759] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-09-29T22:26:20.862038] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:20.862888] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-09-29T22:26:20.862947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:20.862983] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:20.863014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:20.863073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:20.882272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:20.883093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:20.883190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:20.883227] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:20.910245] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:20.910397] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:20.910465] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:20.910501] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:20.914044] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: UP (p=86.65%)
[2025-09-29T22:26:20.914330] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-09-29T22:26:20.914463] [INFO ] [sig       ] TK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:21.065680] [INFO ] [LOCAL     ] Saved forecast: TK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TK.txt
[2025-09-29T22:26:21.065949] [WARN ] [sig       ] [1950/2211] Failed TK after 0.2s | 4.05 sym/s | Total: 8.0m | ETA: 1.1m
[2025-09-29T22:26:21.066030] [INFO ] [sig       ] [1951/2211] Forecasting TKC...
[2025-09-29T22:26:21.066069] [INFO ] [sig       ] Generating forecast for: TKC
[2025-09-29T22:26:21.066101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-09-29T22:26:21.077510] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TKC'.
[2025-09-29T22:26:21.077985] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-09-29T22:26:21.105762] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:21.106544] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-09-29T22:26:21.106622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:21.106694] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:21.106738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:21.106805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:21.125529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:21.126417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:21.126585] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:21.126637] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:21.159456] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:21.159625] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:21.159711] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:21.159758] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:21.163928] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: DOWN (p=29.04%)
[2025-09-29T22:26:21.164358] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-09-29T22:26:21.164521] [INFO ] [sig       ] TKC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:21.324925] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TKC.txt
[2025-09-29T22:26:21.325150] [WARN ] [sig       ] [1951/2211] Failed TKC after 0.3s | 4.05 sym/s | Total: 8.0m | ETA: 1.1m
[2025-09-29T22:26:21.325227] [INFO ] [sig       ] [1952/2211] Forecasting TKO...
[2025-09-29T22:26:21.325291] [INFO ] [sig       ] Generating forecast for: TKO
[2025-09-29T22:26:21.325351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-09-29T22:26:21.336412] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TKO'.
[2025-09-29T22:26:21.336810] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-09-29T22:26:21.363800] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:21.364544] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-09-29T22:26:21.364600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:21.364634] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:21.364705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:21.364773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:21.383769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:21.384449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:21.384540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:21.384577] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:21.422942] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:21.423120] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:21.423168] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:21.423201] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:21.427564] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=4.12%)
[2025-09-29T22:26:21.427929] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-09-29T22:26:21.428135] [INFO ] [sig       ] TKO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:21.583208] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TKO.txt
[2025-09-29T22:26:21.583492] [WARN ] [sig       ] [1952/2211] Failed TKO after 0.3s | 4.05 sym/s | Total: 8.0m | ETA: 1.1m
[2025-09-29T22:26:21.583582] [INFO ] [sig       ] [1953/2211] Forecasting TKR...
[2025-09-29T22:26:21.583624] [INFO ] [sig       ] Generating forecast for: TKR
[2025-09-29T22:26:21.583727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKR' from 'https://tdm.silogroup.org/data/derivative_storage/TKR.csv'.
[2025-09-29T22:26:21.594594] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TKR'.
[2025-09-29T22:26:21.595011] [INFO ] [FORECASTER] Starting predict_future for TKR
[2025-09-29T22:26:21.622513] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:21.623372] [DEBUG] [LOCAL     ] No optimal features file found for TKR: ./output/feature-sets/TKR.txt
[2025-09-29T22:26:21.623429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:21.623466] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:21.623553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:21.623623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:21.642138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:21.642937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:21.643031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:21.643071] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:21.670011] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:21.670157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:21.670204] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:21.670236] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:21.674059] [DEBUG] [FORECASTER] TKR: Forecast T+1@11:T+2@11: UP (p=92.74%)
[2025-09-29T22:26:21.674353] [INFO ] [FORECASTER] Completed predict_future for TKR
[2025-09-29T22:26:21.674490] [INFO ] [sig       ] TKR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:21.837013] [INFO ] [LOCAL     ] Saved forecast: TKR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TKR.txt
[2025-09-29T22:26:21.837309] [WARN ] [sig       ] [1953/2211] Failed TKR after 0.3s | 4.05 sym/s | Total: 8.0m | ETA: 1.1m
[2025-09-29T22:26:21.837404] [INFO ] [sig       ] [1954/2211] Forecasting TLK...
[2025-09-29T22:26:21.837445] [INFO ] [sig       ] Generating forecast for: TLK
[2025-09-29T22:26:21.837479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-09-29T22:26:21.848014] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TLK'.
[2025-09-29T22:26:21.848358] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-09-29T22:26:21.874300] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:21.875132] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-09-29T22:26:21.875188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:21.875225] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:21.875254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:21.875314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:21.894102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:21.894731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:21.894820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:21.894855] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:21.923095] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:21.923234] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:21.923306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:21.923349] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:21.926885] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: UP (p=85.01%)
[2025-09-29T22:26:21.927203] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-09-29T22:26:21.927381] [INFO ] [sig       ] TLK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:22.082823] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TLK.txt
[2025-09-29T22:26:22.083072] [WARN ] [sig       ] [1954/2211] Failed TLK after 0.2s | 4.05 sym/s | Total: 8.0m | ETA: 1.1m
[2025-09-29T22:26:22.083160] [INFO ] [sig       ] [1955/2211] Forecasting TLYS...
[2025-09-29T22:26:22.083204] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-09-29T22:26:22.083237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-09-29T22:26:22.093434] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TLYS'.
[2025-09-29T22:26:22.093848] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-09-29T22:26:22.119974] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:22.120817] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-09-29T22:26:22.120880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:22.120916] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:22.120947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:22.121007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:22.139159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:22.139827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:22.139916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:22.139950] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:22.170830] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:22.170935] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:22.170977] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:22.171010] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:22.174677] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=25.13%)
[2025-09-29T22:26:22.174977] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-09-29T22:26:22.175113] [INFO ] [sig       ] TLYS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:22.342174] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TLYS.txt
[2025-09-29T22:26:22.342434] [WARN ] [sig       ] [1955/2211] Failed TLYS after 0.3s | 4.05 sym/s | Total: 8.0m | ETA: 1.1m
[2025-09-29T22:26:22.342516] [INFO ] [sig       ] [1956/2211] Forecasting TM...
[2025-09-29T22:26:22.342557] [INFO ] [sig       ] Generating forecast for: TM
[2025-09-29T22:26:22.342601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-09-29T22:26:22.353352] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TM'.
[2025-09-29T22:26:22.353737] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-09-29T22:26:22.382209] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:22.383035] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-09-29T22:26:22.383091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:22.383128] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:22.383188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:22.383289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:22.403156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:22.403766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:22.403853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:22.403933] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:22.437763] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:22.437879] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:22.437921] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:22.437953] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:22.441798] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: UP (p=91.45%)
[2025-09-29T22:26:22.442188] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-09-29T22:26:22.442346] [INFO ] [sig       ] TM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:22.602729] [INFO ] [LOCAL     ] Saved forecast: TM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TM.txt
[2025-09-29T22:26:22.602980] [WARN ] [sig       ] [1956/2211] Failed TM after 0.3s | 4.05 sym/s | Total: 8.0m | ETA: 1.0m
[2025-09-29T22:26:22.603061] [INFO ] [sig       ] [1957/2211] Forecasting TME...
[2025-09-29T22:26:22.603102] [INFO ] [sig       ] Generating forecast for: TME
[2025-09-29T22:26:22.603136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-09-29T22:26:22.613665] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TME'.
[2025-09-29T22:26:22.613993] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-09-29T22:26:22.641299] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:22.642109] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-09-29T22:26:22.642171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:22.642208] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:22.642240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:22.642298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:22.661569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:22.662200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:22.662286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:22.662321] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:22.691111] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:22.691259] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:22.691306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:22.691339] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:22.694947] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=96.04%)
[2025-09-29T22:26:22.695227] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-09-29T22:26:22.695359] [INFO ] [sig       ] TME: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:22.844138] [INFO ] [LOCAL     ] Saved forecast: TME	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TME.txt
[2025-09-29T22:26:22.844383] [WARN ] [sig       ] [1957/2211] Failed TME after 0.2s | 4.05 sym/s | Total: 8.1m | ETA: 1.0m
[2025-09-29T22:26:22.844465] [INFO ] [sig       ] [1958/2211] Forecasting TMHC...
[2025-09-29T22:26:22.844510] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-09-29T22:26:22.844545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-09-29T22:26:22.855086] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TMHC'.
[2025-09-29T22:26:22.855459] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-09-29T22:26:22.883711] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:22.884626] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-09-29T22:26:22.884721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:22.884829] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:22.884880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:22.884942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:22.904211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:22.904832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:22.904916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:22.904952] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:22.932891] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:22.933022] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:22.933064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:22.933095] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:22.937094] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: UP (p=66.52%)
[2025-09-29T22:26:22.937421] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-09-29T22:26:22.937555] [INFO ] [sig       ] TMHC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:23.097377] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TMHC.txt
[2025-09-29T22:26:23.097602] [WARN ] [sig       ] [1958/2211] Failed TMHC after 0.3s | 4.05 sym/s | Total: 8.1m | ETA: 1.0m
[2025-09-29T22:26:23.097735] [INFO ] [sig       ] [1959/2211] Forecasting TMO...
[2025-09-29T22:26:23.097782] [INFO ] [sig       ] Generating forecast for: TMO
[2025-09-29T22:26:23.097816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMO' from 'https://tdm.silogroup.org/data/derivative_storage/TMO.csv'.
[2025-09-29T22:26:23.107446] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TMO'.
[2025-09-29T22:26:23.107772] [INFO ] [FORECASTER] Starting predict_future for TMO
[2025-09-29T22:26:23.133627] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:23.134435] [DEBUG] [LOCAL     ] No optimal features file found for TMO: ./output/feature-sets/TMO.txt
[2025-09-29T22:26:23.134492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:23.134526] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:23.134555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:23.134613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:23.153362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:23.154019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:23.154112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:23.154148] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:23.185990] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:23.186107] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:23.186147] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:23.186178] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:23.189684] [DEBUG] [FORECASTER] TMO: Forecast T+1@11:T+2@11: UP (p=92.10%)
[2025-09-29T22:26:23.189967] [INFO ] [FORECASTER] Completed predict_future for TMO
[2025-09-29T22:26:23.190097] [INFO ] [sig       ] TMO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:23.343226] [INFO ] [LOCAL     ] Saved forecast: TMO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TMO.txt
[2025-09-29T22:26:23.343452] [WARN ] [sig       ] [1959/2211] Failed TMO after 0.2s | 4.05 sym/s | Total: 8.1m | ETA: 1.0m
[2025-09-29T22:26:23.343527] [INFO ] [sig       ] [1960/2211] Forecasting TNC...
[2025-09-29T22:26:23.343568] [INFO ] [sig       ] Generating forecast for: TNC
[2025-09-29T22:26:23.343602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-09-29T22:26:23.353978] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TNC'.
[2025-09-29T22:26:23.354293] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-09-29T22:26:23.380409] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:23.381251] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-09-29T22:26:23.381309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:23.381346] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:23.381376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:23.381435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:23.399778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:23.400382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:23.400467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:23.400503] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:23.431610] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:23.431786] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:23.431865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:23.431914] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:23.435573] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: UP (p=57.31%)
[2025-09-29T22:26:23.435914] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-09-29T22:26:23.436064] [INFO ] [sig       ] TNC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:23.590497] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TNC.txt
[2025-09-29T22:26:23.590756] [WARN ] [sig       ] [1960/2211] Failed TNC after 0.2s | 4.05 sym/s | Total: 8.1m | ETA: 1.0m
[2025-09-29T22:26:23.590841] [INFO ] [sig       ] [1961/2211] Forecasting TNET...
[2025-09-29T22:26:23.590881] [INFO ] [sig       ] Generating forecast for: TNET
[2025-09-29T22:26:23.590913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNET' from 'https://tdm.silogroup.org/data/derivative_storage/TNET.csv'.
[2025-09-29T22:26:23.602133] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TNET'.
[2025-09-29T22:26:23.602478] [INFO ] [FORECASTER] Starting predict_future for TNET
[2025-09-29T22:26:23.628727] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:23.629475] [DEBUG] [LOCAL     ] No optimal features file found for TNET: ./output/feature-sets/TNET.txt
[2025-09-29T22:26:23.629532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:23.629567] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:23.629596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:23.629677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:23.648407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:23.649025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:23.649109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:23.649144] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:23.679902] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:23.680081] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:23.680127] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:23.680159] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:23.684091] [DEBUG] [FORECASTER] TNET: Forecast T+1@11:T+2@11: UP (p=91.92%)
[2025-09-29T22:26:23.684396] [INFO ] [FORECASTER] Completed predict_future for TNET
[2025-09-29T22:26:23.684571] [INFO ] [sig       ] TNET: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:23.831703] [INFO ] [LOCAL     ] Saved forecast: TNET	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TNET.txt
[2025-09-29T22:26:23.831962] [WARN ] [sig       ] [1961/2211] Failed TNET after 0.2s | 4.05 sym/s | Total: 8.1m | ETA: 1.0m
[2025-09-29T22:26:23.832055] [INFO ] [sig       ] [1962/2211] Forecasting TNK...
[2025-09-29T22:26:23.832097] [INFO ] [sig       ] Generating forecast for: TNK
[2025-09-29T22:26:23.832130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-09-29T22:26:23.843146] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TNK'.
[2025-09-29T22:26:23.843559] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-09-29T22:26:23.871368] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:23.872180] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-09-29T22:26:23.872242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:23.872307] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:23.872345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:23.872436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:23.891150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:23.891800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:23.891888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:23.891945] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:23.925214] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:23.925366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:23.925410] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:23.925441] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:23.929101] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: UP (p=88.37%)
[2025-09-29T22:26:23.929435] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-09-29T22:26:23.929579] [INFO ] [sig       ] TNK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:24.078958] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TNK.txt
[2025-09-29T22:26:24.079188] [WARN ] [sig       ] [1962/2211] Failed TNK after 0.2s | 4.05 sym/s | Total: 8.1m | ETA: 1.0m
[2025-09-29T22:26:24.079263] [INFO ] [sig       ] [1963/2211] Forecasting TNL...
[2025-09-29T22:26:24.079304] [INFO ] [sig       ] Generating forecast for: TNL
[2025-09-29T22:26:24.079337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-09-29T22:26:24.089216] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TNL'.
[2025-09-29T22:26:24.089549] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-09-29T22:26:24.116125] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:24.116888] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-09-29T22:26:24.116944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:24.116980] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:24.117008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:24.117066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:24.136054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:24.136682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:24.136792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:24.136827] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:24.172908] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:24.173530] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:24.173585] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:24.173619] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:24.178235] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: UP (p=54.80%)
[2025-09-29T22:26:24.178555] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-09-29T22:26:24.178732] [INFO ] [sig       ] TNL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:24.336161] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TNL.txt
[2025-09-29T22:26:24.336385] [WARN ] [sig       ] [1963/2211] Failed TNL after 0.3s | 4.05 sym/s | Total: 8.1m | ETA: 1.0m
[2025-09-29T22:26:24.336476] [INFO ] [sig       ] [1964/2211] Forecasting TOL...
[2025-09-29T22:26:24.336547] [INFO ] [sig       ] Generating forecast for: TOL
[2025-09-29T22:26:24.336593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-09-29T22:26:24.346765] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TOL'.
[2025-09-29T22:26:24.347105] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-09-29T22:26:24.373531] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:24.374404] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-09-29T22:26:24.374463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:24.374499] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:24.374529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:24.374589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:24.394209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:24.395248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:24.395370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:24.395427] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:24.430516] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:24.430716] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:24.430792] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:24.430838] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:24.434824] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=20.81%)
[2025-09-29T22:26:24.435135] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-09-29T22:26:24.435304] [INFO ] [sig       ] TOL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:24.589808] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TOL.txt
[2025-09-29T22:26:24.590097] [WARN ] [sig       ] [1964/2211] Failed TOL after 0.3s | 4.05 sym/s | Total: 8.1m | ETA: 1.0m
[2025-09-29T22:26:24.590197] [INFO ] [sig       ] [1965/2211] Forecasting TOST...
[2025-09-29T22:26:24.590253] [INFO ] [sig       ] Generating forecast for: TOST
[2025-09-29T22:26:24.590289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOST' from 'https://tdm.silogroup.org/data/derivative_storage/TOST.csv'.
[2025-09-29T22:26:24.602440] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TOST'.
[2025-09-29T22:26:24.602881] [INFO ] [FORECASTER] Starting predict_future for TOST
[2025-09-29T22:26:24.638187] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:24.639085] [DEBUG] [LOCAL     ] No optimal features file found for TOST: ./output/feature-sets/TOST.txt
[2025-09-29T22:26:24.639148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:24.639278] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:24.639343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:24.639448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:24.661619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:24.662476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:24.662592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:24.662671] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:24.696294] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:24.696473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:24.696521] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:24.696554] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:24.700740] [DEBUG] [FORECASTER] TOST: Forecast T+1@11:T+2@11: UP (p=97.02%)
[2025-09-29T22:26:24.701138] [INFO ] [FORECASTER] Completed predict_future for TOST
[2025-09-29T22:26:24.701300] [INFO ] [sig       ] TOST: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:24.856853] [INFO ] [LOCAL     ] Saved forecast: TOST	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TOST.txt
[2025-09-29T22:26:24.857100] [WARN ] [sig       ] [1965/2211] Failed TOST after 0.3s | 4.05 sym/s | Total: 8.1m | ETA: 1.0m
[2025-09-29T22:26:24.857217] [INFO ] [sig       ] [1966/2211] Forecasting TPB...
[2025-09-29T22:26:24.857290] [INFO ] [sig       ] Generating forecast for: TPB
[2025-09-29T22:26:24.857340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-09-29T22:26:24.867811] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TPB'.
[2025-09-29T22:26:24.868257] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-09-29T22:26:24.895485] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:24.896379] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-09-29T22:26:24.896439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:24.896479] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:24.896509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:24.896567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:24.916316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:24.917212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:24.917312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:24.917348] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:24.968971] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:24.969177] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:24.969259] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:24.969319] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:24.973976] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=22.83%)
[2025-09-29T22:26:24.974395] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-09-29T22:26:24.974560] [INFO ] [sig       ] TPB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:25.137185] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TPB.txt
[2025-09-29T22:26:25.137459] [WARN ] [sig       ] [1966/2211] Failed TPB after 0.3s | 4.05 sym/s | Total: 8.1m | ETA: 1.0m
[2025-09-29T22:26:25.137541] [INFO ] [sig       ] [1967/2211] Forecasting TPC...
[2025-09-29T22:26:25.137582] [INFO ] [sig       ] Generating forecast for: TPC
[2025-09-29T22:26:25.137695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-09-29T22:26:25.148021] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TPC'.
[2025-09-29T22:26:25.148418] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-09-29T22:26:25.175942] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:25.176832] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-09-29T22:26:25.176891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:25.176928] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:25.176959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:25.177020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:25.196036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:25.196861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:25.196953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:25.196989] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:25.236397] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:25.236563] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:25.236610] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:25.236668] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:25.240323] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: UP (p=65.98%)
[2025-09-29T22:26:25.240604] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-09-29T22:26:25.240808] [INFO ] [sig       ] TPC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:25.397747] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TPC.txt
[2025-09-29T22:26:25.397998] [WARN ] [sig       ] [1967/2211] Failed TPC after 0.3s | 4.05 sym/s | Total: 8.1m | ETA: 1.0m
[2025-09-29T22:26:25.398079] [INFO ] [sig       ] [1968/2211] Forecasting TPH...
[2025-09-29T22:26:25.398119] [INFO ] [sig       ] Generating forecast for: TPH
[2025-09-29T22:26:25.398152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-09-29T22:26:25.403461] [WARN ] [REMOTE    ] Historical data not found for symbol 'TPH' (404).
[2025-09-29T22:26:25.403779] [FATAL] [sig       ] TPH: No historical data fetched.
[2025-09-29T22:26:25.403897] [WARN ] [sig       ] [1968/2211] Failed TPH after 0.0s | 4.05 sym/s | Total: 8.1m | ETA: 60.0s
[2025-09-29T22:26:25.403984] [INFO ] [sig       ] [1969/2211] Forecasting TPL...
[2025-09-29T22:26:25.404029] [INFO ] [sig       ] Generating forecast for: TPL
[2025-09-29T22:26:25.404063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-09-29T22:26:25.413544] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TPL'.
[2025-09-29T22:26:25.413887] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-09-29T22:26:25.442730] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:25.443624] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-09-29T22:26:25.443721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:25.443768] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:25.443800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:25.443860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:25.463891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:25.464553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:25.464665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:25.464722] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:25.492892] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:25.493044] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:25.493088] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:25.493117] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:25.496725] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=71.92%)
[2025-09-29T22:26:25.497012] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-09-29T22:26:25.497178] [INFO ] [sig       ] TPL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:25.649782] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TPL.txt
[2025-09-29T22:26:25.650025] [WARN ] [sig       ] [1969/2211] Failed TPL after 0.2s | 4.05 sym/s | Total: 8.1m | ETA: 59.7s
[2025-09-29T22:26:25.650108] [INFO ] [sig       ] [1970/2211] Forecasting TPR...
[2025-09-29T22:26:25.650150] [INFO ] [sig       ] Generating forecast for: TPR
[2025-09-29T22:26:25.650185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPR' from 'https://tdm.silogroup.org/data/derivative_storage/TPR.csv'.
[2025-09-29T22:26:25.660440] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TPR'.
[2025-09-29T22:26:25.660889] [INFO ] [FORECASTER] Starting predict_future for TPR
[2025-09-29T22:26:25.688300] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:25.689136] [DEBUG] [LOCAL     ] No optimal features file found for TPR: ./output/feature-sets/TPR.txt
[2025-09-29T22:26:25.689194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:25.689232] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:25.689304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:25.689385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:25.708281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:25.709225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:25.709314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:25.709349] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:25.740150] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:25.740322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:25.740381] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:25.740414] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:25.744040] [DEBUG] [FORECASTER] TPR: Forecast T+1@11:T+2@11: DOWN (p=21.07%)
[2025-09-29T22:26:25.744365] [INFO ] [FORECASTER] Completed predict_future for TPR
[2025-09-29T22:26:25.744508] [INFO ] [sig       ] TPR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:25.908260] [INFO ] [LOCAL     ] Saved forecast: TPR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TPR.txt
[2025-09-29T22:26:25.908559] [WARN ] [sig       ] [1970/2211] Failed TPR after 0.3s | 4.05 sym/s | Total: 8.1m | ETA: 59.5s
[2025-09-29T22:26:25.908672] [INFO ] [sig       ] [1971/2211] Forecasting TPVG...
[2025-09-29T22:26:25.908726] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-09-29T22:26:25.908763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-09-29T22:26:25.918528] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TPVG'.
[2025-09-29T22:26:25.918959] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-09-29T22:26:25.946568] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:25.947523] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-09-29T22:26:25.947635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:25.947750] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:25.947817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:25.947959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:25.968898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:25.969830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:25.969930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:25.969967] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:26.003256] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:26.003448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:26.003498] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:26.003532] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:26.007877] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=21.11%)
[2025-09-29T22:26:26.008292] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-09-29T22:26:26.008453] [INFO ] [sig       ] TPVG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:26.167100] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TPVG.txt
[2025-09-29T22:26:26.167370] [WARN ] [sig       ] [1971/2211] Failed TPVG after 0.3s | 4.05 sym/s | Total: 8.1m | ETA: 59.2s
[2025-09-29T22:26:26.167448] [INFO ] [sig       ] [1972/2211] Forecasting TPYP...
[2025-09-29T22:26:26.167499] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-09-29T22:26:26.167565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-09-29T22:26:26.177862] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TPYP'.
[2025-09-29T22:26:26.178193] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-09-29T22:26:26.206890] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:26.208553] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-09-29T22:26:26.208740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:26.208792] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:26.208825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:26.208890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:26.228666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:26.229583] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:26.229715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:26.229767] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:26.266884] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:26.267047] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:26.267093] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:26.267164] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:26.270960] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=27.35%)
[2025-09-29T22:26:26.271334] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-09-29T22:26:26.271523] [INFO ] [sig       ] TPYP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:26.431717] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TPYP.txt
[2025-09-29T22:26:26.431976] [WARN ] [sig       ] [1972/2211] Failed TPYP after 0.3s | 4.05 sym/s | Total: 8.1m | ETA: 59.0s
[2025-09-29T22:26:26.432056] [INFO ] [sig       ] [1973/2211] Forecasting TPZ...
[2025-09-29T22:26:26.432098] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-09-29T22:26:26.432133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-09-29T22:26:26.443937] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'TPZ'.
[2025-09-29T22:26:26.444436] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-09-29T22:26:26.472247] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:26.473180] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-09-29T22:26:26.473245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:26.473284] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:26.473314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:26.473374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:26.493197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:26.494036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:26.494136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:26.494173] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:26.531789] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:26.531978] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:26.532046] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:26.532083] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:26.536267] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: DOWN (p=38.38%)
[2025-09-29T22:26:26.536573] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-09-29T22:26:26.536754] [INFO ] [sig       ] TPZ: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:26.693687] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TPZ.txt
[2025-09-29T22:26:26.693960] [WARN ] [sig       ] [1973/2211] Failed TPZ after 0.3s | 4.05 sym/s | Total: 8.1m | ETA: 58.7s
[2025-09-29T22:26:26.694043] [INFO ] [sig       ] [1974/2211] Forecasting TR...
[2025-09-29T22:26:26.694084] [INFO ] [sig       ] Generating forecast for: TR
[2025-09-29T22:26:26.694118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TR' from 'https://tdm.silogroup.org/data/derivative_storage/TR.csv'.
[2025-09-29T22:26:26.705265] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TR'.
[2025-09-29T22:26:26.705697] [INFO ] [FORECASTER] Starting predict_future for TR
[2025-09-29T22:26:26.733934] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:26.734924] [DEBUG] [LOCAL     ] No optimal features file found for TR: ./output/feature-sets/TR.txt
[2025-09-29T22:26:26.734990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:26.735027] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:26.735058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:26.735123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:26.754396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:26.755290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:26.755393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:26.755430] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:26.787529] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:26.787741] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:26.787844] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:26.787882] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:26.794048] [DEBUG] [FORECASTER] TR: Forecast T+1@11:T+2@11: UP (p=98.63%)
[2025-09-29T22:26:26.794377] [INFO ] [FORECASTER] Completed predict_future for TR
[2025-09-29T22:26:26.794544] [INFO ] [sig       ] TR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:26.950617] [INFO ] [LOCAL     ] Saved forecast: TR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TR.txt
[2025-09-29T22:26:26.950915] [WARN ] [sig       ] [1974/2211] Failed TR after 0.3s | 4.05 sym/s | Total: 8.1m | ETA: 58.5s
[2025-09-29T22:26:26.950997] [INFO ] [sig       ] [1975/2211] Forecasting TRAK...
[2025-09-29T22:26:26.951040] [INFO ] [sig       ] Generating forecast for: TRAK
[2025-09-29T22:26:26.951075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRAK' from 'https://tdm.silogroup.org/data/derivative_storage/TRAK.csv'.
[2025-09-29T22:26:26.961474] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'TRAK'.
[2025-09-29T22:26:26.961862] [INFO ] [FORECASTER] Starting predict_future for TRAK
[2025-09-29T22:26:26.988633] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:26.989445] [DEBUG] [LOCAL     ] No optimal features file found for TRAK: ./output/feature-sets/TRAK.txt
[2025-09-29T22:26:26.989504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:26.989541] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:26.989572] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:26.989633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:27.007947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:27.008869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:27.009000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:27.009050] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:27.040820] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:27.040998] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:27.041048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:27.041081] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:27.045367] [DEBUG] [FORECASTER] TRAK: Forecast T+1@11:T+2@11: UP (p=97.67%)
[2025-09-29T22:26:27.045776] [INFO ] [FORECASTER] Completed predict_future for TRAK
[2025-09-29T22:26:27.045941] [INFO ] [sig       ] TRAK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:27.203932] [INFO ] [LOCAL     ] Saved forecast: TRAK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TRAK.txt
[2025-09-29T22:26:27.204169] [WARN ] [sig       ] [1975/2211] Failed TRAK after 0.3s | 4.05 sym/s | Total: 8.1m | ETA: 58.2s
[2025-09-29T22:26:27.204249] [INFO ] [sig       ] [1976/2211] Forecasting TRC...
[2025-09-29T22:26:27.204291] [INFO ] [sig       ] Generating forecast for: TRC
[2025-09-29T22:26:27.204325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-09-29T22:26:27.208787] [WARN ] [REMOTE    ] Historical data not found for symbol 'TRC' (404).
[2025-09-29T22:26:27.208974] [FATAL] [sig       ] TRC: No historical data fetched.
[2025-09-29T22:26:27.209067] [WARN ] [sig       ] [1976/2211] Failed TRC after 0.0s | 4.05 sym/s | Total: 8.1m | ETA: 58.0s
[2025-09-29T22:26:27.209139] [INFO ] [sig       ] [1977/2211] Forecasting TREX...
[2025-09-29T22:26:27.209180] [INFO ] [sig       ] Generating forecast for: TREX
[2025-09-29T22:26:27.209212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-09-29T22:26:27.218439] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TREX'.
[2025-09-29T22:26:27.218797] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-09-29T22:26:27.245136] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:27.245955] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-09-29T22:26:27.246013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:27.246070] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:27.246102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:27.246163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:27.265226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:27.265936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:27.266026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:27.266064] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:27.296578] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:27.296771] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:27.296828] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:27.296863] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:27.300797] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: UP (p=65.45%)
[2025-09-29T22:26:27.301098] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-09-29T22:26:27.301236] [INFO ] [sig       ] TREX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:27.467097] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TREX.txt
[2025-09-29T22:26:27.467454] [WARN ] [sig       ] [1977/2211] Failed TREX after 0.3s | 4.05 sym/s | Total: 8.1m | ETA: 57.7s
[2025-09-29T22:26:27.467544] [INFO ] [sig       ] [1978/2211] Forecasting TRGP...
[2025-09-29T22:26:27.467583] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-09-29T22:26:27.467615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-09-29T22:26:27.479518] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TRGP'.
[2025-09-29T22:26:27.479998] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-09-29T22:26:27.508131] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:27.509028] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-09-29T22:26:27.509087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:27.509123] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:27.509156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:27.509280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:27.529915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:27.530913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:27.531016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:27.531052] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:27.560366] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:27.560527] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:27.560572] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:27.560604] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:27.564388] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2025-09-29T22:26:27.564705] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-09-29T22:26:27.564849] [INFO ] [sig       ] TRGP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:27.755727] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TRGP.txt
[2025-09-29T22:26:27.756041] [WARN ] [sig       ] [1978/2211] Failed TRGP after 0.3s | 4.05 sym/s | Total: 8.1m | ETA: 57.5s
[2025-09-29T22:26:27.756108] [INFO ] [sig       ] [1979/2211] Forecasting TRN...
[2025-09-29T22:26:27.756144] [INFO ] [sig       ] Generating forecast for: TRN
[2025-09-29T22:26:27.756177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-09-29T22:26:27.767276] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TRN'.
[2025-09-29T22:26:27.767694] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-09-29T22:26:27.794637] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:27.795474] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-09-29T22:26:27.795532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:27.795570] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:27.795600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:27.795683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:27.815380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:27.816100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:27.816190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:27.816226] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:27.844399] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:27.844517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:27.844559] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:27.844622] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:27.848284] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: UP (p=89.87%)
[2025-09-29T22:26:27.848620] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-09-29T22:26:27.848789] [INFO ] [sig       ] TRN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:28.015435] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TRN.txt
[2025-09-29T22:26:28.015712] [WARN ] [sig       ] [1979/2211] Failed TRN after 0.3s | 4.05 sym/s | Total: 8.1m | ETA: 57.2s
[2025-09-29T22:26:28.015796] [INFO ] [sig       ] [1980/2211] Forecasting TRNO...
[2025-09-29T22:26:28.015836] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-09-29T22:26:28.015869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-09-29T22:26:28.026405] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TRNO'.
[2025-09-29T22:26:28.026759] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-09-29T22:26:28.052740] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:28.053529] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-09-29T22:26:28.053587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:28.053623] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:28.053687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:28.053763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:28.072867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:28.073440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:28.073536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:28.073574] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:28.100251] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:28.100376] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:28.100422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:28.100463] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:28.103963] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: DOWN (p=25.76%)
[2025-09-29T22:26:28.104260] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-09-29T22:26:28.104418] [INFO ] [sig       ] TRNO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:28.262253] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TRNO.txt
[2025-09-29T22:26:28.262501] [WARN ] [sig       ] [1980/2211] Failed TRNO after 0.2s | 4.05 sym/s | Total: 8.1m | ETA: 57.0s
[2025-09-29T22:26:28.262579] [INFO ] [sig       ] [1981/2211] Forecasting TROX...
[2025-09-29T22:26:28.262620] [INFO ] [sig       ] Generating forecast for: TROX
[2025-09-29T22:26:28.262688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-09-29T22:26:28.272983] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TROX'.
[2025-09-29T22:26:28.273318] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-09-29T22:26:28.300077] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:28.300969] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-09-29T22:26:28.301026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:28.301064] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:28.301095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:28.301155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:28.319810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:28.320591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:28.320710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:28.320765] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:28.350681] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:28.350843] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:28.350894] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:28.350936] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:28.354627] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: DOWN (p=4.87%)
[2025-09-29T22:26:28.354941] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-09-29T22:26:28.355073] [INFO ] [sig       ] TROX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:28.514748] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TROX.txt
[2025-09-29T22:26:28.514995] [WARN ] [sig       ] [1981/2211] Failed TROX after 0.3s | 4.05 sym/s | Total: 8.1m | ETA: 56.7s
[2025-09-29T22:26:28.515080] [INFO ] [sig       ] [1982/2211] Forecasting TRP...
[2025-09-29T22:26:28.515131] [INFO ] [sig       ] Generating forecast for: TRP
[2025-09-29T22:26:28.515167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-09-29T22:26:28.525921] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TRP'.
[2025-09-29T22:26:28.526308] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-09-29T22:26:28.553524] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:28.554382] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-09-29T22:26:28.554441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:28.554525] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:28.554563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:28.554624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:28.573898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:28.574739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:28.574836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:28.574889] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:28.618580] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:28.618773] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:28.618831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:28.618867] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:28.623097] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: DOWN (p=18.76%)
[2025-09-29T22:26:28.623407] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-09-29T22:26:28.623552] [INFO ] [sig       ] TRP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:28.781407] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TRP.txt
[2025-09-29T22:26:28.781634] [WARN ] [sig       ] [1982/2211] Failed TRP after 0.3s | 4.05 sym/s | Total: 8.2m | ETA: 56.5s
[2025-09-29T22:26:28.781732] [INFO ] [sig       ] [1983/2211] Forecasting TRTX...
[2025-09-29T22:26:28.781773] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-09-29T22:26:28.781811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-09-29T22:26:28.793101] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TRTX'.
[2025-09-29T22:26:28.793540] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-09-29T22:26:28.821235] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:28.822113] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-09-29T22:26:28.822171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:28.822210] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:28.822241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:28.822303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:28.840746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:28.841421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:28.841511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:28.841547] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:28.877554] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:28.877769] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:28.877832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:28.877865] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:28.881361] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: UP (p=69.45%)
[2025-09-29T22:26:28.881664] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-09-29T22:26:28.881829] [INFO ] [sig       ] TRTX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:29.043798] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TRTX.txt
[2025-09-29T22:26:29.044122] [WARN ] [sig       ] [1983/2211] Failed TRTX after 0.3s | 4.05 sym/s | Total: 8.2m | ETA: 56.3s
[2025-09-29T22:26:29.044210] [INFO ] [sig       ] [1984/2211] Forecasting TRU...
[2025-09-29T22:26:29.044257] [INFO ] [sig       ] Generating forecast for: TRU
[2025-09-29T22:26:29.044330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRU' from 'https://tdm.silogroup.org/data/derivative_storage/TRU.csv'.
[2025-09-29T22:26:29.055602] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TRU'.
[2025-09-29T22:26:29.055994] [INFO ] [FORECASTER] Starting predict_future for TRU
[2025-09-29T22:26:29.084351] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:29.085248] [DEBUG] [LOCAL     ] No optimal features file found for TRU: ./output/feature-sets/TRU.txt
[2025-09-29T22:26:29.085307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:29.085370] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:29.085403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:29.085462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:29.105792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:29.106740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:29.106840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:29.106876] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:29.157774] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:29.157946] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:29.158001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:29.158034] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:29.162352] [DEBUG] [FORECASTER] TRU: Forecast T+1@11:T+2@11: DOWN (p=37.28%)
[2025-09-29T22:26:29.162820] [INFO ] [FORECASTER] Completed predict_future for TRU
[2025-09-29T22:26:29.162971] [INFO ] [sig       ] TRU: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:29.328639] [INFO ] [LOCAL     ] Saved forecast: TRU	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TRU.txt
[2025-09-29T22:26:29.328945] [WARN ] [sig       ] [1984/2211] Failed TRU after 0.3s | 4.05 sym/s | Total: 8.2m | ETA: 56.0s
[2025-09-29T22:26:29.329030] [INFO ] [sig       ] [1985/2211] Forecasting TRV...
[2025-09-29T22:26:29.329073] [INFO ] [sig       ] Generating forecast for: TRV
[2025-09-29T22:26:29.329106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRV' from 'https://tdm.silogroup.org/data/derivative_storage/TRV.csv'.
[2025-09-29T22:26:29.340791] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TRV'.
[2025-09-29T22:26:29.341112] [INFO ] [FORECASTER] Starting predict_future for TRV
[2025-09-29T22:26:29.369763] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:29.370583] [DEBUG] [LOCAL     ] No optimal features file found for TRV: ./output/feature-sets/TRV.txt
[2025-09-29T22:26:29.370667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:29.370728] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:29.370767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:29.370839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:29.391179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:29.391829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:29.391913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:29.391947] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:29.433603] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:29.433747] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:29.433798] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:29.433834] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:29.440583] [DEBUG] [FORECASTER] TRV: Forecast T+1@11:T+2@11: DOWN (p=18.22%)
[2025-09-29T22:26:29.440906] [INFO ] [FORECASTER] Completed predict_future for TRV
[2025-09-29T22:26:29.441101] [INFO ] [sig       ] TRV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:29.598030] [INFO ] [LOCAL     ] Saved forecast: TRV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TRV.txt
[2025-09-29T22:26:29.598240] [WARN ] [sig       ] [1985/2211] Failed TRV after 0.3s | 4.05 sym/s | Total: 8.2m | ETA: 55.8s
[2025-09-29T22:26:29.598316] [INFO ] [sig       ] [1986/2211] Forecasting TS...
[2025-09-29T22:26:29.598355] [INFO ] [sig       ] Generating forecast for: TS
[2025-09-29T22:26:29.598388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-09-29T22:26:29.608749] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TS'.
[2025-09-29T22:26:29.609048] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-09-29T22:26:29.635164] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:29.635963] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-09-29T22:26:29.636019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:29.636053] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:29.636080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:29.636137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:29.655880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:29.656771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:29.656858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:29.656892] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:29.697775] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:29.697865] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:29.697903] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:29.697932] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:29.701446] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: UP (p=53.27%)
[2025-09-29T22:26:29.701761] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-09-29T22:26:29.701903] [INFO ] [sig       ] TS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:29.853577] [INFO ] [LOCAL     ] Saved forecast: TS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TS.txt
[2025-09-29T22:26:29.853826] [WARN ] [sig       ] [1986/2211] Failed TS after 0.3s | 4.05 sym/s | Total: 8.2m | ETA: 55.5s
[2025-09-29T22:26:29.853906] [INFO ] [sig       ] [1987/2211] Forecasting TSE...
[2025-09-29T22:26:29.853946] [INFO ] [sig       ] Generating forecast for: TSE
[2025-09-29T22:26:29.853979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSE' from 'https://tdm.silogroup.org/data/derivative_storage/TSE.csv'.
[2025-09-29T22:26:29.865024] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TSE'.
[2025-09-29T22:26:29.865352] [INFO ] [FORECASTER] Starting predict_future for TSE
[2025-09-29T22:26:29.891522] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:29.892278] [DEBUG] [LOCAL     ] No optimal features file found for TSE: ./output/feature-sets/TSE.txt
[2025-09-29T22:26:29.892336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:29.892371] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:29.892401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:29.892460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:29.911383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:29.912312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:29.912413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:29.912449] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:29.953337] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:29.953504] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:29.953548] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:29.953580] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:29.957326] [DEBUG] [FORECASTER] TSE: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2025-09-29T22:26:29.957600] [INFO ] [FORECASTER] Completed predict_future for TSE
[2025-09-29T22:26:29.957792] [INFO ] [sig       ] TSE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:30.113638] [INFO ] [LOCAL     ] Saved forecast: TSE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TSE.txt
[2025-09-29T22:26:30.113898] [WARN ] [sig       ] [1987/2211] Failed TSE after 0.3s | 4.05 sym/s | Total: 8.2m | ETA: 55.3s
[2025-09-29T22:26:30.114014] [INFO ] [sig       ] [1988/2211] Forecasting TSI...
[2025-09-29T22:26:30.114065] [INFO ] [sig       ] Generating forecast for: TSI
[2025-09-29T22:26:30.114108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-09-29T22:26:30.124430] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TSI'.
[2025-09-29T22:26:30.124919] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-09-29T22:26:30.153279] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:30.154165] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-09-29T22:26:30.154224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:30.154261] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:30.154290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:30.154349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:30.174106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:30.174889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:30.174980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:30.175018] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:30.213251] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:30.213347] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:30.213387] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:30.213422] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:30.216951] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=14.52%)
[2025-09-29T22:26:30.217302] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-09-29T22:26:30.217456] [INFO ] [sig       ] TSI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:30.373720] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TSI.txt
[2025-09-29T22:26:30.373948] [WARN ] [sig       ] [1988/2211] Failed TSI after 0.3s | 4.05 sym/s | Total: 8.2m | ETA: 55.0s
[2025-09-29T22:26:30.374026] [INFO ] [sig       ] [1989/2211] Forecasting TSLX...
[2025-09-29T22:26:30.374067] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-09-29T22:26:30.374101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-09-29T22:26:30.386516] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TSLX'.
[2025-09-29T22:26:30.387007] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-09-29T22:26:30.417637] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:30.418616] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-09-29T22:26:30.418712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:30.418766] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:30.418806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:30.418869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:30.441376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:30.442276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:30.442392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:30.442455] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:30.484750] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:30.484977] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:30.485062] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:30.485123] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:30.489589] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=57.54%)
[2025-09-29T22:26:30.489943] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-09-29T22:26:30.490100] [INFO ] [sig       ] TSLX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:30.660002] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TSLX.txt
[2025-09-29T22:26:30.660277] [WARN ] [sig       ] [1989/2211] Failed TSLX after 0.3s | 4.05 sym/s | Total: 8.2m | ETA: 54.8s
[2025-09-29T22:26:30.660360] [INFO ] [sig       ] [1990/2211] Forecasting TSM...
[2025-09-29T22:26:30.660444] [INFO ] [sig       ] Generating forecast for: TSM
[2025-09-29T22:26:30.660494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-09-29T22:26:30.671709] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TSM'.
[2025-09-29T22:26:30.672156] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-09-29T22:26:30.702061] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:30.703054] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-09-29T22:26:30.703116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:30.703152] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:30.703184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:30.703246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:30.724882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:30.725748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:30.725849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:30.725886] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:30.767264] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:30.767446] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:30.767495] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:30.767527] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:30.771616] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2025-09-29T22:26:30.772069] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-09-29T22:26:30.772280] [INFO ] [sig       ] TSM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:30.944779] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TSM.txt
[2025-09-29T22:26:30.945020] [WARN ] [sig       ] [1990/2211] Failed TSM after 0.3s | 4.05 sym/s | Total: 8.2m | ETA: 54.5s
[2025-09-29T22:26:30.945100] [INFO ] [sig       ] [1991/2211] Forecasting TSN...
[2025-09-29T22:26:30.945142] [INFO ] [sig       ] Generating forecast for: TSN
[2025-09-29T22:26:30.945176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-09-29T22:26:30.955339] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TSN'.
[2025-09-29T22:26:30.955704] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-09-29T22:26:30.985093] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:30.985933] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-09-29T22:26:30.985992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:30.986051] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:30.986083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:30.986143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:31.005112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:31.005866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:31.005959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:31.005996] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:31.044366] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:31.044544] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:31.044590] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:31.044622] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:31.048386] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=23.84%)
[2025-09-29T22:26:31.048711] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-09-29T22:26:31.048858] [INFO ] [sig       ] TSN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:31.202724] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TSN.txt
[2025-09-29T22:26:31.203015] [WARN ] [sig       ] [1991/2211] Failed TSN after 0.3s | 4.05 sym/s | Total: 8.2m | ETA: 54.3s
[2025-09-29T22:26:31.203093] [INFO ] [sig       ] [1992/2211] Forecasting TSQ...
[2025-09-29T22:26:31.203132] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-09-29T22:26:31.203165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-09-29T22:26:31.213425] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TSQ'.
[2025-09-29T22:26:31.213854] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-09-29T22:26:31.241967] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:31.242960] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-09-29T22:26:31.243020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:31.243055] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:31.243085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:31.243146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:31.264863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:31.265593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:31.265712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:31.265762] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:31.306942] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:31.307154] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:31.307219] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:31.307252] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:31.311394] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: DOWN (p=21.07%)
[2025-09-29T22:26:31.311782] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-09-29T22:26:31.311944] [INFO ] [sig       ] TSQ: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:31.476416] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TSQ.txt
[2025-09-29T22:26:31.476772] [WARN ] [sig       ] [1992/2211] Failed TSQ after 0.3s | 4.05 sym/s | Total: 8.2m | ETA: 54.1s
[2025-09-29T22:26:31.476880] [INFO ] [sig       ] [1993/2211] Forecasting TT...
[2025-09-29T22:26:31.476921] [INFO ] [sig       ] Generating forecast for: TT
[2025-09-29T22:26:31.476955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TT' from 'https://tdm.silogroup.org/data/derivative_storage/TT.csv'.
[2025-09-29T22:26:31.489246] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TT'.
[2025-09-29T22:26:31.489711] [INFO ] [FORECASTER] Starting predict_future for TT
[2025-09-29T22:26:31.516844] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:31.517728] [DEBUG] [LOCAL     ] No optimal features file found for TT: ./output/feature-sets/TT.txt
[2025-09-29T22:26:31.517787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:31.517823] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:31.517853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:31.517911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:31.537049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:31.537840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:31.537964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:31.538020] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:31.580254] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:31.580477] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:31.580534] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:31.580568] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:31.584338] [DEBUG] [FORECASTER] TT: Forecast T+1@11:T+2@11: UP (p=80.81%)
[2025-09-29T22:26:31.584632] [INFO ] [FORECASTER] Completed predict_future for TT
[2025-09-29T22:26:31.584817] [INFO ] [sig       ] TT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:31.737763] [INFO ] [LOCAL     ] Saved forecast: TT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TT.txt
[2025-09-29T22:26:31.738011] [WARN ] [sig       ] [1993/2211] Failed TT after 0.3s | 4.05 sym/s | Total: 8.2m | ETA: 53.8s
[2025-09-29T22:26:31.738086] [INFO ] [sig       ] [1994/2211] Forecasting TTC...
[2025-09-29T22:26:31.738127] [INFO ] [sig       ] Generating forecast for: TTC
[2025-09-29T22:26:31.738163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-09-29T22:26:31.747998] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TTC'.
[2025-09-29T22:26:31.748337] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-09-29T22:26:31.775393] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:31.776231] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-09-29T22:26:31.776340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:31.776393] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:31.776426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:31.776484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:31.795802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:31.796804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:31.796898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:31.796935] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:31.839398] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:31.839556] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:31.839602] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:31.839635] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:31.843977] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: UP (p=55.37%)
[2025-09-29T22:26:31.844289] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-09-29T22:26:31.844430] [INFO ] [sig       ] TTC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:32.004734] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TTC.txt
[2025-09-29T22:26:32.004978] [WARN ] [sig       ] [1994/2211] Failed TTC after 0.3s | 4.05 sym/s | Total: 8.2m | ETA: 53.6s
[2025-09-29T22:26:32.005094] [INFO ] [sig       ] [1995/2211] Forecasting TTE...
[2025-09-29T22:26:32.005141] [INFO ] [sig       ] Generating forecast for: TTE
[2025-09-29T22:26:32.005177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-09-29T22:26:32.016023] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TTE'.
[2025-09-29T22:26:32.016334] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-09-29T22:26:32.044276] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:32.045125] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-09-29T22:26:32.045183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:32.045220] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:32.045249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:32.045308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:32.065301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:32.065927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:32.066045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:32.066118] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:32.104566] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:32.104746] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:32.104810] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:32.104845] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:32.108370] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: UP (p=77.15%)
[2025-09-29T22:26:32.108678] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-09-29T22:26:32.108840] [INFO ] [sig       ] TTE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:32.266936] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TTE.txt
[2025-09-29T22:26:32.267223] [WARN ] [sig       ] [1995/2211] Failed TTE after 0.3s | 4.05 sym/s | Total: 8.2m | ETA: 53.3s
[2025-09-29T22:26:32.267310] [INFO ] [sig       ] [1996/2211] Forecasting TTI...
[2025-09-29T22:26:32.267352] [INFO ] [sig       ] Generating forecast for: TTI
[2025-09-29T22:26:32.267404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-09-29T22:26:32.278037] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TTI'.
[2025-09-29T22:26:32.278354] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-09-29T22:26:32.306049] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:32.306860] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-09-29T22:26:32.306917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:32.306953] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:32.306983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:32.307043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:32.325490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:32.326129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:32.326215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:32.326252] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:32.364040] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:32.364169] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:32.364210] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:32.364241] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:32.367928] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: DOWN (p=15.74%)
[2025-09-29T22:26:32.368247] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-09-29T22:26:32.368391] [INFO ] [sig       ] TTI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:32.527187] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TTI.txt
[2025-09-29T22:26:32.527466] [WARN ] [sig       ] [1996/2211] Failed TTI after 0.3s | 4.05 sym/s | Total: 8.2m | ETA: 53.1s
[2025-09-29T22:26:32.527554] [INFO ] [sig       ] [1997/2211] Forecasting TU...
[2025-09-29T22:26:32.527595] [INFO ] [sig       ] Generating forecast for: TU
[2025-09-29T22:26:32.527629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TU' from 'https://tdm.silogroup.org/data/derivative_storage/TU.csv'.
[2025-09-29T22:26:32.538516] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TU'.
[2025-09-29T22:26:32.538843] [INFO ] [FORECASTER] Starting predict_future for TU
[2025-09-29T22:26:32.564098] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:32.564850] [DEBUG] [LOCAL     ] No optimal features file found for TU: ./output/feature-sets/TU.txt
[2025-09-29T22:26:32.564906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:32.564941] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:32.564969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:32.565026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:32.583217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:32.583793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:32.583876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:32.583909] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:32.619694] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:32.619792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:32.619831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:32.619863] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:32.623309] [DEBUG] [FORECASTER] TU: Forecast T+1@11:T+2@11: UP (p=60.35%)
[2025-09-29T22:26:32.623622] [INFO ] [FORECASTER] Completed predict_future for TU
[2025-09-29T22:26:32.623798] [INFO ] [sig       ] TU: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:32.779348] [INFO ] [LOCAL     ] Saved forecast: TU	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TU.txt
[2025-09-29T22:26:32.779618] [WARN ] [sig       ] [1997/2211] Failed TU after 0.3s | 4.05 sym/s | Total: 8.2m | ETA: 52.8s
[2025-09-29T22:26:32.779718] [INFO ] [sig       ] [1998/2211] Forecasting TUYA...
[2025-09-29T22:26:32.779759] [INFO ] [sig       ] Generating forecast for: TUYA
[2025-09-29T22:26:32.779792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUYA' from 'https://tdm.silogroup.org/data/derivative_storage/TUYA.csv'.
[2025-09-29T22:26:32.790018] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TUYA'.
[2025-09-29T22:26:32.790382] [INFO ] [FORECASTER] Starting predict_future for TUYA
[2025-09-29T22:26:32.816340] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:32.817171] [DEBUG] [LOCAL     ] No optimal features file found for TUYA: ./output/feature-sets/TUYA.txt
[2025-09-29T22:26:32.817229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:32.817282] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:32.817313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:32.817372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:32.836173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:32.836783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:32.836871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:32.836906] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:32.864173] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:32.864296] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:32.864334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:32.864364] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:32.867702] [DEBUG] [FORECASTER] TUYA: Forecast T+1@11:T+2@11: UP (p=87.67%)
[2025-09-29T22:26:32.867981] [INFO ] [FORECASTER] Completed predict_future for TUYA
[2025-09-29T22:26:32.868108] [INFO ] [sig       ] TUYA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:33.017350] [INFO ] [LOCAL     ] Saved forecast: TUYA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TUYA.txt
[2025-09-29T22:26:33.017583] [WARN ] [sig       ] [1998/2211] Failed TUYA after 0.2s | 4.05 sym/s | Total: 8.2m | ETA: 52.6s
[2025-09-29T22:26:33.017685] [INFO ] [sig       ] [1999/2211] Forecasting TV...
[2025-09-29T22:26:33.017734] [INFO ] [sig       ] Generating forecast for: TV
[2025-09-29T22:26:33.017767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TV' from 'https://tdm.silogroup.org/data/derivative_storage/TV.csv'.
[2025-09-29T22:26:33.028107] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TV'.
[2025-09-29T22:26:33.028465] [INFO ] [FORECASTER] Starting predict_future for TV
[2025-09-29T22:26:33.055278] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:33.056127] [DEBUG] [LOCAL     ] No optimal features file found for TV: ./output/feature-sets/TV.txt
[2025-09-29T22:26:33.056186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:33.056221] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:33.056251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:33.056389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:33.075085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:33.075735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:33.075823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:33.075860] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:33.107757] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:33.107878] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:33.107920] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:33.107954] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:33.111780] [DEBUG] [FORECASTER] TV: Forecast T+1@11:T+2@11: DOWN (p=10.56%)
[2025-09-29T22:26:33.112076] [INFO ] [FORECASTER] Completed predict_future for TV
[2025-09-29T22:26:33.112213] [INFO ] [sig       ] TV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:33.263579] [INFO ] [LOCAL     ] Saved forecast: TV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TV.txt
[2025-09-29T22:26:33.263863] [WARN ] [sig       ] [1999/2211] Failed TV after 0.2s | 4.05 sym/s | Total: 8.2m | ETA: 52.3s
[2025-09-29T22:26:33.263957] [INFO ] [sig       ] [2000/2211] Forecasting TVC...
[2025-09-29T22:26:33.264027] [INFO ] [sig       ] Generating forecast for: TVC
[2025-09-29T22:26:33.264076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-09-29T22:26:33.274175] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TVC'.
[2025-09-29T22:26:33.274508] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-09-29T22:26:33.300355] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:33.301127] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-09-29T22:26:33.301182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:33.301217] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:33.301246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:33.301304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:33.319178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:33.319787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:33.319873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:33.319909] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:33.350678] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:33.350834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:33.350881] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:33.350915] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:33.354941] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: UP (p=81.04%)
[2025-09-29T22:26:33.355244] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-09-29T22:26:33.355384] [INFO ] [sig       ] TVC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:33.508918] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TVC.txt
[2025-09-29T22:26:33.509192] [WARN ] [sig       ] [2000/2211] Failed TVC after 0.2s | 4.05 sym/s | Total: 8.2m | ETA: 52.1s
[2025-09-29T22:26:33.509282] [INFO ] [sig       ] [2001/2211] Forecasting TVE...
[2025-09-29T22:26:33.509331] [INFO ] [sig       ] Generating forecast for: TVE
[2025-09-29T22:26:33.509373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-09-29T22:26:33.521323] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TVE'.
[2025-09-29T22:26:33.521833] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-09-29T22:26:33.558496] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:33.559497] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-09-29T22:26:33.559555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:33.559590] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:33.559619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:33.559717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:33.582043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:33.582845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:33.582940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:33.582976] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:33.614360] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:33.614562] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:33.614662] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:33.614735] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:33.619579] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=36.83%)
[2025-09-29T22:26:33.619897] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-09-29T22:26:33.620035] [INFO ] [sig       ] TVE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:33.778165] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TVE.txt
[2025-09-29T22:26:33.778393] [WARN ] [sig       ] [2001/2211] Failed TVE after 0.3s | 4.05 sym/s | Total: 8.2m | ETA: 51.8s
[2025-09-29T22:26:33.778469] [INFO ] [sig       ] [2002/2211] Forecasting TWI...
[2025-09-29T22:26:33.778510] [INFO ] [sig       ] Generating forecast for: TWI
[2025-09-29T22:26:33.778542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-09-29T22:26:33.789409] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TWI'.
[2025-09-29T22:26:33.789752] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-09-29T22:26:33.816560] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:33.817391] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-09-29T22:26:33.817449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:33.817483] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:33.817510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:33.817567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:33.837537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:33.838167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:33.838255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:33.838290] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:33.875797] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:33.875955] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:33.875998] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:33.876029] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:33.879595] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=40.18%)
[2025-09-29T22:26:33.879916] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-09-29T22:26:33.880099] [INFO ] [sig       ] TWI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:34.032898] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TWI.txt
[2025-09-29T22:26:34.033152] [WARN ] [sig       ] [2002/2211] Failed TWI after 0.3s | 4.05 sym/s | Total: 8.2m | ETA: 51.6s
[2025-09-29T22:26:34.033239] [INFO ] [sig       ] [2003/2211] Forecasting TWLO...
[2025-09-29T22:26:34.033279] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-09-29T22:26:34.033316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-09-29T22:26:34.044594] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TWLO'.
[2025-09-29T22:26:34.045049] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-09-29T22:26:34.075740] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:34.076632] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-09-29T22:26:34.076717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:34.076755] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:34.076785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:34.076849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:34.096069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:34.096623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:34.096736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:34.096778] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:34.137671] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:34.137868] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:34.137970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:34.138009] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:34.141860] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: UP (p=54.21%)
[2025-09-29T22:26:34.142165] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-09-29T22:26:34.142311] [INFO ] [sig       ] TWLO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:34.297218] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TWLO.txt
[2025-09-29T22:26:34.297628] [WARN ] [sig       ] [2003/2211] Failed TWLO after 0.3s | 4.05 sym/s | Total: 8.2m | ETA: 51.4s
[2025-09-29T22:26:34.297723] [INFO ] [sig       ] [2004/2211] Forecasting TWN...
[2025-09-29T22:26:34.297763] [INFO ] [sig       ] Generating forecast for: TWN
[2025-09-29T22:26:34.297796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWN' from 'https://tdm.silogroup.org/data/derivative_storage/TWN.csv'.
[2025-09-29T22:26:34.310055] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TWN'.
[2025-09-29T22:26:34.310510] [INFO ] [FORECASTER] Starting predict_future for TWN
[2025-09-29T22:26:34.344425] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:34.345846] [DEBUG] [LOCAL     ] No optimal features file found for TWN: ./output/feature-sets/TWN.txt
[2025-09-29T22:26:34.345944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:34.345981] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:34.346011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:34.346073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:34.371312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:34.372253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:34.372352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:34.372388] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:34.413737] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:34.413916] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:34.413964] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:34.413998] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:34.417789] [DEBUG] [FORECASTER] TWN: Forecast T+1@11:T+2@11: DOWN (p=5.61%)
[2025-09-29T22:26:34.418098] [INFO ] [FORECASTER] Completed predict_future for TWN
[2025-09-29T22:26:34.418250] [INFO ] [sig       ] TWN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:34.583803] [INFO ] [LOCAL     ] Saved forecast: TWN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TWN.txt
[2025-09-29T22:26:34.584072] [WARN ] [sig       ] [2004/2211] Failed TWN after 0.3s | 4.05 sym/s | Total: 8.2m | ETA: 51.1s
[2025-09-29T22:26:34.584157] [INFO ] [sig       ] [2005/2211] Forecasting TWO...
[2025-09-29T22:26:34.584198] [INFO ] [sig       ] Generating forecast for: TWO
[2025-09-29T22:26:34.584231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-09-29T22:26:34.595450] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TWO'.
[2025-09-29T22:26:34.595912] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-09-29T22:26:34.626399] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:34.627445] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-09-29T22:26:34.627512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:34.627553] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:34.627610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:34.627713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:34.646000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:34.646735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:34.646825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:34.646859] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:34.688827] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:34.688967] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:34.689008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:34.689038] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:34.692746] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=85.49%)
[2025-09-29T22:26:34.693081] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-09-29T22:26:34.693252] [INFO ] [sig       ] TWO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:34.848971] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TWO.txt
[2025-09-29T22:26:34.849221] [WARN ] [sig       ] [2005/2211] Failed TWO after 0.3s | 4.05 sym/s | Total: 8.3m | ETA: 50.9s
[2025-09-29T22:26:34.849297] [INFO ] [sig       ] [2006/2211] Forecasting TX...
[2025-09-29T22:26:34.849337] [INFO ] [sig       ] Generating forecast for: TX
[2025-09-29T22:26:34.849369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-09-29T22:26:34.860396] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TX'.
[2025-09-29T22:26:34.860863] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-09-29T22:26:34.887466] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:34.888331] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-09-29T22:26:34.888390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:34.888425] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:34.888455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:34.888515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:34.906999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:34.907906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:34.908014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:34.908052] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:34.950747] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:34.950926] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:34.950974] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:34.951008] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:34.954916] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=91.35%)
[2025-09-29T22:26:34.955282] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-09-29T22:26:34.955441] [INFO ] [sig       ] TX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:35.110567] [INFO ] [LOCAL     ] Saved forecast: TX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TX.txt
[2025-09-29T22:26:35.110816] [WARN ] [sig       ] [2006/2211] Failed TX after 0.3s | 4.05 sym/s | Total: 8.3m | ETA: 50.6s
[2025-09-29T22:26:35.110899] [INFO ] [sig       ] [2007/2211] Forecasting TXNM...
[2025-09-29T22:26:35.110939] [INFO ] [sig       ] Generating forecast for: TXNM
[2025-09-29T22:26:35.110972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXNM' from 'https://tdm.silogroup.org/data/derivative_storage/TXNM.csv'.
[2025-09-29T22:26:35.121189] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TXNM'.
[2025-09-29T22:26:35.121674] [INFO ] [FORECASTER] Starting predict_future for TXNM
[2025-09-29T22:26:35.149908] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:35.150799] [DEBUG] [LOCAL     ] No optimal features file found for TXNM: ./output/feature-sets/TXNM.txt
[2025-09-29T22:26:35.150861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:35.150898] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:35.150928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:35.150988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:35.169683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:35.170635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:35.170771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:35.170808] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:35.210094] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:35.210268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:35.210313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:35.210346] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:35.214127] [DEBUG] [FORECASTER] TXNM: Forecast T+1@11:T+2@11: UP (p=87.88%)
[2025-09-29T22:26:35.214476] [INFO ] [FORECASTER] Completed predict_future for TXNM
[2025-09-29T22:26:35.214628] [INFO ] [sig       ] TXNM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:35.375867] [INFO ] [LOCAL     ] Saved forecast: TXNM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TXNM.txt
[2025-09-29T22:26:35.376131] [WARN ] [sig       ] [2007/2211] Failed TXNM after 0.3s | 4.05 sym/s | Total: 8.3m | ETA: 50.4s
[2025-09-29T22:26:35.376213] [INFO ] [sig       ] [2008/2211] Forecasting TXO...
[2025-09-29T22:26:35.376255] [INFO ] [sig       ] Generating forecast for: TXO
[2025-09-29T22:26:35.376288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-09-29T22:26:35.387436] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TXO'.
[2025-09-29T22:26:35.387868] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-09-29T22:26:35.416195] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:35.417099] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-09-29T22:26:35.417194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:35.417238] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:35.417269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:35.417329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:35.436388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:35.437250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:35.437360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:35.437416] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:35.474237] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:35.474422] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:35.474468] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:35.474498] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:35.478046] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2025-09-29T22:26:35.478322] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-09-29T22:26:35.478462] [INFO ] [sig       ] TXO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:35.640186] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TXO.txt
[2025-09-29T22:26:35.640560] [WARN ] [sig       ] [2008/2211] Failed TXO after 0.3s | 4.05 sym/s | Total: 8.3m | ETA: 50.1s
[2025-09-29T22:26:35.640676] [INFO ] [sig       ] [2009/2211] Forecasting TXT...
[2025-09-29T22:26:35.640733] [INFO ] [sig       ] Generating forecast for: TXT
[2025-09-29T22:26:35.640769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXT' from 'https://tdm.silogroup.org/data/derivative_storage/TXT.csv'.
[2025-09-29T22:26:35.651546] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TXT'.
[2025-09-29T22:26:35.651968] [INFO ] [FORECASTER] Starting predict_future for TXT
[2025-09-29T22:26:35.678212] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:35.678982] [DEBUG] [LOCAL     ] No optimal features file found for TXT: ./output/feature-sets/TXT.txt
[2025-09-29T22:26:35.679039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:35.679074] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:35.679103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:35.679161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:35.697309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:35.697938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:35.698052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:35.698108] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:35.735476] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:35.735637] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:35.736042] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:35.736078] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:35.741718] [DEBUG] [FORECASTER] TXT: Forecast T+1@11:T+2@11: UP (p=95.41%)
[2025-09-29T22:26:35.742036] [INFO ] [FORECASTER] Completed predict_future for TXT
[2025-09-29T22:26:35.742209] [INFO ] [sig       ] TXT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:35.901925] [INFO ] [LOCAL     ] Saved forecast: TXT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/TXT.txt
[2025-09-29T22:26:35.902210] [WARN ] [sig       ] [2009/2211] Failed TXT after 0.3s | 4.05 sym/s | Total: 8.3m | ETA: 49.9s
[2025-09-29T22:26:35.902298] [INFO ] [sig       ] [2010/2211] Forecasting TY...
[2025-09-29T22:26:35.902340] [INFO ] [sig       ] Generating forecast for: TY
[2025-09-29T22:26:35.902374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-09-29T22:26:35.912453] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TY'.
[2025-09-29T22:26:35.912855] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-09-29T22:26:35.939729] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:35.940546] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-09-29T22:26:35.940604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:35.940660] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:35.940717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:35.940781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:35.961619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:35.962362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:35.962452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:35.962488] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:35.998630] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:35.998788] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:35.998854] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:35.998888] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:36.002501] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=49.91%)
[2025-09-29T22:26:36.002849] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-09-29T22:26:36.003000] [INFO ] [sig       ] TY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:36.167958] [INFO ] [LOCAL     ] Saved forecast: TY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TY.txt
[2025-09-29T22:26:36.168198] [WARN ] [sig       ] [2010/2211] Failed TY after 0.3s | 4.05 sym/s | Total: 8.3m | ETA: 49.6s
[2025-09-29T22:26:36.168281] [INFO ] [sig       ] [2011/2211] Forecasting TYG...
[2025-09-29T22:26:36.168323] [INFO ] [sig       ] Generating forecast for: TYG
[2025-09-29T22:26:36.168356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-09-29T22:26:36.179331] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TYG'.
[2025-09-29T22:26:36.179724] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-09-29T22:26:36.206188] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:36.207191] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-09-29T22:26:36.207252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:36.207289] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:36.207328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:36.207391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:36.226306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:36.227023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:36.227111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:36.227191] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:36.263367] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:36.263532] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:36.263578] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:36.263608] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:36.267456] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=21.43%)
[2025-09-29T22:26:36.267825] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-09-29T22:26:36.267985] [INFO ] [sig       ] TYG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:36.433309] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TYG.txt
[2025-09-29T22:26:36.433585] [WARN ] [sig       ] [2011/2211] Failed TYG after 0.3s | 4.05 sym/s | Total: 8.3m | ETA: 49.4s
[2025-09-29T22:26:36.433691] [INFO ] [sig       ] [2012/2211] Forecasting TYL...
[2025-09-29T22:26:36.433741] [INFO ] [sig       ] Generating forecast for: TYL
[2025-09-29T22:26:36.433775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-09-29T22:26:36.444481] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'TYL'.
[2025-09-29T22:26:36.444921] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-09-29T22:26:36.474065] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:36.475123] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-09-29T22:26:36.475200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:36.475252] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:36.475299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:36.475486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:36.497946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:36.498804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:36.498898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:36.498935] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:36.539250] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:36.539457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:36.539519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:36.539552] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:36.543764] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: DOWN (p=25.15%)
[2025-09-29T22:26:36.544064] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-09-29T22:26:36.544216] [INFO ] [sig       ] TYL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:36.721616] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/TYL.txt
[2025-09-29T22:26:36.721953] [WARN ] [sig       ] [2012/2211] Failed TYL after 0.3s | 4.05 sym/s | Total: 8.3m | ETA: 49.2s
[2025-09-29T22:26:36.722043] [INFO ] [sig       ] [2013/2211] Forecasting U...
[2025-09-29T22:26:36.722085] [INFO ] [sig       ] Generating forecast for: U
[2025-09-29T22:26:36.722119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'U' from 'https://tdm.silogroup.org/data/derivative_storage/U.csv'.
[2025-09-29T22:26:36.733126] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'U'.
[2025-09-29T22:26:36.733510] [INFO ] [FORECASTER] Starting predict_future for U
[2025-09-29T22:26:36.760918] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:36.761774] [DEBUG] [LOCAL     ] No optimal features file found for U: ./output/feature-sets/U.txt
[2025-09-29T22:26:36.761834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:36.761871] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:36.761900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:36.761961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:36.780321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:36.781077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:36.781170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:36.781206] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:36.820704] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:36.820930] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:36.820994] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:36.821029] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:36.825340] [DEBUG] [FORECASTER] U: Forecast T+1@11:T+2@11: DOWN (p=43.72%)
[2025-09-29T22:26:36.825700] [INFO ] [FORECASTER] Completed predict_future for U
[2025-09-29T22:26:36.825901] [INFO ] [sig       ] U: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:36.983259] [INFO ] [LOCAL     ] Saved forecast: U	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/U.txt
[2025-09-29T22:26:36.983526] [WARN ] [sig       ] [2013/2211] Failed U after 0.3s | 4.05 sym/s | Total: 8.3m | ETA: 48.9s
[2025-09-29T22:26:36.983608] [INFO ] [sig       ] [2014/2211] Forecasting UA...
[2025-09-29T22:26:36.983684] [INFO ] [sig       ] Generating forecast for: UA
[2025-09-29T22:26:36.983738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UA' from 'https://tdm.silogroup.org/data/derivative_storage/UA.csv'.
[2025-09-29T22:26:36.988782] [WARN ] [REMOTE    ] Historical data not found for symbol 'UA' (404).
[2025-09-29T22:26:36.988978] [FATAL] [sig       ] UA: No historical data fetched.
[2025-09-29T22:26:36.989081] [WARN ] [sig       ] [2014/2211] Failed UA after 0.0s | 4.05 sym/s | Total: 8.3m | ETA: 48.6s
[2025-09-29T22:26:36.989151] [INFO ] [sig       ] [2015/2211] Forecasting UAA...
[2025-09-29T22:26:36.989191] [INFO ] [sig       ] Generating forecast for: UAA
[2025-09-29T22:26:36.989221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-09-29T22:26:36.992871] [WARN ] [REMOTE    ] Historical data not found for symbol 'UAA' (404).
[2025-09-29T22:26:36.993073] [FATAL] [sig       ] UAA: No historical data fetched.
[2025-09-29T22:26:36.993158] [WARN ] [sig       ] [2015/2211] Failed UAA after 0.0s | 4.05 sym/s | Total: 8.3m | ETA: 48.4s
[2025-09-29T22:26:36.993226] [INFO ] [sig       ] [2016/2211] Forecasting UAN...
[2025-09-29T22:26:36.993266] [INFO ] [sig       ] Generating forecast for: UAN
[2025-09-29T22:26:36.993296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAN' from 'https://tdm.silogroup.org/data/derivative_storage/UAN.csv'.
[2025-09-29T22:26:37.002337] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'UAN'.
[2025-09-29T22:26:37.002753] [INFO ] [FORECASTER] Starting predict_future for UAN
[2025-09-29T22:26:37.030218] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:37.031085] [DEBUG] [LOCAL     ] No optimal features file found for UAN: ./output/feature-sets/UAN.txt
[2025-09-29T22:26:37.031144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:37.031180] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:37.031208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:37.031267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:37.050702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:37.051780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:37.051877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:37.051912] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:37.090270] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:37.090434] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:37.090482] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:37.090515] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:37.094096] [DEBUG] [FORECASTER] UAN: Forecast T+1@11:T+2@11: DOWN (p=28.16%)
[2025-09-29T22:26:37.094373] [INFO ] [FORECASTER] Completed predict_future for UAN
[2025-09-29T22:26:37.094515] [INFO ] [sig       ] UAN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:37.249961] [INFO ] [LOCAL     ] Saved forecast: UAN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/UAN.txt
[2025-09-29T22:26:37.250271] [WARN ] [sig       ] [2016/2211] Failed UAN after 0.3s | 4.05 sym/s | Total: 8.3m | ETA: 48.1s
[2025-09-29T22:26:37.250352] [INFO ] [sig       ] [2017/2211] Forecasting UBER...
[2025-09-29T22:26:37.250392] [INFO ] [sig       ] Generating forecast for: UBER
[2025-09-29T22:26:37.250424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBER' from 'https://tdm.silogroup.org/data/derivative_storage/UBER.csv'.
[2025-09-29T22:26:37.261472] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UBER'.
[2025-09-29T22:26:37.261840] [INFO ] [FORECASTER] Starting predict_future for UBER
[2025-09-29T22:26:37.288403] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:37.289232] [DEBUG] [LOCAL     ] No optimal features file found for UBER: ./output/feature-sets/UBER.txt
[2025-09-29T22:26:37.289289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:37.289326] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:37.289377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:37.289439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:37.308896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:37.309541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:37.309683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:37.309756] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:37.346024] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:37.346219] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:37.346266] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:37.346297] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:37.350233] [DEBUG] [FORECASTER] UBER: Forecast T+1@11:T+2@11: UP (p=74.70%)
[2025-09-29T22:26:37.350535] [INFO ] [FORECASTER] Completed predict_future for UBER
[2025-09-29T22:26:37.350725] [INFO ] [sig       ] UBER: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:37.506807] [INFO ] [LOCAL     ] Saved forecast: UBER	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/UBER.txt
[2025-09-29T22:26:37.507050] [WARN ] [sig       ] [2017/2211] Failed UBER after 0.3s | 4.05 sym/s | Total: 8.3m | ETA: 47.9s
[2025-09-29T22:26:37.507158] [INFO ] [sig       ] [2018/2211] Forecasting UBS...
[2025-09-29T22:26:37.507216] [INFO ] [sig       ] Generating forecast for: UBS
[2025-09-29T22:26:37.507253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-09-29T22:26:37.517944] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UBS'.
[2025-09-29T22:26:37.518281] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-09-29T22:26:37.545247] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:37.546109] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-09-29T22:26:37.546167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:37.546204] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:37.546233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:37.546294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:37.565384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:37.566062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:37.566150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:37.566187] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:37.607600] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:37.607794] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:37.607846] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:37.607878] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:37.611569] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: UP (p=92.71%)
[2025-09-29T22:26:37.611893] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-09-29T22:26:37.612042] [INFO ] [sig       ] UBS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:37.770973] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/UBS.txt
[2025-09-29T22:26:37.771223] [WARN ] [sig       ] [2018/2211] Failed UBS after 0.3s | 4.05 sym/s | Total: 8.3m | ETA: 47.6s
[2025-09-29T22:26:37.771309] [INFO ] [sig       ] [2019/2211] Forecasting UCB...
[2025-09-29T22:26:37.771351] [INFO ] [sig       ] Generating forecast for: UCB
[2025-09-29T22:26:37.771385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UCB' from 'https://tdm.silogroup.org/data/derivative_storage/UCB.csv'.
[2025-09-29T22:26:37.781633] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UCB'.
[2025-09-29T22:26:37.781993] [INFO ] [FORECASTER] Starting predict_future for UCB
[2025-09-29T22:26:37.808317] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:37.809179] [DEBUG] [LOCAL     ] No optimal features file found for UCB: ./output/feature-sets/UCB.txt
[2025-09-29T22:26:37.809247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:37.809303] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:37.809337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:37.809397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:37.828492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:37.829301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:37.829402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:37.829436] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:37.869076] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:37.869233] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:37.869277] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:37.869308] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:37.873053] [DEBUG] [FORECASTER] UCB: Forecast T+1@11:T+2@11: DOWN (p=37.68%)
[2025-09-29T22:26:37.873356] [INFO ] [FORECASTER] Completed predict_future for UCB
[2025-09-29T22:26:37.873503] [INFO ] [sig       ] UCB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:38.107299] [INFO ] [LOCAL     ] Saved forecast: UCB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/UCB.txt
[2025-09-29T22:26:38.107535] [WARN ] [sig       ] [2019/2211] Failed UCB after 0.3s | 4.05 sym/s | Total: 8.3m | ETA: 47.4s
[2025-09-29T22:26:38.107615] [INFO ] [sig       ] [2020/2211] Forecasting UDR...
[2025-09-29T22:26:38.107690] [INFO ] [sig       ] Generating forecast for: UDR
[2025-09-29T22:26:38.107740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDR' from 'https://tdm.silogroup.org/data/derivative_storage/UDR.csv'.
[2025-09-29T22:26:38.118439] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UDR'.
[2025-09-29T22:26:38.118848] [INFO ] [FORECASTER] Starting predict_future for UDR
[2025-09-29T22:26:38.146341] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:38.147178] [DEBUG] [LOCAL     ] No optimal features file found for UDR: ./output/feature-sets/UDR.txt
[2025-09-29T22:26:38.147247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:38.147292] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:38.147325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:38.147391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:38.166572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:38.167287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:38.167377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:38.167413] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:38.207173] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:38.207339] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:38.207383] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:38.207412] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:38.211080] [DEBUG] [FORECASTER] UDR: Forecast T+1@11:T+2@11: UP (p=86.83%)
[2025-09-29T22:26:38.211404] [INFO ] [FORECASTER] Completed predict_future for UDR
[2025-09-29T22:26:38.211555] [INFO ] [sig       ] UDR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:38.377428] [INFO ] [LOCAL     ] Saved forecast: UDR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/UDR.txt
[2025-09-29T22:26:38.377781] [WARN ] [sig       ] [2020/2211] Failed UDR after 0.3s | 4.05 sym/s | Total: 8.3m | ETA: 47.1s
[2025-09-29T22:26:38.377887] [INFO ] [sig       ] [2021/2211] Forecasting UE...
[2025-09-29T22:26:38.377942] [INFO ] [sig       ] Generating forecast for: UE
[2025-09-29T22:26:38.377990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-09-29T22:26:38.389856] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UE'.
[2025-09-29T22:26:38.390244] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-09-29T22:26:38.417950] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:38.418776] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-09-29T22:26:38.418834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:38.418868] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:38.418897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:38.418955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:38.440273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:38.441143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:38.441232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:38.441269] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:38.485416] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:38.485609] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:38.485747] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:38.485815] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:38.493390] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=95.28%)
[2025-09-29T22:26:38.493851] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-09-29T22:26:38.494052] [INFO ] [sig       ] UE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:38.676218] [INFO ] [LOCAL     ] Saved forecast: UE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/UE.txt
[2025-09-29T22:26:38.676504] [WARN ] [sig       ] [2021/2211] Failed UE after 0.3s | 4.05 sym/s | Total: 8.3m | ETA: 46.9s
[2025-09-29T22:26:38.676589] [INFO ] [sig       ] [2022/2211] Forecasting UFI...
[2025-09-29T22:26:38.676631] [INFO ] [sig       ] Generating forecast for: UFI
[2025-09-29T22:26:38.676706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-09-29T22:26:38.687013] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UFI'.
[2025-09-29T22:26:38.687413] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-09-29T22:26:38.714233] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:38.715073] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-09-29T22:26:38.715134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:38.715174] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:38.715204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:38.715263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:38.733505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:38.734313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:38.734408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:38.734445] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:38.771410] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:38.771568] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:38.771613] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:38.771711] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:38.775933] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=7.88%)
[2025-09-29T22:26:38.776254] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-09-29T22:26:38.776400] [INFO ] [sig       ] UFI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:38.934027] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/UFI.txt
[2025-09-29T22:26:38.934282] [WARN ] [sig       ] [2022/2211] Failed UFI after 0.3s | 4.05 sym/s | Total: 8.3m | ETA: 46.7s
[2025-09-29T22:26:38.934365] [INFO ] [sig       ] [2023/2211] Forecasting UGI...
[2025-09-29T22:26:38.934405] [INFO ] [sig       ] Generating forecast for: UGI
[2025-09-29T22:26:38.934439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-09-29T22:26:38.945425] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UGI'.
[2025-09-29T22:26:38.945876] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-09-29T22:26:38.973021] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:38.973861] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-09-29T22:26:38.973920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:38.973957] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:38.973988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:38.974049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:38.992573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:38.993299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:38.993391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:38.993428] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:39.030080] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:39.030253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:39.030308] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:39.030343] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:39.034516] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: UP (p=94.10%)
[2025-09-29T22:26:39.034928] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-09-29T22:26:39.035091] [INFO ] [sig       ] UGI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:39.192991] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/UGI.txt
[2025-09-29T22:26:39.193232] [WARN ] [sig       ] [2023/2211] Failed UGI after 0.3s | 4.05 sym/s | Total: 8.3m | ETA: 46.4s
[2025-09-29T22:26:39.193310] [INFO ] [sig       ] [2024/2211] Forecasting UGP...
[2025-09-29T22:26:39.193351] [INFO ] [sig       ] Generating forecast for: UGP
[2025-09-29T22:26:39.193385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-09-29T22:26:39.203799] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UGP'.
[2025-09-29T22:26:39.204208] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-09-29T22:26:39.231070] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:39.231923] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-09-29T22:26:39.231987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:39.232057] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:39.232111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:39.232197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:39.250995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:39.251781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:39.251874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:39.251911] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:39.297868] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:39.298031] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:39.298076] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:39.298106] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:39.301795] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: UP (p=57.88%)
[2025-09-29T22:26:39.302102] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-09-29T22:26:39.302248] [INFO ] [sig       ] UGP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:39.478934] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/UGP.txt
[2025-09-29T22:26:39.479179] [WARN ] [sig       ] [2024/2211] Failed UGP after 0.3s | 4.05 sym/s | Total: 8.3m | ETA: 46.2s
[2025-09-29T22:26:39.479256] [INFO ] [sig       ] [2025/2211] Forecasting UHAL...
[2025-09-29T22:26:39.479296] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-09-29T22:26:39.479329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-09-29T22:26:39.489923] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UHAL'.
[2025-09-29T22:26:39.490295] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-09-29T22:26:39.517447] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:39.518401] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-09-29T22:26:39.518476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:39.518549] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:39.518612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:39.518719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:39.537175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:39.537945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:39.538036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:39.538072] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:39.578041] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:39.578204] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:39.578249] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:39.578281] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:39.581997] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: DOWN (p=17.51%)
[2025-09-29T22:26:39.582296] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-09-29T22:26:39.582442] [INFO ] [sig       ] UHAL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:39.762234] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/UHAL.txt
[2025-09-29T22:26:39.762517] [WARN ] [sig       ] [2025/2211] Failed UHAL after 0.3s | 4.05 sym/s | Total: 8.3m | ETA: 45.9s
[2025-09-29T22:26:39.762596] [INFO ] [sig       ] [2026/2211] Forecasting UHS...
[2025-09-29T22:26:39.762636] [INFO ] [sig       ] Generating forecast for: UHS
[2025-09-29T22:26:39.762715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-09-29T22:26:39.773154] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UHS'.
[2025-09-29T22:26:39.773526] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-09-29T22:26:39.799144] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:39.799952] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-09-29T22:26:39.800007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:39.800041] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:39.800070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:39.800127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:39.818164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:39.818777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:39.818863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:39.818897] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:39.858292] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:39.858432] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:39.858474] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:39.858505] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:39.862171] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: UP (p=97.62%)
[2025-09-29T22:26:39.862464] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-09-29T22:26:39.862610] [INFO ] [sig       ] UHS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:40.017282] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/UHS.txt
[2025-09-29T22:26:40.017530] [WARN ] [sig       ] [2026/2211] Failed UHS after 0.3s | 4.05 sym/s | Total: 8.3m | ETA: 45.7s
[2025-09-29T22:26:40.017610] [INFO ] [sig       ] [2027/2211] Forecasting UHT...
[2025-09-29T22:26:40.017680] [INFO ] [sig       ] Generating forecast for: UHT
[2025-09-29T22:26:40.017734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHT' from 'https://tdm.silogroup.org/data/derivative_storage/UHT.csv'.
[2025-09-29T22:26:40.027862] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UHT'.
[2025-09-29T22:26:40.028208] [INFO ] [FORECASTER] Starting predict_future for UHT
[2025-09-29T22:26:40.055089] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:40.055977] [DEBUG] [LOCAL     ] No optimal features file found for UHT: ./output/feature-sets/UHT.txt
[2025-09-29T22:26:40.056034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:40.056070] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:40.056099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:40.056157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:40.076007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:40.076814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:40.076905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:40.076940] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:40.115739] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:40.115904] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:40.115948] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:40.115979] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:40.119752] [DEBUG] [FORECASTER] UHT: Forecast T+1@11:T+2@11: DOWN (p=31.84%)
[2025-09-29T22:26:40.120040] [INFO ] [FORECASTER] Completed predict_future for UHT
[2025-09-29T22:26:40.120181] [INFO ] [sig       ] UHT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:40.269743] [INFO ] [LOCAL     ] Saved forecast: UHT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/UHT.txt
[2025-09-29T22:26:40.269975] [WARN ] [sig       ] [2027/2211] Failed UHT after 0.3s | 4.05 sym/s | Total: 8.3m | ETA: 45.4s
[2025-09-29T22:26:40.270059] [INFO ] [sig       ] [2028/2211] Forecasting UI...
[2025-09-29T22:26:40.270100] [INFO ] [sig       ] Generating forecast for: UI
[2025-09-29T22:26:40.270133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-09-29T22:26:40.280718] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UI'.
[2025-09-29T22:26:40.281101] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-09-29T22:26:40.307895] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:40.308735] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-09-29T22:26:40.308800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:40.308839] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:40.308867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:40.308926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:40.327758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:40.328562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:40.328682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:40.328739] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:40.371991] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:40.372197] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:40.372265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:40.372300] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:40.376344] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=54.43%)
[2025-09-29T22:26:40.376693] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-09-29T22:26:40.376857] [INFO ] [sig       ] UI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:40.530474] [INFO ] [LOCAL     ] Saved forecast: UI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/UI.txt
[2025-09-29T22:26:40.530785] [WARN ] [sig       ] [2028/2211] Failed UI after 0.3s | 4.05 sym/s | Total: 8.3m | ETA: 45.2s
[2025-09-29T22:26:40.530868] [INFO ] [sig       ] [2029/2211] Forecasting UIS...
[2025-09-29T22:26:40.530909] [INFO ] [sig       ] Generating forecast for: UIS
[2025-09-29T22:26:40.530944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-09-29T22:26:40.541822] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UIS'.
[2025-09-29T22:26:40.542275] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-09-29T22:26:40.569512] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:40.570391] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-09-29T22:26:40.570471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:40.570506] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:40.570536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:40.570595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:40.589351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:40.590203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:40.590298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:40.590333] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:40.632627] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:40.632828] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:40.632877] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:40.632930] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:40.636761] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=16.28%)
[2025-09-29T22:26:40.637192] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-09-29T22:26:40.637357] [INFO ] [sig       ] UIS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:40.791491] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/UIS.txt
[2025-09-29T22:26:40.791750] [WARN ] [sig       ] [2029/2211] Failed UIS after 0.3s | 4.05 sym/s | Total: 8.4m | ETA: 44.9s
[2025-09-29T22:26:40.791831] [INFO ] [sig       ] [2030/2211] Forecasting UL...
[2025-09-29T22:26:40.791871] [INFO ] [sig       ] Generating forecast for: UL
[2025-09-29T22:26:40.791903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-09-29T22:26:40.803245] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UL'.
[2025-09-29T22:26:40.803768] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-09-29T22:26:40.831801] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:40.832976] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-09-29T22:26:40.833037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:40.833074] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:40.833104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:40.833164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:40.853156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:40.854146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:40.854249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:40.854286] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:40.893564] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:40.893773] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:40.893833] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:40.893867] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:40.897701] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: DOWN (p=34.90%)
[2025-09-29T22:26:40.897995] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-09-29T22:26:40.898192] [INFO ] [sig       ] UL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:41.083412] [INFO ] [LOCAL     ] Saved forecast: UL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/UL.txt
[2025-09-29T22:26:41.083708] [WARN ] [sig       ] [2030/2211] Failed UL after 0.3s | 4.05 sym/s | Total: 8.4m | ETA: 44.7s
[2025-09-29T22:26:41.083794] [INFO ] [sig       ] [2031/2211] Forecasting ULS...
[2025-09-29T22:26:41.083834] [INFO ] [sig       ] Generating forecast for: ULS
[2025-09-29T22:26:41.083867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULS' from 'https://tdm.silogroup.org/data/derivative_storage/ULS.csv'.
[2025-09-29T22:26:41.093725] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ULS'.
[2025-09-29T22:26:41.094115] [INFO ] [FORECASTER] Starting predict_future for ULS
[2025-09-29T22:26:41.120722] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:41.121544] [DEBUG] [LOCAL     ] No optimal features file found for ULS: ./output/feature-sets/ULS.txt
[2025-09-29T22:26:41.121605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:41.121661] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:41.121717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:41.121780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:41.139858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:41.140846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:41.140945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:41.140981] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:41.179527] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:41.179730] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:41.179793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:41.179827] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:41.183675] [DEBUG] [FORECASTER] ULS: Forecast T+1@11:T+2@11: UP (p=92.12%)
[2025-09-29T22:26:41.184016] [INFO ] [FORECASTER] Completed predict_future for ULS
[2025-09-29T22:26:41.184208] [INFO ] [sig       ] ULS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:41.342089] [INFO ] [LOCAL     ] Saved forecast: ULS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ULS.txt
[2025-09-29T22:26:41.342385] [WARN ] [sig       ] [2031/2211] Failed ULS after 0.3s | 4.05 sym/s | Total: 8.4m | ETA: 44.5s
[2025-09-29T22:26:41.342439] [INFO ] [sig       ] [2032/2211] Forecasting UMC...
[2025-09-29T22:26:41.342475] [INFO ] [sig       ] Generating forecast for: UMC
[2025-09-29T22:26:41.342508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-09-29T22:26:41.353705] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UMC'.
[2025-09-29T22:26:41.354087] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-09-29T22:26:41.380985] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:41.381825] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-09-29T22:26:41.381882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:41.381918] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:41.381948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:41.382007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:41.401258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:41.402087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:41.402194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:41.402239] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:41.442450] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:41.442671] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:41.442740] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:41.442800] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:41.446453] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: UP (p=55.32%)
[2025-09-29T22:26:41.446795] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-09-29T22:26:41.446949] [INFO ] [sig       ] UMC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:41.602254] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/UMC.txt
[2025-09-29T22:26:41.602529] [WARN ] [sig       ] [2032/2211] Failed UMC after 0.3s | 4.05 sym/s | Total: 8.4m | ETA: 44.2s
[2025-09-29T22:26:41.602613] [INFO ] [sig       ] [2033/2211] Forecasting UMH...
[2025-09-29T22:26:41.602688] [INFO ] [sig       ] Generating forecast for: UMH
[2025-09-29T22:26:41.602739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-09-29T22:26:41.613818] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UMH'.
[2025-09-29T22:26:41.614252] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-09-29T22:26:41.641789] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:41.642789] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-09-29T22:26:41.642855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:41.642893] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:41.642922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:41.642983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:41.661862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:41.662743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:41.662843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:41.662880] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:41.700809] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:41.700983] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:41.701027] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:41.701058] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:41.704665] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=49.58%)
[2025-09-29T22:26:41.704951] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-09-29T22:26:41.705097] [INFO ] [sig       ] UMH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:41.854023] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/UMH.txt
[2025-09-29T22:26:41.854321] [WARN ] [sig       ] [2033/2211] Failed UMH after 0.3s | 4.05 sym/s | Total: 8.4m | ETA: 44.0s
[2025-09-29T22:26:41.854406] [INFO ] [sig       ] [2034/2211] Forecasting UNF...
[2025-09-29T22:26:41.854446] [INFO ] [sig       ] Generating forecast for: UNF
[2025-09-29T22:26:41.854479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-09-29T22:26:41.865979] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UNF'.
[2025-09-29T22:26:41.866358] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-09-29T22:26:41.894185] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:41.895059] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-09-29T22:26:41.895118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:41.895156] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:41.895186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:41.895246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:41.915531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:41.916373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:41.916467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:41.916504] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:41.955148] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:41.955288] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:41.955329] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:41.955360] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:41.958886] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: DOWN (p=21.93%)
[2025-09-29T22:26:41.959157] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-09-29T22:26:41.959297] [INFO ] [sig       ] UNF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:42.116399] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/UNF.txt
[2025-09-29T22:26:42.116626] [WARN ] [sig       ] [2034/2211] Failed UNF after 0.3s | 4.05 sym/s | Total: 8.4m | ETA: 43.7s
[2025-09-29T22:26:42.116732] [INFO ] [sig       ] [2035/2211] Forecasting UNFI...
[2025-09-29T22:26:42.116774] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-09-29T22:26:42.116807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-09-29T22:26:42.127572] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UNFI'.
[2025-09-29T22:26:42.127905] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-09-29T22:26:42.154159] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:42.154993] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-09-29T22:26:42.155051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:42.155140] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:42.155179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:42.155240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:42.175479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:42.176145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:42.176236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:42.176272] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:42.218355] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:42.218515] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:42.218558] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:42.218597] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:42.222714] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: DOWN (p=2.20%)
[2025-09-29T22:26:42.223005] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-09-29T22:26:42.223149] [INFO ] [sig       ] UNFI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:42.383416] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/UNFI.txt
[2025-09-29T22:26:42.383673] [WARN ] [sig       ] [2035/2211] Failed UNFI after 0.3s | 4.05 sym/s | Total: 8.4m | ETA: 43.5s
[2025-09-29T22:26:42.383755] [INFO ] [sig       ] [2036/2211] Forecasting UNH...
[2025-09-29T22:26:42.383795] [INFO ] [sig       ] Generating forecast for: UNH
[2025-09-29T22:26:42.383828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'.
[2025-09-29T22:26:42.394091] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UNH'.
[2025-09-29T22:26:42.394527] [INFO ] [FORECASTER] Starting predict_future for UNH
[2025-09-29T22:26:42.422989] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:42.423901] [DEBUG] [LOCAL     ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt
[2025-09-29T22:26:42.423960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:42.424003] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:42.424042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:42.424108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:42.444855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:42.445849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:42.445947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:42.445984] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:42.486865] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:42.487043] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:42.487088] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:42.487185] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:42.491279] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: DOWN (p=43.82%)
[2025-09-29T22:26:42.491706] [INFO ] [FORECASTER] Completed predict_future for UNH
[2025-09-29T22:26:42.491909] [INFO ] [sig       ] UNH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:42.663271] [INFO ] [LOCAL     ] Saved forecast: UNH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/UNH.txt
[2025-09-29T22:26:42.663540] [WARN ] [sig       ] [2036/2211] Failed UNH after 0.3s | 4.05 sym/s | Total: 8.4m | ETA: 43.2s
[2025-09-29T22:26:42.663626] [INFO ] [sig       ] [2037/2211] Forecasting UNM...
[2025-09-29T22:26:42.663704] [INFO ] [sig       ] Generating forecast for: UNM
[2025-09-29T22:26:42.663749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-09-29T22:26:42.675549] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UNM'.
[2025-09-29T22:26:42.676115] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-09-29T22:26:42.705296] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:42.706365] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-09-29T22:26:42.706426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:42.706464] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:42.706503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:42.706573] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:42.726165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:42.727311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:42.727436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:42.727492] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:42.770300] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:42.770455] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:42.770501] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:42.770534] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:42.774518] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-09-29T22:26:42.774865] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-09-29T22:26:42.775020] [INFO ] [sig       ] UNM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:42.925411] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/UNM.txt
[2025-09-29T22:26:42.925720] [WARN ] [sig       ] [2037/2211] Failed UNM after 0.3s | 4.05 sym/s | Total: 8.4m | ETA: 43.0s
[2025-09-29T22:26:42.925804] [INFO ] [sig       ] [2038/2211] Forecasting UNMA...
[2025-09-29T22:26:42.925864] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-09-29T22:26:42.925929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-09-29T22:26:42.935768] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UNMA'.
[2025-09-29T22:26:42.936121] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-09-29T22:26:42.963795] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:42.964752] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-09-29T22:26:42.964811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:42.964848] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:42.964878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:42.964938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:42.984196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:42.984879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:42.984969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:42.985007] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:43.024503] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:43.024672] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:43.024738] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:43.024775] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:43.031295] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: UP (p=73.59%)
[2025-09-29T22:26:43.031581] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-09-29T22:26:43.031745] [INFO ] [sig       ] UNMA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:43.184309] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/UNMA.txt
[2025-09-29T22:26:43.184563] [WARN ] [sig       ] [2038/2211] Failed UNMA after 0.3s | 4.05 sym/s | Total: 8.4m | ETA: 42.7s
[2025-09-29T22:26:43.184674] [INFO ] [sig       ] [2039/2211] Forecasting UNP...
[2025-09-29T22:26:43.184732] [INFO ] [sig       ] Generating forecast for: UNP
[2025-09-29T22:26:43.184769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-09-29T22:26:43.194786] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UNP'.
[2025-09-29T22:26:43.195125] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-09-29T22:26:43.221290] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:43.222132] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-09-29T22:26:43.222193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:43.222230] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:43.222259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:43.222319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:43.241625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:43.242361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:43.242452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:43.242493] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:43.270721] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:43.270856] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:43.270910] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:43.270943] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:43.274418] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: DOWN (p=25.88%)
[2025-09-29T22:26:43.274735] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-09-29T22:26:43.274884] [INFO ] [sig       ] UNP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:43.431135] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/UNP.txt
[2025-09-29T22:26:43.431421] [WARN ] [sig       ] [2039/2211] Failed UNP after 0.2s | 4.05 sym/s | Total: 8.4m | ETA: 42.5s
[2025-09-29T22:26:43.431486] [INFO ] [sig       ] [2040/2211] Forecasting UP...
[2025-09-29T22:26:43.431520] [INFO ] [sig       ] Generating forecast for: UP
[2025-09-29T22:26:43.431553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UP' from 'https://tdm.silogroup.org/data/derivative_storage/UP.csv'.
[2025-09-29T22:26:43.444622] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UP'.
[2025-09-29T22:26:43.445030] [INFO ] [FORECASTER] Starting predict_future for UP
[2025-09-29T22:26:43.472991] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:43.473877] [DEBUG] [LOCAL     ] No optimal features file found for UP: ./output/feature-sets/UP.txt
[2025-09-29T22:26:43.473964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:43.474004] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:43.474033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:43.474093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:43.493805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:43.494448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:43.494534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:43.494571] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:43.524868] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:43.525031] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:43.525076] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:43.525108] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:43.528782] [DEBUG] [FORECASTER] UP: Forecast T+1@11:T+2@11: UP (p=58.09%)
[2025-09-29T22:26:43.529061] [INFO ] [FORECASTER] Completed predict_future for UP
[2025-09-29T22:26:43.529194] [INFO ] [sig       ] UP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:43.685286] [INFO ] [LOCAL     ] Saved forecast: UP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/UP.txt
[2025-09-29T22:26:43.685574] [WARN ] [sig       ] [2040/2211] Failed UP after 0.3s | 4.05 sym/s | Total: 8.4m | ETA: 42.2s
[2025-09-29T22:26:43.685679] [INFO ] [sig       ] [2041/2211] Forecasting UPS...
[2025-09-29T22:26:43.685732] [INFO ] [sig       ] Generating forecast for: UPS
[2025-09-29T22:26:43.685766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-09-29T22:26:43.696148] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UPS'.
[2025-09-29T22:26:43.696490] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-09-29T22:26:43.723438] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:43.724335] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-09-29T22:26:43.724394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:43.724428] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:43.724456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:43.724515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:43.742916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:43.743573] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:43.743683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:43.743740] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:43.776490] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:43.776606] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:43.776671] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:43.776726] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:43.780760] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: DOWN (p=18.23%)
[2025-09-29T22:26:43.781083] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-09-29T22:26:43.781242] [INFO ] [sig       ] UPS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:43.932825] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/UPS.txt
[2025-09-29T22:26:43.933069] [WARN ] [sig       ] [2041/2211] Failed UPS after 0.2s | 4.05 sym/s | Total: 8.4m | ETA: 42.0s
[2025-09-29T22:26:43.933156] [INFO ] [sig       ] [2042/2211] Forecasting URI...
[2025-09-29T22:26:43.933198] [INFO ] [sig       ] Generating forecast for: URI
[2025-09-29T22:26:43.933231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-09-29T22:26:43.945319] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'URI'.
[2025-09-29T22:26:43.945765] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-09-29T22:26:43.974570] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:43.975470] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-09-29T22:26:43.975529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:43.975566] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:43.975629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:43.975746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:43.996054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:43.996931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:43.997025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:43.997062] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:44.036216] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:44.036366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:44.036412] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:44.036444] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:44.040082] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=17.98%)
[2025-09-29T22:26:44.040367] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-09-29T22:26:44.040508] [INFO ] [sig       ] URI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:44.195513] [INFO ] [LOCAL     ] Saved forecast: URI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/URI.txt
[2025-09-29T22:26:44.195798] [WARN ] [sig       ] [2042/2211] Failed URI after 0.3s | 4.05 sym/s | Total: 8.4m | ETA: 41.7s
[2025-09-29T22:26:44.195888] [INFO ] [sig       ] [2043/2211] Forecasting USA...
[2025-09-29T22:26:44.195933] [INFO ] [sig       ] Generating forecast for: USA
[2025-09-29T22:26:44.195966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-09-29T22:26:44.206215] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'USA'.
[2025-09-29T22:26:44.206619] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-09-29T22:26:44.235065] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:44.235913] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-09-29T22:26:44.235972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:44.236009] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:44.236040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:44.236101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:44.255244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:44.256013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:44.256104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:44.256140] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:44.294624] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:44.294811] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:44.294861] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:44.294905] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:44.298822] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: DOWN (p=4.58%)
[2025-09-29T22:26:44.299115] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-09-29T22:26:44.299263] [INFO ] [sig       ] USA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:44.458900] [INFO ] [LOCAL     ] Saved forecast: USA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/USA.txt
[2025-09-29T22:26:44.459190] [WARN ] [sig       ] [2043/2211] Failed USA after 0.3s | 4.05 sym/s | Total: 8.4m | ETA: 41.5s
[2025-09-29T22:26:44.459283] [INFO ] [sig       ] [2044/2211] Forecasting USAC...
[2025-09-29T22:26:44.459328] [INFO ] [sig       ] Generating forecast for: USAC
[2025-09-29T22:26:44.459362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-09-29T22:26:44.470232] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'USAC'.
[2025-09-29T22:26:44.470604] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-09-29T22:26:44.496888] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:44.497750] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-09-29T22:26:44.497814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:44.497851] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:44.497883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:44.497945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:44.516307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:44.516949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:44.517036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:44.517072] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:44.553411] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:44.553546] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:44.553589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:44.553621] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:44.557159] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: DOWN (p=5.58%)
[2025-09-29T22:26:44.557451] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-09-29T22:26:44.557593] [INFO ] [sig       ] USAC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:44.713229] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/USAC.txt
[2025-09-29T22:26:44.713497] [WARN ] [sig       ] [2044/2211] Failed USAC after 0.3s | 4.05 sym/s | Total: 8.4m | ETA: 41.3s
[2025-09-29T22:26:44.713587] [INFO ] [sig       ] [2045/2211] Forecasting USB...
[2025-09-29T22:26:44.713629] [INFO ] [sig       ] Generating forecast for: USB
[2025-09-29T22:26:44.713710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-09-29T22:26:44.724593] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'USB'.
[2025-09-29T22:26:44.725029] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-09-29T22:26:44.752775] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:44.753606] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-09-29T22:26:44.753691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:44.753741] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:44.753773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:44.753835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:44.772923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:44.773816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:44.773909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:44.773945] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:44.809637] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:44.809870] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:44.809957] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:44.810023] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:44.814159] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: UP (p=65.55%)
[2025-09-29T22:26:44.814462] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-09-29T22:26:44.814608] [INFO ] [sig       ] USB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:44.981846] [INFO ] [LOCAL     ] Saved forecast: USB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/USB.txt
[2025-09-29T22:26:44.982106] [WARN ] [sig       ] [2045/2211] Failed USB after 0.3s | 4.05 sym/s | Total: 8.4m | ETA: 41.0s
[2025-09-29T22:26:44.982192] [INFO ] [sig       ] [2046/2211] Forecasting USFD...
[2025-09-29T22:26:44.982234] [INFO ] [sig       ] Generating forecast for: USFD
[2025-09-29T22:26:44.982270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-09-29T22:26:44.993114] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'USFD'.
[2025-09-29T22:26:44.993609] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-09-29T22:26:45.024060] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:45.025229] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-09-29T22:26:45.025297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:45.025335] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:45.025367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:45.025429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:45.045931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:45.046858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:45.046957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:45.046994] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:45.085222] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:45.085396] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:45.085442] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:45.085475] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:45.089677] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: DOWN (p=27.56%)
[2025-09-29T22:26:45.090073] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-09-29T22:26:45.090231] [INFO ] [sig       ] USFD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:45.250143] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/USFD.txt
[2025-09-29T22:26:45.250407] [WARN ] [sig       ] [2046/2211] Failed USFD after 0.3s | 4.05 sym/s | Total: 8.4m | ETA: 40.8s
[2025-09-29T22:26:45.250490] [INFO ] [sig       ] [2047/2211] Forecasting USNA...
[2025-09-29T22:26:45.250532] [INFO ] [sig       ] Generating forecast for: USNA
[2025-09-29T22:26:45.250591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USNA' from 'https://tdm.silogroup.org/data/derivative_storage/USNA.csv'.
[2025-09-29T22:26:45.261016] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'USNA'.
[2025-09-29T22:26:45.261450] [INFO ] [FORECASTER] Starting predict_future for USNA
[2025-09-29T22:26:45.289475] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:45.290379] [DEBUG] [LOCAL     ] No optimal features file found for USNA: ./output/feature-sets/USNA.txt
[2025-09-29T22:26:45.290445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:45.290572] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:45.290611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:45.290698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:45.310470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:45.311396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:45.311493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:45.311530] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:45.348728] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:45.348911] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:45.348964] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:45.348997] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:45.352686] [DEBUG] [FORECASTER] USNA: Forecast T+1@11:T+2@11: UP (p=80.67%)
[2025-09-29T22:26:45.352976] [INFO ] [FORECASTER] Completed predict_future for USNA
[2025-09-29T22:26:45.353119] [INFO ] [sig       ] USNA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:45.512143] [INFO ] [LOCAL     ] Saved forecast: USNA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/USNA.txt
[2025-09-29T22:26:45.512401] [WARN ] [sig       ] [2047/2211] Failed USNA after 0.3s | 4.05 sym/s | Total: 8.4m | ETA: 40.5s
[2025-09-29T22:26:45.512496] [INFO ] [sig       ] [2048/2211] Forecasting USPH...
[2025-09-29T22:26:45.512536] [INFO ] [sig       ] Generating forecast for: USPH
[2025-09-29T22:26:45.512570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USPH' from 'https://tdm.silogroup.org/data/derivative_storage/USPH.csv'.
[2025-09-29T22:26:45.524201] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'USPH'.
[2025-09-29T22:26:45.524683] [INFO ] [FORECASTER] Starting predict_future for USPH
[2025-09-29T22:26:45.555253] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:45.556174] [DEBUG] [LOCAL     ] No optimal features file found for USPH: ./output/feature-sets/USPH.txt
[2025-09-29T22:26:45.556232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:45.556269] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:45.556299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:45.556359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:45.577692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:45.578380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:45.578506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:45.578553] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:45.618396] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:45.618567] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:45.618619] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:45.618695] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:45.622928] [DEBUG] [FORECASTER] USPH: Forecast T+1@11:T+2@11: UP (p=93.13%)
[2025-09-29T22:26:45.623358] [INFO ] [FORECASTER] Completed predict_future for USPH
[2025-09-29T22:26:45.623574] [INFO ] [sig       ] USPH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:45.807236] [INFO ] [LOCAL     ] Saved forecast: USPH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/USPH.txt
[2025-09-29T22:26:45.807515] [WARN ] [sig       ] [2048/2211] Failed USPH after 0.3s | 4.05 sym/s | Total: 8.4m | ETA: 40.3s
[2025-09-29T22:26:45.807614] [INFO ] [sig       ] [2049/2211] Forecasting UTF...
[2025-09-29T22:26:45.807707] [INFO ] [sig       ] Generating forecast for: UTF
[2025-09-29T22:26:45.807752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-09-29T22:26:45.822571] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UTF'.
[2025-09-29T22:26:45.823076] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-09-29T22:26:45.853076] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:45.854026] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-09-29T22:26:45.854097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:45.854151] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:45.854210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:45.854275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:45.873639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:45.874706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:45.874813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:45.874856] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:45.917824] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:45.917997] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:45.918044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:45.918077] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:45.921974] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=78.01%)
[2025-09-29T22:26:45.922312] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-09-29T22:26:45.922516] [INFO ] [sig       ] UTF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:46.110854] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/UTF.txt
[2025-09-29T22:26:46.111110] [WARN ] [sig       ] [2049/2211] Failed UTF after 0.3s | 4.05 sym/s | Total: 8.4m | ETA: 40.0s
[2025-09-29T22:26:46.111223] [INFO ] [sig       ] [2050/2211] Forecasting UTI...
[2025-09-29T22:26:46.111295] [INFO ] [sig       ] Generating forecast for: UTI
[2025-09-29T22:26:46.111347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-09-29T22:26:46.121899] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UTI'.
[2025-09-29T22:26:46.122326] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-09-29T22:26:46.150200] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:46.151175] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-09-29T22:26:46.151236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:46.151274] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:46.151304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:46.151365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:46.170090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:46.170971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:46.171064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:46.171100] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:46.216707] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:46.216871] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:46.216929] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:46.216962] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:46.220603] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=74.22%)
[2025-09-29T22:26:46.220922] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-09-29T22:26:46.221067] [INFO ] [sig       ] UTI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:46.387353] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/UTI.txt
[2025-09-29T22:26:46.387604] [WARN ] [sig       ] [2050/2211] Failed UTI after 0.3s | 4.05 sym/s | Total: 8.4m | ETA: 39.8s
[2025-09-29T22:26:46.387707] [INFO ] [sig       ] [2051/2211] Forecasting UTL...
[2025-09-29T22:26:46.387752] [INFO ] [sig       ] Generating forecast for: UTL
[2025-09-29T22:26:46.387788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-09-29T22:26:46.398003] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UTL'.
[2025-09-29T22:26:46.398413] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-09-29T22:26:46.425802] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:46.426610] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-09-29T22:26:46.426693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:46.426741] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:46.426773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:46.426845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:46.446254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:46.447054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:46.447313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:46.447372] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:46.518486] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:46.518637] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:46.518725] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:46.518765] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:46.522615] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=18.53%)
[2025-09-29T22:26:46.522926] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-09-29T22:26:46.523062] [INFO ] [sig       ] UTL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:46.682616] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/UTL.txt
[2025-09-29T22:26:46.682897] [WARN ] [sig       ] [2051/2211] Failed UTL after 0.3s | 4.05 sym/s | Total: 8.4m | ETA: 39.5s
[2025-09-29T22:26:46.682981] [INFO ] [sig       ] [2052/2211] Forecasting UTZ...
[2025-09-29T22:26:46.683022] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-09-29T22:26:46.683057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-09-29T22:26:46.693524] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UTZ'.
[2025-09-29T22:26:46.693930] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-09-29T22:26:46.722636] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:46.723589] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-09-29T22:26:46.723711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:46.723777] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:46.723869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:46.723940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:46.743236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:46.743977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:46.744066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:46.744107] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:46.780604] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:46.780803] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:46.780854] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:46.780887] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:46.784759] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=75.69%)
[2025-09-29T22:26:46.785113] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-09-29T22:26:46.785282] [INFO ] [sig       ] UTZ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:46.939901] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/UTZ.txt
[2025-09-29T22:26:46.940125] [WARN ] [sig       ] [2052/2211] Failed UTZ after 0.3s | 4.05 sym/s | Total: 8.5m | ETA: 39.3s
[2025-09-29T22:26:46.940201] [INFO ] [sig       ] [2053/2211] Forecasting UVE...
[2025-09-29T22:26:46.940241] [INFO ] [sig       ] Generating forecast for: UVE
[2025-09-29T22:26:46.940274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-09-29T22:26:46.950465] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UVE'.
[2025-09-29T22:26:46.950867] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-09-29T22:26:46.979478] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:46.980341] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-09-29T22:26:46.980399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:46.980435] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:46.980465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:46.980524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:47.001165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:47.002042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:47.002133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:47.002169] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:47.040584] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:47.040780] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:47.040835] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:47.040868] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:47.044435] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=8.49%)
[2025-09-29T22:26:47.044771] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-09-29T22:26:47.044916] [INFO ] [sig       ] UVE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:47.196375] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/UVE.txt
[2025-09-29T22:26:47.196671] [WARN ] [sig       ] [2053/2211] Failed UVE after 0.3s | 4.05 sym/s | Total: 8.5m | ETA: 39.1s
[2025-09-29T22:26:47.196788] [INFO ] [sig       ] [2054/2211] Forecasting UVV...
[2025-09-29T22:26:47.196830] [INFO ] [sig       ] Generating forecast for: UVV
[2025-09-29T22:26:47.196871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVV' from 'https://tdm.silogroup.org/data/derivative_storage/UVV.csv'.
[2025-09-29T22:26:47.206384] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UVV'.
[2025-09-29T22:26:47.206888] [INFO ] [FORECASTER] Starting predict_future for UVV
[2025-09-29T22:26:47.233080] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:47.233945] [DEBUG] [LOCAL     ] No optimal features file found for UVV: ./output/feature-sets/UVV.txt
[2025-09-29T22:26:47.234002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:47.234036] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:47.234066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:47.234125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:47.252156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:47.253019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:47.253113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:47.253149] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:47.288811] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:47.288977] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:47.289025] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:47.289056] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:47.292682] [DEBUG] [FORECASTER] UVV: Forecast T+1@11:T+2@11: DOWN (p=8.29%)
[2025-09-29T22:26:47.292962] [INFO ] [FORECASTER] Completed predict_future for UVV
[2025-09-29T22:26:47.293094] [INFO ] [sig       ] UVV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:47.447801] [INFO ] [LOCAL     ] Saved forecast: UVV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/UVV.txt
[2025-09-29T22:26:47.448135] [WARN ] [sig       ] [2054/2211] Failed UVV after 0.3s | 4.05 sym/s | Total: 8.5m | ETA: 38.8s
[2025-09-29T22:26:47.448255] [INFO ] [sig       ] [2055/2211] Forecasting UWMC...
[2025-09-29T22:26:47.448303] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-09-29T22:26:47.448338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-09-29T22:26:47.458498] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UWMC'.
[2025-09-29T22:26:47.458872] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-09-29T22:26:47.485673] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:47.486442] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-09-29T22:26:47.486499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:47.486535] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:47.486564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:47.486624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:47.505444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:47.506097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:47.506187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:47.506225] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:47.542892] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:47.543091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:47.543166] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:47.543202] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:47.547020] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=59.52%)
[2025-09-29T22:26:47.547404] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-09-29T22:26:47.547584] [INFO ] [sig       ] UWMC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:47.708172] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/UWMC.txt
[2025-09-29T22:26:47.708445] [WARN ] [sig       ] [2055/2211] Failed UWMC after 0.3s | 4.05 sym/s | Total: 8.5m | ETA: 38.6s
[2025-09-29T22:26:47.708531] [INFO ] [sig       ] [2056/2211] Forecasting UZD...
[2025-09-29T22:26:47.708583] [INFO ] [sig       ] Generating forecast for: UZD
[2025-09-29T22:26:47.708619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZD' from 'https://tdm.silogroup.org/data/derivative_storage/UZD.csv'.
[2025-09-29T22:26:47.718925] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UZD'.
[2025-09-29T22:26:47.719365] [INFO ] [FORECASTER] Starting predict_future for UZD
[2025-09-29T22:26:47.748333] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:47.749308] [DEBUG] [LOCAL     ] No optimal features file found for UZD: ./output/feature-sets/UZD.txt
[2025-09-29T22:26:47.749385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:47.749431] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:47.749474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:47.749538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:47.769056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:47.769922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:47.770017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:47.770053] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:47.805881] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:47.806044] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:47.806090] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:47.806122] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:47.809858] [DEBUG] [FORECASTER] UZD: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2025-09-29T22:26:47.810140] [INFO ] [FORECASTER] Completed predict_future for UZD
[2025-09-29T22:26:47.810276] [INFO ] [sig       ] UZD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:47.963893] [INFO ] [LOCAL     ] Saved forecast: UZD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/UZD.txt
[2025-09-29T22:26:47.964172] [WARN ] [sig       ] [2056/2211] Failed UZD after 0.3s | 4.05 sym/s | Total: 8.5m | ETA: 38.3s
[2025-09-29T22:26:47.964252] [INFO ] [sig       ] [2057/2211] Forecasting UZE...
[2025-09-29T22:26:47.964294] [INFO ] [sig       ] Generating forecast for: UZE
[2025-09-29T22:26:47.964328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-09-29T22:26:47.974484] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UZE'.
[2025-09-29T22:26:47.974866] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-09-29T22:26:48.002574] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:48.003609] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-09-29T22:26:48.003702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:48.003753] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:48.003786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:48.003845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:48.023110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:48.023892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:48.023985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:48.024022] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:48.052954] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:48.053117] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:48.053162] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:48.053195] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:48.056930] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=36.82%)
[2025-09-29T22:26:48.057307] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-09-29T22:26:48.057452] [INFO ] [sig       ] UZE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:48.208691] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/UZE.txt
[2025-09-29T22:26:48.209255] [WARN ] [sig       ] [2057/2211] Failed UZE after 0.2s | 4.05 sym/s | Total: 8.5m | ETA: 38.1s
[2025-09-29T22:26:48.209340] [INFO ] [sig       ] [2058/2211] Forecasting UZF...
[2025-09-29T22:26:48.209381] [INFO ] [sig       ] Generating forecast for: UZF
[2025-09-29T22:26:48.209415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZF' from 'https://tdm.silogroup.org/data/derivative_storage/UZF.csv'.
[2025-09-29T22:26:48.220459] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'UZF'.
[2025-09-29T22:26:48.220929] [INFO ] [FORECASTER] Starting predict_future for UZF
[2025-09-29T22:26:48.254179] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:48.255148] [DEBUG] [LOCAL     ] No optimal features file found for UZF: ./output/feature-sets/UZF.txt
[2025-09-29T22:26:48.255207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:48.255243] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:48.255273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:48.255332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:48.278467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:48.279397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:48.279490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:48.279526] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:48.309452] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:48.309688] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:48.309754] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:48.309797] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:48.313445] [DEBUG] [FORECASTER] UZF: Forecast T+1@11:T+2@11: UP (p=88.71%)
[2025-09-29T22:26:48.313785] [INFO ] [FORECASTER] Completed predict_future for UZF
[2025-09-29T22:26:48.313942] [INFO ] [sig       ] UZF: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:48.473520] [INFO ] [LOCAL     ] Saved forecast: UZF	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/UZF.txt
[2025-09-29T22:26:48.473858] [WARN ] [sig       ] [2058/2211] Failed UZF after 0.3s | 4.05 sym/s | Total: 8.5m | ETA: 37.8s
[2025-09-29T22:26:48.473962] [INFO ] [sig       ] [2059/2211] Forecasting V...
[2025-09-29T22:26:48.474029] [INFO ] [sig       ] Generating forecast for: V
[2025-09-29T22:26:48.474102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'V' from 'https://tdm.silogroup.org/data/derivative_storage/V.csv'.
[2025-09-29T22:26:48.485208] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'V'.
[2025-09-29T22:26:48.485525] [INFO ] [FORECASTER] Starting predict_future for V
[2025-09-29T22:26:48.512878] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:48.513725] [DEBUG] [LOCAL     ] No optimal features file found for V: ./output/feature-sets/V.txt
[2025-09-29T22:26:48.513784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:48.513822] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:48.513883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:48.513960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:48.533549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:48.534207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:48.534319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:48.534356] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:48.576897] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:48.577025] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:48.577067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:48.577099] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:48.580560] [DEBUG] [FORECASTER] V: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2025-09-29T22:26:48.580870] [INFO ] [FORECASTER] Completed predict_future for V
[2025-09-29T22:26:48.581015] [INFO ] [sig       ] V: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:48.769679] [INFO ] [LOCAL     ] Saved forecast: V	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/V.txt
[2025-09-29T22:26:48.769919] [WARN ] [sig       ] [2059/2211] Failed V after 0.3s | 4.05 sym/s | Total: 8.5m | ETA: 37.6s
[2025-09-29T22:26:48.769996] [INFO ] [sig       ] [2060/2211] Forecasting VAC...
[2025-09-29T22:26:48.770036] [INFO ] [sig       ] Generating forecast for: VAC
[2025-09-29T22:26:48.770069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-09-29T22:26:48.781362] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VAC'.
[2025-09-29T22:26:48.781742] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-09-29T22:26:48.811529] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:48.812332] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-09-29T22:26:48.812389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:48.812424] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:48.812454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:48.812512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:48.834950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:48.835774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:48.835863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:48.835900] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:48.875381] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:48.875571] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:48.875636] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:48.875713] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:48.879373] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=96.93%)
[2025-09-29T22:26:48.879670] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-09-29T22:26:48.879830] [INFO ] [sig       ] VAC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:49.042127] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VAC.txt
[2025-09-29T22:26:49.042564] [WARN ] [sig       ] [2060/2211] Failed VAC after 0.3s | 4.04 sym/s | Total: 8.5m | ETA: 37.3s
[2025-09-29T22:26:49.042669] [INFO ] [sig       ] [2061/2211] Forecasting VAL...
[2025-09-29T22:26:49.042726] [INFO ] [sig       ] Generating forecast for: VAL
[2025-09-29T22:26:49.042763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-09-29T22:26:49.059215] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VAL'.
[2025-09-29T22:26:49.059711] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-09-29T22:26:49.087586] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:49.088393] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-09-29T22:26:49.088473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:49.088511] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:49.088542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:49.088603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:49.108428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:49.109327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:49.109452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:49.109492] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:49.139493] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:49.139704] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:49.139767] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:49.139876] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:49.143573] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: UP (p=92.84%)
[2025-09-29T22:26:49.143886] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-09-29T22:26:49.144025] [INFO ] [sig       ] VAL: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:49.307907] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VAL.txt
[2025-09-29T22:26:49.308226] [WARN ] [sig       ] [2061/2211] Failed VAL after 0.3s | 4.04 sym/s | Total: 8.5m | ETA: 37.1s
[2025-09-29T22:26:49.308306] [INFO ] [sig       ] [2062/2211] Forecasting VALE...
[2025-09-29T22:26:49.308347] [INFO ] [sig       ] Generating forecast for: VALE
[2025-09-29T22:26:49.308380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-09-29T22:26:49.319141] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VALE'.
[2025-09-29T22:26:49.319616] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-09-29T22:26:49.348438] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:49.349332] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-09-29T22:26:49.349393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:49.349429] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:49.349462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:49.349524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:49.369522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:49.370388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:49.370482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:49.370518] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:49.413773] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:49.413945] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:49.414451] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:49.414493] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:49.420993] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=68.72%)
[2025-09-29T22:26:49.421317] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-09-29T22:26:49.421464] [INFO ] [sig       ] VALE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:49.572893] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VALE.txt
[2025-09-29T22:26:49.573155] [WARN ] [sig       ] [2062/2211] Failed VALE after 0.3s | 4.04 sym/s | Total: 8.5m | ETA: 36.8s
[2025-09-29T22:26:49.573241] [INFO ] [sig       ] [2063/2211] Forecasting VATE...
[2025-09-29T22:26:49.573287] [INFO ] [sig       ] Generating forecast for: VATE
[2025-09-29T22:26:49.573332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VATE' from 'https://tdm.silogroup.org/data/derivative_storage/VATE.csv'.
[2025-09-29T22:26:49.584470] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VATE'.
[2025-09-29T22:26:49.584880] [INFO ] [FORECASTER] Starting predict_future for VATE
[2025-09-29T22:26:49.613236] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:49.614088] [DEBUG] [LOCAL     ] No optimal features file found for VATE: ./output/feature-sets/VATE.txt
[2025-09-29T22:26:49.614146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:49.614184] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:49.614213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:49.614273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:49.632504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:49.633257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:49.633346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:49.633381] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:49.668432] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:49.668578] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:49.668619] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:49.668681] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:49.672146] [DEBUG] [FORECASTER] VATE: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-09-29T22:26:49.672437] [INFO ] [FORECASTER] Completed predict_future for VATE
[2025-09-29T22:26:49.672593] [INFO ] [sig       ] VATE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:49.824264] [INFO ] [LOCAL     ] Saved forecast: VATE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VATE.txt
[2025-09-29T22:26:49.824521] [WARN ] [sig       ] [2063/2211] Failed VATE after 0.3s | 4.04 sym/s | Total: 8.5m | ETA: 36.6s
[2025-09-29T22:26:49.824602] [INFO ] [sig       ] [2064/2211] Forecasting VBF...
[2025-09-29T22:26:49.824669] [INFO ] [sig       ] Generating forecast for: VBF
[2025-09-29T22:26:49.824788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-09-29T22:26:49.835508] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VBF'.
[2025-09-29T22:26:49.835902] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-09-29T22:26:49.862190] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:49.863097] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-09-29T22:26:49.863155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:49.863190] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:49.863222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:49.863281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:49.884451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:49.885250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:49.885352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:49.885393] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:49.926799] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:49.926975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:49.927025] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:49.927058] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:49.930844] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=28.88%)
[2025-09-29T22:26:49.931182] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-09-29T22:26:49.931331] [INFO ] [sig       ] VBF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:50.081671] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/VBF.txt
[2025-09-29T22:26:50.081932] [WARN ] [sig       ] [2064/2211] Failed VBF after 0.3s | 4.04 sym/s | Total: 8.5m | ETA: 36.3s
[2025-09-29T22:26:50.082009] [INFO ] [sig       ] [2065/2211] Forecasting VCV...
[2025-09-29T22:26:50.082048] [INFO ] [sig       ] Generating forecast for: VCV
[2025-09-29T22:26:50.082082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCV' from 'https://tdm.silogroup.org/data/derivative_storage/VCV.csv'.
[2025-09-29T22:26:50.093183] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VCV'.
[2025-09-29T22:26:50.093778] [INFO ] [FORECASTER] Starting predict_future for VCV
[2025-09-29T22:26:50.123094] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:50.124091] [DEBUG] [LOCAL     ] No optimal features file found for VCV: ./output/feature-sets/VCV.txt
[2025-09-29T22:26:50.124148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:50.124184] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:50.124212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:50.124273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:50.142383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:50.143118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:50.143209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:50.143243] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:50.180373] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:50.180543] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:50.180588] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:50.180620] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:50.184236] [DEBUG] [FORECASTER] VCV: Forecast T+1@11:T+2@11: UP (p=83.36%)
[2025-09-29T22:26:50.184552] [INFO ] [FORECASTER] Completed predict_future for VCV
[2025-09-29T22:26:50.184754] [INFO ] [sig       ] VCV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:50.334600] [INFO ] [LOCAL     ] Saved forecast: VCV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VCV.txt
[2025-09-29T22:26:50.334878] [WARN ] [sig       ] [2065/2211] Failed VCV after 0.3s | 4.04 sym/s | Total: 8.5m | ETA: 36.1s
[2025-09-29T22:26:50.334958] [INFO ] [sig       ] [2066/2211] Forecasting VEEV...
[2025-09-29T22:26:50.334999] [INFO ] [sig       ] Generating forecast for: VEEV
[2025-09-29T22:26:50.335031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEV' from 'https://tdm.silogroup.org/data/derivative_storage/VEEV.csv'.
[2025-09-29T22:26:50.345731] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VEEV'.
[2025-09-29T22:26:50.346110] [INFO ] [FORECASTER] Starting predict_future for VEEV
[2025-09-29T22:26:50.372557] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:50.373426] [DEBUG] [LOCAL     ] No optimal features file found for VEEV: ./output/feature-sets/VEEV.txt
[2025-09-29T22:26:50.373482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:50.373518] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:50.373547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:50.373606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:50.392597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:50.393324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:50.393423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:50.393486] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:50.434816] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:50.435011] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:50.435075] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:50.435109] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:50.438729] [DEBUG] [FORECASTER] VEEV: Forecast T+1@11:T+2@11: DOWN (p=32.49%)
[2025-09-29T22:26:50.439010] [INFO ] [FORECASTER] Completed predict_future for VEEV
[2025-09-29T22:26:50.439153] [INFO ] [sig       ] VEEV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:50.596799] [INFO ] [LOCAL     ] Saved forecast: VEEV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/VEEV.txt
[2025-09-29T22:26:50.597063] [WARN ] [sig       ] [2066/2211] Failed VEEV after 0.3s | 4.04 sym/s | Total: 8.5m | ETA: 35.9s
[2025-09-29T22:26:50.597176] [INFO ] [sig       ] [2067/2211] Forecasting VEL...
[2025-09-29T22:26:50.597223] [INFO ] [sig       ] Generating forecast for: VEL
[2025-09-29T22:26:50.597256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-09-29T22:26:50.607597] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VEL'.
[2025-09-29T22:26:50.607993] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-09-29T22:26:50.634734] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:50.635554] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-09-29T22:26:50.635612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:50.635679] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:50.635730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:50.635795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:50.655293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:50.656052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:50.656195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:50.656251] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:50.694158] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:50.694331] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:50.694380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:50.694419] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:50.698399] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=5.57%)
[2025-09-29T22:26:50.698782] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-09-29T22:26:50.698946] [INFO ] [sig       ] VEL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:50.855342] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/VEL.txt
[2025-09-29T22:26:50.855593] [WARN ] [sig       ] [2067/2211] Failed VEL after 0.3s | 4.04 sym/s | Total: 8.5m | ETA: 35.6s
[2025-09-29T22:26:50.855699] [INFO ] [sig       ] [2068/2211] Forecasting VET...
[2025-09-29T22:26:50.855744] [INFO ] [sig       ] Generating forecast for: VET
[2025-09-29T22:26:50.855778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VET' from 'https://tdm.silogroup.org/data/derivative_storage/VET.csv'.
[2025-09-29T22:26:50.865984] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VET'.
[2025-09-29T22:26:50.866309] [INFO ] [FORECASTER] Starting predict_future for VET
[2025-09-29T22:26:50.893338] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:50.894277] [DEBUG] [LOCAL     ] No optimal features file found for VET: ./output/feature-sets/VET.txt
[2025-09-29T22:26:50.894362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:50.894400] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:50.894432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:50.894492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:50.913914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:50.914638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:50.914753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:50.914791] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:50.952734] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:50.952889] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:50.952930] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:50.952961] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:50.956383] [DEBUG] [FORECASTER] VET: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2025-09-29T22:26:50.956695] [INFO ] [FORECASTER] Completed predict_future for VET
[2025-09-29T22:26:50.956840] [INFO ] [sig       ] VET: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:51.122447] [INFO ] [LOCAL     ] Saved forecast: VET	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/VET.txt
[2025-09-29T22:26:51.122697] [WARN ] [sig       ] [2068/2211] Failed VET after 0.3s | 4.04 sym/s | Total: 8.5m | ETA: 35.4s
[2025-09-29T22:26:51.122778] [INFO ] [sig       ] [2069/2211] Forecasting VFC...
[2025-09-29T22:26:51.122818] [INFO ] [sig       ] Generating forecast for: VFC
[2025-09-29T22:26:51.122851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-09-29T22:26:51.133470] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VFC'.
[2025-09-29T22:26:51.133938] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-09-29T22:26:51.160399] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:51.161222] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-09-29T22:26:51.161281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:51.161318] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:51.161349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:51.161409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:51.179974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:51.180777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:51.180869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:51.180905] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:51.222586] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:51.222829] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:51.222929] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:51.223009] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:51.226632] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=36.06%)
[2025-09-29T22:26:51.226939] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-09-29T22:26:51.227082] [INFO ] [sig       ] VFC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:51.380422] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/VFC.txt
[2025-09-29T22:26:51.380705] [WARN ] [sig       ] [2069/2211] Failed VFC after 0.3s | 4.04 sym/s | Total: 8.5m | ETA: 35.1s
[2025-09-29T22:26:51.380789] [INFO ] [sig       ] [2070/2211] Forecasting VGI...
[2025-09-29T22:26:51.380829] [INFO ] [sig       ] Generating forecast for: VGI
[2025-09-29T22:26:51.380873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-09-29T22:26:51.390724] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VGI'.
[2025-09-29T22:26:51.391106] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-09-29T22:26:51.417848] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:51.418675] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-09-29T22:26:51.418737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:51.418774] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:51.418806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:51.418868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:51.437351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:51.438014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:51.438104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:51.438140] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:51.473187] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:51.473335] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:51.473377] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:51.473408] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:51.477223] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: DOWN (p=38.52%)
[2025-09-29T22:26:51.477516] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-09-29T22:26:51.477729] [INFO ] [sig       ] VGI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:51.635280] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/VGI.txt
[2025-09-29T22:26:51.635796] [WARN ] [sig       ] [2070/2211] Failed VGI after 0.3s | 4.04 sym/s | Total: 8.5m | ETA: 34.9s
[2025-09-29T22:26:51.635881] [INFO ] [sig       ] [2071/2211] Forecasting VGM...
[2025-09-29T22:26:51.635922] [INFO ] [sig       ] Generating forecast for: VGM
[2025-09-29T22:26:51.635956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-09-29T22:26:51.646533] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VGM'.
[2025-09-29T22:26:51.646955] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-09-29T22:26:51.673737] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:51.674571] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-09-29T22:26:51.674631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:51.674705] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:51.674745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:51.674806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:51.694700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:51.695437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:51.695526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:51.695561] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:51.734547] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:51.734743] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:51.734800] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:51.734834] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:51.738595] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: UP (p=67.86%)
[2025-09-29T22:26:51.738933] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-09-29T22:26:51.739107] [INFO ] [sig       ] VGM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:51.895372] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VGM.txt
[2025-09-29T22:26:51.895626] [WARN ] [sig       ] [2071/2211] Failed VGM after 0.3s | 4.04 sym/s | Total: 8.5m | ETA: 34.6s
[2025-09-29T22:26:51.895726] [INFO ] [sig       ] [2072/2211] Forecasting VHI...
[2025-09-29T22:26:51.895767] [INFO ] [sig       ] Generating forecast for: VHI
[2025-09-29T22:26:51.895802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VHI' from 'https://tdm.silogroup.org/data/derivative_storage/VHI.csv'.
[2025-09-29T22:26:51.905441] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'VHI'.
[2025-09-29T22:26:51.905804] [INFO ] [FORECASTER] Starting predict_future for VHI
[2025-09-29T22:26:51.932672] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:51.933484] [DEBUG] [LOCAL     ] No optimal features file found for VHI: ./output/feature-sets/VHI.txt
[2025-09-29T22:26:51.933544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:51.933582] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:51.933612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:51.933698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:51.952478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:51.953153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:51.953244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:51.953283] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:51.987180] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:51.987341] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:51.987387] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:51.987418] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:51.991067] [DEBUG] [FORECASTER] VHI: Forecast T+1@11:T+2@11: UP (p=90.00%)
[2025-09-29T22:26:51.991353] [INFO ] [FORECASTER] Completed predict_future for VHI
[2025-09-29T22:26:51.991498] [INFO ] [sig       ] VHI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:52.150971] [INFO ] [LOCAL     ] Saved forecast: VHI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VHI.txt
[2025-09-29T22:26:52.151230] [WARN ] [sig       ] [2072/2211] Failed VHI after 0.3s | 4.04 sym/s | Total: 8.5m | ETA: 34.4s
[2025-09-29T22:26:52.151316] [INFO ] [sig       ] [2073/2211] Forecasting VICI...
[2025-09-29T22:26:52.151383] [INFO ] [sig       ] Generating forecast for: VICI
[2025-09-29T22:26:52.151428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-09-29T22:26:52.162236] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VICI'.
[2025-09-29T22:26:52.162632] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-09-29T22:26:52.189751] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:52.190566] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-09-29T22:26:52.190625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:52.190705] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:52.190749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:52.190810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:52.210085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:52.210851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:52.210952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:52.211031] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:52.252156] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:52.252358] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:52.252423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:52.252458] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:52.256182] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: DOWN (p=45.61%)
[2025-09-29T22:26:52.256461] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-09-29T22:26:52.256596] [INFO ] [sig       ] VICI: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:52.436309] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/VICI.txt
[2025-09-29T22:26:52.436639] [WARN ] [sig       ] [2073/2211] Failed VICI after 0.3s | 4.04 sym/s | Total: 8.5m | ETA: 34.1s
[2025-09-29T22:26:52.436752] [INFO ] [sig       ] [2074/2211] Forecasting VIK...
[2025-09-29T22:26:52.436795] [INFO ] [sig       ] Generating forecast for: VIK
[2025-09-29T22:26:52.436833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIK' from 'https://tdm.silogroup.org/data/derivative_storage/VIK.csv'.
[2025-09-29T22:26:52.450257] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VIK'.
[2025-09-29T22:26:52.450836] [INFO ] [FORECASTER] Starting predict_future for VIK
[2025-09-29T22:26:52.481863] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:52.482833] [DEBUG] [LOCAL     ] No optimal features file found for VIK: ./output/feature-sets/VIK.txt
[2025-09-29T22:26:52.482892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:52.482928] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:52.482959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:52.483019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:52.505603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:52.506355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:52.506445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:52.506482] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:52.580900] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:52.581098] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:52.581170] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:52.581209] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:52.584994] [DEBUG] [FORECASTER] VIK: Forecast T+1@11:T+2@11: UP (p=62.72%)
[2025-09-29T22:26:52.585277] [INFO ] [FORECASTER] Completed predict_future for VIK
[2025-09-29T22:26:52.585417] [INFO ] [sig       ] VIK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:52.746233] [INFO ] [LOCAL     ] Saved forecast: VIK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VIK.txt
[2025-09-29T22:26:52.746490] [WARN ] [sig       ] [2074/2211] Failed VIK after 0.3s | 4.04 sym/s | Total: 8.5m | ETA: 33.9s
[2025-09-29T22:26:52.746571] [INFO ] [sig       ] [2075/2211] Forecasting VIPS...
[2025-09-29T22:26:52.746613] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-09-29T22:26:52.746677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-09-29T22:26:52.758267] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VIPS'.
[2025-09-29T22:26:52.758626] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-09-29T22:26:52.784231] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:52.784986] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-09-29T22:26:52.785074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:52.785111] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:52.785140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:52.785198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:52.803077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:52.803639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:52.803748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:52.803783] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:52.835601] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:52.835745] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:52.835793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:52.835825] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:52.839199] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: UP (p=91.89%)
[2025-09-29T22:26:52.839502] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-09-29T22:26:52.839662] [INFO ] [sig       ] VIPS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:52.998502] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VIPS.txt
[2025-09-29T22:26:52.998813] [WARN ] [sig       ] [2075/2211] Failed VIPS after 0.3s | 4.04 sym/s | Total: 8.6m | ETA: 33.6s
[2025-09-29T22:26:52.998900] [INFO ] [sig       ] [2076/2211] Forecasting VIRT...
[2025-09-29T22:26:52.998941] [INFO ] [sig       ] Generating forecast for: VIRT
[2025-09-29T22:26:52.998974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRT' from 'https://tdm.silogroup.org/data/derivative_storage/VIRT.csv'.
[2025-09-29T22:26:53.009482] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VIRT'.
[2025-09-29T22:26:53.009913] [INFO ] [FORECASTER] Starting predict_future for VIRT
[2025-09-29T22:26:53.036182] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:53.037024] [DEBUG] [LOCAL     ] No optimal features file found for VIRT: ./output/feature-sets/VIRT.txt
[2025-09-29T22:26:53.037143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:53.037199] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:53.037233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:53.037291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:53.055379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:53.056207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:53.056298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:53.056334] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:53.096770] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:53.096940] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:53.096987] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:53.097020] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:53.100745] [DEBUG] [FORECASTER] VIRT: Forecast T+1@11:T+2@11: UP (p=62.26%)
[2025-09-29T22:26:53.101040] [INFO ] [FORECASTER] Completed predict_future for VIRT
[2025-09-29T22:26:53.101175] [INFO ] [sig       ] VIRT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:53.254373] [INFO ] [LOCAL     ] Saved forecast: VIRT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VIRT.txt
[2025-09-29T22:26:53.254639] [WARN ] [sig       ] [2076/2211] Failed VIRT after 0.3s | 4.04 sym/s | Total: 8.6m | ETA: 33.4s
[2025-09-29T22:26:53.254747] [INFO ] [sig       ] [2077/2211] Forecasting VIST...
[2025-09-29T22:26:53.254788] [INFO ] [sig       ] Generating forecast for: VIST
[2025-09-29T22:26:53.254834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIST' from 'https://tdm.silogroup.org/data/derivative_storage/VIST.csv'.
[2025-09-29T22:26:53.265546] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VIST'.
[2025-09-29T22:26:53.266018] [INFO ] [FORECASTER] Starting predict_future for VIST
[2025-09-29T22:26:53.295140] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:53.296149] [DEBUG] [LOCAL     ] No optimal features file found for VIST: ./output/feature-sets/VIST.txt
[2025-09-29T22:26:53.296210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:53.296246] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:53.296275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:53.296334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:53.317105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:53.318174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:53.318271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:53.318307] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:53.357949] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:53.358119] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:53.358164] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:53.358195] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:53.361953] [DEBUG] [FORECASTER] VIST: Forecast T+1@11:T+2@11: UP (p=92.43%)
[2025-09-29T22:26:53.362243] [INFO ] [FORECASTER] Completed predict_future for VIST
[2025-09-29T22:26:53.362385] [INFO ] [sig       ] VIST: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:53.521518] [INFO ] [LOCAL     ] Saved forecast: VIST	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VIST.txt
[2025-09-29T22:26:53.521809] [WARN ] [sig       ] [2077/2211] Failed VIST after 0.3s | 4.04 sym/s | Total: 8.6m | ETA: 33.1s
[2025-09-29T22:26:53.521893] [INFO ] [sig       ] [2078/2211] Forecasting VIV...
[2025-09-29T22:26:53.521934] [INFO ] [sig       ] Generating forecast for: VIV
[2025-09-29T22:26:53.521968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIV' from 'https://tdm.silogroup.org/data/derivative_storage/VIV.csv'.
[2025-09-29T22:26:53.532917] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VIV'.
[2025-09-29T22:26:53.533284] [INFO ] [FORECASTER] Starting predict_future for VIV
[2025-09-29T22:26:53.559519] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:53.560466] [DEBUG] [LOCAL     ] No optimal features file found for VIV: ./output/feature-sets/VIV.txt
[2025-09-29T22:26:53.560537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:53.560582] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:53.560613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:53.560697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:53.580296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:53.581128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:53.581222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:53.581260] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:53.616023] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:53.616177] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:53.616223] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:53.616255] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:53.619883] [DEBUG] [FORECASTER] VIV: Forecast T+1@11:T+2@11: UP (p=90.59%)
[2025-09-29T22:26:53.620198] [INFO ] [FORECASTER] Completed predict_future for VIV
[2025-09-29T22:26:53.620382] [INFO ] [sig       ] VIV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:53.776621] [INFO ] [LOCAL     ] Saved forecast: VIV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VIV.txt
[2025-09-29T22:26:53.777045] [WARN ] [sig       ] [2078/2211] Failed VIV after 0.3s | 4.04 sym/s | Total: 8.6m | ETA: 32.9s
[2025-09-29T22:26:53.777161] [INFO ] [sig       ] [2079/2211] Forecasting VKQ...
[2025-09-29T22:26:53.777215] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-09-29T22:26:53.777256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-09-29T22:26:53.788609] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VKQ'.
[2025-09-29T22:26:53.789094] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-09-29T22:26:53.815352] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:53.816231] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-09-29T22:26:53.816291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:53.816326] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:53.816355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:53.816413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:53.835321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:53.836018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:53.836108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:53.836144] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:53.871678] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:53.871921] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:53.872013] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:53.872496] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:53.876854] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=36.34%)
[2025-09-29T22:26:53.877158] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-09-29T22:26:53.877307] [INFO ] [sig       ] VKQ: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:54.065189] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/VKQ.txt
[2025-09-29T22:26:54.065435] [WARN ] [sig       ] [2079/2211] Failed VKQ after 0.3s | 4.04 sym/s | Total: 8.6m | ETA: 32.7s
[2025-09-29T22:26:54.065517] [INFO ] [sig       ] [2080/2211] Forecasting VLN...
[2025-09-29T22:26:54.065558] [INFO ] [sig       ] Generating forecast for: VLN
[2025-09-29T22:26:54.065593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-09-29T22:26:54.076872] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VLN'.
[2025-09-29T22:26:54.077280] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-09-29T22:26:54.107742] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:54.108607] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-09-29T22:26:54.108717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:54.108784] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:54.108822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:54.108883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:54.129244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:54.130051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:54.130143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:54.130200] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:54.165201] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:54.165357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:54.165402] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:54.165434] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:54.169054] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=87.56%)
[2025-09-29T22:26:54.169342] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-09-29T22:26:54.169480] [INFO ] [sig       ] VLN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:54.325799] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VLN.txt
[2025-09-29T22:26:54.326053] [WARN ] [sig       ] [2080/2211] Failed VLN after 0.3s | 4.04 sym/s | Total: 8.6m | ETA: 32.4s
[2025-09-29T22:26:54.326139] [INFO ] [sig       ] [2081/2211] Forecasting VLO...
[2025-09-29T22:26:54.326180] [INFO ] [sig       ] Generating forecast for: VLO
[2025-09-29T22:26:54.326265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-09-29T22:26:54.339247] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VLO'.
[2025-09-29T22:26:54.339670] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-09-29T22:26:54.367313] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:54.368155] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-09-29T22:26:54.368215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:54.368252] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:54.368283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:54.368344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:54.387517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:54.388170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:54.388258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:54.388294] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:54.429030] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:54.429133] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:54.429172] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:54.429203] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:54.432375] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: UP (p=91.67%)
[2025-09-29T22:26:54.432639] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-09-29T22:26:54.432810] [INFO ] [sig       ] VLO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:54.588978] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VLO.txt
[2025-09-29T22:26:54.589241] [WARN ] [sig       ] [2081/2211] Failed VLO after 0.3s | 4.04 sym/s | Total: 8.6m | ETA: 32.2s
[2025-09-29T22:26:54.589318] [INFO ] [sig       ] [2082/2211] Forecasting VLRS...
[2025-09-29T22:26:54.589357] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-09-29T22:26:54.589389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-09-29T22:26:54.600080] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VLRS'.
[2025-09-29T22:26:54.600500] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-09-29T22:26:54.628424] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:54.629382] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-09-29T22:26:54.629441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:54.629497] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:54.629529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:54.629587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:54.652361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:54.653354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:54.653471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:54.653516] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:54.697830] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:54.698049] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:54.698095] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:54.698126] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:54.702294] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2025-09-29T22:26:54.702620] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-09-29T22:26:54.702810] [INFO ] [sig       ] VLRS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:54.862937] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VLRS.txt
[2025-09-29T22:26:54.863185] [WARN ] [sig       ] [2082/2211] Failed VLRS after 0.3s | 4.04 sym/s | Total: 8.6m | ETA: 31.9s
[2025-09-29T22:26:54.863261] [INFO ] [sig       ] [2083/2211] Forecasting VLT...
[2025-09-29T22:26:54.863302] [INFO ] [sig       ] Generating forecast for: VLT
[2025-09-29T22:26:54.863335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLT' from 'https://tdm.silogroup.org/data/derivative_storage/VLT.csv'.
[2025-09-29T22:26:54.873475] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VLT'.
[2025-09-29T22:26:54.873887] [INFO ] [FORECASTER] Starting predict_future for VLT
[2025-09-29T22:26:54.900484] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:54.901444] [DEBUG] [LOCAL     ] No optimal features file found for VLT: ./output/feature-sets/VLT.txt
[2025-09-29T22:26:54.901501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:54.901537] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:54.901565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:54.901624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:54.920630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:54.921559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:54.921687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:54.921744] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:54.958296] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:54.958471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:54.958517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:54.958550] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:54.962583] [DEBUG] [FORECASTER] VLT: Forecast T+1@11:T+2@11: UP (p=86.12%)
[2025-09-29T22:26:54.962923] [INFO ] [FORECASTER] Completed predict_future for VLT
[2025-09-29T22:26:54.963075] [INFO ] [sig       ] VLT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:55.119200] [INFO ] [LOCAL     ] Saved forecast: VLT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VLT.txt
[2025-09-29T22:26:55.119459] [WARN ] [sig       ] [2083/2211] Failed VLT after 0.3s | 4.04 sym/s | Total: 8.6m | ETA: 31.7s
[2025-09-29T22:26:55.119548] [INFO ] [sig       ] [2084/2211] Forecasting VLTO...
[2025-09-29T22:26:55.119591] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-09-29T22:26:55.119624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-09-29T22:26:55.130624] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VLTO'.
[2025-09-29T22:26:55.131049] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-09-29T22:26:55.158688] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:55.159542] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-09-29T22:26:55.159602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:55.159638] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:55.159723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:55.159792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:55.179290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:55.180109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:55.180206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:55.180249] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:55.221848] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:55.222014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:55.222086] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:55.222150] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:55.227008] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=99.19%)
[2025-09-29T22:26:55.227345] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-09-29T22:26:55.227499] [INFO ] [sig       ] VLTO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:55.402367] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VLTO.txt
[2025-09-29T22:26:55.402605] [WARN ] [sig       ] [2084/2211] Failed VLTO after 0.3s | 4.04 sym/s | Total: 8.6m | ETA: 31.4s
[2025-09-29T22:26:55.402705] [INFO ] [sig       ] [2085/2211] Forecasting VMC...
[2025-09-29T22:26:55.402747] [INFO ] [sig       ] Generating forecast for: VMC
[2025-09-29T22:26:55.402780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMC' from 'https://tdm.silogroup.org/data/derivative_storage/VMC.csv'.
[2025-09-29T22:26:55.414259] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VMC'.
[2025-09-29T22:26:55.414720] [INFO ] [FORECASTER] Starting predict_future for VMC
[2025-09-29T22:26:55.442577] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:55.443522] [DEBUG] [LOCAL     ] No optimal features file found for VMC: ./output/feature-sets/VMC.txt
[2025-09-29T22:26:55.443582] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:55.443621] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:55.443688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:55.443766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:55.463422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:55.464345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:55.464439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:55.464476] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:55.503634] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:55.503851] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:55.503953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:55.504001] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:55.508375] [DEBUG] [FORECASTER] VMC: Forecast T+1@11:T+2@11: DOWN (p=43.39%)
[2025-09-29T22:26:55.508705] [INFO ] [FORECASTER] Completed predict_future for VMC
[2025-09-29T22:26:55.508891] [INFO ] [sig       ] VMC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:55.671518] [INFO ] [LOCAL     ] Saved forecast: VMC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/VMC.txt
[2025-09-29T22:26:55.671810] [WARN ] [sig       ] [2085/2211] Failed VMC after 0.3s | 4.04 sym/s | Total: 8.6m | ETA: 31.2s
[2025-09-29T22:26:55.671897] [INFO ] [sig       ] [2086/2211] Forecasting VMI...
[2025-09-29T22:26:55.671939] [INFO ] [sig       ] Generating forecast for: VMI
[2025-09-29T22:26:55.671974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-09-29T22:26:55.682276] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VMI'.
[2025-09-29T22:26:55.682691] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-09-29T22:26:55.711084] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:55.711969] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-09-29T22:26:55.712028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:55.712065] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:55.712097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:55.712164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:55.732956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:55.733869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:55.733963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:55.734055] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:55.775193] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:55.775367] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:55.775418] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:55.775455] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:55.779508] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: UP (p=81.48%)
[2025-09-29T22:26:55.779880] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-09-29T22:26:55.780054] [INFO ] [sig       ] VMI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:55.938171] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VMI.txt
[2025-09-29T22:26:55.938403] [WARN ] [sig       ] [2086/2211] Failed VMI after 0.3s | 4.04 sym/s | Total: 8.6m | ETA: 30.9s
[2025-09-29T22:26:55.938479] [INFO ] [sig       ] [2087/2211] Forecasting VMO...
[2025-09-29T22:26:55.938518] [INFO ] [sig       ] Generating forecast for: VMO
[2025-09-29T22:26:55.938551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-09-29T22:26:55.951876] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VMO'.
[2025-09-29T22:26:55.952371] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-09-29T22:26:55.988266] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:55.989256] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-09-29T22:26:55.989319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:55.989362] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:55.989403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:55.989471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:56.008475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:56.009197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:56.009287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:56.009325] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:56.050398] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:56.050568] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:56.050614] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:56.050676] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:56.054345] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: DOWN (p=39.88%)
[2025-09-29T22:26:56.054690] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-09-29T22:26:56.054850] [INFO ] [sig       ] VMO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:56.211249] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/VMO.txt
[2025-09-29T22:26:56.211519] [WARN ] [sig       ] [2087/2211] Failed VMO after 0.3s | 4.04 sym/s | Total: 8.6m | ETA: 30.7s
[2025-09-29T22:26:56.211601] [INFO ] [sig       ] [2088/2211] Forecasting VNCE...
[2025-09-29T22:26:56.211668] [INFO ] [sig       ] Generating forecast for: VNCE
[2025-09-29T22:26:56.211727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNCE' from 'https://tdm.silogroup.org/data/derivative_storage/VNCE.csv'.
[2025-09-29T22:26:56.221843] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VNCE'.
[2025-09-29T22:26:56.222265] [INFO ] [FORECASTER] Starting predict_future for VNCE
[2025-09-29T22:26:56.247915] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:56.248757] [DEBUG] [LOCAL     ] No optimal features file found for VNCE: ./output/feature-sets/VNCE.txt
[2025-09-29T22:26:56.248817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:56.248853] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:56.248884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:56.248943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:56.275349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:56.276606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:56.276776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:56.276830] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:56.318403] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:56.318683] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:56.318766] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:56.318810] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:56.323317] [DEBUG] [FORECASTER] VNCE: Forecast T+1@11:T+2@11: UP (p=79.59%)
[2025-09-29T22:26:56.323840] [INFO ] [FORECASTER] Completed predict_future for VNCE
[2025-09-29T22:26:56.324073] [INFO ] [sig       ] VNCE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:56.531856] [INFO ] [LOCAL     ] Saved forecast: VNCE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VNCE.txt
[2025-09-29T22:26:56.532193] [WARN ] [sig       ] [2088/2211] Failed VNCE after 0.3s | 4.04 sym/s | Total: 8.6m | ETA: 30.4s
[2025-09-29T22:26:56.532303] [INFO ] [sig       ] [2089/2211] Forecasting VNO...
[2025-09-29T22:26:56.532381] [INFO ] [sig       ] Generating forecast for: VNO
[2025-09-29T22:26:56.532460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-09-29T22:26:56.543985] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VNO'.
[2025-09-29T22:26:56.544338] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-09-29T22:26:56.577881] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:56.578876] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-09-29T22:26:56.578939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:56.578997] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:56.579030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:56.579090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:56.604165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:56.605169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:56.605264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:56.605300] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:56.651421] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:56.651638] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:56.651794] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:56.651851] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:56.656260] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: DOWN (p=1.38%)
[2025-09-29T22:26:56.656553] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-09-29T22:26:56.656797] [INFO ] [sig       ] VNO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:56.859080] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/VNO.txt
[2025-09-29T22:26:56.859357] [WARN ] [sig       ] [2089/2211] Failed VNO after 0.3s | 4.04 sym/s | Total: 8.6m | ETA: 30.2s
[2025-09-29T22:26:56.859414] [INFO ] [sig       ] [2090/2211] Forecasting VNT...
[2025-09-29T22:26:56.859448] [INFO ] [sig       ] Generating forecast for: VNT
[2025-09-29T22:26:56.859480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNT' from 'https://tdm.silogroup.org/data/derivative_storage/VNT.csv'.
[2025-09-29T22:26:56.870961] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VNT'.
[2025-09-29T22:26:56.871400] [INFO ] [FORECASTER] Starting predict_future for VNT
[2025-09-29T22:26:56.899173] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:56.900206] [DEBUG] [LOCAL     ] No optimal features file found for VNT: ./output/feature-sets/VNT.txt
[2025-09-29T22:26:56.900268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:56.900305] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:56.900337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:56.900396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:56.919762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:56.920553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:56.920665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:56.920723] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:56.953683] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:56.953823] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:56.953865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:56.953895] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:56.957616] [DEBUG] [FORECASTER] VNT: Forecast T+1@11:T+2@11: UP (p=90.96%)
[2025-09-29T22:26:56.957928] [INFO ] [FORECASTER] Completed predict_future for VNT
[2025-09-29T22:26:56.958123] [INFO ] [sig       ] VNT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:57.124574] [INFO ] [LOCAL     ] Saved forecast: VNT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VNT.txt
[2025-09-29T22:26:57.124819] [WARN ] [sig       ] [2090/2211] Failed VNT after 0.3s | 4.04 sym/s | Total: 8.6m | ETA: 30.0s
[2025-09-29T22:26:57.124898] [INFO ] [sig       ] [2091/2211] Forecasting VOC...
[2025-09-29T22:26:57.124938] [INFO ] [sig       ] Generating forecast for: VOC
[2025-09-29T22:26:57.124970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-09-29T22:26:57.135555] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VOC'.
[2025-09-29T22:26:57.135919] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-09-29T22:26:57.162317] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:57.163105] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-09-29T22:26:57.163162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:57.163196] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:57.163225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:57.163283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:57.181263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:57.181961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:57.182072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:57.182130] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:57.216957] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:57.217195] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:57.217259] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:57.217294] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:57.221104] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-09-29T22:26:57.221463] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-09-29T22:26:57.221630] [INFO ] [sig       ] VOC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:57.380794] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VOC.txt
[2025-09-29T22:26:57.381038] [WARN ] [sig       ] [2091/2211] Failed VOC after 0.3s | 4.04 sym/s | Total: 8.6m | ETA: 29.7s
[2025-09-29T22:26:57.381128] [INFO ] [sig       ] [2092/2211] Forecasting VOYA...
[2025-09-29T22:26:57.381173] [INFO ] [sig       ] Generating forecast for: VOYA
[2025-09-29T22:26:57.381213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOYA' from 'https://tdm.silogroup.org/data/derivative_storage/VOYA.csv'.
[2025-09-29T22:26:57.393486] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VOYA'.
[2025-09-29T22:26:57.394068] [INFO ] [FORECASTER] Starting predict_future for VOYA
[2025-09-29T22:26:57.428519] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:57.429468] [DEBUG] [LOCAL     ] No optimal features file found for VOYA: ./output/feature-sets/VOYA.txt
[2025-09-29T22:26:57.429550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:57.429594] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:57.429624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:57.429715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:57.456126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:57.456937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:57.457029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:57.457076] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:57.501992] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:57.502217] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:57.502286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:57.502325] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:57.508576] [DEBUG] [FORECASTER] VOYA: Forecast T+1@11:T+2@11: UP (p=71.14%)
[2025-09-29T22:26:57.509041] [INFO ] [FORECASTER] Completed predict_future for VOYA
[2025-09-29T22:26:57.509223] [INFO ] [sig       ] VOYA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:57.715907] [INFO ] [LOCAL     ] Saved forecast: VOYA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VOYA.txt
[2025-09-29T22:26:57.716189] [WARN ] [sig       ] [2092/2211] Failed VOYA after 0.3s | 4.04 sym/s | Total: 8.6m | ETA: 29.5s
[2025-09-29T22:26:57.716273] [INFO ] [sig       ] [2093/2211] Forecasting VPG...
[2025-09-29T22:26:57.716314] [INFO ] [sig       ] Generating forecast for: VPG
[2025-09-29T22:26:57.716348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-09-29T22:26:57.727860] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VPG'.
[2025-09-29T22:26:57.728254] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-09-29T22:26:57.754244] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:57.755069] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-09-29T22:26:57.755126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:57.755214] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:57.755253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:57.755314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:57.773440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:57.774118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:57.774217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:57.774262] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:57.814020] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:57.814144] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:57.814184] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:57.814214] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:57.817559] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=51.44%)
[2025-09-29T22:26:57.817862] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-09-29T22:26:57.818008] [INFO ] [sig       ] VPG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:57.962973] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VPG.txt
[2025-09-29T22:26:57.963218] [WARN ] [sig       ] [2093/2211] Failed VPG after 0.2s | 4.04 sym/s | Total: 8.6m | ETA: 29.2s
[2025-09-29T22:26:57.963296] [INFO ] [sig       ] [2094/2211] Forecasting VPV...
[2025-09-29T22:26:57.963337] [INFO ] [sig       ] Generating forecast for: VPV
[2025-09-29T22:26:57.963371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPV' from 'https://tdm.silogroup.org/data/derivative_storage/VPV.csv'.
[2025-09-29T22:26:57.973111] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VPV'.
[2025-09-29T22:26:57.973461] [INFO ] [FORECASTER] Starting predict_future for VPV
[2025-09-29T22:26:58.000450] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:58.001252] [DEBUG] [LOCAL     ] No optimal features file found for VPV: ./output/feature-sets/VPV.txt
[2025-09-29T22:26:58.001309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:58.001345] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:58.001375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:58.001433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:58.021403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:58.022113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:58.022211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:58.022250] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:58.053357] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:58.053490] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:58.053570] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:58.053618] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:58.057058] [DEBUG] [FORECASTER] VPV: Forecast T+1@11:T+2@11: DOWN (p=11.28%)
[2025-09-29T22:26:58.057369] [INFO ] [FORECASTER] Completed predict_future for VPV
[2025-09-29T22:26:58.057514] [INFO ] [sig       ] VPV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:58.209222] [INFO ] [LOCAL     ] Saved forecast: VPV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/VPV.txt
[2025-09-29T22:26:58.209459] [WARN ] [sig       ] [2094/2211] Failed VPV after 0.2s | 4.04 sym/s | Total: 8.6m | ETA: 29.0s
[2025-09-29T22:26:58.209536] [INFO ] [sig       ] [2095/2211] Forecasting VRE...
[2025-09-29T22:26:58.209575] [INFO ] [sig       ] Generating forecast for: VRE
[2025-09-29T22:26:58.209609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-09-29T22:26:58.220456] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VRE'.
[2025-09-29T22:26:58.220927] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-09-29T22:26:58.248328] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:58.249297] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-09-29T22:26:58.249358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:58.249395] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:58.249426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:58.249486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:58.268346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:58.269267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:58.269364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:58.269401] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:58.307017] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:58.307220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:58.307278] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:58.307311] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:58.311122] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: UP (p=94.97%)
[2025-09-29T22:26:58.311440] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-09-29T22:26:58.311592] [INFO ] [sig       ] VRE: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:58.473427] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VRE.txt
[2025-09-29T22:26:58.473707] [WARN ] [sig       ] [2095/2211] Failed VRE after 0.3s | 4.04 sym/s | Total: 8.6m | ETA: 28.7s
[2025-09-29T22:26:58.473840] [INFO ] [sig       ] [2096/2211] Forecasting VRT...
[2025-09-29T22:26:58.473897] [INFO ] [sig       ] Generating forecast for: VRT
[2025-09-29T22:26:58.473933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRT' from 'https://tdm.silogroup.org/data/derivative_storage/VRT.csv'.
[2025-09-29T22:26:58.484607] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VRT'.
[2025-09-29T22:26:58.484951] [INFO ] [FORECASTER] Starting predict_future for VRT
[2025-09-29T22:26:58.511557] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:58.512407] [DEBUG] [LOCAL     ] No optimal features file found for VRT: ./output/feature-sets/VRT.txt
[2025-09-29T22:26:58.512466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:58.512549] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:58.512600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:58.512817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:58.530731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:58.531412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:58.531500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:58.531536] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:58.570904] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:58.571030] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:58.571071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:58.571103] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:58.580787] [DEBUG] [FORECASTER] VRT: Forecast T+1@11:T+2@11: UP (p=77.94%)
[2025-09-29T22:26:58.581112] [INFO ] [FORECASTER] Completed predict_future for VRT
[2025-09-29T22:26:58.581264] [INFO ] [sig       ] VRT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:58.748566] [INFO ] [LOCAL     ] Saved forecast: VRT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VRT.txt
[2025-09-29T22:26:58.748844] [WARN ] [sig       ] [2096/2211] Failed VRT after 0.3s | 4.04 sym/s | Total: 8.6m | ETA: 28.5s
[2025-09-29T22:26:58.748927] [INFO ] [sig       ] [2097/2211] Forecasting VRTS...
[2025-09-29T22:26:58.748967] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-09-29T22:26:58.749000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-09-29T22:26:58.760170] [DEBUG] [REMOTE    ] Successfully parsed 1789 rows of historical data for symbol 'VRTS'.
[2025-09-29T22:26:58.760604] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-09-29T22:26:58.788530] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:58.789423] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-09-29T22:26:58.789480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:58.789518] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:58.789548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:58.789609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:58.808314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:58.809204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:58.809297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:58.809335] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:58.845719] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:58.845912] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:58.845963] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:58.845997] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:58.849633] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=91.23%)
[2025-09-29T22:26:58.849942] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-09-29T22:26:58.850086] [INFO ] [sig       ] VRTS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:26:59.003973] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VRTS.txt
[2025-09-29T22:26:59.004255] [WARN ] [sig       ] [2097/2211] Failed VRTS after 0.3s | 4.04 sym/s | Total: 8.7m | ETA: 28.2s
[2025-09-29T22:26:59.004342] [INFO ] [sig       ] [2098/2211] Forecasting VSCO...
[2025-09-29T22:26:59.004383] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-09-29T22:26:59.004417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-09-29T22:26:59.015818] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VSCO'.
[2025-09-29T22:26:59.016253] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-09-29T22:26:59.042787] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:59.043575] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-09-29T22:26:59.043632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:59.043707] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:59.043746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:59.043807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:59.062197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:59.063042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:59.063138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:59.063177] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:59.100930] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:59.101098] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:59.101144] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:59.101176] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:59.104943] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: DOWN (p=0.82%)
[2025-09-29T22:26:59.105226] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-09-29T22:26:59.105397] [INFO ] [sig       ] VSCO: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:59.257783] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/VSCO.txt
[2025-09-29T22:26:59.258049] [WARN ] [sig       ] [2098/2211] Failed VSCO after 0.3s | 4.04 sym/s | Total: 8.7m | ETA: 28.0s
[2025-09-29T22:26:59.258130] [INFO ] [sig       ] [2099/2211] Forecasting VSH...
[2025-09-29T22:26:59.258170] [INFO ] [sig       ] Generating forecast for: VSH
[2025-09-29T22:26:59.258203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-09-29T22:26:59.268776] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VSH'.
[2025-09-29T22:26:59.269205] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-09-29T22:26:59.295972] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:59.296917] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-09-29T22:26:59.296975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:59.297010] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:59.297040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:59.297098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:59.315297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:59.316155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:59.316249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:59.316284] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:59.359100] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:59.359277] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:59.359325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:59.359358] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:59.363417] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: DOWN (p=8.24%)
[2025-09-29T22:26:59.363886] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-09-29T22:26:59.364086] [INFO ] [sig       ] VSH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:59.530823] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/VSH.txt
[2025-09-29T22:26:59.531083] [WARN ] [sig       ] [2099/2211] Failed VSH after 0.3s | 4.04 sym/s | Total: 8.7m | ETA: 27.7s
[2025-09-29T22:26:59.531194] [INFO ] [sig       ] [2100/2211] Forecasting VST...
[2025-09-29T22:26:59.531247] [INFO ] [sig       ] Generating forecast for: VST
[2025-09-29T22:26:59.531293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VST' from 'https://tdm.silogroup.org/data/derivative_storage/VST.csv'.
[2025-09-29T22:26:59.542131] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VST'.
[2025-09-29T22:26:59.542547] [INFO ] [FORECASTER] Starting predict_future for VST
[2025-09-29T22:26:59.570315] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:59.571362] [DEBUG] [LOCAL     ] No optimal features file found for VST: ./output/feature-sets/VST.txt
[2025-09-29T22:26:59.571471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:59.571545] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:59.571612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:59.571707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:59.592882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:59.593540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:59.593628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:59.593700] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:59.630121] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:59.630256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:59.630297] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:59.630326] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:59.633784] [DEBUG] [FORECASTER] VST: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-09-29T22:26:59.634064] [INFO ] [FORECASTER] Completed predict_future for VST
[2025-09-29T22:26:59.634202] [INFO ] [sig       ] VST: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:26:59.788996] [INFO ] [LOCAL     ] Saved forecast: VST	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/VST.txt
[2025-09-29T22:26:59.789246] [WARN ] [sig       ] [2100/2211] Failed VST after 0.3s | 4.04 sym/s | Total: 8.7m | ETA: 27.5s
[2025-09-29T22:26:59.789329] [INFO ] [sig       ] [2101/2211] Forecasting VSTS...
[2025-09-29T22:26:59.789374] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-09-29T22:26:59.789411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-09-29T22:26:59.800131] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VSTS'.
[2025-09-29T22:26:59.800474] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-09-29T22:26:59.827706] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:26:59.828673] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-09-29T22:26:59.828735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:26:59.828772] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:26:59.828802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:26:59.828862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:26:59.847636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:26:59.848487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:26:59.848583] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:26:59.848618] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:26:59.887801] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:26:59.888019] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:26:59.888080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:26:59.888113] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:26:59.891717] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: UP (p=94.78%)
[2025-09-29T22:26:59.892005] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-09-29T22:26:59.892140] [INFO ] [sig       ] VSTS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:00.046514] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VSTS.txt
[2025-09-29T22:27:00.046789] [WARN ] [sig       ] [2101/2211] Failed VSTS after 0.3s | 4.04 sym/s | Total: 8.7m | ETA: 27.2s
[2025-09-29T22:27:00.046873] [INFO ] [sig       ] [2102/2211] Forecasting VTEX...
[2025-09-29T22:27:00.046914] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-09-29T22:27:00.046948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-09-29T22:27:00.057042] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VTEX'.
[2025-09-29T22:27:00.057442] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-09-29T22:27:00.083905] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:00.084702] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-09-29T22:27:00.084760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:00.084797] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:00.084826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:00.084886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:00.103384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:00.104003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:00.104094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:00.104131] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:00.143914] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:00.144081] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:00.144125] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:00.144155] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:00.147742] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=75.46%)
[2025-09-29T22:27:00.148016] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-09-29T22:27:00.148154] [INFO ] [sig       ] VTEX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:00.296686] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VTEX.txt
[2025-09-29T22:27:00.297846] [WARN ] [sig       ] [2102/2211] Failed VTEX after 0.3s | 4.04 sym/s | Total: 8.7m | ETA: 27.0s
[2025-09-29T22:27:00.297930] [INFO ] [sig       ] [2103/2211] Forecasting VTLE...
[2025-09-29T22:27:00.297971] [INFO ] [sig       ] Generating forecast for: VTLE
[2025-09-29T22:27:00.298004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'.
[2025-09-29T22:27:00.308176] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VTLE'.
[2025-09-29T22:27:00.308549] [INFO ] [FORECASTER] Starting predict_future for VTLE
[2025-09-29T22:27:00.334841] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:00.335673] [DEBUG] [LOCAL     ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt
[2025-09-29T22:27:00.335738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:00.335797] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:00.335829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:00.335891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:00.355151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:00.356023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:00.356117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:00.356208] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:00.394225] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:00.394395] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:00.394439] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:00.394470] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:00.398098] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: DOWN (p=29.16%)
[2025-09-29T22:27:00.398410] [INFO ] [FORECASTER] Completed predict_future for VTLE
[2025-09-29T22:27:00.398550] [INFO ] [sig       ] VTLE: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:00.555630] [INFO ] [LOCAL     ] Saved forecast: VTLE	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/VTLE.txt
[2025-09-29T22:27:00.555893] [WARN ] [sig       ] [2103/2211] Failed VTLE after 0.3s | 4.04 sym/s | Total: 8.7m | ETA: 26.7s
[2025-09-29T22:27:00.555969] [INFO ] [sig       ] [2104/2211] Forecasting VTMX...
[2025-09-29T22:27:00.556008] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-09-29T22:27:00.556042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-09-29T22:27:00.566111] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VTMX'.
[2025-09-29T22:27:00.566432] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-09-29T22:27:00.592552] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:00.593488] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-09-29T22:27:00.593551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:00.593592] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:00.593623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:00.593724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:00.612010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:00.612607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:00.612729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:00.612776] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:00.652019] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:00.652154] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:00.652199] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:00.652236] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:00.655899] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: DOWN (p=9.38%)
[2025-09-29T22:27:00.656184] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-09-29T22:27:00.656321] [INFO ] [sig       ] VTMX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:00.808454] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/VTMX.txt
[2025-09-29T22:27:00.808698] [WARN ] [sig       ] [2104/2211] Failed VTMX after 0.3s | 4.04 sym/s | Total: 8.7m | ETA: 26.5s
[2025-09-29T22:27:00.808778] [INFO ] [sig       ] [2105/2211] Forecasting VTN...
[2025-09-29T22:27:00.808818] [INFO ] [sig       ] Generating forecast for: VTN
[2025-09-29T22:27:00.808851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-09-29T22:27:00.818980] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VTN'.
[2025-09-29T22:27:00.819277] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-09-29T22:27:00.844815] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:00.845519] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-09-29T22:27:00.845574] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:00.845608] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:00.845638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:00.845745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:00.863470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:00.864322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:00.864422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:00.864458] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:00.900177] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:00.900350] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:00.900394] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:00.900424] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:00.904017] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=72.00%)
[2025-09-29T22:27:00.904310] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-09-29T22:27:00.904499] [INFO ] [sig       ] VTN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:01.054742] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VTN.txt
[2025-09-29T22:27:01.055015] [WARN ] [sig       ] [2105/2211] Failed VTN after 0.2s | 4.04 sym/s | Total: 8.7m | ETA: 26.3s
[2025-09-29T22:27:01.055096] [INFO ] [sig       ] [2106/2211] Forecasting VTOL...
[2025-09-29T22:27:01.055138] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-09-29T22:27:01.055172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-09-29T22:27:01.066073] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VTOL'.
[2025-09-29T22:27:01.066440] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-09-29T22:27:01.092981] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:01.093860] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-09-29T22:27:01.093919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:01.093955] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:01.093986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:01.094047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:01.112569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:01.113201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:01.113287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:01.113330] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:01.147897] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:01.148056] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:01.148099] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:01.148129] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:01.151702] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=23.47%)
[2025-09-29T22:27:01.151988] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-09-29T22:27:01.152123] [INFO ] [sig       ] VTOL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:01.307534] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/VTOL.txt
[2025-09-29T22:27:01.307902] [WARN ] [sig       ] [2106/2211] Failed VTOL after 0.3s | 4.04 sym/s | Total: 8.7m | ETA: 26.0s
[2025-09-29T22:27:01.307969] [INFO ] [sig       ] [2107/2211] Forecasting VTR...
[2025-09-29T22:27:01.308005] [INFO ] [sig       ] Generating forecast for: VTR
[2025-09-29T22:27:01.308039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTR' from 'https://tdm.silogroup.org/data/derivative_storage/VTR.csv'.
[2025-09-29T22:27:01.318669] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VTR'.
[2025-09-29T22:27:01.318976] [INFO ] [FORECASTER] Starting predict_future for VTR
[2025-09-29T22:27:01.348167] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:01.348988] [DEBUG] [LOCAL     ] No optimal features file found for VTR: ./output/feature-sets/VTR.txt
[2025-09-29T22:27:01.349045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:01.349115] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:01.349167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:01.349229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:01.370162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:01.370940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:01.371027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:01.371063] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:01.414972] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:01.415129] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:01.415183] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:01.415218] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:01.419167] [DEBUG] [FORECASTER] VTR: Forecast T+1@11:T+2@11: DOWN (p=45.15%)
[2025-09-29T22:27:01.419476] [INFO ] [FORECASTER] Completed predict_future for VTR
[2025-09-29T22:27:01.419695] [INFO ] [sig       ] VTR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:01.580206] [INFO ] [LOCAL     ] Saved forecast: VTR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/VTR.txt
[2025-09-29T22:27:01.580457] [WARN ] [sig       ] [2107/2211] Failed VTR after 0.3s | 4.04 sym/s | Total: 8.7m | ETA: 25.8s
[2025-09-29T22:27:01.580541] [INFO ] [sig       ] [2108/2211] Forecasting VTS...
[2025-09-29T22:27:01.580583] [INFO ] [sig       ] Generating forecast for: VTS
[2025-09-29T22:27:01.580618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-09-29T22:27:01.591015] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VTS'.
[2025-09-29T22:27:01.591469] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-09-29T22:27:01.619605] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:01.620633] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-09-29T22:27:01.620722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:01.620763] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:01.620794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:01.620853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:01.639840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:01.640553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:01.640638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:01.640716] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:01.671049] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:01.671149] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:01.671190] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:01.671221] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:01.674793] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: DOWN (p=11.44%)
[2025-09-29T22:27:01.675068] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-09-29T22:27:01.675246] [INFO ] [sig       ] VTS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:01.830086] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/VTS.txt
[2025-09-29T22:27:01.830350] [WARN ] [sig       ] [2108/2211] Failed VTS after 0.2s | 4.04 sym/s | Total: 8.7m | ETA: 25.5s
[2025-09-29T22:27:01.830433] [INFO ] [sig       ] [2109/2211] Forecasting VVR...
[2025-09-29T22:27:01.830474] [INFO ] [sig       ] Generating forecast for: VVR
[2025-09-29T22:27:01.830509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVR' from 'https://tdm.silogroup.org/data/derivative_storage/VVR.csv'.
[2025-09-29T22:27:01.840969] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VVR'.
[2025-09-29T22:27:01.841379] [INFO ] [FORECASTER] Starting predict_future for VVR
[2025-09-29T22:27:01.869321] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:01.870236] [DEBUG] [LOCAL     ] No optimal features file found for VVR: ./output/feature-sets/VVR.txt
[2025-09-29T22:27:01.870293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:01.870331] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:01.870363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:01.870424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:01.892014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:01.893134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:01.893256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:01.893329] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:01.936665] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:01.936817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:01.936864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:01.936895] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:01.940745] [DEBUG] [FORECASTER] VVR: Forecast T+1@11:T+2@11: UP (p=56.31%)
[2025-09-29T22:27:01.941031] [INFO ] [FORECASTER] Completed predict_future for VVR
[2025-09-29T22:27:01.941212] [INFO ] [sig       ] VVR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:02.101928] [INFO ] [LOCAL     ] Saved forecast: VVR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VVR.txt
[2025-09-29T22:27:02.102206] [WARN ] [sig       ] [2109/2211] Failed VVR after 0.3s | 4.04 sym/s | Total: 8.7m | ETA: 25.3s
[2025-09-29T22:27:02.102288] [INFO ] [sig       ] [2110/2211] Forecasting VVV...
[2025-09-29T22:27:02.102332] [INFO ] [sig       ] Generating forecast for: VVV
[2025-09-29T22:27:02.102376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVV' from 'https://tdm.silogroup.org/data/derivative_storage/VVV.csv'.
[2025-09-29T22:27:02.113434] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VVV'.
[2025-09-29T22:27:02.113868] [INFO ] [FORECASTER] Starting predict_future for VVV
[2025-09-29T22:27:02.140617] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:02.141550] [DEBUG] [LOCAL     ] No optimal features file found for VVV: ./output/feature-sets/VVV.txt
[2025-09-29T22:27:02.141611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:02.141743] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:02.141784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:02.141847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:02.160438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:02.161297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:02.161391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:02.161429] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:02.205565] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:02.205780] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:02.205834] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:02.205866] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:02.209855] [DEBUG] [FORECASTER] VVV: Forecast T+1@11:T+2@11: UP (p=65.83%)
[2025-09-29T22:27:02.210187] [INFO ] [FORECASTER] Completed predict_future for VVV
[2025-09-29T22:27:02.210344] [INFO ] [sig       ] VVV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:02.360789] [INFO ] [LOCAL     ] Saved forecast: VVV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VVV.txt
[2025-09-29T22:27:02.361063] [WARN ] [sig       ] [2110/2211] Failed VVV after 0.3s | 4.04 sym/s | Total: 8.7m | ETA: 25.0s
[2025-09-29T22:27:02.361144] [INFO ] [sig       ] [2111/2211] Forecasting VVX...
[2025-09-29T22:27:02.361186] [INFO ] [sig       ] Generating forecast for: VVX
[2025-09-29T22:27:02.361245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-09-29T22:27:02.372448] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VVX'.
[2025-09-29T22:27:02.372779] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-09-29T22:27:02.399150] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:02.400036] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-09-29T22:27:02.400096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:02.400133] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:02.400163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:02.400221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:02.418968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:02.419900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:02.419996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:02.420032] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:02.464478] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:02.464856] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:02.464924] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:02.464958] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:02.469347] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=0.52%)
[2025-09-29T22:27:02.469688] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-09-29T22:27:02.469867] [INFO ] [sig       ] VVX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:02.626126] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/VVX.txt
[2025-09-29T22:27:02.626363] [WARN ] [sig       ] [2111/2211] Failed VVX after 0.3s | 4.04 sym/s | Total: 8.7m | ETA: 24.8s
[2025-09-29T22:27:02.626440] [INFO ] [sig       ] [2112/2211] Forecasting VYX...
[2025-09-29T22:27:02.626480] [INFO ] [sig       ] Generating forecast for: VYX
[2025-09-29T22:27:02.626512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-09-29T22:27:02.637070] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VYX'.
[2025-09-29T22:27:02.637426] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-09-29T22:27:02.664862] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:02.665628] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-09-29T22:27:02.665711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:02.665776] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:02.665840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:02.665904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:02.685778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:02.686467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:02.686560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:02.686597] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:02.728878] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:02.729057] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:02.729102] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:02.729138] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:02.732861] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-09-29T22:27:02.733166] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-09-29T22:27:02.733312] [INFO ] [sig       ] VYX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:02.888077] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/VYX.txt
[2025-09-29T22:27:02.888332] [WARN ] [sig       ] [2112/2211] Failed VYX after 0.3s | 4.04 sym/s | Total: 8.7m | ETA: 24.5s
[2025-09-29T22:27:02.888410] [INFO ] [sig       ] [2113/2211] Forecasting VZ...
[2025-09-29T22:27:02.888449] [INFO ] [sig       ] Generating forecast for: VZ
[2025-09-29T22:27:02.888482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-09-29T22:27:02.898960] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'VZ'.
[2025-09-29T22:27:02.899327] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-09-29T22:27:02.926316] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:02.927187] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-09-29T22:27:02.927247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:02.927283] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:02.927312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:02.927369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:02.946407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:02.947157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:02.947253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:02.947293] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:02.987338] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:02.987520] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:02.987566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:02.987596] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:02.993175] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=83.48%)
[2025-09-29T22:27:02.993503] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-09-29T22:27:02.993685] [INFO ] [sig       ] VZ: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:03.149534] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/VZ.txt
[2025-09-29T22:27:03.149847] [WARN ] [sig       ] [2113/2211] Failed VZ after 0.3s | 4.04 sym/s | Total: 8.7m | ETA: 24.3s
[2025-09-29T22:27:03.149942] [INFO ] [sig       ] [2114/2211] Forecasting W...
[2025-09-29T22:27:03.149985] [INFO ] [sig       ] Generating forecast for: W
[2025-09-29T22:27:03.150022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'W' from 'https://tdm.silogroup.org/data/derivative_storage/W.csv'.
[2025-09-29T22:27:03.160228] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'W'.
[2025-09-29T22:27:03.160594] [INFO ] [FORECASTER] Starting predict_future for W
[2025-09-29T22:27:03.187044] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:03.187897] [DEBUG] [LOCAL     ] No optimal features file found for W: ./output/feature-sets/W.txt
[2025-09-29T22:27:03.187959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:03.187996] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:03.188026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:03.188087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:03.206051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:03.206700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:03.206791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:03.206829] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:03.239064] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:03.239195] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:03.239237] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:03.239269] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:03.242767] [DEBUG] [FORECASTER] W: Forecast T+1@11:T+2@11: DOWN (p=5.75%)
[2025-09-29T22:27:03.243121] [INFO ] [FORECASTER] Completed predict_future for W
[2025-09-29T22:27:03.243263] [INFO ] [sig       ] W: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:03.391116] [INFO ] [LOCAL     ] Saved forecast: W	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/W.txt
[2025-09-29T22:27:03.391372] [WARN ] [sig       ] [2114/2211] Failed W after 0.2s | 4.04 sym/s | Total: 8.7m | ETA: 24.0s
[2025-09-29T22:27:03.391453] [INFO ] [sig       ] [2115/2211] Forecasting WAB...
[2025-09-29T22:27:03.391494] [INFO ] [sig       ] Generating forecast for: WAB
[2025-09-29T22:27:03.391529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-09-29T22:27:03.401915] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WAB'.
[2025-09-29T22:27:03.402263] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-09-29T22:27:03.428523] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:03.429317] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-09-29T22:27:03.429374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:03.429410] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:03.429439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:03.429498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:03.447275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:03.447951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:03.448039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:03.448074] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:03.481811] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:03.481931] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:03.481989] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:03.482022] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:03.485431] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-09-29T22:27:03.485764] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-09-29T22:27:03.485911] [INFO ] [sig       ] WAB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:03.632113] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WAB.txt
[2025-09-29T22:27:03.632349] [WARN ] [sig       ] [2115/2211] Failed WAB after 0.2s | 4.04 sym/s | Total: 8.7m | ETA: 23.8s
[2025-09-29T22:27:03.632428] [INFO ] [sig       ] [2116/2211] Forecasting WAL...
[2025-09-29T22:27:03.632466] [INFO ] [sig       ] Generating forecast for: WAL
[2025-09-29T22:27:03.632498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-09-29T22:27:03.644460] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WAL'.
[2025-09-29T22:27:03.644964] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-09-29T22:27:03.678558] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:03.679598] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-09-29T22:27:03.679690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:03.679746] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:03.679782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:03.679857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:03.702930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:03.703940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:03.704047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:03.704089] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:03.758357] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:03.758554] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:03.758607] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:03.758675] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:03.763156] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=8.98%)
[2025-09-29T22:27:03.763487] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-09-29T22:27:03.763682] [INFO ] [sig       ] WAL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:03.965631] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WAL.txt
[2025-09-29T22:27:03.966005] [WARN ] [sig       ] [2116/2211] Failed WAL after 0.3s | 4.04 sym/s | Total: 8.7m | ETA: 23.5s
[2025-09-29T22:27:03.966113] [INFO ] [sig       ] [2117/2211] Forecasting WAT...
[2025-09-29T22:27:03.966163] [INFO ] [sig       ] Generating forecast for: WAT
[2025-09-29T22:27:03.966203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAT' from 'https://tdm.silogroup.org/data/derivative_storage/WAT.csv'.
[2025-09-29T22:27:03.978515] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WAT'.
[2025-09-29T22:27:03.978982] [INFO ] [FORECASTER] Starting predict_future for WAT
[2025-09-29T22:27:04.011686] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:04.012638] [DEBUG] [LOCAL     ] No optimal features file found for WAT: ./output/feature-sets/WAT.txt
[2025-09-29T22:27:04.012737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:04.012780] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:04.012838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:04.012914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:04.036624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:04.037687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:04.037795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:04.037837] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:04.085815] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:04.086006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:04.086058] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:04.086094] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:04.090596] [DEBUG] [FORECASTER] WAT: Forecast T+1@11:T+2@11: UP (p=83.40%)
[2025-09-29T22:27:04.090969] [INFO ] [FORECASTER] Completed predict_future for WAT
[2025-09-29T22:27:04.091132] [INFO ] [sig       ] WAT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:04.291334] [INFO ] [LOCAL     ] Saved forecast: WAT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WAT.txt
[2025-09-29T22:27:04.291693] [WARN ] [sig       ] [2117/2211] Failed WAT after 0.3s | 4.04 sym/s | Total: 8.7m | ETA: 23.3s
[2025-09-29T22:27:04.291787] [INFO ] [sig       ] [2118/2211] Forecasting WBS...
[2025-09-29T22:27:04.291834] [INFO ] [sig       ] Generating forecast for: WBS
[2025-09-29T22:27:04.291875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-09-29T22:27:04.303989] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WBS'.
[2025-09-29T22:27:04.304602] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-09-29T22:27:04.341381] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:04.342420] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-09-29T22:27:04.342484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:04.342528] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:04.342564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:04.342675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:04.367024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:04.368059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:04.368164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:04.368206] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:04.427504] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:04.427741] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:04.427809] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:04.427848] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:04.432496] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: DOWN (p=31.89%)
[2025-09-29T22:27:04.432951] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-09-29T22:27:04.433147] [INFO ] [sig       ] WBS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:04.630847] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WBS.txt
[2025-09-29T22:27:04.631172] [WARN ] [sig       ] [2118/2211] Failed WBS after 0.3s | 4.04 sym/s | Total: 8.7m | ETA: 23.0s
[2025-09-29T22:27:04.631264] [INFO ] [sig       ] [2119/2211] Forecasting WBX...
[2025-09-29T22:27:04.631310] [INFO ] [sig       ] Generating forecast for: WBX
[2025-09-29T22:27:04.631349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-09-29T22:27:04.643482] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WBX'.
[2025-09-29T22:27:04.643963] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-09-29T22:27:04.677294] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:04.678309] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-09-29T22:27:04.678373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:04.678414] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:04.678449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:04.678526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:04.701861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:04.702883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:04.702990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:04.703031] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:04.757581] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:04.757810] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:04.757872] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:04.757909] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:04.762396] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: DOWN (p=14.01%)
[2025-09-29T22:27:04.762782] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-09-29T22:27:04.762958] [INFO ] [sig       ] WBX: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:04.943745] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WBX.txt
[2025-09-29T22:27:04.944030] [WARN ] [sig       ] [2119/2211] Failed WBX after 0.3s | 4.03 sym/s | Total: 8.8m | ETA: 22.8s
[2025-09-29T22:27:04.944141] [INFO ] [sig       ] [2120/2211] Forecasting WCC...
[2025-09-29T22:27:04.944219] [INFO ] [sig       ] Generating forecast for: WCC
[2025-09-29T22:27:04.944297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-09-29T22:27:04.954971] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WCC'.
[2025-09-29T22:27:04.955340] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-09-29T22:27:04.984531] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:04.985628] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-09-29T22:27:04.985719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:04.985764] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:04.985824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:04.985916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:05.007530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:05.008269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:05.008396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:05.008453] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:05.052093] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:05.052267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:05.052313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:05.052345] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:05.056052] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: DOWN (p=6.17%)
[2025-09-29T22:27:05.056404] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-09-29T22:27:05.056556] [INFO ] [sig       ] WCC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:05.227324] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WCC.txt
[2025-09-29T22:27:05.227601] [WARN ] [sig       ] [2120/2211] Failed WCC after 0.3s | 4.03 sym/s | Total: 8.8m | ETA: 22.6s
[2025-09-29T22:27:05.227706] [INFO ] [sig       ] [2121/2211] Forecasting WCN...
[2025-09-29T22:27:05.227748] [INFO ] [sig       ] Generating forecast for: WCN
[2025-09-29T22:27:05.227781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCN' from 'https://tdm.silogroup.org/data/derivative_storage/WCN.csv'.
[2025-09-29T22:27:05.237931] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WCN'.
[2025-09-29T22:27:05.238317] [INFO ] [FORECASTER] Starting predict_future for WCN
[2025-09-29T22:27:05.265077] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:05.266007] [DEBUG] [LOCAL     ] No optimal features file found for WCN: ./output/feature-sets/WCN.txt
[2025-09-29T22:27:05.266066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:05.266103] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:05.266133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:05.266192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:05.285129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:05.286031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:05.286122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:05.286159] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:05.327869] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:05.328010] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:05.328052] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:05.328082] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:05.331623] [DEBUG] [FORECASTER] WCN: Forecast T+1@11:T+2@11: DOWN (p=10.44%)
[2025-09-29T22:27:05.331951] [INFO ] [FORECASTER] Completed predict_future for WCN
[2025-09-29T22:27:05.332099] [INFO ] [sig       ] WCN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:05.486057] [INFO ] [LOCAL     ] Saved forecast: WCN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WCN.txt
[2025-09-29T22:27:05.486314] [WARN ] [sig       ] [2121/2211] Failed WCN after 0.3s | 4.03 sym/s | Total: 8.8m | ETA: 22.3s
[2025-09-29T22:27:05.486393] [INFO ] [sig       ] [2122/2211] Forecasting WD...
[2025-09-29T22:27:05.486433] [INFO ] [sig       ] Generating forecast for: WD
[2025-09-29T22:27:05.486466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-09-29T22:27:05.497290] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WD'.
[2025-09-29T22:27:05.497630] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-09-29T22:27:05.523844] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:05.524618] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-09-29T22:27:05.524701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:05.524746] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:05.524776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:05.524834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:05.543503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:05.544404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:05.544504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:05.544541] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:05.590558] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:05.590762] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:05.590839] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:05.590871] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:05.594449] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=49.33%)
[2025-09-29T22:27:05.594815] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-09-29T22:27:05.594972] [INFO ] [sig       ] WD: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:05.743176] [INFO ] [LOCAL     ] Saved forecast: WD	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WD.txt
[2025-09-29T22:27:05.743403] [WARN ] [sig       ] [2122/2211] Failed WD after 0.3s | 4.03 sym/s | Total: 8.8m | ETA: 22.1s
[2025-09-29T22:27:05.743480] [INFO ] [sig       ] [2123/2211] Forecasting WDH...
[2025-09-29T22:27:05.743519] [INFO ] [sig       ] Generating forecast for: WDH
[2025-09-29T22:27:05.743552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-09-29T22:27:05.754424] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WDH'.
[2025-09-29T22:27:05.754734] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-09-29T22:27:05.780123] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:05.780864] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-09-29T22:27:05.780918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:05.780952] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:05.780980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:05.781037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:05.798797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:05.799334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:05.799419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:05.799453] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:05.843478] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:05.843609] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:05.843689] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:05.843735] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:05.846979] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: DOWN (p=5.55%)
[2025-09-29T22:27:05.847286] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-09-29T22:27:05.847429] [INFO ] [sig       ] WDH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:05.994835] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WDH.txt
[2025-09-29T22:27:05.995057] [WARN ] [sig       ] [2123/2211] Failed WDH after 0.3s | 4.03 sym/s | Total: 8.8m | ETA: 21.8s
[2025-09-29T22:27:05.995131] [INFO ] [sig       ] [2124/2211] Forecasting WDI...
[2025-09-29T22:27:05.995171] [INFO ] [sig       ] Generating forecast for: WDI
[2025-09-29T22:27:05.995218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-09-29T22:27:06.005739] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WDI'.
[2025-09-29T22:27:06.006044] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-09-29T22:27:06.033197] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:06.034007] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-09-29T22:27:06.034068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:06.034103] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:06.034131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:06.034206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:06.053336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:06.053989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:06.054082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:06.054126] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:06.095316] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:06.095399] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:06.095434] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:06.095463] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:06.098709] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=51.49%)
[2025-09-29T22:27:06.098970] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-09-29T22:27:06.099108] [INFO ] [sig       ] WDI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:06.249540] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WDI.txt
[2025-09-29T22:27:06.249784] [WARN ] [sig       ] [2124/2211] Failed WDI after 0.3s | 4.03 sym/s | Total: 8.8m | ETA: 21.6s
[2025-09-29T22:27:06.249866] [INFO ] [sig       ] [2125/2211] Forecasting WDS...
[2025-09-29T22:27:06.249912] [INFO ] [sig       ] Generating forecast for: WDS
[2025-09-29T22:27:06.249949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-09-29T22:27:06.261783] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WDS'.
[2025-09-29T22:27:06.262118] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-09-29T22:27:06.287710] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:06.288418] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-09-29T22:27:06.288474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:06.288509] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:06.288537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:06.288598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:06.307193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:06.307817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:06.307939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:06.307982] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:06.355819] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:06.355921] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:06.355959] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:06.355989] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:06.359432] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=77.40%)
[2025-09-29T22:27:06.359816] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-09-29T22:27:06.359959] [INFO ] [sig       ] WDS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:06.534229] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WDS.txt
[2025-09-29T22:27:06.534980] [WARN ] [sig       ] [2125/2211] Failed WDS after 0.3s | 4.03 sym/s | Total: 8.8m | ETA: 21.3s
[2025-09-29T22:27:06.535083] [INFO ] [sig       ] [2126/2211] Forecasting WEA...
[2025-09-29T22:27:06.535158] [INFO ] [sig       ] Generating forecast for: WEA
[2025-09-29T22:27:06.535222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-09-29T22:27:06.548957] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WEA'.
[2025-09-29T22:27:06.549706] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-09-29T22:27:06.575762] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:06.576492] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-09-29T22:27:06.576547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:06.576583] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:06.576612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:06.576705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:06.595598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:06.596828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:06.596948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:06.596992] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:06.632895] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:06.633118] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:06.633170] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:06.633201] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:06.637346] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=57.46%)
[2025-09-29T22:27:06.637731] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-09-29T22:27:06.637920] [INFO ] [sig       ] WEA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:06.794260] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WEA.txt
[2025-09-29T22:27:06.795060] [WARN ] [sig       ] [2126/2211] Failed WEA after 0.3s | 4.03 sym/s | Total: 8.8m | ETA: 21.1s
[2025-09-29T22:27:06.795167] [INFO ] [sig       ] [2127/2211] Forecasting WEAV...
[2025-09-29T22:27:06.795212] [INFO ] [sig       ] Generating forecast for: WEAV
[2025-09-29T22:27:06.795248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEAV' from 'https://tdm.silogroup.org/data/derivative_storage/WEAV.csv'.
[2025-09-29T22:27:06.806812] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WEAV'.
[2025-09-29T22:27:06.807280] [INFO ] [FORECASTER] Starting predict_future for WEAV
[2025-09-29T22:27:06.834158] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:06.834939] [DEBUG] [LOCAL     ] No optimal features file found for WEAV: ./output/feature-sets/WEAV.txt
[2025-09-29T22:27:06.834996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:06.835032] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:06.835060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:06.835178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:06.853362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:06.854126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:06.854225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:06.854260] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:06.891297] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:06.891500] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:06.891548] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:06.891579] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:06.897477] [DEBUG] [FORECASTER] WEAV: Forecast T+1@11:T+2@11: UP (p=81.31%)
[2025-09-29T22:27:06.898251] [INFO ] [FORECASTER] Completed predict_future for WEAV
[2025-09-29T22:27:06.898482] [INFO ] [sig       ] WEAV: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:07.098877] [INFO ] [LOCAL     ] Saved forecast: WEAV	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WEAV.txt
[2025-09-29T22:27:07.099557] [WARN ] [sig       ] [2127/2211] Failed WEAV after 0.3s | 4.03 sym/s | Total: 8.8m | ETA: 20.8s
[2025-09-29T22:27:07.099684] [INFO ] [sig       ] [2128/2211] Forecasting WEC...
[2025-09-29T22:27:07.099739] [INFO ] [sig       ] Generating forecast for: WEC
[2025-09-29T22:27:07.099777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-09-29T22:27:07.111449] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WEC'.
[2025-09-29T22:27:07.112099] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-09-29T22:27:07.139831] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:07.140833] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-09-29T22:27:07.140909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:07.140946] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:07.140976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:07.141036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:07.159719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:07.160930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:07.161050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:07.161085] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:07.205432] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:07.205665] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:07.205734] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:07.205769] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:07.209852] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: UP (p=96.80%)
[2025-09-29T22:27:07.210190] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-09-29T22:27:07.210359] [INFO ] [sig       ] WEC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:07.361628] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WEC.txt
[2025-09-29T22:27:07.361910] [WARN ] [sig       ] [2128/2211] Failed WEC after 0.3s | 4.03 sym/s | Total: 8.8m | ETA: 20.6s
[2025-09-29T22:27:07.361989] [INFO ] [sig       ] [2129/2211] Forecasting WELL...
[2025-09-29T22:27:07.362030] [INFO ] [sig       ] Generating forecast for: WELL
[2025-09-29T22:27:07.362064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WELL' from 'https://tdm.silogroup.org/data/derivative_storage/WELL.csv'.
[2025-09-29T22:27:07.372801] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WELL'.
[2025-09-29T22:27:07.373094] [INFO ] [FORECASTER] Starting predict_future for WELL
[2025-09-29T22:27:07.398467] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:07.399223] [DEBUG] [LOCAL     ] No optimal features file found for WELL: ./output/feature-sets/WELL.txt
[2025-09-29T22:27:07.399287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:07.399327] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:07.399358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:07.399419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:07.416700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:07.417325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:07.417410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:07.417445] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:07.449758] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:07.449846] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:07.449883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:07.449930] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:07.453034] [DEBUG] [FORECASTER] WELL: Forecast T+1@11:T+2@11: DOWN (p=16.55%)
[2025-09-29T22:27:07.453294] [INFO ] [FORECASTER] Completed predict_future for WELL
[2025-09-29T22:27:07.453423] [INFO ] [sig       ] WELL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:07.599756] [INFO ] [LOCAL     ] Saved forecast: WELL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WELL.txt
[2025-09-29T22:27:07.600028] [WARN ] [sig       ] [2129/2211] Failed WELL after 0.2s | 4.03 sym/s | Total: 8.8m | ETA: 20.3s
[2025-09-29T22:27:07.600105] [INFO ] [sig       ] [2130/2211] Forecasting WES...
[2025-09-29T22:27:07.600144] [INFO ] [sig       ] Generating forecast for: WES
[2025-09-29T22:27:07.600177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-09-29T22:27:07.610680] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WES'.
[2025-09-29T22:27:07.611036] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-09-29T22:27:07.636828] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:07.637700] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-09-29T22:27:07.637759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:07.637794] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:07.637823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:07.637879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:07.655399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:07.656064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:07.656154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:07.656188] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:07.715287] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:07.715430] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:07.715473] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:07.715504] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:07.719521] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: DOWN (p=15.01%)
[2025-09-29T22:27:07.720372] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-09-29T22:27:07.720559] [INFO ] [sig       ] WES: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:07.891219] [INFO ] [LOCAL     ] Saved forecast: WES	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WES.txt
[2025-09-29T22:27:07.891500] [WARN ] [sig       ] [2130/2211] Failed WES after 0.3s | 4.03 sym/s | Total: 8.8m | ETA: 20.1s
[2025-09-29T22:27:07.891587] [INFO ] [sig       ] [2131/2211] Forecasting WEX...
[2025-09-29T22:27:07.891629] [INFO ] [sig       ] Generating forecast for: WEX
[2025-09-29T22:27:07.891705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-09-29T22:27:07.902146] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WEX'.
[2025-09-29T22:27:07.902482] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-09-29T22:27:07.929165] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:07.930121] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-09-29T22:27:07.930179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:07.930214] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:07.930244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:07.930324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:07.948634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:07.949358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:07.949447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:07.949484] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:07.984053] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:07.984214] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:07.984256] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:07.984287] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:07.987824] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: UP (p=79.81%)
[2025-09-29T22:27:07.988112] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-09-29T22:27:07.988247] [INFO ] [sig       ] WEX: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:08.146268] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WEX.txt
[2025-09-29T22:27:08.146550] [WARN ] [sig       ] [2131/2211] Failed WEX after 0.3s | 4.03 sym/s | Total: 8.8m | ETA: 19.8s
[2025-09-29T22:27:08.146633] [INFO ] [sig       ] [2132/2211] Forecasting WF...
[2025-09-29T22:27:08.146722] [INFO ] [sig       ] Generating forecast for: WF
[2025-09-29T22:27:08.146781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-09-29T22:27:08.157295] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WF'.
[2025-09-29T22:27:08.157704] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-09-29T22:27:08.187234] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:08.188107] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-09-29T22:27:08.188168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:08.188205] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:08.188234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:08.188292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:08.207840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:08.208421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:08.208509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:08.208542] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:08.254596] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:08.254847] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:08.254910] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:08.254949] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:08.259172] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=5.91%)
[2025-09-29T22:27:08.259479] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-09-29T22:27:08.259618] [INFO ] [sig       ] WF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:08.415845] [INFO ] [LOCAL     ] Saved forecast: WF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WF.txt
[2025-09-29T22:27:08.416144] [WARN ] [sig       ] [2132/2211] Failed WF after 0.3s | 4.03 sym/s | Total: 8.8m | ETA: 19.6s
[2025-09-29T22:27:08.416233] [INFO ] [sig       ] [2133/2211] Forecasting WFC...
[2025-09-29T22:27:08.416273] [INFO ] [sig       ] Generating forecast for: WFC
[2025-09-29T22:27:08.416307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-09-29T22:27:08.426581] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WFC'.
[2025-09-29T22:27:08.426927] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-09-29T22:27:08.453778] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:08.454593] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-09-29T22:27:08.454676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:08.454731] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:08.454764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:08.454822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:08.473215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:08.473926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:08.474015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:08.474051] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:08.513432] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:08.513610] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:08.513688] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:08.513739] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:08.517770] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=38.25%)
[2025-09-29T22:27:08.518057] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-09-29T22:27:08.518207] [INFO ] [sig       ] WFC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:08.671661] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WFC.txt
[2025-09-29T22:27:08.671939] [WARN ] [sig       ] [2133/2211] Failed WFC after 0.3s | 4.03 sym/s | Total: 8.8m | ETA: 19.3s
[2025-09-29T22:27:08.672020] [INFO ] [sig       ] [2134/2211] Forecasting WFG...
[2025-09-29T22:27:08.672061] [INFO ] [sig       ] Generating forecast for: WFG
[2025-09-29T22:27:08.672096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-09-29T22:27:08.682528] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WFG'.
[2025-09-29T22:27:08.682963] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-09-29T22:27:08.709731] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:08.710564] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-09-29T22:27:08.710622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:08.710697] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:08.710741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:08.710802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:08.730047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:08.730804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:08.730919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:08.730975] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:08.767673] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:08.767840] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:08.767883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:08.767915] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:08.771717] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=94.62%)
[2025-09-29T22:27:08.772016] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-09-29T22:27:08.772162] [INFO ] [sig       ] WFG: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:08.927748] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WFG.txt
[2025-09-29T22:27:08.928002] [WARN ] [sig       ] [2134/2211] Failed WFG after 0.3s | 4.03 sym/s | Total: 8.8m | ETA: 19.1s
[2025-09-29T22:27:08.928090] [INFO ] [sig       ] [2135/2211] Forecasting WGO...
[2025-09-29T22:27:08.928131] [INFO ] [sig       ] Generating forecast for: WGO
[2025-09-29T22:27:08.928164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-09-29T22:27:08.938827] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WGO'.
[2025-09-29T22:27:08.939225] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-09-29T22:27:08.964793] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:08.965603] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-09-29T22:27:08.965684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:08.965746] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:08.965783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:08.965842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:08.984321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:08.985163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:08.985255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:08.985290] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:09.025010] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:09.025179] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:09.025223] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:09.025254] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:09.028850] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-09-29T22:27:09.029133] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-09-29T22:27:09.029269] [INFO ] [sig       ] WGO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:09.180391] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WGO.txt
[2025-09-29T22:27:09.180688] [WARN ] [sig       ] [2135/2211] Failed WGO after 0.3s | 4.03 sym/s | Total: 8.8m | ETA: 18.8s
[2025-09-29T22:27:09.180770] [INFO ] [sig       ] [2136/2211] Forecasting WH...
[2025-09-29T22:27:09.180811] [INFO ] [sig       ] Generating forecast for: WH
[2025-09-29T22:27:09.180845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-09-29T22:27:09.193468] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WH'.
[2025-09-29T22:27:09.193938] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-09-29T22:27:09.232502] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:09.233400] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-09-29T22:27:09.233459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:09.233496] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:09.233526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:09.233587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:09.252317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:09.253005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:09.253093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:09.253129] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:09.291741] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:09.291857] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:09.291899] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:09.291945] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:09.295444] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: UP (p=56.05%)
[2025-09-29T22:27:09.295804] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-09-29T22:27:09.295977] [INFO ] [sig       ] WH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:09.447191] [INFO ] [LOCAL     ] Saved forecast: WH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WH.txt
[2025-09-29T22:27:09.447516] [WARN ] [sig       ] [2136/2211] Failed WH after 0.3s | 4.03 sym/s | Total: 8.8m | ETA: 18.6s
[2025-09-29T22:27:09.447603] [INFO ] [sig       ] [2137/2211] Forecasting WHD...
[2025-09-29T22:27:09.447668] [INFO ] [sig       ] Generating forecast for: WHD
[2025-09-29T22:27:09.447729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-09-29T22:27:09.458424] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WHD'.
[2025-09-29T22:27:09.458898] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-09-29T22:27:09.485580] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:09.486388] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-09-29T22:27:09.486445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:09.486483] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:09.486513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:09.486574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:09.504993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:09.505696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:09.505805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:09.505870] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:09.542828] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:09.542970] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:09.543076] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:09.543128] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:09.549024] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: UP (p=68.04%)
[2025-09-29T22:27:09.549348] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-09-29T22:27:09.549494] [INFO ] [sig       ] WHD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:09.701307] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WHD.txt
[2025-09-29T22:27:09.701578] [WARN ] [sig       ] [2137/2211] Failed WHD after 0.3s | 4.03 sym/s | Total: 8.8m | ETA: 18.4s
[2025-09-29T22:27:09.701687] [INFO ] [sig       ] [2138/2211] Forecasting WHG...
[2025-09-29T22:27:09.701737] [INFO ] [sig       ] Generating forecast for: WHG
[2025-09-29T22:27:09.701773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-09-29T22:27:09.712249] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WHG'.
[2025-09-29T22:27:09.712772] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-09-29T22:27:09.743543] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:09.744521] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-09-29T22:27:09.744585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:09.744621] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:09.744895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:09.745041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:09.765414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:09.766317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:09.766416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:09.766450] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:09.805449] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:09.805625] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:09.805707] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:09.805753] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:09.809604] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=16.49%)
[2025-09-29T22:27:09.809926] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-09-29T22:27:09.810071] [INFO ] [sig       ] WHG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:09.984262] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WHG.txt
[2025-09-29T22:27:09.984550] [WARN ] [sig       ] [2138/2211] Failed WHG after 0.3s | 4.03 sym/s | Total: 8.8m | ETA: 18.1s
[2025-09-29T22:27:09.984672] [INFO ] [sig       ] [2139/2211] Forecasting WHR...
[2025-09-29T22:27:09.984725] [INFO ] [sig       ] Generating forecast for: WHR
[2025-09-29T22:27:09.984777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHR' from 'https://tdm.silogroup.org/data/derivative_storage/WHR.csv'.
[2025-09-29T22:27:09.997322] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WHR'.
[2025-09-29T22:27:09.997786] [INFO ] [FORECASTER] Starting predict_future for WHR
[2025-09-29T22:27:10.027011] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:10.028249] [DEBUG] [LOCAL     ] No optimal features file found for WHR: ./output/feature-sets/WHR.txt
[2025-09-29T22:27:10.028343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:10.028423] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:10.028490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:10.028591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:10.050171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:10.051139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:10.051267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:10.051370] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:10.094439] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:10.094679] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:10.094761] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:10.094830] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:10.099617] [DEBUG] [FORECASTER] WHR: Forecast T+1@11:T+2@11: UP (p=94.48%)
[2025-09-29T22:27:10.099988] [INFO ] [FORECASTER] Completed predict_future for WHR
[2025-09-29T22:27:10.100160] [INFO ] [sig       ] WHR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:10.266705] [INFO ] [LOCAL     ] Saved forecast: WHR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WHR.txt
[2025-09-29T22:27:10.267054] [WARN ] [sig       ] [2139/2211] Failed WHR after 0.3s | 4.03 sym/s | Total: 8.8m | ETA: 17.9s
[2025-09-29T22:27:10.267168] [INFO ] [sig       ] [2140/2211] Forecasting WIA...
[2025-09-29T22:27:10.267223] [INFO ] [sig       ] Generating forecast for: WIA
[2025-09-29T22:27:10.267264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-09-29T22:27:10.279395] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WIA'.
[2025-09-29T22:27:10.279875] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-09-29T22:27:10.315329] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:10.316348] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-09-29T22:27:10.316408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:10.316444] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:10.316474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:10.316539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:10.346225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:10.347556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:10.347719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:10.347790] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:10.393731] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:10.393945] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:10.394024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:10.394080] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:10.400046] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=93.09%)
[2025-09-29T22:27:10.400451] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-09-29T22:27:10.400638] [INFO ] [sig       ] WIA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:10.679965] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WIA.txt
[2025-09-29T22:27:10.680563] [WARN ] [sig       ] [2140/2211] Failed WIA after 0.4s | 4.03 sym/s | Total: 8.8m | ETA: 17.6s
[2025-09-29T22:27:10.680729] [INFO ] [sig       ] [2141/2211] Forecasting WINN...
[2025-09-29T22:27:10.680855] [INFO ] [sig       ] Generating forecast for: WINN
[2025-09-29T22:27:10.680951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-09-29T22:27:10.704048] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'WINN'.
[2025-09-29T22:27:10.704682] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-09-29T22:27:10.751731] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:10.753297] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-09-29T22:27:10.753383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:10.753473] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:10.753545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:10.753728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:10.782370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:10.784054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:10.784291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:10.784363] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:10.837222] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:10.837455] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:10.837542] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:10.837595] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:10.843602] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: UP (p=66.95%)
[2025-09-29T22:27:10.844136] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-09-29T22:27:10.844359] [INFO ] [sig       ] WINN: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:11.053934] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WINN.txt
[2025-09-29T22:27:11.054265] [WARN ] [sig       ] [2141/2211] Failed WINN after 0.4s | 4.03 sym/s | Total: 8.9m | ETA: 17.4s
[2025-09-29T22:27:11.054403] [INFO ] [sig       ] [2142/2211] Forecasting WIT...
[2025-09-29T22:27:11.054457] [INFO ] [sig       ] Generating forecast for: WIT
[2025-09-29T22:27:11.054493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIT' from 'https://tdm.silogroup.org/data/derivative_storage/WIT.csv'.
[2025-09-29T22:27:11.067279] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WIT'.
[2025-09-29T22:27:11.067903] [INFO ] [FORECASTER] Starting predict_future for WIT
[2025-09-29T22:27:11.102407] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:11.103288] [DEBUG] [LOCAL     ] No optimal features file found for WIT: ./output/feature-sets/WIT.txt
[2025-09-29T22:27:11.103346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:11.103385] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:11.103414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:11.103475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:11.125370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:11.126406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:11.126528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:11.126597] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:11.166975] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:11.167174] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:11.167236] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:11.167272] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:11.171009] [DEBUG] [FORECASTER] WIT: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-09-29T22:27:11.171316] [INFO ] [FORECASTER] Completed predict_future for WIT
[2025-09-29T22:27:11.171457] [INFO ] [sig       ] WIT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:11.328116] [INFO ] [LOCAL     ] Saved forecast: WIT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WIT.txt
[2025-09-29T22:27:11.328373] [WARN ] [sig       ] [2142/2211] Failed WIT after 0.3s | 4.03 sym/s | Total: 8.9m | ETA: 17.1s
[2025-09-29T22:27:11.328451] [INFO ] [sig       ] [2143/2211] Forecasting WIW...
[2025-09-29T22:27:11.328490] [INFO ] [sig       ] Generating forecast for: WIW
[2025-09-29T22:27:11.328523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIW' from 'https://tdm.silogroup.org/data/derivative_storage/WIW.csv'.
[2025-09-29T22:27:11.340425] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WIW'.
[2025-09-29T22:27:11.340976] [INFO ] [FORECASTER] Starting predict_future for WIW
[2025-09-29T22:27:11.371307] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:11.372354] [DEBUG] [LOCAL     ] No optimal features file found for WIW: ./output/feature-sets/WIW.txt
[2025-09-29T22:27:11.372441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:11.372537] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:11.372637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:11.372778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:11.394414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:11.395194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:11.395296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:11.395351] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:11.432464] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:11.432621] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:11.432728] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:11.432797] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:11.436684] [DEBUG] [FORECASTER] WIW: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2025-09-29T22:27:11.436984] [INFO ] [FORECASTER] Completed predict_future for WIW
[2025-09-29T22:27:11.437153] [INFO ] [sig       ] WIW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:11.599535] [INFO ] [LOCAL     ] Saved forecast: WIW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WIW.txt
[2025-09-29T22:27:11.599815] [WARN ] [sig       ] [2143/2211] Failed WIW after 0.3s | 4.03 sym/s | Total: 8.9m | ETA: 16.9s
[2025-09-29T22:27:11.599904] [INFO ] [sig       ] [2144/2211] Forecasting WK...
[2025-09-29T22:27:11.599945] [INFO ] [sig       ] Generating forecast for: WK
[2025-09-29T22:27:11.599979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-09-29T22:27:11.611001] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WK'.
[2025-09-29T22:27:11.611445] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-09-29T22:27:11.638099] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:11.638930] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-09-29T22:27:11.638987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:11.639024] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:11.639053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:11.639120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:11.657939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:11.658756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:11.658852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:11.658887] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:11.690073] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:11.690212] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:11.690254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:11.690286] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:11.693814] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: UP (p=58.94%)
[2025-09-29T22:27:11.694147] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-09-29T22:27:11.694294] [INFO ] [sig       ] WK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:11.846123] [INFO ] [LOCAL     ] Saved forecast: WK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WK.txt
[2025-09-29T22:27:11.846385] [WARN ] [sig       ] [2144/2211] Failed WK after 0.2s | 4.03 sym/s | Total: 8.9m | ETA: 16.6s
[2025-09-29T22:27:11.846468] [INFO ] [sig       ] [2145/2211] Forecasting WKC...
[2025-09-29T22:27:11.846510] [INFO ] [sig       ] Generating forecast for: WKC
[2025-09-29T22:27:11.846545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-09-29T22:27:11.857093] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WKC'.
[2025-09-29T22:27:11.857558] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-09-29T22:27:11.883716] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:11.884543] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-09-29T22:27:11.884601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:11.884637] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:11.884714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:11.884779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:11.903375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:11.904224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:11.904325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:11.904363] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:11.932902] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:11.933068] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:11.933113] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:11.933144] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:11.937047] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-09-29T22:27:11.937374] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-09-29T22:27:11.937530] [INFO ] [sig       ] WKC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:12.088840] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WKC.txt
[2025-09-29T22:27:12.089122] [WARN ] [sig       ] [2145/2211] Failed WKC after 0.2s | 4.03 sym/s | Total: 8.9m | ETA: 16.4s
[2025-09-29T22:27:12.089200] [INFO ] [sig       ] [2146/2211] Forecasting WLK...
[2025-09-29T22:27:12.089240] [INFO ] [sig       ] Generating forecast for: WLK
[2025-09-29T22:27:12.089273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-09-29T22:27:12.099142] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WLK'.
[2025-09-29T22:27:12.099602] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-09-29T22:27:12.126234] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:12.127086] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-09-29T22:27:12.127179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:12.127227] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:12.127280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:12.127360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:12.145869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:12.146741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:12.146840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:12.146877] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:12.178900] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:12.179083] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:12.179131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:12.179165] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:12.183360] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: DOWN (p=30.22%)
[2025-09-29T22:27:12.183730] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-09-29T22:27:12.183921] [INFO ] [sig       ] WLK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:12.334494] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WLK.txt
[2025-09-29T22:27:12.334763] [WARN ] [sig       ] [2146/2211] Failed WLK after 0.2s | 4.03 sym/s | Total: 8.9m | ETA: 16.1s
[2025-09-29T22:27:12.334849] [INFO ] [sig       ] [2147/2211] Forecasting WLKP...
[2025-09-29T22:27:12.334889] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-09-29T22:27:12.334921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-09-29T22:27:12.345179] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'WLKP'.
[2025-09-29T22:27:12.345602] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-09-29T22:27:12.372620] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:12.373482] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-09-29T22:27:12.373540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:12.373575] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:12.373603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:12.373683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:12.392205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:12.393002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:12.393117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:12.393154] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:12.425224] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:12.425396] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:12.425442] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:12.425476] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:12.429619] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: DOWN (p=5.67%)
[2025-09-29T22:27:12.429965] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-09-29T22:27:12.430108] [INFO ] [sig       ] WLKP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:12.579195] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WLKP.txt
[2025-09-29T22:27:12.579450] [WARN ] [sig       ] [2147/2211] Failed WLKP after 0.2s | 4.03 sym/s | Total: 8.9m | ETA: 15.9s
[2025-09-29T22:27:12.579528] [INFO ] [sig       ] [2148/2211] Forecasting WLY...
[2025-09-29T22:27:12.579569] [INFO ] [sig       ] Generating forecast for: WLY
[2025-09-29T22:27:12.579601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLY' from 'https://tdm.silogroup.org/data/derivative_storage/WLY.csv'.
[2025-09-29T22:27:12.589255] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WLY'.
[2025-09-29T22:27:12.589582] [INFO ] [FORECASTER] Starting predict_future for WLY
[2025-09-29T22:27:12.615989] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:12.616806] [DEBUG] [LOCAL     ] No optimal features file found for WLY: ./output/feature-sets/WLY.txt
[2025-09-29T22:27:12.616863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:12.616898] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:12.616927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:12.616985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:12.635132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:12.635739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:12.635821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:12.635855] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:12.667258] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:12.667403] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:12.667457] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:12.667492] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:12.671429] [DEBUG] [FORECASTER] WLY: Forecast T+1@11:T+2@11: UP (p=51.75%)
[2025-09-29T22:27:12.671786] [INFO ] [FORECASTER] Completed predict_future for WLY
[2025-09-29T22:27:12.671938] [INFO ] [sig       ] WLY: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:12.819080] [INFO ] [LOCAL     ] Saved forecast: WLY	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WLY.txt
[2025-09-29T22:27:12.819306] [WARN ] [sig       ] [2148/2211] Failed WLY after 0.2s | 4.03 sym/s | Total: 8.9m | ETA: 15.6s
[2025-09-29T22:27:12.819384] [INFO ] [sig       ] [2149/2211] Forecasting WM...
[2025-09-29T22:27:12.819433] [INFO ] [sig       ] Generating forecast for: WM
[2025-09-29T22:27:12.819467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WM' from 'https://tdm.silogroup.org/data/derivative_storage/WM.csv'.
[2025-09-29T22:27:12.828915] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WM'.
[2025-09-29T22:27:12.829210] [INFO ] [FORECASTER] Starting predict_future for WM
[2025-09-29T22:27:12.854558] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:12.855311] [DEBUG] [LOCAL     ] No optimal features file found for WM: ./output/feature-sets/WM.txt
[2025-09-29T22:27:12.855367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:12.855403] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:12.855431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:12.855490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:12.874063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:12.874855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:12.874944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:12.874979] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:12.907059] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:12.907216] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:12.907265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:12.907298] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:12.910684] [DEBUG] [FORECASTER] WM: Forecast T+1@11:T+2@11: DOWN (p=36.60%)
[2025-09-29T22:27:12.910960] [INFO ] [FORECASTER] Completed predict_future for WM
[2025-09-29T22:27:12.911091] [INFO ] [sig       ] WM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:13.064687] [INFO ] [LOCAL     ] Saved forecast: WM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WM.txt
[2025-09-29T22:27:13.064947] [WARN ] [sig       ] [2149/2211] Failed WM after 0.2s | 4.03 sym/s | Total: 8.9m | ETA: 15.4s
[2025-09-29T22:27:13.065033] [INFO ] [sig       ] [2150/2211] Forecasting WMB...
[2025-09-29T22:27:13.065073] [INFO ] [sig       ] Generating forecast for: WMB
[2025-09-29T22:27:13.065105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMB' from 'https://tdm.silogroup.org/data/derivative_storage/WMB.csv'.
[2025-09-29T22:27:13.075452] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WMB'.
[2025-09-29T22:27:13.075881] [INFO ] [FORECASTER] Starting predict_future for WMB
[2025-09-29T22:27:13.102599] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:13.103447] [DEBUG] [LOCAL     ] No optimal features file found for WMB: ./output/feature-sets/WMB.txt
[2025-09-29T22:27:13.103516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:13.103553] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:13.103582] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:13.103669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:13.122885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:13.123509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:13.123597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:13.123633] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:13.160946] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:13.161090] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:13.161135] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:13.161236] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:13.164967] [DEBUG] [FORECASTER] WMB: Forecast T+1@11:T+2@11: UP (p=95.25%)
[2025-09-29T22:27:13.165292] [INFO ] [FORECASTER] Completed predict_future for WMB
[2025-09-29T22:27:13.165436] [INFO ] [sig       ] WMB: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:13.320800] [INFO ] [LOCAL     ] Saved forecast: WMB	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WMB.txt
[2025-09-29T22:27:13.321043] [WARN ] [sig       ] [2150/2211] Failed WMB after 0.3s | 4.03 sym/s | Total: 8.9m | ETA: 15.1s
[2025-09-29T22:27:13.321121] [INFO ] [sig       ] [2151/2211] Forecasting WMK...
[2025-09-29T22:27:13.321162] [INFO ] [sig       ] Generating forecast for: WMK
[2025-09-29T22:27:13.321197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-09-29T22:27:13.330674] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WMK'.
[2025-09-29T22:27:13.330984] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-09-29T22:27:13.357825] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:13.358593] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-09-29T22:27:13.358710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:13.358754] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:13.358783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:13.358842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:13.378392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:13.379683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:13.379875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:13.379954] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:13.421829] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:13.422031] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:13.422089] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:13.422124] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:13.426474] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: DOWN (p=18.43%)
[2025-09-29T22:27:13.426862] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-09-29T22:27:13.427036] [INFO ] [sig       ] WMK: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:13.586136] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WMK.txt
[2025-09-29T22:27:13.586421] [WARN ] [sig       ] [2151/2211] Failed WMK after 0.3s | 4.03 sym/s | Total: 8.9m | ETA: 14.9s
[2025-09-29T22:27:13.586508] [INFO ] [sig       ] [2152/2211] Forecasting WMS...
[2025-09-29T22:27:13.586549] [INFO ] [sig       ] Generating forecast for: WMS
[2025-09-29T22:27:13.586581] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-09-29T22:27:13.597108] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WMS'.
[2025-09-29T22:27:13.597544] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-09-29T22:27:13.624059] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:13.625050] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-09-29T22:27:13.625128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:13.625194] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:13.625232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:13.625297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:13.644836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:13.645589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:13.645721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:13.645771] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:13.681628] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:13.681826] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:13.681880] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:13.681935] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:13.685856] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: DOWN (p=20.80%)
[2025-09-29T22:27:13.686144] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-09-29T22:27:13.686282] [INFO ] [sig       ] WMS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:13.909439] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WMS.txt
[2025-09-29T22:27:13.909708] [WARN ] [sig       ] [2152/2211] Failed WMS after 0.3s | 4.03 sym/s | Total: 8.9m | ETA: 14.6s
[2025-09-29T22:27:13.909789] [INFO ] [sig       ] [2153/2211] Forecasting WMT...
[2025-09-29T22:27:13.909830] [INFO ] [sig       ] Generating forecast for: WMT
[2025-09-29T22:27:13.909862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMT' from 'https://tdm.silogroup.org/data/derivative_storage/WMT.csv'.
[2025-09-29T22:27:13.920718] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WMT'.
[2025-09-29T22:27:13.921136] [INFO ] [FORECASTER] Starting predict_future for WMT
[2025-09-29T22:27:13.948962] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:13.949909] [DEBUG] [LOCAL     ] No optimal features file found for WMT: ./output/feature-sets/WMT.txt
[2025-09-29T22:27:13.949969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:13.950008] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:13.950039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:13.950104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:13.968955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:13.969594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:13.969708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:13.969759] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:14.004105] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:14.004299] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:14.004358] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:14.004391] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:14.008619] [DEBUG] [FORECASTER] WMT: Forecast T+1@11:T+2@11: UP (p=56.88%)
[2025-09-29T22:27:14.008943] [INFO ] [FORECASTER] Completed predict_future for WMT
[2025-09-29T22:27:14.009088] [INFO ] [sig       ] WMT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:14.171390] [INFO ] [LOCAL     ] Saved forecast: WMT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WMT.txt
[2025-09-29T22:27:14.171617] [WARN ] [sig       ] [2153/2211] Failed WMT after 0.3s | 4.03 sym/s | Total: 8.9m | ETA: 14.4s
[2025-09-29T22:27:14.171717] [INFO ] [sig       ] [2154/2211] Forecasting WNC...
[2025-09-29T22:27:14.171759] [INFO ] [sig       ] Generating forecast for: WNC
[2025-09-29T22:27:14.171794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-09-29T22:27:14.182180] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WNC'.
[2025-09-29T22:27:14.182547] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-09-29T22:27:14.209269] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:14.210158] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-09-29T22:27:14.210257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:14.210310] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:14.210343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:14.210434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:14.230290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:14.230962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:14.231047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:14.231082] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:14.270546] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:14.270734] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:14.270847] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:14.270927] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:14.277160] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: DOWN (p=35.05%)
[2025-09-29T22:27:14.277456] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-09-29T22:27:14.277600] [INFO ] [sig       ] WNC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:14.435761] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WNC.txt
[2025-09-29T22:27:14.436057] [WARN ] [sig       ] [2154/2211] Failed WNC after 0.3s | 4.03 sym/s | Total: 8.9m | ETA: 14.1s
[2025-09-29T22:27:14.436146] [INFO ] [sig       ] [2155/2211] Forecasting WNS...
[2025-09-29T22:27:14.436187] [INFO ] [sig       ] Generating forecast for: WNS
[2025-09-29T22:27:14.436222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNS' from 'https://tdm.silogroup.org/data/derivative_storage/WNS.csv'.
[2025-09-29T22:27:14.447946] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WNS'.
[2025-09-29T22:27:14.448388] [INFO ] [FORECASTER] Starting predict_future for WNS
[2025-09-29T22:27:14.475478] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:14.476425] [DEBUG] [LOCAL     ] No optimal features file found for WNS: ./output/feature-sets/WNS.txt
[2025-09-29T22:27:14.476490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:14.476528] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:14.476559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:14.476619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:14.494899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:14.495553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:14.495640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:14.495724] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:14.535810] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:14.535976] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:14.536020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:14.536049] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:14.539697] [DEBUG] [FORECASTER] WNS: Forecast T+1@11:T+2@11: DOWN (p=10.02%)
[2025-09-29T22:27:14.540057] [INFO ] [FORECASTER] Completed predict_future for WNS
[2025-09-29T22:27:14.540210] [INFO ] [sig       ] WNS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:14.699279] [INFO ] [LOCAL     ] Saved forecast: WNS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WNS.txt
[2025-09-29T22:27:14.699547] [WARN ] [sig       ] [2155/2211] Failed WNS after 0.3s | 4.03 sym/s | Total: 8.9m | ETA: 13.9s
[2025-09-29T22:27:14.699664] [INFO ] [sig       ] [2156/2211] Forecasting WOLF...
[2025-09-29T22:27:14.699733] [INFO ] [sig       ] Generating forecast for: WOLF
[2025-09-29T22:27:14.699771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOLF' from 'https://tdm.silogroup.org/data/derivative_storage/WOLF.csv'.
[2025-09-29T22:27:14.710682] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WOLF'.
[2025-09-29T22:27:14.711102] [INFO ] [FORECASTER] Starting predict_future for WOLF
[2025-09-29T22:27:14.737319] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:14.738130] [DEBUG] [LOCAL     ] No optimal features file found for WOLF: ./output/feature-sets/WOLF.txt
[2025-09-29T22:27:14.738186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:14.738222] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:14.738251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:14.738309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:14.756697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:14.757448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:14.757536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:14.757572] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:14.796979] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:14.797149] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:14.797212] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:14.797247] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:14.800758] [DEBUG] [FORECASTER] WOLF: Forecast T+1@11:T+2@11: DOWN (p=9.95%)
[2025-09-29T22:27:14.801033] [INFO ] [FORECASTER] Completed predict_future for WOLF
[2025-09-29T22:27:14.801168] [INFO ] [sig       ] WOLF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:14.953998] [INFO ] [LOCAL     ] Saved forecast: WOLF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WOLF.txt
[2025-09-29T22:27:14.954226] [WARN ] [sig       ] [2156/2211] Failed WOLF after 0.3s | 4.03 sym/s | Total: 8.9m | ETA: 13.7s
[2025-09-29T22:27:14.954307] [INFO ] [sig       ] [2157/2211] Forecasting WOR...
[2025-09-29T22:27:14.954349] [INFO ] [sig       ] Generating forecast for: WOR
[2025-09-29T22:27:14.954382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOR' from 'https://tdm.silogroup.org/data/derivative_storage/WOR.csv'.
[2025-09-29T22:27:14.964707] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WOR'.
[2025-09-29T22:27:14.965052] [INFO ] [FORECASTER] Starting predict_future for WOR
[2025-09-29T22:27:14.992345] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:14.993462] [DEBUG] [LOCAL     ] No optimal features file found for WOR: ./output/feature-sets/WOR.txt
[2025-09-29T22:27:14.993523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:14.993560] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:14.993591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:14.993677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:15.013945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:15.014671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:15.014767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:15.014805] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:15.054486] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:15.054609] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:15.054679] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:15.054733] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:15.058200] [DEBUG] [FORECASTER] WOR: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-09-29T22:27:15.058496] [INFO ] [FORECASTER] Completed predict_future for WOR
[2025-09-29T22:27:15.058639] [INFO ] [sig       ] WOR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:15.216002] [INFO ] [LOCAL     ] Saved forecast: WOR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WOR.txt
[2025-09-29T22:27:15.216224] [WARN ] [sig       ] [2157/2211] Failed WOR after 0.3s | 4.03 sym/s | Total: 8.9m | ETA: 13.4s
[2025-09-29T22:27:15.216303] [INFO ] [sig       ] [2158/2211] Forecasting WOW...
[2025-09-29T22:27:15.216345] [INFO ] [sig       ] Generating forecast for: WOW
[2025-09-29T22:27:15.216380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOW' from 'https://tdm.silogroup.org/data/derivative_storage/WOW.csv'.
[2025-09-29T22:27:15.227063] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WOW'.
[2025-09-29T22:27:15.227489] [INFO ] [FORECASTER] Starting predict_future for WOW
[2025-09-29T22:27:15.254894] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:15.255636] [DEBUG] [LOCAL     ] No optimal features file found for WOW: ./output/feature-sets/WOW.txt
[2025-09-29T22:27:15.255719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:15.255756] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:15.255784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:15.255841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:15.273378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:15.273977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:15.274066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:15.274100] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:15.310812] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:15.310946] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:15.310987] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:15.311017] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:15.314788] [DEBUG] [FORECASTER] WOW: Forecast T+1@11:T+2@11: DOWN (p=1.38%)
[2025-09-29T22:27:15.315078] [INFO ] [FORECASTER] Completed predict_future for WOW
[2025-09-29T22:27:15.315219] [INFO ] [sig       ] WOW: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:15.464163] [INFO ] [LOCAL     ] Saved forecast: WOW	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WOW.txt
[2025-09-29T22:27:15.464395] [WARN ] [sig       ] [2158/2211] Failed WOW after 0.2s | 4.03 sym/s | Total: 8.9m | ETA: 13.2s
[2025-09-29T22:27:15.464473] [INFO ] [sig       ] [2159/2211] Forecasting WPC...
[2025-09-29T22:27:15.464514] [INFO ] [sig       ] Generating forecast for: WPC
[2025-09-29T22:27:15.464546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-09-29T22:27:15.474803] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WPC'.
[2025-09-29T22:27:15.475090] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-09-29T22:27:15.500523] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:15.501271] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-09-29T22:27:15.501328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:15.501362] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:15.501392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:15.501450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:15.521108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:15.521865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:15.521975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:15.522013] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:15.561244] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:15.561414] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:15.561459] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:15.561491] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:15.565057] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=77.93%)
[2025-09-29T22:27:15.565346] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-09-29T22:27:15.565487] [INFO ] [sig       ] WPC: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:15.714378] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WPC.txt
[2025-09-29T22:27:15.714580] [WARN ] [sig       ] [2159/2211] Failed WPC after 0.3s | 4.03 sym/s | Total: 8.9m | ETA: 12.9s
[2025-09-29T22:27:15.714686] [INFO ] [sig       ] [2160/2211] Forecasting WPM...
[2025-09-29T22:27:15.714739] [INFO ] [sig       ] Generating forecast for: WPM
[2025-09-29T22:27:15.714774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPM' from 'https://tdm.silogroup.org/data/derivative_storage/WPM.csv'.
[2025-09-29T22:27:15.725085] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WPM'.
[2025-09-29T22:27:15.725405] [INFO ] [FORECASTER] Starting predict_future for WPM
[2025-09-29T22:27:15.752007] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:15.752835] [DEBUG] [LOCAL     ] No optimal features file found for WPM: ./output/feature-sets/WPM.txt
[2025-09-29T22:27:15.752892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:15.752929] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:15.752960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:15.753020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:15.772368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:15.773020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:15.773107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:15.773143] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:15.813915] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:15.814066] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:15.814150] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:15.814206] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:15.818639] [DEBUG] [FORECASTER] WPM: Forecast T+1@11:T+2@11: UP (p=87.09%)
[2025-09-29T22:27:15.819064] [INFO ] [FORECASTER] Completed predict_future for WPM
[2025-09-29T22:27:15.819258] [INFO ] [sig       ] WPM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:15.970261] [INFO ] [LOCAL     ] Saved forecast: WPM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WPM.txt
[2025-09-29T22:27:15.970497] [WARN ] [sig       ] [2160/2211] Failed WPM after 0.3s | 4.03 sym/s | Total: 8.9m | ETA: 12.7s
[2025-09-29T22:27:15.970576] [INFO ] [sig       ] [2161/2211] Forecasting WPP...
[2025-09-29T22:27:15.970615] [INFO ] [sig       ] Generating forecast for: WPP
[2025-09-29T22:27:15.970686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-09-29T22:27:15.982358] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WPP'.
[2025-09-29T22:27:15.982712] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-09-29T22:27:16.009362] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:16.010202] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-09-29T22:27:16.010280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:16.010318] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:16.010353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:16.010414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:16.029777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:16.030552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:16.030670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:16.030760] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:16.072623] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:16.072781] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:16.072825] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:16.072857] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:16.076440] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=85.73%)
[2025-09-29T22:27:16.076774] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-09-29T22:27:16.076926] [INFO ] [sig       ] WPP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:16.258634] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WPP.txt
[2025-09-29T22:27:16.258903] [WARN ] [sig       ] [2161/2211] Failed WPP after 0.3s | 4.03 sym/s | Total: 8.9m | ETA: 12.4s
[2025-09-29T22:27:16.259008] [INFO ] [sig       ] [2162/2211] Forecasting WRB...
[2025-09-29T22:27:16.259050] [INFO ] [sig       ] Generating forecast for: WRB
[2025-09-29T22:27:16.259083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-09-29T22:27:16.271044] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WRB'.
[2025-09-29T22:27:16.271410] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-09-29T22:27:16.297542] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:16.298319] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-09-29T22:27:16.298376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:16.298412] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:16.298442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:16.298501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:16.317247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:16.317842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:16.317925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:16.317960] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:16.359043] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:16.359171] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:16.359210] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:16.359240] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:16.362750] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=27.17%)
[2025-09-29T22:27:16.363025] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-09-29T22:27:16.363160] [INFO ] [sig       ] WRB: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:16.518980] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WRB.txt
[2025-09-29T22:27:16.519219] [WARN ] [sig       ] [2162/2211] Failed WRB after 0.3s | 4.03 sym/s | Total: 8.9m | ETA: 12.2s
[2025-09-29T22:27:16.519295] [INFO ] [sig       ] [2163/2211] Forecasting WRBY...
[2025-09-29T22:27:16.519335] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-09-29T22:27:16.519378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-09-29T22:27:16.529569] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WRBY'.
[2025-09-29T22:27:16.529898] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-09-29T22:27:16.556491] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:16.557391] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-09-29T22:27:16.557450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:16.557485] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:16.557516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:16.557575] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:16.576168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:16.576895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:16.576983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:16.577020] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:16.617160] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:16.617346] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:16.617429] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:16.617501] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:16.624385] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=40.94%)
[2025-09-29T22:27:16.624939] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-09-29T22:27:16.625197] [INFO ] [sig       ] WRBY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:16.797942] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WRBY.txt
[2025-09-29T22:27:16.798179] [WARN ] [sig       ] [2163/2211] Failed WRBY after 0.3s | 4.03 sym/s | Total: 9.0m | ETA: 11.9s
[2025-09-29T22:27:16.798254] [INFO ] [sig       ] [2164/2211] Forecasting WS...
[2025-09-29T22:27:16.798294] [INFO ] [sig       ] Generating forecast for: WS
[2025-09-29T22:27:16.798327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WS' from 'https://tdm.silogroup.org/data/derivative_storage/WS.csv'.
[2025-09-29T22:27:16.808449] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WS'.
[2025-09-29T22:27:16.808879] [INFO ] [FORECASTER] Starting predict_future for WS
[2025-09-29T22:27:16.836377] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:16.837331] [DEBUG] [LOCAL     ] No optimal features file found for WS: ./output/feature-sets/WS.txt
[2025-09-29T22:27:16.837391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:16.837429] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:16.837458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:16.837524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:16.856334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:16.857780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:16.858008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:16.858052] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:16.898560] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:16.898686] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:16.898741] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:16.898774] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:16.902233] [DEBUG] [FORECASTER] WS: Forecast T+1@11:T+2@11: DOWN (p=37.79%)
[2025-09-29T22:27:16.902532] [INFO ] [FORECASTER] Completed predict_future for WS
[2025-09-29T22:27:16.902715] [INFO ] [sig       ] WS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:17.058064] [INFO ] [LOCAL     ] Saved forecast: WS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WS.txt
[2025-09-29T22:27:17.058356] [WARN ] [sig       ] [2164/2211] Failed WS after 0.3s | 4.03 sym/s | Total: 9.0m | ETA: 11.7s
[2025-09-29T22:27:17.058447] [INFO ] [sig       ] [2165/2211] Forecasting WSM...
[2025-09-29T22:27:17.058504] [INFO ] [sig       ] Generating forecast for: WSM
[2025-09-29T22:27:17.058540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-09-29T22:27:17.070498] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WSM'.
[2025-09-29T22:27:17.071038] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-09-29T22:27:17.100153] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:17.101169] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-09-29T22:27:17.101245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:17.101293] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:17.101325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:17.101383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:17.120283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:17.121181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:17.121275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:17.121310] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:17.155730] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:17.155913] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:17.155962] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:17.155993] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:17.159833] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: DOWN (p=5.76%)
[2025-09-29T22:27:17.160179] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-09-29T22:27:17.160346] [INFO ] [sig       ] WSM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:17.319174] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WSM.txt
[2025-09-29T22:27:17.319421] [WARN ] [sig       ] [2165/2211] Failed WSM after 0.3s | 4.03 sym/s | Total: 9.0m | ETA: 11.4s
[2025-09-29T22:27:17.319498] [INFO ] [sig       ] [2166/2211] Forecasting WSO...
[2025-09-29T22:27:17.319537] [INFO ] [sig       ] Generating forecast for: WSO
[2025-09-29T22:27:17.319570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-09-29T22:27:17.330380] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WSO'.
[2025-09-29T22:27:17.330724] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-09-29T22:27:17.358203] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:17.358991] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-09-29T22:27:17.359053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:17.359096] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:17.359135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:17.359206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:17.379055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:17.379684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:17.379775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:17.379831] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:17.413672] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:17.413808] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:17.413849] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:17.413880] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:17.417413] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: UP (p=78.86%)
[2025-09-29T22:27:17.417721] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-09-29T22:27:17.417862] [INFO ] [sig       ] WSO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:17.572892] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WSO.txt
[2025-09-29T22:27:17.573113] [WARN ] [sig       ] [2166/2211] Failed WSO after 0.3s | 4.03 sym/s | Total: 9.0m | ETA: 11.2s
[2025-09-29T22:27:17.573188] [INFO ] [sig       ] [2167/2211] Forecasting WSR...
[2025-09-29T22:27:17.573228] [INFO ] [sig       ] Generating forecast for: WSR
[2025-09-29T22:27:17.573261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSR' from 'https://tdm.silogroup.org/data/derivative_storage/WSR.csv'.
[2025-09-29T22:27:17.583285] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WSR'.
[2025-09-29T22:27:17.583600] [INFO ] [FORECASTER] Starting predict_future for WSR
[2025-09-29T22:27:17.609136] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:17.609981] [DEBUG] [LOCAL     ] No optimal features file found for WSR: ./output/feature-sets/WSR.txt
[2025-09-29T22:27:17.610039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:17.610075] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:17.610105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:17.610165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:17.628793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:17.629424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:17.629515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:17.629550] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:17.662772] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:17.662886] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:17.662927] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:17.662962] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:17.666358] [DEBUG] [FORECASTER] WSR: Forecast T+1@11:T+2@11: UP (p=70.08%)
[2025-09-29T22:27:17.666633] [INFO ] [FORECASTER] Completed predict_future for WSR
[2025-09-29T22:27:17.666816] [INFO ] [sig       ] WSR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:17.831800] [INFO ] [LOCAL     ] Saved forecast: WSR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WSR.txt
[2025-09-29T22:27:17.832034] [WARN ] [sig       ] [2167/2211] Failed WSR after 0.3s | 4.03 sym/s | Total: 9.0m | ETA: 10.9s
[2025-09-29T22:27:17.832114] [INFO ] [sig       ] [2168/2211] Forecasting WST...
[2025-09-29T22:27:17.832156] [INFO ] [sig       ] Generating forecast for: WST
[2025-09-29T22:27:17.832196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WST' from 'https://tdm.silogroup.org/data/derivative_storage/WST.csv'.
[2025-09-29T22:27:17.842521] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WST'.
[2025-09-29T22:27:17.842867] [INFO ] [FORECASTER] Starting predict_future for WST
[2025-09-29T22:27:17.870770] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:17.871618] [DEBUG] [LOCAL     ] No optimal features file found for WST: ./output/feature-sets/WST.txt
[2025-09-29T22:27:17.871718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:17.871764] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:17.871842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:17.871912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:17.892737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:17.893331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:17.893425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:17.893462] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:17.922259] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:17.922362] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:17.922400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:17.922431] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:17.926052] [DEBUG] [FORECASTER] WST: Forecast T+1@11:T+2@11: DOWN (p=2.41%)
[2025-09-29T22:27:17.926331] [INFO ] [FORECASTER] Completed predict_future for WST
[2025-09-29T22:27:17.926477] [INFO ] [sig       ] WST: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:18.087809] [INFO ] [LOCAL     ] Saved forecast: WST	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WST.txt
[2025-09-29T22:27:18.088083] [WARN ] [sig       ] [2168/2211] Failed WST after 0.3s | 4.03 sym/s | Total: 9.0m | ETA: 10.7s
[2025-09-29T22:27:18.088171] [INFO ] [sig       ] [2169/2211] Forecasting WT...
[2025-09-29T22:27:18.088212] [INFO ] [sig       ] Generating forecast for: WT
[2025-09-29T22:27:18.088245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WT' from 'https://tdm.silogroup.org/data/derivative_storage/WT.csv'.
[2025-09-29T22:27:18.098463] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WT'.
[2025-09-29T22:27:18.098804] [INFO ] [FORECASTER] Starting predict_future for WT
[2025-09-29T22:27:18.126257] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:18.127242] [DEBUG] [LOCAL     ] No optimal features file found for WT: ./output/feature-sets/WT.txt
[2025-09-29T22:27:18.127299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:18.127334] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:18.127363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:18.127420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:18.146449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:18.147198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:18.147291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:18.147328] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:18.176065] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:18.176188] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:18.176249] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:18.176284] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:18.179740] [DEBUG] [FORECASTER] WT: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-09-29T22:27:18.180016] [INFO ] [FORECASTER] Completed predict_future for WT
[2025-09-29T22:27:18.180190] [INFO ] [sig       ] WT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:18.342357] [INFO ] [LOCAL     ] Saved forecast: WT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WT.txt
[2025-09-29T22:27:18.342600] [WARN ] [sig       ] [2169/2211] Failed WT after 0.3s | 4.03 sym/s | Total: 9.0m | ETA: 10.4s
[2025-09-29T22:27:18.342776] [INFO ] [sig       ] [2170/2211] Forecasting WTI...
[2025-09-29T22:27:18.342847] [INFO ] [sig       ] Generating forecast for: WTI
[2025-09-29T22:27:18.342893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-09-29T22:27:18.353808] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WTI'.
[2025-09-29T22:27:18.354156] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-09-29T22:27:18.381052] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:18.382005] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-09-29T22:27:18.382077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:18.382118] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:18.382149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:18.382208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:18.400614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:18.401359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:18.401453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:18.401488] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:18.435338] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:18.435532] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:18.435600] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:18.435637] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:18.440161] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: UP (p=80.52%)
[2025-09-29T22:27:18.440514] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-09-29T22:27:18.440699] [INFO ] [sig       ] WTI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:18.601907] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WTI.txt
[2025-09-29T22:27:18.602154] [WARN ] [sig       ] [2170/2211] Failed WTI after 0.3s | 4.03 sym/s | Total: 9.0m | ETA: 10.2s
[2025-09-29T22:27:18.602251] [INFO ] [sig       ] [2171/2211] Forecasting WTRG...
[2025-09-29T22:27:18.602328] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-09-29T22:27:18.602391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-09-29T22:27:18.612532] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WTRG'.
[2025-09-29T22:27:18.612925] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-09-29T22:27:18.639873] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:18.640690] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-09-29T22:27:18.640751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:18.640788] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:18.640818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:18.640877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:18.658955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:18.659556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:18.659664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:18.659721] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:18.692802] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:18.692942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:18.692987] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:18.693021] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:18.697057] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: DOWN (p=1.52%)
[2025-09-29T22:27:18.697888] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-09-29T22:27:18.698087] [INFO ] [sig       ] WTRG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:18.851629] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WTRG.txt
[2025-09-29T22:27:18.851865] [WARN ] [sig       ] [2171/2211] Failed WTRG after 0.2s | 4.03 sym/s | Total: 9.0m | ETA: 9.9s
[2025-09-29T22:27:18.851942] [INFO ] [sig       ] [2172/2211] Forecasting WTS...
[2025-09-29T22:27:18.851992] [INFO ] [sig       ] Generating forecast for: WTS
[2025-09-29T22:27:18.852058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-09-29T22:27:18.862497] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WTS'.
[2025-09-29T22:27:18.862861] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-09-29T22:27:18.888920] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:18.889725] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-09-29T22:27:18.889782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:18.889816] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:18.889845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:18.889937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:18.907849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:18.908391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:18.908477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:18.908512] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:18.941488] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:18.941622] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:18.941744] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:18.941808] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:18.945894] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=2.80%)
[2025-09-29T22:27:18.946213] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-09-29T22:27:18.946360] [INFO ] [sig       ] WTS: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:19.104043] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WTS.txt
[2025-09-29T22:27:19.104270] [WARN ] [sig       ] [2172/2211] Failed WTS after 0.3s | 4.03 sym/s | Total: 9.0m | ETA: 9.7s
[2025-09-29T22:27:19.104349] [INFO ] [sig       ] [2173/2211] Forecasting WTTR...
[2025-09-29T22:27:19.104389] [INFO ] [sig       ] Generating forecast for: WTTR
[2025-09-29T22:27:19.104422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTTR' from 'https://tdm.silogroup.org/data/derivative_storage/WTTR.csv'.
[2025-09-29T22:27:19.114326] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WTTR'.
[2025-09-29T22:27:19.114637] [INFO ] [FORECASTER] Starting predict_future for WTTR
[2025-09-29T22:27:19.140944] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:19.141770] [DEBUG] [LOCAL     ] No optimal features file found for WTTR: ./output/feature-sets/WTTR.txt
[2025-09-29T22:27:19.141828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:19.141864] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:19.141893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:19.141951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:19.160865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:19.161562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:19.161671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:19.161726] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:19.191229] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:19.191413] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:19.191495] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:19.191579] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:19.195347] [DEBUG] [FORECASTER] WTTR: Forecast T+1@11:T+2@11: DOWN (p=15.41%)
[2025-09-29T22:27:19.195619] [INFO ] [FORECASTER] Completed predict_future for WTTR
[2025-09-29T22:27:19.195787] [INFO ] [sig       ] WTTR: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:19.352430] [INFO ] [LOCAL     ] Saved forecast: WTTR	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WTTR.txt
[2025-09-29T22:27:19.352723] [WARN ] [sig       ] [2173/2211] Failed WTTR after 0.2s | 4.03 sym/s | Total: 9.0m | ETA: 9.4s
[2025-09-29T22:27:19.352807] [INFO ] [sig       ] [2174/2211] Forecasting WU...
[2025-09-29T22:27:19.352847] [INFO ] [sig       ] Generating forecast for: WU
[2025-09-29T22:27:19.352881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WU' from 'https://tdm.silogroup.org/data/derivative_storage/WU.csv'.
[2025-09-29T22:27:19.364871] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WU'.
[2025-09-29T22:27:19.365341] [INFO ] [FORECASTER] Starting predict_future for WU
[2025-09-29T22:27:19.397605] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:19.398673] [DEBUG] [LOCAL     ] No optimal features file found for WU: ./output/feature-sets/WU.txt
[2025-09-29T22:27:19.398738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:19.398776] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:19.398807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:19.398868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:19.420712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:19.421436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:19.421563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:19.421601] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:19.465065] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:19.465241] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:19.465286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:19.465318] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:19.469191] [DEBUG] [FORECASTER] WU: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2025-09-29T22:27:19.469486] [INFO ] [FORECASTER] Completed predict_future for WU
[2025-09-29T22:27:19.469667] [INFO ] [sig       ] WU: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:19.622695] [INFO ] [LOCAL     ] Saved forecast: WU	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WU.txt
[2025-09-29T22:27:19.622971] [WARN ] [sig       ] [2174/2211] Failed WU after 0.3s | 4.03 sym/s | Total: 9.0m | ETA: 9.2s
[2025-09-29T22:27:19.623059] [INFO ] [sig       ] [2175/2211] Forecasting WWW...
[2025-09-29T22:27:19.623101] [INFO ] [sig       ] Generating forecast for: WWW
[2025-09-29T22:27:19.623137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWW' from 'https://tdm.silogroup.org/data/derivative_storage/WWW.csv'.
[2025-09-29T22:27:19.633962] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WWW'.
[2025-09-29T22:27:19.634339] [INFO ] [FORECASTER] Starting predict_future for WWW
[2025-09-29T22:27:19.660324] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:19.661218] [DEBUG] [LOCAL     ] No optimal features file found for WWW: ./output/feature-sets/WWW.txt
[2025-09-29T22:27:19.661280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:19.661330] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:19.661359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:19.661417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:19.679468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:19.680356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:19.680448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:19.680486] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:19.717042] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:19.717247] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:19.717302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:19.717337] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:19.721205] [DEBUG] [FORECASTER] WWW: Forecast T+1@11:T+2@11: UP (p=67.39%)
[2025-09-29T22:27:19.721509] [INFO ] [FORECASTER] Completed predict_future for WWW
[2025-09-29T22:27:19.721674] [INFO ] [sig       ] WWW: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:19.883512] [INFO ] [LOCAL     ] Saved forecast: WWW	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/WWW.txt
[2025-09-29T22:27:19.883791] [WARN ] [sig       ] [2175/2211] Failed WWW after 0.3s | 4.03 sym/s | Total: 9.0m | ETA: 8.9s
[2025-09-29T22:27:19.883872] [INFO ] [sig       ] [2176/2211] Forecasting WY...
[2025-09-29T22:27:19.883912] [INFO ] [sig       ] Generating forecast for: WY
[2025-09-29T22:27:19.883946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-09-29T22:27:19.895510] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'WY'.
[2025-09-29T22:27:19.895915] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-09-29T22:27:19.928481] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:19.929365] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-09-29T22:27:19.929425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:19.929461] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:19.929492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:19.929554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:19.950047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:19.950751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:19.950845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:19.950914] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:19.990201] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:19.990369] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:19.990413] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:19.990445] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:19.994119] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=13.79%)
[2025-09-29T22:27:19.994413] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-09-29T22:27:19.994560] [INFO ] [sig       ] WY: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:20.147389] [INFO ] [LOCAL     ] Saved forecast: WY	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/WY.txt
[2025-09-29T22:27:20.147629] [WARN ] [sig       ] [2176/2211] Failed WY after 0.3s | 4.03 sym/s | Total: 9.0m | ETA: 8.7s
[2025-09-29T22:27:20.147730] [INFO ] [sig       ] [2177/2211] Forecasting XFLT...
[2025-09-29T22:27:20.147770] [INFO ] [sig       ] Generating forecast for: XFLT
[2025-09-29T22:27:20.147803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XFLT' from 'https://tdm.silogroup.org/data/derivative_storage/XFLT.csv'.
[2025-09-29T22:27:20.158440] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'XFLT'.
[2025-09-29T22:27:20.158903] [INFO ] [FORECASTER] Starting predict_future for XFLT
[2025-09-29T22:27:20.187234] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:20.188119] [DEBUG] [LOCAL     ] No optimal features file found for XFLT: ./output/feature-sets/XFLT.txt
[2025-09-29T22:27:20.188177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:20.188213] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:20.188242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:20.188300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:20.207321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:20.208266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:20.208367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:20.208405] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:20.245714] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:20.245892] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:20.245938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:20.245967] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:20.249673] [DEBUG] [FORECASTER] XFLT: Forecast T+1@11:T+2@11: UP (p=92.17%)
[2025-09-29T22:27:20.249961] [INFO ] [FORECASTER] Completed predict_future for XFLT
[2025-09-29T22:27:20.250100] [INFO ] [sig       ] XFLT: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:20.401041] [INFO ] [LOCAL     ] Saved forecast: XFLT	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/XFLT.txt
[2025-09-29T22:27:20.401287] [WARN ] [sig       ] [2177/2211] Failed XFLT after 0.3s | 4.03 sym/s | Total: 9.0m | ETA: 8.4s
[2025-09-29T22:27:20.401366] [INFO ] [sig       ] [2178/2211] Forecasting XHR...
[2025-09-29T22:27:20.401408] [INFO ] [sig       ] Generating forecast for: XHR
[2025-09-29T22:27:20.401441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XHR' from 'https://tdm.silogroup.org/data/derivative_storage/XHR.csv'.
[2025-09-29T22:27:20.412856] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'XHR'.
[2025-09-29T22:27:20.413285] [INFO ] [FORECASTER] Starting predict_future for XHR
[2025-09-29T22:27:20.440718] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:20.441565] [DEBUG] [LOCAL     ] No optimal features file found for XHR: ./output/feature-sets/XHR.txt
[2025-09-29T22:27:20.441623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:20.441712] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:20.441759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:20.441826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:20.460556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:20.461271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:20.461372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:20.461410] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:20.500859] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:20.501037] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:20.501081] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:20.501111] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:20.506847] [DEBUG] [FORECASTER] XHR: Forecast T+1@11:T+2@11: UP (p=88.60%)
[2025-09-29T22:27:20.507185] [INFO ] [FORECASTER] Completed predict_future for XHR
[2025-09-29T22:27:20.507349] [INFO ] [sig       ] XHR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:20.678403] [INFO ] [LOCAL     ] Saved forecast: XHR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/XHR.txt
[2025-09-29T22:27:20.678694] [WARN ] [sig       ] [2178/2211] Failed XHR after 0.3s | 4.03 sym/s | Total: 9.0m | ETA: 8.2s
[2025-09-29T22:27:20.678791] [INFO ] [sig       ] [2179/2211] Forecasting XOM...
[2025-09-29T22:27:20.678863] [INFO ] [sig       ] Generating forecast for: XOM
[2025-09-29T22:27:20.678918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-09-29T22:27:20.689313] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'XOM'.
[2025-09-29T22:27:20.689684] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-09-29T22:27:20.715749] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:20.716528] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-09-29T22:27:20.716585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:20.716621] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:20.716682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:20.716759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:20.735124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:20.735711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:20.735798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:20.735833] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:20.778513] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:20.778705] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:20.778777] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:20.778868] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:20.783134] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=2.73%)
[2025-09-29T22:27:20.783574] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-09-29T22:27:20.783778] [INFO ] [sig       ] XOM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:20.943093] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/XOM.txt
[2025-09-29T22:27:20.943300] [WARN ] [sig       ] [2179/2211] Failed XOM after 0.3s | 4.03 sym/s | Total: 9.0m | ETA: 7.9s
[2025-09-29T22:27:20.943376] [INFO ] [sig       ] [2180/2211] Forecasting XPER...
[2025-09-29T22:27:20.943416] [INFO ] [sig       ] Generating forecast for: XPER
[2025-09-29T22:27:20.943449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPER' from 'https://tdm.silogroup.org/data/derivative_storage/XPER.csv'.
[2025-09-29T22:27:20.953024] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'XPER'.
[2025-09-29T22:27:20.953318] [INFO ] [FORECASTER] Starting predict_future for XPER
[2025-09-29T22:27:20.980384] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:20.981181] [DEBUG] [LOCAL     ] No optimal features file found for XPER: ./output/feature-sets/XPER.txt
[2025-09-29T22:27:20.981241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:20.981280] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:20.981310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:20.981370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:21.000234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:21.000839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:21.000926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:21.000962] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:21.034140] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:21.034247] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:21.034286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:21.034317] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:21.037896] [DEBUG] [FORECASTER] XPER: Forecast T+1@11:T+2@11: UP (p=93.38%)
[2025-09-29T22:27:21.038167] [INFO ] [FORECASTER] Completed predict_future for XPER
[2025-09-29T22:27:21.038295] [INFO ] [sig       ] XPER: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:21.189280] [INFO ] [LOCAL     ] Saved forecast: XPER	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/XPER.txt
[2025-09-29T22:27:21.189533] [WARN ] [sig       ] [2180/2211] Failed XPER after 0.2s | 4.03 sym/s | Total: 9.0m | ETA: 7.7s
[2025-09-29T22:27:21.189609] [INFO ] [sig       ] [2181/2211] Forecasting XPEV...
[2025-09-29T22:27:21.189677] [INFO ] [sig       ] Generating forecast for: XPEV
[2025-09-29T22:27:21.189730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEV' from 'https://tdm.silogroup.org/data/derivative_storage/XPEV.csv'.
[2025-09-29T22:27:21.200154] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'XPEV'.
[2025-09-29T22:27:21.200486] [INFO ] [FORECASTER] Starting predict_future for XPEV
[2025-09-29T22:27:21.226899] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:21.227762] [DEBUG] [LOCAL     ] No optimal features file found for XPEV: ./output/feature-sets/XPEV.txt
[2025-09-29T22:27:21.227820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:21.227855] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:21.227885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:21.227943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:21.246096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:21.246714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:21.246800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:21.246837] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:21.281969] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:21.282105] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:21.282145] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:21.282175] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:21.285526] [DEBUG] [FORECASTER] XPEV: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-09-29T22:27:21.285884] [INFO ] [FORECASTER] Completed predict_future for XPEV
[2025-09-29T22:27:21.286027] [INFO ] [sig       ] XPEV: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:21.444457] [INFO ] [LOCAL     ] Saved forecast: XPEV	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/XPEV.txt
[2025-09-29T22:27:21.444704] [WARN ] [sig       ] [2181/2211] Failed XPEV after 0.3s | 4.03 sym/s | Total: 9.0m | ETA: 7.5s
[2025-09-29T22:27:21.444821] [INFO ] [sig       ] [2182/2211] Forecasting XPO...
[2025-09-29T22:27:21.444869] [INFO ] [sig       ] Generating forecast for: XPO
[2025-09-29T22:27:21.444948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-09-29T22:27:21.455592] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'XPO'.
[2025-09-29T22:27:21.455993] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-09-29T22:27:21.482638] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:21.483425] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-09-29T22:27:21.483487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:21.483542] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:21.483572] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:21.483633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:21.503433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:21.504051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:21.504170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:21.504229] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:21.540547] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:21.540710] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:21.540767] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:21.540801] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:21.544427] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: UP (p=69.93%)
[2025-09-29T22:27:21.544755] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-09-29T22:27:21.544894] [INFO ] [sig       ] XPO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:21.700965] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/XPO.txt
[2025-09-29T22:27:21.701230] [WARN ] [sig       ] [2182/2211] Failed XPO after 0.3s | 4.03 sym/s | Total: 9.0m | ETA: 7.2s
[2025-09-29T22:27:21.701312] [INFO ] [sig       ] [2183/2211] Forecasting XPOF...
[2025-09-29T22:27:21.701356] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-09-29T22:27:21.701395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-09-29T22:27:21.712062] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'XPOF'.
[2025-09-29T22:27:21.712411] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-09-29T22:27:21.739715] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:21.740592] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-09-29T22:27:21.740676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:21.740731] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:21.740765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:21.740827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:21.761363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:21.762258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:21.762354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:21.762392] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:21.798175] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:21.798372] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:21.798452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:21.798498] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:21.802193] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-09-29T22:27:21.802473] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-09-29T22:27:21.802609] [INFO ] [sig       ] XPOF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:21.958527] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/XPOF.txt
[2025-09-29T22:27:21.958844] [WARN ] [sig       ] [2183/2211] Failed XPOF after 0.3s | 4.03 sym/s | Total: 9.0m | ETA: 7.0s
[2025-09-29T22:27:21.958932] [INFO ] [sig       ] [2184/2211] Forecasting XPRO...
[2025-09-29T22:27:21.958973] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-09-29T22:27:21.959009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-09-29T22:27:21.969499] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'XPRO'.
[2025-09-29T22:27:21.969878] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-09-29T22:27:21.998292] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:21.999173] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-09-29T22:27:21.999231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:21.999266] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:21.999295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:21.999354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:22.018795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:22.019697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:22.019794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:22.019834] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:22.059832] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:22.059991] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:22.060033] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:22.060064] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:22.063539] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: UP (p=81.76%)
[2025-09-29T22:27:22.063849] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-09-29T22:27:22.063987] [INFO ] [sig       ] XPRO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:22.220511] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/XPRO.txt
[2025-09-29T22:27:22.220780] [WARN ] [sig       ] [2184/2211] Failed XPRO after 0.3s | 4.03 sym/s | Total: 9.0m | ETA: 6.7s
[2025-09-29T22:27:22.220865] [INFO ] [sig       ] [2185/2211] Forecasting XYF...
[2025-09-29T22:27:22.220906] [INFO ] [sig       ] Generating forecast for: XYF
[2025-09-29T22:27:22.220939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-09-29T22:27:22.232039] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'XYF'.
[2025-09-29T22:27:22.232349] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-09-29T22:27:22.260915] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:22.261820] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-09-29T22:27:22.261880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:22.261917] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:22.261949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:22.262069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:22.281939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:22.282560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:22.282678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:22.282746] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:22.320539] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:22.320712] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:22.320766] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:22.320799] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:22.324502] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=5.84%)
[2025-09-29T22:27:22.324831] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-09-29T22:27:22.324978] [INFO ] [sig       ] XYF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:22.478882] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/XYF.txt
[2025-09-29T22:27:22.479110] [WARN ] [sig       ] [2185/2211] Failed XYF after 0.3s | 4.03 sym/s | Total: 9.0m | ETA: 6.5s
[2025-09-29T22:27:22.479186] [INFO ] [sig       ] [2186/2211] Forecasting XYL...
[2025-09-29T22:27:22.479226] [INFO ] [sig       ] Generating forecast for: XYL
[2025-09-29T22:27:22.479258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-09-29T22:27:22.490481] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'XYL'.
[2025-09-29T22:27:22.490851] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-09-29T22:27:22.517782] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:22.518633] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-09-29T22:27:22.518717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:22.518756] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:22.518785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:22.518844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:22.537814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:22.538782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:22.538884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:22.538920] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:22.591174] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:22.591351] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:22.591396] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:22.591427] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:22.596148] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: DOWN (p=11.97%)
[2025-09-29T22:27:22.596503] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-09-29T22:27:22.596682] [INFO ] [sig       ] XYL: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:22.759549] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/XYL.txt
[2025-09-29T22:27:22.759809] [WARN ] [sig       ] [2186/2211] Failed XYL after 0.3s | 4.03 sym/s | Total: 9.1m | ETA: 6.2s
[2025-09-29T22:27:22.759892] [INFO ] [sig       ] [2187/2211] Forecasting YALA...
[2025-09-29T22:27:22.759933] [INFO ] [sig       ] Generating forecast for: YALA
[2025-09-29T22:27:22.759968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-09-29T22:27:22.770543] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'YALA'.
[2025-09-29T22:27:22.770924] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-09-29T22:27:22.796702] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:22.797566] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-09-29T22:27:22.797624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:22.797693] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:22.797744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:22.797820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:22.816315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:22.817463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:22.817576] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:22.817635] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:22.877687] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:22.877862] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:22.877909] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:22.877942] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:22.881800] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: UP (p=73.13%)
[2025-09-29T22:27:22.882098] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-09-29T22:27:22.882242] [INFO ] [sig       ] YALA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:23.035801] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/YALA.txt
[2025-09-29T22:27:23.036071] [WARN ] [sig       ] [2187/2211] Failed YALA after 0.3s | 4.03 sym/s | Total: 9.1m | ETA: 6.0s
[2025-09-29T22:27:23.036151] [INFO ] [sig       ] [2188/2211] Forecasting YELP...
[2025-09-29T22:27:23.036191] [INFO ] [sig       ] Generating forecast for: YELP
[2025-09-29T22:27:23.036223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-09-29T22:27:23.047617] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'YELP'.
[2025-09-29T22:27:23.048021] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-09-29T22:27:23.077611] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:23.078536] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-09-29T22:27:23.078610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:23.078693] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:23.078744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:23.078807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:23.099449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:23.100117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:23.100229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:23.100307] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:23.140374] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:23.140560] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:23.140606] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:23.140638] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:23.145053] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=55.89%)
[2025-09-29T22:27:23.145408] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-09-29T22:27:23.145573] [INFO ] [sig       ] YELP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:23.304453] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/YELP.txt
[2025-09-29T22:27:23.304715] [WARN ] [sig       ] [2188/2211] Failed YELP after 0.3s | 4.03 sym/s | Total: 9.1m | ETA: 5.7s
[2025-09-29T22:27:23.304800] [INFO ] [sig       ] [2189/2211] Forecasting YETI...
[2025-09-29T22:27:23.304843] [INFO ] [sig       ] Generating forecast for: YETI
[2025-09-29T22:27:23.304879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-09-29T22:27:23.315677] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'YETI'.
[2025-09-29T22:27:23.316067] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-09-29T22:27:23.342769] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:23.343605] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-09-29T22:27:23.343694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:23.343770] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:23.343805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:23.343866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:23.364501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:23.365258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:23.365351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:23.365389] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:23.405027] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:23.405210] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:23.405257] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:23.405291] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:23.409662] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: UP (p=58.63%)
[2025-09-29T22:27:23.410095] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-09-29T22:27:23.410252] [INFO ] [sig       ] YETI: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:23.579226] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/YETI.txt
[2025-09-29T22:27:23.579463] [WARN ] [sig       ] [2189/2211] Failed YETI after 0.3s | 4.03 sym/s | Total: 9.1m | ETA: 5.5s
[2025-09-29T22:27:23.579562] [INFO ] [sig       ] [2190/2211] Forecasting YEXT...
[2025-09-29T22:27:23.579609] [INFO ] [sig       ] Generating forecast for: YEXT
[2025-09-29T22:27:23.579673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YEXT' from 'https://tdm.silogroup.org/data/derivative_storage/YEXT.csv'.
[2025-09-29T22:27:23.590975] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'YEXT'.
[2025-09-29T22:27:23.591429] [INFO ] [FORECASTER] Starting predict_future for YEXT
[2025-09-29T22:27:23.619772] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:23.620619] [DEBUG] [LOCAL     ] No optimal features file found for YEXT: ./output/feature-sets/YEXT.txt
[2025-09-29T22:27:23.620722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:23.620765] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:23.620794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:23.620854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:23.639458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:23.640206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:23.640299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:23.640336] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:23.682293] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:23.682459] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:23.682505] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:23.682539] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:23.686323] [DEBUG] [FORECASTER] YEXT: Forecast T+1@11:T+2@11: DOWN (p=42.29%)
[2025-09-29T22:27:23.686614] [INFO ] [FORECASTER] Completed predict_future for YEXT
[2025-09-29T22:27:23.686794] [INFO ] [sig       ] YEXT: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:23.845905] [INFO ] [LOCAL     ] Saved forecast: YEXT	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/YEXT.txt
[2025-09-29T22:27:23.846137] [WARN ] [sig       ] [2190/2211] Failed YEXT after 0.3s | 4.03 sym/s | Total: 9.1m | ETA: 5.2s
[2025-09-29T22:27:23.846216] [INFO ] [sig       ] [2191/2211] Forecasting YMM...
[2025-09-29T22:27:23.846260] [INFO ] [sig       ] Generating forecast for: YMM
[2025-09-29T22:27:23.846294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-09-29T22:27:23.857628] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'YMM'.
[2025-09-29T22:27:23.857991] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-09-29T22:27:23.884220] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:23.885052] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-09-29T22:27:23.885110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:23.885147] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:23.885178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:23.885240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:23.904271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:23.905107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:23.905244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:23.905345] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:23.949015] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:23.949265] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:23.949321] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:23.949357] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:23.953988] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: DOWN (p=10.18%)
[2025-09-29T22:27:23.954408] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-09-29T22:27:23.954574] [INFO ] [sig       ] YMM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:24.112700] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/YMM.txt
[2025-09-29T22:27:24.113002] [WARN ] [sig       ] [2191/2211] Failed YMM after 0.3s | 4.02 sym/s | Total: 9.1m | ETA: 5.0s
[2025-09-29T22:27:24.113092] [INFO ] [sig       ] [2192/2211] Forecasting YOU...
[2025-09-29T22:27:24.113135] [INFO ] [sig       ] Generating forecast for: YOU
[2025-09-29T22:27:24.113171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YOU' from 'https://tdm.silogroup.org/data/derivative_storage/YOU.csv'.
[2025-09-29T22:27:24.124584] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'YOU'.
[2025-09-29T22:27:24.125021] [INFO ] [FORECASTER] Starting predict_future for YOU
[2025-09-29T22:27:24.156670] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:24.157602] [DEBUG] [LOCAL     ] No optimal features file found for YOU: ./output/feature-sets/YOU.txt
[2025-09-29T22:27:24.157690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:24.157741] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:24.157773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:24.157834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:24.177200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:24.178079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:24.178174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:24.178211] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:24.216624] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:24.216821] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:24.216871] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:24.216905] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:24.220820] [DEBUG] [FORECASTER] YOU: Forecast T+1@11:T+2@11: UP (p=69.03%)
[2025-09-29T22:27:24.221107] [INFO ] [FORECASTER] Completed predict_future for YOU
[2025-09-29T22:27:24.221250] [INFO ] [sig       ] YOU: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:24.381787] [INFO ] [LOCAL     ] Saved forecast: YOU	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/YOU.txt
[2025-09-29T22:27:24.382057] [WARN ] [sig       ] [2192/2211] Failed YOU after 0.3s | 4.02 sym/s | Total: 9.1m | ETA: 4.7s
[2025-09-29T22:27:24.382138] [INFO ] [sig       ] [2193/2211] Forecasting YPF...
[2025-09-29T22:27:24.382182] [INFO ] [sig       ] Generating forecast for: YPF
[2025-09-29T22:27:24.382215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-09-29T22:27:24.392928] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'YPF'.
[2025-09-29T22:27:24.393300] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-09-29T22:27:24.418704] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:24.419430] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-09-29T22:27:24.419487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:24.419522] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:24.419552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:24.419610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:24.437528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:24.438119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:24.438204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:24.438238] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:24.472803] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:24.472937] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:24.472978] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:24.473007] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:24.476406] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: DOWN (p=10.80%)
[2025-09-29T22:27:24.476783] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-09-29T22:27:24.476937] [INFO ] [sig       ] YPF: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:24.626615] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/YPF.txt
[2025-09-29T22:27:24.626910] [WARN ] [sig       ] [2193/2211] Failed YPF after 0.2s | 4.02 sym/s | Total: 9.1m | ETA: 4.5s
[2025-09-29T22:27:24.626992] [INFO ] [sig       ] [2194/2211] Forecasting YRD...
[2025-09-29T22:27:24.627033] [INFO ] [sig       ] Generating forecast for: YRD
[2025-09-29T22:27:24.627067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-09-29T22:27:24.636962] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'YRD'.
[2025-09-29T22:27:24.637375] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-09-29T22:27:24.663615] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:24.664409] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-09-29T22:27:24.664464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:24.664498] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:24.664526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:24.664583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:24.682447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:24.683102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:24.683191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:24.683226] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:24.722136] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:24.722303] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:24.722346] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:24.722376] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:24.725891] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=55.55%)
[2025-09-29T22:27:24.726166] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-09-29T22:27:24.726306] [INFO ] [sig       ] YRD: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:24.880884] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/YRD.txt
[2025-09-29T22:27:24.881129] [WARN ] [sig       ] [2194/2211] Failed YRD after 0.3s | 4.02 sym/s | Total: 9.1m | ETA: 4.2s
[2025-09-29T22:27:24.881206] [INFO ] [sig       ] [2195/2211] Forecasting YSG...
[2025-09-29T22:27:24.881248] [INFO ] [sig       ] Generating forecast for: YSG
[2025-09-29T22:27:24.881280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-09-29T22:27:24.891553] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'YSG'.
[2025-09-29T22:27:24.891891] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-09-29T22:27:24.918562] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:24.919372] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-09-29T22:27:24.919430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:24.919468] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:24.919499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:24.919560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:24.937988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:24.938542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:24.938627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:24.938724] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:24.976754] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:24.976969] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:24.977018] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:24.977049] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:24.982794] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: DOWN (p=22.55%)
[2025-09-29T22:27:24.983084] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-09-29T22:27:24.983218] [INFO ] [sig       ] YSG: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:25.132918] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/YSG.txt
[2025-09-29T22:27:25.133149] [WARN ] [sig       ] [2195/2211] Failed YSG after 0.3s | 4.02 sym/s | Total: 9.1m | ETA: 4.0s
[2025-09-29T22:27:25.133226] [INFO ] [sig       ] [2196/2211] Forecasting YUM...
[2025-09-29T22:27:25.133267] [INFO ] [sig       ] Generating forecast for: YUM
[2025-09-29T22:27:25.133300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-09-29T22:27:25.144138] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'YUM'.
[2025-09-29T22:27:25.144540] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-09-29T22:27:25.171158] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:25.171994] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-09-29T22:27:25.172051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:25.172107] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:25.172139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:25.172248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:25.190533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:25.191322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:25.191411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:25.191447] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:25.233569] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:25.233966] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:25.234028] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:25.234062] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:25.238052] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: UP (p=61.21%)
[2025-09-29T22:27:25.238446] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-09-29T22:27:25.238620] [INFO ] [sig       ] YUM: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:25.392981] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/YUM.txt
[2025-09-29T22:27:25.393301] [WARN ] [sig       ] [2196/2211] Failed YUM after 0.3s | 4.02 sym/s | Total: 9.1m | ETA: 3.7s
[2025-09-29T22:27:25.393430] [INFO ] [sig       ] [2197/2211] Forecasting YUMC...
[2025-09-29T22:27:25.393517] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-09-29T22:27:25.393571] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-09-29T22:27:25.407097] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'YUMC'.
[2025-09-29T22:27:25.407606] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-09-29T22:27:25.436247] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:25.437153] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-09-29T22:27:25.437221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:25.437268] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:25.437302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:25.437371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:25.456690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:25.457601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:25.457725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:25.457772] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:25.495114] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:25.495291] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:25.495336] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:25.495367] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:25.499104] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: DOWN (p=29.37%)
[2025-09-29T22:27:25.499415] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-09-29T22:27:25.499611] [INFO ] [sig       ] YUMC: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:25.655344] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/YUMC.txt
[2025-09-29T22:27:25.655617] [WARN ] [sig       ] [2197/2211] Failed YUMC after 0.3s | 4.02 sym/s | Total: 9.1m | ETA: 3.5s
[2025-09-29T22:27:25.655718] [INFO ] [sig       ] [2198/2211] Forecasting ZBH...
[2025-09-29T22:27:25.655760] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-09-29T22:27:25.655792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-09-29T22:27:25.667185] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ZBH'.
[2025-09-29T22:27:25.667594] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-09-29T22:27:25.694531] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:25.695379] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-09-29T22:27:25.695437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:25.695474] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:25.695504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:25.695564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:25.714874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:25.715843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:25.715940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:25.715975] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:25.754895] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:25.755069] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:25.755114] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:25.755146] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:25.758855] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: DOWN (p=3.55%)
[2025-09-29T22:27:25.759145] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-09-29T22:27:25.759298] [INFO ] [sig       ] ZBH: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:25.907864] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ZBH.txt
[2025-09-29T22:27:25.908093] [WARN ] [sig       ] [2198/2211] Failed ZBH after 0.3s | 4.02 sym/s | Total: 9.1m | ETA: 3.2s
[2025-09-29T22:27:25.908170] [INFO ] [sig       ] [2199/2211] Forecasting ZEPP...
[2025-09-29T22:27:25.908210] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-09-29T22:27:25.908289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-09-29T22:27:25.919318] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ZEPP'.
[2025-09-29T22:27:25.919813] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-09-29T22:27:25.947363] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:25.948229] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-09-29T22:27:25.948289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:25.948326] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:25.948356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:25.948416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:25.968500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:25.969438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:25.969557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:25.969848] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:26.011371] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:26.011557] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:26.011605] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:26.011638] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:26.015483] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=29.26%)
[2025-09-29T22:27:26.015817] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-09-29T22:27:26.015974] [INFO ] [sig       ] ZEPP: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:26.173623] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ZEPP.txt
[2025-09-29T22:27:26.173892] [WARN ] [sig       ] [2199/2211] Failed ZEPP after 0.3s | 4.02 sym/s | Total: 9.1m | ETA: 3.0s
[2025-09-29T22:27:26.173972] [INFO ] [sig       ] [2200/2211] Forecasting ZETA...
[2025-09-29T22:27:26.174014] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-09-29T22:27:26.174048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-09-29T22:27:26.184717] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ZETA'.
[2025-09-29T22:27:26.185048] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-09-29T22:27:26.211755] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:26.212599] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-09-29T22:27:26.212683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:26.212735] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:26.212768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:26.212828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:26.231501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:26.232209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:26.232297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:26.232333] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:26.276681] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:26.276851] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:26.276896] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:26.276927] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:26.280982] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: DOWN (p=16.58%)
[2025-09-29T22:27:26.281270] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-09-29T22:27:26.281408] [INFO ] [sig       ] ZETA: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:26.444167] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ZETA.txt
[2025-09-29T22:27:26.444425] [WARN ] [sig       ] [2200/2211] Failed ZETA after 0.3s | 4.02 sym/s | Total: 9.1m | ETA: 2.7s
[2025-09-29T22:27:26.444507] [INFO ] [sig       ] [2201/2211] Forecasting ZGN...
[2025-09-29T22:27:26.444550] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-09-29T22:27:26.444584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-09-29T22:27:26.454324] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ZGN'.
[2025-09-29T22:27:26.454681] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-09-29T22:27:26.481907] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:26.482836] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-09-29T22:27:26.482893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:26.482972] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:26.483026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:26.483096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:26.502592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:26.503277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:26.503367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:26.503403] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:26.541219] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:26.541397] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:26.541443] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:26.541474] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:26.545114] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-09-29T22:27:26.545395] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-09-29T22:27:26.545529] [INFO ] [sig       ] ZGN: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:26.698419] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ZGN.txt
[2025-09-29T22:27:26.698684] [WARN ] [sig       ] [2201/2211] Failed ZGN after 0.3s | 4.02 sym/s | Total: 9.1m | ETA: 2.5s
[2025-09-29T22:27:26.698779] [INFO ] [sig       ] [2202/2211] Forecasting ZH...
[2025-09-29T22:27:26.698820] [INFO ] [sig       ] Generating forecast for: ZH
[2025-09-29T22:27:26.698853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-09-29T22:27:26.710319] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ZH'.
[2025-09-29T22:27:26.710688] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-09-29T22:27:26.737588] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:26.738533] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-09-29T22:27:26.738592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:26.738628] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:26.738700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:26.738830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:26.758261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:26.759217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:26.759330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:26.759382] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:26.795427] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:26.795571] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:26.795615] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:26.795674] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:26.799219] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: UP (p=95.13%)
[2025-09-29T22:27:26.799497] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-09-29T22:27:26.799626] [INFO ] [sig       ] ZH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:26.946895] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ZH.txt
[2025-09-29T22:27:26.947122] [WARN ] [sig       ] [2202/2211] Failed ZH after 0.2s | 4.02 sym/s | Total: 9.1m | ETA: 2.2s
[2025-09-29T22:27:26.947226] [INFO ] [sig       ] [2203/2211] Forecasting ZIM...
[2025-09-29T22:27:26.947266] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-09-29T22:27:26.947300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-09-29T22:27:26.958166] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ZIM'.
[2025-09-29T22:27:26.958503] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-09-29T22:27:26.984679] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:26.985465] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-09-29T22:27:26.985522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:26.985610] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:26.985688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:26.985765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:27.004243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:27.004881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:27.004999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:27.005065] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:27.040490] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:27.040617] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:27.040691] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:27.040739] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:27.044265] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=27.40%)
[2025-09-29T22:27:27.044609] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-09-29T22:27:27.044800] [INFO ] [sig       ] ZIM: Forecast for 2025-09-29: DOWN (sign=0.00)
[2025-09-29T22:27:27.194143] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-09-30	0 -> ./output/forecasts/individual/2025-09-30/ZIM.txt
[2025-09-29T22:27:27.194369] [WARN ] [sig       ] [2203/2211] Failed ZIM after 0.2s | 4.02 sym/s | Total: 9.1m | ETA: 2.0s
[2025-09-29T22:27:27.194447] [INFO ] [sig       ] [2204/2211] Forecasting ZIP...
[2025-09-29T22:27:27.194486] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-09-29T22:27:27.194520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-09-29T22:27:27.206143] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ZIP'.
[2025-09-29T22:27:27.206533] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-09-29T22:27:27.233720] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:27.234550] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-09-29T22:27:27.234610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:27.234677] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:27.234729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:27.234794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:27.253558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:27.254422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:27.254520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:27.254556] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:27.292572] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:27.292775] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:27.292831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:27.292867] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:27.296703] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: UP (p=72.19%)
[2025-09-29T22:27:27.297027] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-09-29T22:27:27.297217] [INFO ] [sig       ] ZIP: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:27.450939] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ZIP.txt
[2025-09-29T22:27:27.451237] [WARN ] [sig       ] [2204/2211] Failed ZIP after 0.3s | 4.02 sym/s | Total: 9.1m | ETA: 1.7s
[2025-09-29T22:27:27.451322] [INFO ] [sig       ] [2205/2211] Forecasting ZK...
[2025-09-29T22:27:27.451363] [INFO ] [sig       ] Generating forecast for: ZK
[2025-09-29T22:27:27.451397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZK' from 'https://tdm.silogroup.org/data/derivative_storage/ZK.csv'.
[2025-09-29T22:27:27.461787] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ZK'.
[2025-09-29T22:27:27.462205] [INFO ] [FORECASTER] Starting predict_future for ZK
[2025-09-29T22:27:27.488272] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:27.489134] [DEBUG] [LOCAL     ] No optimal features file found for ZK: ./output/feature-sets/ZK.txt
[2025-09-29T22:27:27.489191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:27.489225] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:27.489255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:27.489313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:27.507364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:27.508191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:27.508284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:27.508320] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:27.546502] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:27.546710] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:27.546774] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:27.546807] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:27.550600] [DEBUG] [FORECASTER] ZK: Forecast T+1@11:T+2@11: UP (p=95.63%)
[2025-09-29T22:27:27.550951] [INFO ] [FORECASTER] Completed predict_future for ZK
[2025-09-29T22:27:27.551159] [INFO ] [sig       ] ZK: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:27.720067] [INFO ] [LOCAL     ] Saved forecast: ZK	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ZK.txt
[2025-09-29T22:27:27.720314] [WARN ] [sig       ] [2205/2211] Failed ZK after 0.3s | 4.02 sym/s | Total: 9.1m | ETA: 1.5s
[2025-09-29T22:27:27.720398] [INFO ] [sig       ] [2206/2211] Forecasting ZKH...
[2025-09-29T22:27:27.720438] [INFO ] [sig       ] Generating forecast for: ZKH
[2025-09-29T22:27:27.720471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZKH' from 'https://tdm.silogroup.org/data/derivative_storage/ZKH.csv'.
[2025-09-29T22:27:27.731244] [DEBUG] [REMOTE    ] Successfully parsed 1793 rows of historical data for symbol 'ZKH'.
[2025-09-29T22:27:27.731791] [INFO ] [FORECASTER] Starting predict_future for ZKH
[2025-09-29T22:27:27.771060] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:27.772092] [DEBUG] [LOCAL     ] No optimal features file found for ZKH: ./output/feature-sets/ZKH.txt
[2025-09-29T22:27:27.772177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:27.772238] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:27.772272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:27.772360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:27.796406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:27.797349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:27.797447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:27.797484] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:27.841248] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:27.841453] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:27.841546] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:27.841620] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:27.846618] [DEBUG] [FORECASTER] ZKH: Forecast T+1@11:T+2@11: UP (p=76.44%)
[2025-09-29T22:27:27.847151] [INFO ] [FORECASTER] Completed predict_future for ZKH
[2025-09-29T22:27:27.847360] [INFO ] [sig       ] ZKH: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:28.004113] [INFO ] [LOCAL     ] Saved forecast: ZKH	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ZKH.txt
[2025-09-29T22:27:28.004427] [WARN ] [sig       ] [2206/2211] Failed ZKH after 0.3s | 4.02 sym/s | Total: 9.1m | ETA: 1.2s
[2025-09-29T22:27:28.004546] [INFO ] [sig       ] [2207/2211] Forecasting ZTO...
[2025-09-29T22:27:28.004586] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-09-29T22:27:28.004619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-09-29T22:27:28.015694] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ZTO'.
[2025-09-29T22:27:28.016102] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-09-29T22:27:28.044261] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:28.045270] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-09-29T22:27:28.045333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:28.045370] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:28.045400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:28.045460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:28.063932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:28.064794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:28.064887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:28.064924] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:28.105925] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:28.106122] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:28.106201] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:28.106252] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:28.110580] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: UP (p=93.74%)
[2025-09-29T22:27:28.111023] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-09-29T22:27:28.111196] [INFO ] [sig       ] ZTO: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:28.276794] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ZTO.txt
[2025-09-29T22:27:28.277058] [WARN ] [sig       ] [2207/2211] Failed ZTO after 0.3s | 4.02 sym/s | Total: 9.1m | ETA: 1.0s
[2025-09-29T22:27:28.277173] [INFO ] [sig       ] [2208/2211] Forecasting ZTR...
[2025-09-29T22:27:28.277226] [INFO ] [sig       ] Generating forecast for: ZTR
[2025-09-29T22:27:28.277263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTR' from 'https://tdm.silogroup.org/data/derivative_storage/ZTR.csv'.
[2025-09-29T22:27:28.287884] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ZTR'.
[2025-09-29T22:27:28.288268] [INFO ] [FORECASTER] Starting predict_future for ZTR
[2025-09-29T22:27:28.314277] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:28.315144] [DEBUG] [LOCAL     ] No optimal features file found for ZTR: ./output/feature-sets/ZTR.txt
[2025-09-29T22:27:28.315202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:28.315238] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:28.315270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:28.315331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:28.333630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:28.334275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:28.334361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:28.334398] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:28.371885] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:28.372032] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:28.372091] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:28.372179] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:28.375865] [DEBUG] [FORECASTER] ZTR: Forecast T+1@11:T+2@11: UP (p=68.73%)
[2025-09-29T22:27:28.376156] [INFO ] [FORECASTER] Completed predict_future for ZTR
[2025-09-29T22:27:28.376298] [INFO ] [sig       ] ZTR: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:28.535699] [INFO ] [LOCAL     ] Saved forecast: ZTR	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ZTR.txt
[2025-09-29T22:27:28.535956] [WARN ] [sig       ] [2208/2211] Failed ZTR after 0.3s | 4.02 sym/s | Total: 9.1m | ETA: 0.7s
[2025-09-29T22:27:28.536036] [INFO ] [sig       ] [2209/2211] Forecasting ZTS...
[2025-09-29T22:27:28.536078] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-09-29T22:27:28.536112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-09-29T22:27:28.546071] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ZTS'.
[2025-09-29T22:27:28.546375] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-09-29T22:27:28.572398] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:28.573167] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-09-29T22:27:28.573261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:28.573303] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:28.573335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:28.573396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:28.591663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:28.592234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:28.592318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:28.592354] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:28.625895] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:28.625986] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:28.626024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:28.626054] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:28.629391] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=69.90%)
[2025-09-29T22:27:28.629729] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-09-29T22:27:28.629892] [INFO ] [sig       ] ZTS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:28.784620] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ZTS.txt
[2025-09-29T22:27:28.784875] [WARN ] [sig       ] [2209/2211] Failed ZTS after 0.2s | 4.02 sym/s | Total: 9.2m | ETA: 0.5s
[2025-09-29T22:27:28.784957] [INFO ] [sig       ] [2210/2211] Forecasting ZVIA...
[2025-09-29T22:27:28.784998] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-09-29T22:27:28.785033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-09-29T22:27:28.795059] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ZVIA'.
[2025-09-29T22:27:28.795462] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-09-29T22:27:28.822250] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:28.823071] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-09-29T22:27:28.823129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:28.823165] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:28.823213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:28.823276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:28.842021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:28.842668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:28.842763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:28.842798] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:28.909605] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:28.909748] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:28.909801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:28.909834] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:28.913790] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: UP (p=79.81%)
[2025-09-29T22:27:28.914123] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-09-29T22:27:28.914270] [INFO ] [sig       ] ZVIA: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:29.065639] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ZVIA.txt
[2025-09-29T22:27:29.065902] [WARN ] [sig       ] [2210/2211] Failed ZVIA after 0.3s | 4.02 sym/s | Total: 9.2m | ETA: 0.2s
[2025-09-29T22:27:29.065977] [INFO ] [sig       ] [2211/2211] Forecasting ZWS...
[2025-09-29T22:27:29.066018] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-09-29T22:27:29.066049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-09-29T22:27:29.075957] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ZWS'.
[2025-09-29T22:27:29.076284] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-09-29T22:27:29.102182] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-29T22:27:29.102973] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-09-29T22:27:29.103032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-29T22:27:29.103067] [DEBUG] [FORECASTER] Starting train method
[2025-09-29T22:27:29.103096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-29T22:27:29.103154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-29T22:27:29.121514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-29T22:27:29.122105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-29T22:27:29.122189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-29T22:27:29.122226] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-29T22:27:29.166740] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-29T22:27:29.166925] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-29T22:27:29.166992] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-29T22:27:29.167029] [INFO ] [FORECASTER] Training complete
[2025-09-29T22:27:29.171009] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: UP (p=87.64%)
[2025-09-29T22:27:29.171312] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-09-29T22:27:29.171459] [INFO ] [sig       ] ZWS: Forecast for 2025-09-29: UP (sign=1.00)
[2025-09-29T22:27:29.329824] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-09-30	1 -> ./output/forecasts/individual/2025-09-30/ZWS.txt
[2025-09-29T22:27:29.330047] [WARN ] [sig       ] [2211/2211] Failed ZWS after 0.3s | 4.02 sym/s | Total: 9.2m | ETA: 0.0s
[2025-09-29T22:27:29.330200] [INFO ] [sig       ] ==================================================
[2025-09-29T22:27:29.330256] [INFO ] [sig       ] Forecasts complete: 2057/2211 symbols succeeded
[2025-09-29T22:27:29.330301] [WARN ] [sig       ] Failed symbols: A, AA, AAP, ABG, ACEL, ACP, ADM, ADNT, AFL, AG, AIT, ALK, ALL, ALUR, AMPY, APAM, APD, APG, AQN, ARDT, ARIS, ARLO, ARMK, AROC, AS, ASAN, ASC, ASG, ASIX, ASR, AVNT, AVTR, AWI, BAX, BBUC, BCAT, BEPH, BFS, BFZ, BGSF, BH, BHC, BHE, BIPC, BJ, BTT, BUR, BV, BWNB, BWSN, BXP, CABO, CACI, CADE, CAF, CAL, CALX, CAPL, CBAN, CGV, CMS, CNMD, CNQ, COMP, COUR, CPA, CPRI, CPS, CR, CRM, CSV, CURB, DBD, DBI, DBRG, DCI, DEO, DFP, DHR, DIAX, DMO, DOCS, DOW, DQ, DRI, DRLL, DSM, DSX, DVN, EAF, EARN, ECAT, ECC, EFR, EHAB, EICC, EIX, ELV, EME, EMO, EMP, ENR, ENS, ENVA, EPAC, EQH, EVC, EVEX, EVG, FBK, FBP, FCN, FDX, FFA, FG, FHI, GDL, GGT, KBR, LITB, MLM, NRG, NSC, OC, OGE, OKLO, OTIS, PCG, PCOR, PEG, PFE, PG, PGR, PHM, PM, PNC, PNR, PPL, QBTS, RCL, RNP, SE, SMR, SNOW, SO, SPOT, SRE, STEW, STT, TEN, TPH, TRC, UA, UAA
[2025-09-29T22:27:29.330376] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-09-29T22:27:29.330416] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-09-29T22:27:29.330524] [INFO ] [sig       ] Found 1 forecast dates to process
[2025-09-29T22:27:29.330577] [INFO ] [sig       ] [1/1] Processing report for 2025-09-30...
[2025-09-29T22:27:29.431148] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.431402] [DEBUG] [LOCAL     ] Loaded configuration for TNET: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.431745] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.432088] [DEBUG] [LOCAL     ] Loaded configuration for CON: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.432213] [DEBUG] [LOCAL     ] Loaded configuration for LXFR: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.432548] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 3 features, 50.0% accuracy
[2025-09-29T22:27:29.432707] [DEBUG] [LOCAL     ] Loaded configuration for PNW: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.432834] [DEBUG] [LOCAL     ] Loaded configuration for ABEV: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.432969] [DEBUG] [LOCAL     ] Loaded configuration for MP: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.433091] [DEBUG] [LOCAL     ] Loaded configuration for WK: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.433476] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.433844] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.434215] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.434332] [DEBUG] [LOCAL     ] Loaded configuration for MGRB: 2 features, 50.0% accuracy
[2025-09-29T22:27:29.434469] [DEBUG] [LOCAL     ] Loaded configuration for CEE: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.434609] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.434973] [DEBUG] [LOCAL     ] Loaded configuration for RGT: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.435171] [DEBUG] [LOCAL     ] Loaded configuration for LBRT: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.435315] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.435446] [DEBUG] [LOCAL     ] Loaded configuration for IOT: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.435752] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.435891] [DEBUG] [LOCAL     ] Loaded configuration for MIR: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.436239] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.436605] [DEBUG] [LOCAL     ] Loaded configuration for GDIV: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.437004] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.437351] [DEBUG] [LOCAL     ] Loaded configuration for QVCD: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.437734] [DEBUG] [LOCAL     ] Loaded configuration for TV: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.437921] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.438037] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.438171] [DEBUG] [LOCAL     ] Loaded configuration for J: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.438560] [DEBUG] [LOCAL     ] Loaded configuration for RPM: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.438730] [DEBUG] [LOCAL     ] Loaded configuration for DLR: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.438846] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.438996] [DEBUG] [LOCAL     ] Loaded configuration for WOW: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.439144] [DEBUG] [LOCAL     ] Loaded configuration for GHLD: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.439285] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.439697] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.440104] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.440260] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.440581] [DEBUG] [LOCAL     ] Loaded configuration for RY: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.440755] [DEBUG] [LOCAL     ] Loaded configuration for MVT: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.441134] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.441279] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.441696] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.441898] [DEBUG] [LOCAL     ] Loaded configuration for VIST: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.442211] [DEBUG] [LOCAL     ] Loaded configuration for PSA: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.442346] [DEBUG] [LOCAL     ] Loaded configuration for UVV: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.442685] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 50.0% accuracy
[2025-09-29T22:27:29.443010] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.443345] [DEBUG] [LOCAL     ] Loaded configuration for PFLT: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.443440] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.443558] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.444058] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 4 features, 100.0% accuracy
[2025-09-29T22:27:29.444203] [DEBUG] [LOCAL     ] Loaded configuration for GL: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.444341] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.444686] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.444803] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.444918] [DEBUG] [LOCAL     ] Loaded configuration for KMPR: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.445279] [DEBUG] [LOCAL     ] Loaded configuration for POST: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.445415] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.445729] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.445856] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-09-29T22:27:29.446225] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.446570] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.446939] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.447310] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.447684] [DEBUG] [LOCAL     ] Loaded configuration for SHW: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.448070] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.448443] [DEBUG] [LOCAL     ] Loaded configuration for NSA: 5 features, 70.0% accuracy
[2025-09-29T22:27:29.448750] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.449076] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.449214] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.449329] [DEBUG] [LOCAL     ] Loaded configuration for ACV: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.449625] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.449832] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 50.0% accuracy
[2025-09-29T22:27:29.450175] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.450452] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.450582] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.450936] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.451129] [DEBUG] [LOCAL     ] Loaded configuration for MFSG: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.451579] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.451745] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.451870] [DEBUG] [LOCAL     ] Loaded configuration for NXRT: 1 features, 100.0% accuracy
[2025-09-29T22:27:29.452225] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 6 features, 80.0% accuracy
[2025-09-29T22:27:29.452522] [DEBUG] [LOCAL     ] Loaded configuration for HGER: 3 features, 50.0% accuracy
[2025-09-29T22:27:29.452678] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.452810] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.453229] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.453351] [DEBUG] [LOCAL     ] Loaded configuration for RDDT: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.453486] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.453773] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.453904] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.454185] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.454311] [DEBUG] [LOCAL     ] Loaded configuration for UZF: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.454495] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.454921] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.455282] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.455556] [DEBUG] [LOCAL     ] Loaded configuration for WTTR: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.455954] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-09-29T22:27:29.456299] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.456682] [DEBUG] [LOCAL     ] Loaded configuration for SILA: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.457002] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.457171] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 0 features, 90.0% accuracy
[2025-09-29T22:27:29.457312] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 50.0% accuracy
[2025-09-29T22:27:29.457614] [DEBUG] [LOCAL     ] Loaded configuration for HYT: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.457791] [DEBUG] [LOCAL     ] Loaded configuration for BIT: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.458081] [DEBUG] [LOCAL     ] Loaded configuration for YEXT: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.458207] [DEBUG] [LOCAL     ] Loaded configuration for VHI: 4 features, 60.0% accuracy
[2025-09-29T22:27:29.458528] [DEBUG] [LOCAL     ] Loaded configuration for FTV: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.458680] [DEBUG] [LOCAL     ] Loaded configuration for ZTR: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.458806] [DEBUG] [LOCAL     ] Loaded configuration for VATE: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.459097] [DEBUG] [LOCAL     ] Loaded configuration for AHT: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.459411] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 5 features, 70.0% accuracy
[2025-09-29T22:27:29.459543] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.459890] [DEBUG] [LOCAL     ] Loaded configuration for IP: 3 features, 50.0% accuracy
[2025-09-29T22:27:29.460257] [DEBUG] [LOCAL     ] Loaded configuration for BGT: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.460584] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.460928] [DEBUG] [LOCAL     ] Loaded configuration for CB: 1 features, 100.0% accuracy
[2025-09-29T22:27:29.461254] [DEBUG] [LOCAL     ] Loaded configuration for PDT: 0 features, 40.0% accuracy
[2025-09-29T22:27:29.461396] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.461544] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.461700] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.462001] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.462126] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.462435] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.462755] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 60.0% accuracy
[2025-09-29T22:27:29.463060] [DEBUG] [LOCAL     ] Loaded configuration for NXDT: 2 features, 50.0% accuracy
[2025-09-29T22:27:29.463189] [DEBUG] [LOCAL     ] Loaded configuration for LION: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.463518] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 0 features, 50.0% accuracy
[2025-09-29T22:27:29.463823] [DEBUG] [LOCAL     ] Loaded configuration for TISI: 1 features, 40.0% accuracy
[2025-09-29T22:27:29.463967] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.464091] [DEBUG] [LOCAL     ] Loaded configuration for JHS: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.464404] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.464764] [DEBUG] [LOCAL     ] Loaded configuration for XPEV: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.465085] [DEBUG] [LOCAL     ] Loaded configuration for BLW: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.465391] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.465557] [DEBUG] [LOCAL     ] Loaded configuration for CION: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.465895] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.466173] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.466342] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.466698] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.467056] [DEBUG] [LOCAL     ] Loaded configuration for UDR: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.467432] [DEBUG] [LOCAL     ] Loaded configuration for PBR: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.467570] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.467986] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.468370] [DEBUG] [LOCAL     ] Loaded configuration for SOR: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.468496] [DEBUG] [LOCAL     ] Loaded configuration for KOS: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.468668] [DEBUG] [LOCAL     ] Loaded configuration for ARR: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.468805] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.468944] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.469058] [DEBUG] [LOCAL     ] Loaded configuration for NMZ: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.469178] [DEBUG] [LOCAL     ] Loaded configuration for ETX: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.469344] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.469709] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 0 features, 90.0% accuracy
[2025-09-29T22:27:29.470062] [DEBUG] [LOCAL     ] Loaded configuration for OCFT: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.470171] [DEBUG] [LOCAL     ] Loaded configuration for PLNT: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.470486] [DEBUG] [LOCAL     ] Loaded configuration for NUW: 0 features, 50.0% accuracy
[2025-09-29T22:27:29.470837] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 50.0% accuracy
[2025-09-29T22:27:29.471192] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.471308] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.471623] [DEBUG] [LOCAL     ] Loaded configuration for BG: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.471781] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.472130] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.472477] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.472610] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.472774] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.473097] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.473417] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.473775] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.473881] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.473986] [DEBUG] [LOCAL     ] Loaded configuration for VTLE: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.474314] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.474429] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.474729] [DEBUG] [LOCAL     ] Loaded configuration for DAC: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.474875] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.475196] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.475557] [DEBUG] [LOCAL     ] Loaded configuration for RMT: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.475698] [DEBUG] [LOCAL     ] Loaded configuration for BARK: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.476016] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.476128] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.476457] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.476817] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.477173] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.477542] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 7 features, 80.0% accuracy
[2025-09-29T22:27:29.477700] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.477991] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.478344] [DEBUG] [LOCAL     ] Loaded configuration for SNV: 2 features, 50.0% accuracy
[2025-09-29T22:27:29.478701] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.478981] [DEBUG] [LOCAL     ] Loaded configuration for FVRR: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.479304] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 6 features, 90.0% accuracy
[2025-09-29T22:27:29.479413] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.479525] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 2 features, 100.0% accuracy
[2025-09-29T22:27:29.479674] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.479781] [DEBUG] [LOCAL     ] Loaded configuration for RNST: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.479911] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.480218] [DEBUG] [LOCAL     ] Loaded configuration for BE: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.480332] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.480690] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.480821] [DEBUG] [LOCAL     ] Loaded configuration for NOC: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.481121] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.481410] [DEBUG] [LOCAL     ] Loaded configuration for TX: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.481538] [DEBUG] [LOCAL     ] Loaded configuration for KN: 4 features, 100.0% accuracy
[2025-09-29T22:27:29.481713] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.481839] [DEBUG] [LOCAL     ] Loaded configuration for NAT: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.482123] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.482438] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 1 features, 40.0% accuracy
[2025-09-29T22:27:29.482790] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.482895] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.483017] [DEBUG] [LOCAL     ] Loaded configuration for NVT: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.483314] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.483471] [DEBUG] [LOCAL     ] Loaded configuration for TS: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.483595] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.483756] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.483869] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.483984] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.484291] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 0 features, 40.0% accuracy
[2025-09-29T22:27:29.484586] [DEBUG] [LOCAL     ] Loaded configuration for AMR: 6 features, 90.0% accuracy
[2025-09-29T22:27:29.484937] [DEBUG] [LOCAL     ] Loaded configuration for PHR: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.485052] [DEBUG] [LOCAL     ] Loaded configuration for ALE: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.485365] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.485479] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.485590] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.485734] [DEBUG] [LOCAL     ] Loaded configuration for MT: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.485852] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.486135] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.486456] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.486568] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.486991] [DEBUG] [LOCAL     ] Loaded configuration for EFT: 3 features, 50.0% accuracy
[2025-09-29T22:27:29.487334] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.487466] [DEBUG] [LOCAL     ] Loaded configuration for WIT: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.487798] [DEBUG] [LOCAL     ] Loaded configuration for SEG: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.487912] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.488043] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.488354] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.488702] [DEBUG] [LOCAL     ] Loaded configuration for HLT: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.489098] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.489455] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.489579] [DEBUG] [LOCAL     ] Loaded configuration for SOC: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.489915] [DEBUG] [LOCAL     ] Loaded configuration for F: 6 features, 80.0% accuracy
[2025-09-29T22:27:29.490030] [DEBUG] [LOCAL     ] Loaded configuration for IVR: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.490153] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 2 features, 100.0% accuracy
[2025-09-29T22:27:29.490275] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.490626] [DEBUG] [LOCAL     ] Loaded configuration for THG: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.491006] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 6 features, 70.0% accuracy
[2025-09-29T22:27:29.491097] [DEBUG] [LOCAL     ] Loaded configuration for PH: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.491202] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.491314] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.491425] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.491537] [DEBUG] [LOCAL     ] Loaded configuration for GHG: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.491869] [DEBUG] [LOCAL     ] Loaded configuration for SCS: 4 features, 60.0% accuracy
[2025-09-29T22:27:29.492168] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.492480] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.492605] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.492769] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.493053] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.493353] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.493441] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.493751] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.494038] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.494341] [DEBUG] [LOCAL     ] Loaded configuration for AES: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.494686] [DEBUG] [LOCAL     ] Loaded configuration for HVT: 4 features, 60.0% accuracy
[2025-09-29T22:27:29.495004] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.495308] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.495630] [DEBUG] [LOCAL     ] Loaded configuration for AIZ: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.495974] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.496104] [DEBUG] [LOCAL     ] Loaded configuration for WPM: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.496212] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.496515] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 50.0% accuracy
[2025-09-29T22:27:29.496638] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.496996] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.497149] [DEBUG] [LOCAL     ] Loaded configuration for KR: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.497274] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.497401] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.497776] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.498102] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.498487] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.498852] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 5 features, 70.0% accuracy
[2025-09-29T22:27:29.499006] [DEBUG] [LOCAL     ] Loaded configuration for BORR: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.499114] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.499246] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.499337] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.499762] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.499893] [DEBUG] [LOCAL     ] Loaded configuration for NEU: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.500252] [DEBUG] [LOCAL     ] Loaded configuration for WST: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.500684] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.500815] [DEBUG] [LOCAL     ] Loaded configuration for XPER: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.501186] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.501559] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.502054] [DEBUG] [LOCAL     ] Loaded configuration for AB: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.502352] [DEBUG] [LOCAL     ] Loaded configuration for MNR: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.502753] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.502906] [DEBUG] [LOCAL     ] Loaded configuration for MAGN: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.503001] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 50.0% accuracy
[2025-09-29T22:27:29.503304] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.503483] [DEBUG] [LOCAL     ] Loaded configuration for NTR: 2 features, 50.0% accuracy
[2025-09-29T22:27:29.503607] [DEBUG] [LOCAL     ] Loaded configuration for FND: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.503971] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 50.0% accuracy
[2025-09-29T22:27:29.504153] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.504319] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.504712] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.505016] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.505160] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.505500] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.505807] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.505922] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.506252] [DEBUG] [LOCAL     ] Loaded configuration for BTCM: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.506558] [DEBUG] [LOCAL     ] Loaded configuration for SAND: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.506911] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 0 features, 50.0% accuracy
[2025-09-29T22:27:29.507054] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.507402] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.507524] [DEBUG] [LOCAL     ] Loaded configuration for GAP: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.507871] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.508277] [DEBUG] [LOCAL     ] Loaded configuration for TFX: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.508375] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.508478] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.508587] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 0 features, 50.0% accuracy
[2025-09-29T22:27:29.508764] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-09-29T22:27:29.508902] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 4 features, 60.0% accuracy
[2025-09-29T22:27:29.509234] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.509596] [DEBUG] [LOCAL     ] Loaded configuration for ECO: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.509961] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 6 features, 90.0% accuracy
[2025-09-29T22:27:29.510093] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.510454] [DEBUG] [LOCAL     ] Loaded configuration for PPT: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.510837] [DEBUG] [LOCAL     ] Loaded configuration for SJT: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.510947] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.511263] [DEBUG] [LOCAL     ] Loaded configuration for AN: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.511593] [DEBUG] [LOCAL     ] Loaded configuration for FT: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.511734] [DEBUG] [LOCAL     ] Loaded configuration for THR: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.511849] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.511965] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.512299] [DEBUG] [LOCAL     ] Loaded configuration for AXR: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.512583] [DEBUG] [LOCAL     ] Loaded configuration for WHR: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.512945] [DEBUG] [LOCAL     ] Loaded configuration for BRBR: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.513284] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.513685] [DEBUG] [LOCAL     ] Loaded configuration for ATS: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.513833] [DEBUG] [LOCAL     ] Loaded configuration for LRN: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.513962] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.514264] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.514356] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.514691] [DEBUG] [LOCAL     ] Loaded configuration for AM: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.514989] [DEBUG] [LOCAL     ] Loaded configuration for JGH: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.515335] [DEBUG] [LOCAL     ] Loaded configuration for SCCO: 1 features, 100.0% accuracy
[2025-09-29T22:27:29.515688] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.515804] [DEBUG] [LOCAL     ] Loaded configuration for MQT: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.515892] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.515979] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.516095] [DEBUG] [LOCAL     ] Loaded configuration for COR: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.516235] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.516352] [DEBUG] [LOCAL     ] Loaded configuration for AFGE: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.516477] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.516800] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.517157] [DEBUG] [LOCAL     ] Loaded configuration for IBTA: 5 features, 70.0% accuracy
[2025-09-29T22:27:29.517269] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.517551] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.517924] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.518274] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.518392] [DEBUG] [LOCAL     ] Loaded configuration for IGR: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.518695] [DEBUG] [LOCAL     ] Loaded configuration for DT: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.519018] [DEBUG] [LOCAL     ] Loaded configuration for APOS: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.519330] [DEBUG] [LOCAL     ] Loaded configuration for BB: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.519421] [DEBUG] [LOCAL     ] Loaded configuration for CXT: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.519697] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.519819] [DEBUG] [LOCAL     ] Loaded configuration for EBR: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.519976] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.520293] [DEBUG] [LOCAL     ] Loaded configuration for EVT: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.520632] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.520806] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.521176] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.521484] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.521603] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.521987] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.522295] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.522433] [DEBUG] [LOCAL     ] Loaded configuration for SMC: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.522775] [DEBUG] [LOCAL     ] Loaded configuration for FOUR: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.522906] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.523265] [DEBUG] [LOCAL     ] Loaded configuration for BKV: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.523591] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.523740] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.523866] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.523974] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 4 features, 100.0% accuracy
[2025-09-29T22:27:29.524103] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.524227] [DEBUG] [LOCAL     ] Loaded configuration for MPLX: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.524531] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.524622] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.525024] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.525135] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-09-29T22:27:29.525229] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.525338] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.525450] [DEBUG] [LOCAL     ] Loaded configuration for WCN: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.525558] [DEBUG] [LOCAL     ] Loaded configuration for TSE: 4 features, 40.0% accuracy
[2025-09-29T22:27:29.525682] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.526046] [DEBUG] [LOCAL     ] Loaded configuration for AIV: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.526136] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 100.0% accuracy
[2025-09-29T22:27:29.526256] [DEBUG] [LOCAL     ] Loaded configuration for CHT: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.526371] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.526673] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 6 features, 90.0% accuracy
[2025-09-29T22:27:29.526815] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.527107] [DEBUG] [LOCAL     ] Loaded configuration for PARR: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.527262] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.527603] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.527779] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.528080] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.528197] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.528490] [DEBUG] [LOCAL     ] Loaded configuration for ENOV: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.528802] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.529086] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.529384] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.529508] [DEBUG] [LOCAL     ] Loaded configuration for MFSV: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.529628] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.529949] [DEBUG] [LOCAL     ] Loaded configuration for SONY: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.530057] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.530191] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 5 features, 60.0% accuracy
[2025-09-29T22:27:29.530324] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.530413] [DEBUG] [LOCAL     ] Loaded configuration for STRV: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.530519] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.530608] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.530761] [DEBUG] [LOCAL     ] Loaded configuration for PHD: 3 features, 100.0% accuracy
[2025-09-29T22:27:29.531067] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.531342] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.531680] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.531797] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 0 features, 100.0% accuracy
[2025-09-29T22:27:29.531906] [DEBUG] [LOCAL     ] Loaded configuration for USA: 3 features, 50.0% accuracy
[2025-09-29T22:27:29.532207] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.532495] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.532816] [DEBUG] [LOCAL     ] Loaded configuration for BBDC: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.533181] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.533525] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.533682] [DEBUG] [LOCAL     ] Loaded configuration for MIN: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.533972] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.534298] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.534596] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.534746] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.534861] [DEBUG] [LOCAL     ] Loaded configuration for GOTU: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.534988] [DEBUG] [LOCAL     ] Loaded configuration for CMBT: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.535085] [DEBUG] [LOCAL     ] Loaded configuration for MGRE: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.535410] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.535563] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.535692] [DEBUG] [LOCAL     ] Loaded configuration for GDOT: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.536035] [DEBUG] [LOCAL     ] Loaded configuration for BME: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.536393] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.536803] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.536941] [DEBUG] [LOCAL     ] Loaded configuration for OII: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.537242] [DEBUG] [LOCAL     ] Loaded configuration for BTU: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.537563] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.537929] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 6 features, 80.0% accuracy
[2025-09-29T22:27:29.538275] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 100.0% accuracy
[2025-09-29T22:27:29.538401] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.538758] [DEBUG] [LOCAL     ] Loaded configuration for BEPC: 2 features, 100.0% accuracy
[2025-09-29T22:27:29.539054] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.539171] [DEBUG] [LOCAL     ] Loaded configuration for GWW: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.539467] [DEBUG] [LOCAL     ] Loaded configuration for BGR: 6 features, 60.0% accuracy
[2025-09-29T22:27:29.539593] [DEBUG] [LOCAL     ] Loaded configuration for LTM: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.539969] [DEBUG] [LOCAL     ] Loaded configuration for PD: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.540259] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.540388] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.540477] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.540615] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 4 features, 50.0% accuracy
[2025-09-29T22:27:29.540953] [DEBUG] [LOCAL     ] Loaded configuration for ADT: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.541225] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.541334] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.541608] [DEBUG] [LOCAL     ] Loaded configuration for COP: 5 features, 100.0% accuracy
[2025-09-29T22:27:29.541931] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.542053] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.542161] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.542255] [DEBUG] [LOCAL     ] Loaded configuration for LANV: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.542579] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.542741] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.543059] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.543347] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.543462] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.543753] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.544075] [DEBUG] [LOCAL     ] Loaded configuration for SF: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.544403] [DEBUG] [LOCAL     ] Loaded configuration for SARO: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.544529] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.544683] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 6 features, 80.0% accuracy
[2025-09-29T22:27:29.544810] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.544935] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.545223] [DEBUG] [LOCAL     ] Loaded configuration for GYLD: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.545545] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.545866] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 1 features, 100.0% accuracy
[2025-09-29T22:27:29.546170] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.546295] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.546421] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.546568] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.546892] [DEBUG] [LOCAL     ] Loaded configuration for DAR: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.547018] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.547165] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.547523] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.547855] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.547982] [DEBUG] [LOCAL     ] Loaded configuration for MDU: 1 features, 100.0% accuracy
[2025-09-29T22:27:29.548327] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.548443] [DEBUG] [LOCAL     ] Loaded configuration for NINE: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.548743] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.549022] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.549128] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.549401] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.549726] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.549853] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.550152] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.550452] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 5 features, 70.0% accuracy
[2025-09-29T22:27:29.550579] [DEBUG] [LOCAL     ] Loaded configuration for CTRI: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.550940] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.551261] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.551352] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.551421] [DEBUG] [LOCAL     ] Loaded configuration for HAFN: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.551709] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.551817] [DEBUG] [LOCAL     ] Loaded configuration for KORE: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.552140] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.552257] [DEBUG] [LOCAL     ] Loaded configuration for BR: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.552382] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.552471] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.552722] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.552812] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 4 features, 60.0% accuracy
[2025-09-29T22:27:29.553108] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.553214] [DEBUG] [LOCAL     ] Loaded configuration for STXV: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.553341] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.553467] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.553803] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.554140] [DEBUG] [LOCAL     ] Loaded configuration for TXT: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.554428] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.554536] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.554686] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.555009] [DEBUG] [LOCAL     ] Loaded configuration for RVT: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.555415] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.555508] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.555846] [DEBUG] [LOCAL     ] Loaded configuration for FLUT: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.556138] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 2 features, 100.0% accuracy
[2025-09-29T22:27:29.556476] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 4 features, 50.0% accuracy
[2025-09-29T22:27:29.556604] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.556990] [DEBUG] [LOCAL     ] Loaded configuration for THC: 2 features, 50.0% accuracy
[2025-09-29T22:27:29.557100] [DEBUG] [LOCAL     ] Loaded configuration for CXH: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.557405] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.557702] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 3 features, 40.0% accuracy
[2025-09-29T22:27:29.557830] [DEBUG] [LOCAL     ] Loaded configuration for CRBD: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.557945] [DEBUG] [LOCAL     ] Loaded configuration for MRC: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.558261] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.558533] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.558876] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.558966] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.559273] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.559363] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 50.0% accuracy
[2025-09-29T22:27:29.559458] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.559777] [DEBUG] [LOCAL     ] Loaded configuration for CVLG: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.560154] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.560245] [DEBUG] [LOCAL     ] Loaded configuration for MDV: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.560333] [DEBUG] [LOCAL     ] Loaded configuration for WD: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.560684] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.560969] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.561105] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 100.0% accuracy
[2025-09-29T22:27:29.561230] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.561343] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.561481] [DEBUG] [LOCAL     ] Loaded configuration for MCB: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.561755] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.562042] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.562311] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.562628] [DEBUG] [LOCAL     ] Loaded configuration for FLG: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.562776] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.563070] [DEBUG] [LOCAL     ] Loaded configuration for ATUS: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.563411] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 3 features, 50.0% accuracy
[2025-09-29T22:27:29.563703] [DEBUG] [LOCAL     ] Loaded configuration for NX: 6 features, 70.0% accuracy
[2025-09-29T22:27:29.563976] [DEBUG] [LOCAL     ] Loaded configuration for AHR: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.564291] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.564588] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.564725] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.565043] [DEBUG] [LOCAL     ] Loaded configuration for SEI: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.565328] [DEBUG] [LOCAL     ] Loaded configuration for CXW: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.565613] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 0 features, 90.0% accuracy
[2025-09-29T22:27:29.565943] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.566229] [DEBUG] [LOCAL     ] Loaded configuration for STXT: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.566337] [DEBUG] [LOCAL     ] Loaded configuration for MFAN: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.566682] [DEBUG] [LOCAL     ] Loaded configuration for OWLT: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.566954] [DEBUG] [LOCAL     ] Loaded configuration for CARR: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.567307] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.567661] [DEBUG] [LOCAL     ] Loaded configuration for AME: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.567786] [DEBUG] [LOCAL     ] Loaded configuration for LADR: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.568092] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.568366] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.568491] [DEBUG] [LOCAL     ] Loaded configuration for TMO: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.568625] [DEBUG] [LOCAL     ] Loaded configuration for DD: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.568996] [DEBUG] [LOCAL     ] Loaded configuration for TR: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.569287] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.569560] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.569908] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.570250] [DEBUG] [LOCAL     ] Loaded configuration for STM: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.570376] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.570685] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.570777] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.570842] [DEBUG] [LOCAL     ] Loaded configuration for HAYW: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.570927] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 3 features, 50.0% accuracy
[2025-09-29T22:27:29.571213] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.571322] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.571685] [DEBUG] [LOCAL     ] Loaded configuration for ET: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.571822] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.572129] [DEBUG] [LOCAL     ] Loaded configuration for DNOW: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.572238] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.573276] [DEBUG] [LOCAL     ] Loaded configuration for CLPR: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.573405] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.573519] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.573821] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.573911] [DEBUG] [LOCAL     ] Loaded configuration for MDT: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.574016] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.574104] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.574671] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.574790] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 2 features, 50.0% accuracy
[2025-09-29T22:27:29.575372] [DEBUG] [LOCAL     ] Loaded configuration for BKT: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.576009] [DEBUG] [LOCAL     ] Loaded configuration for THLV: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.576498] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.576661] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.576807] [DEBUG] [LOCAL     ] Loaded configuration for CM: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.576921] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.577234] [DEBUG] [LOCAL     ] Loaded configuration for RJF: 0 features, 90.0% accuracy
[2025-09-29T22:27:29.577343] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 100.0% accuracy
[2025-09-29T22:27:29.577689] [DEBUG] [LOCAL     ] Loaded configuration for EE: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.577990] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.578105] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.578407] [DEBUG] [LOCAL     ] Loaded configuration for FF: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.578542] [DEBUG] [LOCAL     ] Loaded configuration for ZKH: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.578677] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.578804] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.578910] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.579234] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.579363] [DEBUG] [LOCAL     ] Loaded configuration for LH: 6 features, 70.0% accuracy
[2025-09-29T22:27:29.579688] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-09-29T22:27:29.579997] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.580151] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.580262] [DEBUG] [LOCAL     ] Loaded configuration for BBW: 7 features, 80.0% accuracy
[2025-09-29T22:27:29.580550] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.580680] [DEBUG] [LOCAL     ] Loaded configuration for LXU: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.580775] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.581080] [DEBUG] [LOCAL     ] Loaded configuration for H: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.581430] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.581559] [DEBUG] [LOCAL     ] Loaded configuration for CLDT: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.581692] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.581806] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.581922] [DEBUG] [LOCAL     ] Loaded configuration for SOS: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.582047] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.582171] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.582297] [DEBUG] [LOCAL     ] Loaded configuration for M: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.582593] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.582981] [DEBUG] [LOCAL     ] Loaded configuration for CL: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.583290] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.583406] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.583708] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.584051] [DEBUG] [LOCAL     ] Loaded configuration for DEC: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.584175] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.584491] [DEBUG] [LOCAL     ] Loaded configuration for SNDA: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.584786] [DEBUG] [LOCAL     ] Loaded configuration for FRT: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.585122] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.585213] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.585352] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.585460] [DEBUG] [LOCAL     ] Loaded configuration for WLY: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.585803] [DEBUG] [LOCAL     ] Loaded configuration for BWMX: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.585937] [DEBUG] [LOCAL     ] Loaded configuration for KGC: 2 features, 40.0% accuracy
[2025-09-29T22:27:29.586257] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.586374] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 6 features, 90.0% accuracy
[2025-09-29T22:27:29.586696] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.586976] [DEBUG] [LOCAL     ] Loaded configuration for FET: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.587161] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.587457] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.587792] [DEBUG] [LOCAL     ] Loaded configuration for AER: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.587907] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.588015] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 60.0% accuracy
[2025-09-29T22:27:29.588129] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.588475] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.588809] [DEBUG] [LOCAL     ] Loaded configuration for BBU: 4 features, 100.0% accuracy
[2025-09-29T22:27:29.588924] [DEBUG] [LOCAL     ] Loaded configuration for WNS: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.589270] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.589593] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.589731] [DEBUG] [LOCAL     ] Loaded configuration for CE: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.590010] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.590302] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.590422] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.590556] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.590912] [DEBUG] [LOCAL     ] Loaded configuration for PRO: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.591187] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.591505] [DEBUG] [LOCAL     ] Loaded configuration for OR: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.591793] [DEBUG] [LOCAL     ] Loaded configuration for BX: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.591921] [DEBUG] [LOCAL     ] Loaded configuration for NMS: 4 features, 100.0% accuracy
[2025-09-29T22:27:29.592065] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.592380] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.592513] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.592619] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.592995] [DEBUG] [LOCAL     ] Loaded configuration for SPR: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.593104] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.593209] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.593316] [DEBUG] [LOCAL     ] Loaded configuration for MLNK: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.593406] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.593499] [DEBUG] [LOCAL     ] Loaded configuration for TBBB: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.593768] [DEBUG] [LOCAL     ] Loaded configuration for TWN: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.594066] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.594338] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.594455] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.594760] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 5 features, 100.0% accuracy
[2025-09-29T22:27:29.595076] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 6 features, 90.0% accuracy
[2025-09-29T22:27:29.595202] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 100.0% accuracy
[2025-09-29T22:27:29.595475] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.595747] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.595906] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.596021] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.596306] [DEBUG] [LOCAL     ] Loaded configuration for AMBC: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.596417] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-09-29T22:27:29.596688] [DEBUG] [LOCAL     ] Loaded configuration for INSW: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.597002] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.597345] [DEBUG] [LOCAL     ] Loaded configuration for EPR: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.597697] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.597830] [DEBUG] [LOCAL     ] Loaded configuration for CTOS: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.597938] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.598227] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.598317] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.598424] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.598573] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 6 features, 80.0% accuracy
[2025-09-29T22:27:29.598779] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.599081] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.599191] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.599499] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.599781] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 0 features, 90.0% accuracy
[2025-09-29T22:27:29.600054] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.600143] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.600411] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.600750] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.600854] [DEBUG] [LOCAL     ] Loaded configuration for KWR: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.600942] [DEBUG] [LOCAL     ] Loaded configuration for MGRD: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.601243] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.601586] [DEBUG] [LOCAL     ] Loaded configuration for BC: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.601903] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.602037] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.602362] [DEBUG] [LOCAL     ] Loaded configuration for CNH: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.602477] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.602796] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.602914] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.602993] [DEBUG] [LOCAL     ] Loaded configuration for STN: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.603298] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.603426] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 6 features, 80.0% accuracy
[2025-09-29T22:27:29.603739] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.604100] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.604506] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.604809] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.604936] [DEBUG] [LOCAL     ] Loaded configuration for UBER: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.605071] [DEBUG] [LOCAL     ] Loaded configuration for VLT: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.605197] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-09-29T22:27:29.605523] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.605700] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.606004] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.606132] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.606448] [DEBUG] [LOCAL     ] Loaded configuration for PRT: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.606583] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.606701] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.606976] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.607085] [DEBUG] [LOCAL     ] Loaded configuration for ACR: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.607430] [DEBUG] [LOCAL     ] Loaded configuration for TKR: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.607546] [DEBUG] [LOCAL     ] Loaded configuration for VOYA: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.607817] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.607940] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.608060] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.608345] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.608452] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.608709] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.609000] [DEBUG] [LOCAL     ] Loaded configuration for TME: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.609271] [DEBUG] [LOCAL     ] Loaded configuration for TXNM: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.609554] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.609898] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.610008] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.610115] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.610404] [DEBUG] [LOCAL     ] Loaded configuration for CEPU: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.610495] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.610676] [DEBUG] [LOCAL     ] Loaded configuration for BHR: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.610996] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-09-29T22:27:29.611088] [DEBUG] [LOCAL     ] Loaded configuration for CURV: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.611364] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.611680] [DEBUG] [LOCAL     ] Loaded configuration for RDN: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.612002] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.612282] [DEBUG] [LOCAL     ] Loaded configuration for QSR: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.612372] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.612459] [DEBUG] [LOCAL     ] Loaded configuration for ULS: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.612741] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.612848] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.613114] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.613222] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.613350] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 0 features, 90.0% accuracy
[2025-09-29T22:27:29.613505] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.613861] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.614124] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 0 features, 50.0% accuracy
[2025-09-29T22:27:29.614241] [DEBUG] [LOCAL     ] Loaded configuration for SST: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.614544] [DEBUG] [LOCAL     ] Loaded configuration for SPHR: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.614937] [DEBUG] [LOCAL     ] Loaded configuration for STC: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.615246] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.615409] [DEBUG] [LOCAL     ] Loaded configuration for NVST: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.615607] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 4 features, 60.0% accuracy
[2025-09-29T22:27:29.615994] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.616103] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.616208] [DEBUG] [LOCAL     ] Loaded configuration for SD: 3 features, 50.0% accuracy
[2025-09-29T22:27:29.616547] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.616707] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.616831] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.616947] [DEBUG] [LOCAL     ] Loaded configuration for MFAO: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.617030] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.617375] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.617692] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 4 features, 100.0% accuracy
[2025-09-29T22:27:29.617802] [DEBUG] [LOCAL     ] Loaded configuration for TG: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.617911] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.618000] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.618361] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.618472] [DEBUG] [LOCAL     ] Loaded configuration for VET: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.618613] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.618940] [DEBUG] [LOCAL     ] Loaded configuration for FCT: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.619228] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.619345] [DEBUG] [LOCAL     ] Loaded configuration for HIW: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.619692] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.619820] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.619927] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.620212] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.620532] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.620848] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.621142] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.621233] [DEBUG] [LOCAL     ] Loaded configuration for NU: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.621531] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 0 features, 90.0% accuracy
[2025-09-29T22:27:29.621622] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.621958] [DEBUG] [LOCAL     ] Loaded configuration for AIN: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.622064] [DEBUG] [LOCAL     ] Loaded configuration for ESS: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.622280] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.622418] [DEBUG] [LOCAL     ] Loaded configuration for WMB: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.622545] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.622686] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.622803] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.623097] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 0 features, 90.0% accuracy
[2025-09-29T22:27:29.623416] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.623612] [DEBUG] [LOCAL     ] Loaded configuration for NAN: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.623935] [DEBUG] [LOCAL     ] Loaded configuration for DAY: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.624030] [DEBUG] [LOCAL     ] Loaded configuration for BP: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.624294] [DEBUG] [LOCAL     ] Loaded configuration for ECVT: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.624612] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.624984] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.625273] [DEBUG] [LOCAL     ] Loaded configuration for TPR: 5 features, 70.0% accuracy
[2025-09-29T22:27:29.625406] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.625726] [DEBUG] [LOCAL     ] Loaded configuration for SG: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.626031] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-09-29T22:27:29.626141] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.626232] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.626299] [DEBUG] [LOCAL     ] Loaded configuration for MITT: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.626446] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.626565] [DEBUG] [LOCAL     ] Loaded configuration for VNCE: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.626874] [DEBUG] [LOCAL     ] Loaded configuration for VVV: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.626982] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.627322] [DEBUG] [LOCAL     ] Loaded configuration for GPOR: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.627413] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.627509] [DEBUG] [LOCAL     ] Loaded configuration for NRGV: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.627605] [DEBUG] [LOCAL     ] Loaded configuration for BKKT: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.627953] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.628313] [DEBUG] [LOCAL     ] Loaded configuration for CSL: 2 features, 40.0% accuracy
[2025-09-29T22:27:29.628693] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.628987] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.629278] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.629552] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.629908] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 50.0% accuracy
[2025-09-29T22:27:29.630214] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.630523] [DEBUG] [LOCAL     ] Loaded configuration for RBOT: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.630615] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.630928] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.631248] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.631366] [DEBUG] [LOCAL     ] Loaded configuration for TBN: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.631472] [DEBUG] [LOCAL     ] Loaded configuration for SMG: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.631604] [DEBUG] [LOCAL     ] Loaded configuration for USNA: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.631800] [DEBUG] [LOCAL     ] Loaded configuration for GM: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.631889] [DEBUG] [LOCAL     ] Loaded configuration for K: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.632172] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.632516] [DEBUG] [LOCAL     ] Loaded configuration for THS: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.632857] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.633176] [DEBUG] [LOCAL     ] Loaded configuration for RGR: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.633519] [DEBUG] [LOCAL     ] Loaded configuration for ITT: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.633887] [DEBUG] [LOCAL     ] Loaded configuration for GCV: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.634227] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.634318] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.634621] [DEBUG] [LOCAL     ] Loaded configuration for SDHC: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.634964] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.635284] [DEBUG] [LOCAL     ] Loaded configuration for EQT: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.635577] [DEBUG] [LOCAL     ] Loaded configuration for CF: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.635728] [DEBUG] [LOCAL     ] Loaded configuration for INFA: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.635844] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.635951] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.636041] [DEBUG] [LOCAL     ] Loaded configuration for KLC: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.636323] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.636413] [DEBUG] [LOCAL     ] Loaded configuration for AX: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.636743] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.637013] [DEBUG] [LOCAL     ] Loaded configuration for AOMR: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.637338] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.637615] [DEBUG] [LOCAL     ] Loaded configuration for EQNR: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.637988] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.638113] [DEBUG] [LOCAL     ] Loaded configuration for ALV: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.638459] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.638566] [DEBUG] [LOCAL     ] Loaded configuration for CII: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.638693] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 1 features, 100.0% accuracy
[2025-09-29T22:27:29.638814] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.638901] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.639157] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.639270] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.639556] [DEBUG] [LOCAL     ] Loaded configuration for GS: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.639672] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.639978] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.640316] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.640428] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.640517] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.640798] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 0 features, 50.0% accuracy
[2025-09-29T22:27:29.640903] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.641025] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.641129] [DEBUG] [LOCAL     ] Loaded configuration for OSCR: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.641252] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.641363] [DEBUG] [LOCAL     ] Loaded configuration for EPRT: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.641695] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.641826] [DEBUG] [LOCAL     ] Loaded configuration for NVR: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.641949] [DEBUG] [LOCAL     ] Loaded configuration for LYV: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.642060] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.642353] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.642693] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.642798] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.643127] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.643214] [DEBUG] [LOCAL     ] Loaded configuration for CANG: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.643278] [DEBUG] [LOCAL     ] Loaded configuration for BEPJ: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.643569] [DEBUG] [LOCAL     ] Loaded configuration for PRU: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.643729] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.643837] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.644194] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.644283] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.644535] [DEBUG] [LOCAL     ] Loaded configuration for SLQT: 5 features, 60.0% accuracy
[2025-09-29T22:27:29.644844] [DEBUG] [LOCAL     ] Loaded configuration for IQV: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.645173] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.645476] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.645740] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.645827] [DEBUG] [LOCAL     ] Loaded configuration for SID: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.646094] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.646219] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.646348] [DEBUG] [LOCAL     ] Loaded configuration for BW: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.646616] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.646968] [DEBUG] [LOCAL     ] Loaded configuration for CPAY: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.647307] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.647624] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.647785] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.647877] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.648030] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.648365] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.648457] [DEBUG] [LOCAL     ] Loaded configuration for MYD: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.648545] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.648886] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.649211] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.649317] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.649431] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.649745] [DEBUG] [LOCAL     ] Loaded configuration for DTW: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.649862] [DEBUG] [LOCAL     ] Loaded configuration for DSMC: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.649968] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.650237] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.650326] [DEBUG] [LOCAL     ] Loaded configuration for JEQ: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.650620] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 100.0% accuracy
[2025-09-29T22:27:29.650992] [DEBUG] [LOCAL     ] Loaded configuration for THIR: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.651326] [DEBUG] [LOCAL     ] Loaded configuration for PRMB: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.651726] [DEBUG] [LOCAL     ] Loaded configuration for NXN: 3 features, 50.0% accuracy
[2025-09-29T22:27:29.651898] [DEBUG] [LOCAL     ] Loaded configuration for STE: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.652222] [DEBUG] [LOCAL     ] Loaded configuration for CCU: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.652498] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 1 features, 100.0% accuracy
[2025-09-29T22:27:29.652607] [DEBUG] [LOCAL     ] Loaded configuration for GPMT: 3 features, 100.0% accuracy
[2025-09-29T22:27:29.652932] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.653215] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.653307] [DEBUG] [LOCAL     ] Loaded configuration for MDST: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.653398] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 4 features, 60.0% accuracy
[2025-09-29T22:27:29.653691] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.654354] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.654464] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.654821] [DEBUG] [LOCAL     ] Loaded configuration for DSU: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.655171] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.655461] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.656299] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.656416] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.656724] [DEBUG] [LOCAL     ] Loaded configuration for CBNA: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.656890] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.656999] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.657108] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.657232] [DEBUG] [LOCAL     ] Loaded configuration for ODV: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.657567] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 100.0% accuracy
[2025-09-29T22:27:29.657901] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.658219] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.658537] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.658887] [DEBUG] [LOCAL     ] Loaded configuration for ENFY: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.659190] [DEBUG] [LOCAL     ] Loaded configuration for SBR: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.659300] [DEBUG] [LOCAL     ] Loaded configuration for WU: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.659610] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.659759] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.660139] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.660479] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.660821] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 70.0% accuracy
[2025-09-29T22:27:29.660964] [DEBUG] [LOCAL     ] Loaded configuration for CBU: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.661073] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.661180] [DEBUG] [LOCAL     ] Loaded configuration for SBSW: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.661467] [DEBUG] [LOCAL     ] Loaded configuration for SPRU: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.661789] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.661899] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.662116] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.662456] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.662787] [DEBUG] [LOCAL     ] Loaded configuration for ETW: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.662905] [DEBUG] [LOCAL     ] Loaded configuration for KFRC: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.663194] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.663305] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.663671] [DEBUG] [LOCAL     ] Loaded configuration for GEO: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.663985] [DEBUG] [LOCAL     ] Loaded configuration for SABA: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.664112] [DEBUG] [LOCAL     ] Loaded configuration for MOV: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.664211] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.664374] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.664753] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.665095] [DEBUG] [LOCAL     ] Loaded configuration for PJT: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.665219] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.665308] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.665427] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.665718] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.665845] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.665961] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.666229] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.666319] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.666416] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 1 features, 100.0% accuracy
[2025-09-29T22:27:29.666704] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.666976] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.667093] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 100.0% accuracy
[2025-09-29T22:27:29.667425] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.667726] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.667843] [DEBUG] [LOCAL     ] Loaded configuration for MET: 0 features, 50.0% accuracy
[2025-09-29T22:27:29.668111] [DEBUG] [LOCAL     ] Loaded configuration for GDV: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.668425] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.668543] [DEBUG] [LOCAL     ] Loaded configuration for ATR: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.668681] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.669023] [DEBUG] [LOCAL     ] Loaded configuration for EL: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.669131] [DEBUG] [LOCAL     ] Loaded configuration for MANU: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.669449] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.669751] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.670095] [DEBUG] [LOCAL     ] Loaded configuration for DHT: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.670186] [DEBUG] [LOCAL     ] Loaded configuration for FR: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.670282] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.670386] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.670693] [DEBUG] [LOCAL     ] Loaded configuration for ROG: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.670809] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.670937] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.671065] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.671173] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.671504] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 2 features, 100.0% accuracy
[2025-09-29T22:27:29.671617] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 4 features, 100.0% accuracy
[2025-09-29T22:27:29.671775] [DEBUG] [LOCAL     ] Loaded configuration for BWLP: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.671897] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.671998] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.672105] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.672195] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.672280] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.672387] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.672493] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.672600] [DEBUG] [LOCAL     ] Loaded configuration for TM: 0 features, 50.0% accuracy
[2025-09-29T22:27:29.672744] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.672852] [DEBUG] [LOCAL     ] Loaded configuration for TOST: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.672941] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.673028] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.673315] [DEBUG] [LOCAL     ] Loaded configuration for BWXT: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.673600] [DEBUG] [LOCAL     ] Loaded configuration for GRDN: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.673763] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.674059] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.674407] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.674532] [DEBUG] [LOCAL     ] Loaded configuration for NEUE: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.674665] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.675011] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.675121] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.675248] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.675563] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.675726] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.675997] [DEBUG] [LOCAL     ] Loaded configuration for STK: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.676293] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.676410] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.676509] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 100.0% accuracy
[2025-09-29T22:27:29.676801] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.676963] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.677280] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 4 features, 60.0% accuracy
[2025-09-29T22:27:29.677426] [DEBUG] [LOCAL     ] Loaded configuration for MMT: 4 features, 50.0% accuracy
[2025-09-29T22:27:29.677522] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.677801] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 2 features, 50.0% accuracy
[2025-09-29T22:27:29.677930] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.678023] [DEBUG] [LOCAL     ] Loaded configuration for WSR: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.678359] [DEBUG] [LOCAL     ] Loaded configuration for TDOC: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.678450] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.678537] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.678847] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.679154] [DEBUG] [LOCAL     ] Loaded configuration for EDU: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.679503] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.679828] [DEBUG] [LOCAL     ] Loaded configuration for AMTD: 7 features, 90.0% accuracy
[2025-09-29T22:27:29.679936] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.680315] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.680426] [DEBUG] [LOCAL     ] Loaded configuration for MTW: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.680792] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.681089] [DEBUG] [LOCAL     ] Loaded configuration for INGR: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.681428] [DEBUG] [LOCAL     ] Loaded configuration for FINV: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.681519] [DEBUG] [LOCAL     ] Loaded configuration for ENO: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.681845] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.682111] [DEBUG] [LOCAL     ] Loaded configuration for C: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.682394] [DEBUG] [LOCAL     ] Loaded configuration for ROK: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.682501] [DEBUG] [LOCAL     ] Loaded configuration for WOR: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.682609] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.682953] [DEBUG] [LOCAL     ] Loaded configuration for HQH: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.683282] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.683423] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.683565] [DEBUG] [LOCAL     ] Loaded configuration for WWW: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.683910] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.684022] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.684307] [DEBUG] [LOCAL     ] Loaded configuration for SB: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.684601] [DEBUG] [LOCAL     ] Loaded configuration for PRKS: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.684758] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.684889] [DEBUG] [LOCAL     ] Loaded configuration for LB: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.684997] [DEBUG] [LOCAL     ] Loaded configuration for VPV: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.685086] [DEBUG] [LOCAL     ] Loaded configuration for PMT: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.685174] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.685507] [DEBUG] [LOCAL     ] Loaded configuration for DOC: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.685598] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-09-29T22:27:29.685737] [DEBUG] [LOCAL     ] Loaded configuration for MAIN: 4 features, 100.0% accuracy
[2025-09-29T22:27:29.685826] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.686088] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.686216] [DEBUG] [LOCAL     ] Loaded configuration for PKST: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.686323] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.686429] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.686778] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.686885] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.687251] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.687673] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.688026] [DEBUG] [LOCAL     ] Loaded configuration for ANET: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.688388] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.688620] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.688798] [DEBUG] [LOCAL     ] Loaded configuration for QXO: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.688936] [DEBUG] [LOCAL     ] Loaded configuration for MTAL: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.689295] [DEBUG] [LOCAL     ] Loaded configuration for IRS: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.689691] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.690048] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.690187] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.690351] [DEBUG] [LOCAL     ] Loaded configuration for ONIT: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.690706] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.690865] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.690999] [DEBUG] [LOCAL     ] Loaded configuration for FN: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.691154] [DEBUG] [LOCAL     ] Loaded configuration for SON: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.691267] [DEBUG] [LOCAL     ] Loaded configuration for TRU: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.691379] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.691707] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.692065] [DEBUG] [LOCAL     ] Loaded configuration for ESNT: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.692234] [DEBUG] [LOCAL     ] Loaded configuration for NMR: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.692588] [DEBUG] [LOCAL     ] Loaded configuration for BN: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.692977] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 4 features, 60.0% accuracy
[2025-09-29T22:27:29.693362] [DEBUG] [LOCAL     ] Loaded configuration for IVT: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.693501] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.693697] [DEBUG] [LOCAL     ] Loaded configuration for DB: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.693833] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.694272] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.694388] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.694767] [DEBUG] [LOCAL     ] Loaded configuration for QD: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.695104] [DEBUG] [LOCAL     ] Loaded configuration for CLW: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.695240] [DEBUG] [LOCAL     ] Loaded configuration for AUNA: 1 features, 100.0% accuracy
[2025-09-29T22:27:29.695375] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.695690] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.696026] [DEBUG] [LOCAL     ] Loaded configuration for DXYZ: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.696187] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 8 features, 80.0% accuracy
[2025-09-29T22:27:29.696549] [DEBUG] [LOCAL     ] Loaded configuration for LND: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.696715] [DEBUG] [LOCAL     ] Loaded configuration for PK: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.697023] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.697374] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.697491] [DEBUG] [LOCAL     ] Loaded configuration for SW: 1 features, 100.0% accuracy
[2025-09-29T22:27:29.697802] [DEBUG] [LOCAL     ] Loaded configuration for ABT: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.698116] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.698234] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.698524] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.698728] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.698898] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.699282] [DEBUG] [LOCAL     ] Loaded configuration for BRT: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.699449] [DEBUG] [LOCAL     ] Loaded configuration for MSDL: 3 features, 50.0% accuracy
[2025-09-29T22:27:29.699763] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.700089] [DEBUG] [LOCAL     ] Loaded configuration for PII: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.700454] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.700761] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.701119] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.701440] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.701750] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.702123] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.702445] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.702771] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 2 features, 100.0% accuracy
[2025-09-29T22:27:29.703130] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.703289] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.703677] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.704007] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.704302] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.704599] [DEBUG] [LOCAL     ] Loaded configuration for BXMT: 5 features, 70.0% accuracy
[2025-09-29T22:27:29.705004] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.705448] [DEBUG] [LOCAL     ] Loaded configuration for SOLV: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.705616] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.706098] [DEBUG] [LOCAL     ] Loaded configuration for THO: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.706454] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.706807] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.706969] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 6 features, 80.0% accuracy
[2025-09-29T22:27:29.707300] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.707417] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.707508] [DEBUG] [LOCAL     ] Loaded configuration for KT: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.707595] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.708041] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 1 features, 100.0% accuracy
[2025-09-29T22:27:29.708426] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.708769] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.709238] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.709392] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.709538] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.709739] [DEBUG] [LOCAL     ] Loaded configuration for MMM: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.709892] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 6 features, 90.0% accuracy
[2025-09-29T22:27:29.710247] [DEBUG] [LOCAL     ] Loaded configuration for HGV: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.710370] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.710706] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.711092] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.711216] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.711345] [DEBUG] [LOCAL     ] Loaded configuration for GCI: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.711712] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.712047] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.712412] [DEBUG] [LOCAL     ] Loaded configuration for D: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.712567] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.712771] [DEBUG] [LOCAL     ] Loaded configuration for CHPT: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.712944] [DEBUG] [LOCAL     ] Loaded configuration for NE: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.713287] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.713411] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.713608] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.713796] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.714169] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.714549] [DEBUG] [LOCAL     ] Loaded configuration for NXJ: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.714737] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 1 features, 40.0% accuracy
[2025-09-29T22:27:29.715119] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.715263] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.715619] [DEBUG] [LOCAL     ] Loaded configuration for IPG: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.716016] [DEBUG] [LOCAL     ] Loaded configuration for R: 2 features, 100.0% accuracy
[2025-09-29T22:27:29.716371] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.716495] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.716879] [DEBUG] [LOCAL     ] Loaded configuration for SRV: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.717020] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.717418] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.717816] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.717960] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.718082] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.718421] [DEBUG] [LOCAL     ] Loaded configuration for COF: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.718565] [DEBUG] [LOCAL     ] Loaded configuration for CWT: 4 features, 50.0% accuracy
[2025-09-29T22:27:29.718752] [DEBUG] [LOCAL     ] Loaded configuration for GNT: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.718903] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.719087] [DEBUG] [LOCAL     ] Loaded configuration for AORT: 3 features, 100.0% accuracy
[2025-09-29T22:27:29.719452] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.719830] [DEBUG] [LOCAL     ] Loaded configuration for EVTR: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.719977] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.720343] [DEBUG] [LOCAL     ] Loaded configuration for AFGB: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.720491] [DEBUG] [LOCAL     ] Loaded configuration for WS: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.720891] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.721037] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.721387] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 100.0% accuracy
[2025-09-29T22:27:29.721531] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.721693] [DEBUG] [LOCAL     ] Loaded configuration for RWT: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.721838] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.721984] [DEBUG] [LOCAL     ] Loaded configuration for KMT: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.722351] [DEBUG] [LOCAL     ] Loaded configuration for RKT: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.722699] [DEBUG] [LOCAL     ] Loaded configuration for NRUC: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.722847] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.723205] [DEBUG] [LOCAL     ] Loaded configuration for NGVT: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.723558] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.723768] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.724175] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 2 features, 100.0% accuracy
[2025-09-29T22:27:29.724322] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.724470] [DEBUG] [LOCAL     ] Loaded configuration for LVWR: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.724848] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.725003] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.725173] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.725508] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.725690] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.725819] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.725982] [DEBUG] [LOCAL     ] Loaded configuration for BA: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.726334] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.726489] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.726634] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.727035] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.727221] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.727619] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.728047] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.728231] [DEBUG] [LOCAL     ] Loaded configuration for SCHW: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.729367] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.729551] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.729975] [DEBUG] [LOCAL     ] Loaded configuration for IDT: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.730345] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.730473] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.730602] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.730790] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.731200] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.731323] [DEBUG] [LOCAL     ] Loaded configuration for ITW: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.731686] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.732074] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.732464] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 4 features, 60.0% accuracy
[2025-09-29T22:27:29.732795] [DEBUG] [LOCAL     ] Loaded configuration for SUPV: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.733285] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.733636] [DEBUG] [LOCAL     ] Loaded configuration for U: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.734014] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.734368] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.734768] [DEBUG] [LOCAL     ] Loaded configuration for PNNT: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.735125] [DEBUG] [LOCAL     ] Loaded configuration for PSBD: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.735505] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 6 features, 90.0% accuracy
[2025-09-29T22:27:29.735628] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.735786] [DEBUG] [LOCAL     ] Loaded configuration for TUYA: 3 features, 50.0% accuracy
[2025-09-29T22:27:29.736175] [DEBUG] [LOCAL     ] Loaded configuration for ATMU: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.736320] [DEBUG] [LOCAL     ] Loaded configuration for GETY: 3 features, 50.0% accuracy
[2025-09-29T22:27:29.736702] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 50.0% accuracy
[2025-09-29T22:27:29.737033] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.737441] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.737774] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.737888] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.738177] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.738520] [DEBUG] [LOCAL     ] Loaded configuration for SMP: 5 features, 60.0% accuracy
[2025-09-29T22:27:29.738814] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.738924] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.739043] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.739223] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.739552] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 0 features, 50.0% accuracy
[2025-09-29T22:27:29.739983] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.740115] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.740451] [DEBUG] [LOCAL     ] Loaded configuration for TEL: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.740735] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.740845] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.741188] [DEBUG] [LOCAL     ] Loaded configuration for BMN: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.741284] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 100.0% accuracy
[2025-09-29T22:27:29.741602] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.741753] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.741864] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.741998] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.742372] [DEBUG] [LOCAL     ] Loaded configuration for GEV: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.742490] [DEBUG] [LOCAL     ] Loaded configuration for GNW: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.742794] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.742904] [DEBUG] [LOCAL     ] Loaded configuration for NPWR: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.743219] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.743352] [DEBUG] [LOCAL     ] Loaded configuration for MTUS: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.743453] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.743541] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.743944] [DEBUG] [LOCAL     ] Loaded configuration for NOW: 3 features, 100.0% accuracy
[2025-09-29T22:27:29.744078] [DEBUG] [LOCAL     ] Loaded configuration for NCV: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.744423] [DEBUG] [LOCAL     ] Loaded configuration for SGU: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.744514] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.744837] [DEBUG] [LOCAL     ] Loaded configuration for URI: 5 features, 40.0% accuracy
[2025-09-29T22:27:29.745195] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.745306] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.745412] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-09-29T22:27:29.745720] [DEBUG] [LOCAL     ] Loaded configuration for IH: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.746046] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.746367] [DEBUG] [LOCAL     ] Loaded configuration for COHR: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.746484] [DEBUG] [LOCAL     ] Loaded configuration for BBAR: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.746842] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 4 features, 50.0% accuracy
[2025-09-29T22:27:29.746933] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.747257] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.747560] [DEBUG] [LOCAL     ] Loaded configuration for CFR: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.747937] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.748048] [DEBUG] [LOCAL     ] Loaded configuration for WY: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.748155] [DEBUG] [LOCAL     ] Loaded configuration for KW: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.748466] [DEBUG] [LOCAL     ] Loaded configuration for ECG: 3 features, 50.0% accuracy
[2025-09-29T22:27:29.748596] [DEBUG] [LOCAL     ] Loaded configuration for MMU: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.748744] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.748854] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.748983] [DEBUG] [LOCAL     ] Loaded configuration for LOAR: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.749275] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.749561] [DEBUG] [LOCAL     ] Loaded configuration for SVV: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.749694] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.750014] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.750327] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.750482] [DEBUG] [LOCAL     ] Loaded configuration for KKR: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.750825] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.750950] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.751038] [DEBUG] [LOCAL     ] Loaded configuration for LAW: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.751338] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.751453] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.751782] [DEBUG] [LOCAL     ] Loaded configuration for FMY: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.751901] [DEBUG] [LOCAL     ] Loaded configuration for VTR: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.751991] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.752312] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.752615] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.752801] [DEBUG] [LOCAL     ] Loaded configuration for NET: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.752944] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.753063] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 50.0% accuracy
[2025-09-29T22:27:29.753169] [DEBUG] [LOCAL     ] Loaded configuration for CLVT: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.753479] [DEBUG] [LOCAL     ] Loaded configuration for SR: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.753764] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.753873] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.754165] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.754498] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.754788] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.755125] [DEBUG] [LOCAL     ] Loaded configuration for CRT: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.755455] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.755748] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.756050] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.756392] [DEBUG] [LOCAL     ] Loaded configuration for GRNT: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.756485] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.756784] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.756904] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.757012] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.757357] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.757691] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.757980] [DEBUG] [LOCAL     ] Loaded configuration for FXED: 5 features, 60.0% accuracy
[2025-09-29T22:27:29.758265] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.758572] [DEBUG] [LOCAL     ] Loaded configuration for ATHS: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.758917] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.759041] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.759179] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.759289] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.759595] [DEBUG] [LOCAL     ] Loaded configuration for EQV: 0 features, 50.0% accuracy
[2025-09-29T22:27:29.759937] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.760027] [DEBUG] [LOCAL     ] Loaded configuration for CPT: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.760284] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-09-29T22:27:29.760395] [DEBUG] [LOCAL     ] Loaded configuration for AI: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.760503] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.760815] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 100.0% accuracy
[2025-09-29T22:27:29.761238] [DEBUG] [LOCAL     ] Loaded configuration for HR: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.761414] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.761741] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.762088] [DEBUG] [LOCAL     ] Loaded configuration for SEMR: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.762459] [DEBUG] [LOCAL     ] Loaded configuration for OUT: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.762550] [DEBUG] [LOCAL     ] Loaded configuration for GCTS: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.762890] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 100.0% accuracy
[2025-09-29T22:27:29.763209] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.763322] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 50.0% accuracy
[2025-09-29T22:27:29.763431] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.763849] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.764158] [DEBUG] [LOCAL     ] Loaded configuration for IONQ: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.764502] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.764855] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.764993] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.765082] [DEBUG] [LOCAL     ] Loaded configuration for NPV: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.765169] [DEBUG] [LOCAL     ] Loaded configuration for LW: 6 features, 90.0% accuracy
[2025-09-29T22:27:29.765276] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.765560] [DEBUG] [LOCAL     ] Loaded configuration for DK: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.765717] [DEBUG] [LOCAL     ] Loaded configuration for MITP: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.765807] [DEBUG] [LOCAL     ] Loaded configuration for CXM: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.766091] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.766425] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.766533] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.766832] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.767356] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.767702] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.767891] [DEBUG] [LOCAL     ] Loaded configuration for FVR: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.768196] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.768540] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.768693] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.769079] [DEBUG] [LOCAL     ] Loaded configuration for CMU: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.769389] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.769688] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.770042] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.770354] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.770445] [DEBUG] [LOCAL     ] Loaded configuration for BLDR: 3 features, 40.0% accuracy
[2025-09-29T22:27:29.770822] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.770935] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.771250] [DEBUG] [LOCAL     ] Loaded configuration for AWR: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.771540] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.771871] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.772193] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.772550] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.772693] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.773023] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.773187] [DEBUG] [LOCAL     ] Loaded configuration for WAT: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.773285] [DEBUG] [LOCAL     ] Loaded configuration for TDW: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.773574] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.773722] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.774077] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 40.0% accuracy
[2025-09-29T22:27:29.774379] [DEBUG] [LOCAL     ] Loaded configuration for INVX: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.774471] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.774560] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.774886] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.775241] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.775403] [DEBUG] [LOCAL     ] Loaded configuration for LOW: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.775743] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.776026] [DEBUG] [LOCAL     ] Loaded configuration for PAG: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.776345] [DEBUG] [LOCAL     ] Loaded configuration for GF: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.776459] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.776791] [DEBUG] [LOCAL     ] Loaded configuration for DOV: 7 features, 80.0% accuracy
[2025-09-29T22:27:29.776900] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.777274] [DEBUG] [LOCAL     ] Loaded configuration for TRAK: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.777386] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.777514] [DEBUG] [LOCAL     ] Loaded configuration for MGF: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.777823] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.777984] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.778293] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.778551] [DEBUG] [LOCAL     ] Loaded configuration for UL: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.778944] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.779250] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.779536] [DEBUG] [LOCAL     ] Loaded configuration for SOL: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.779628] [DEBUG] [LOCAL     ] Loaded configuration for WELL: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.779943] [DEBUG] [LOCAL     ] Loaded configuration for VVR: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.780238] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.780582] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.780716] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.781051] [DEBUG] [LOCAL     ] Loaded configuration for SPNT: 5 features, 70.0% accuracy
[2025-09-29T22:27:29.781162] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.781453] [DEBUG] [LOCAL     ] Loaded configuration for CHCT: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.781545] [DEBUG] [LOCAL     ] Loaded configuration for BSBR: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.781670] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.781980] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 50.0% accuracy
[2025-09-29T22:27:29.782354] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 30.0% accuracy
[2025-09-29T22:27:29.782473] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.782571] [DEBUG] [LOCAL     ] Loaded configuration for OVV: 2 features, 100.0% accuracy
[2025-09-29T22:27:29.782921] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 2 features, 100.0% accuracy
[2025-09-29T22:27:29.783038] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.783324] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.783457] [DEBUG] [LOCAL     ] Loaded configuration for MGR: 2 features, 100.0% accuracy
[2025-09-29T22:27:29.783755] [DEBUG] [LOCAL     ] Loaded configuration for TK: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.784047] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.784157] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.784247] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.784334] [DEBUG] [LOCAL     ] Loaded configuration for WEAV: 2 features, 40.0% accuracy
[2025-09-29T22:27:29.784494] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 0 features, 50.0% accuracy
[2025-09-29T22:27:29.784806] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.784921] [DEBUG] [LOCAL     ] Loaded configuration for FLR: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.785265] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.785375] [DEBUG] [LOCAL     ] Loaded configuration for SU: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.785521] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.785632] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.786029] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.786316] [DEBUG] [LOCAL     ] Loaded configuration for DY: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.786436] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.786545] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.786902] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 4 features, 60.0% accuracy
[2025-09-29T22:27:29.787030] [DEBUG] [LOCAL     ] Loaded configuration for RNR: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.787167] [DEBUG] [LOCAL     ] Loaded configuration for CX: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.787475] [DEBUG] [LOCAL     ] Loaded configuration for WM: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.787585] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.788731] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.789077] [DEBUG] [LOCAL     ] Loaded configuration for PBT: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.789237] [DEBUG] [LOCAL     ] Loaded configuration for NMT: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.789529] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 1 features, 100.0% accuracy
[2025-09-29T22:27:29.789872] [DEBUG] [LOCAL     ] Loaded configuration for HYTR: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.790176] [DEBUG] [LOCAL     ] Loaded configuration for CINT: 1 features, 100.0% accuracy
[2025-09-29T22:27:29.790514] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 2 features, 50.0% accuracy
[2025-09-29T22:27:29.790816] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.791098] [DEBUG] [LOCAL     ] Loaded configuration for PACS: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.791213] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.791548] [DEBUG] [LOCAL     ] Loaded configuration for PIPR: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.791951] [DEBUG] [LOCAL     ] Loaded configuration for SKT: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.792042] [DEBUG] [LOCAL     ] Loaded configuration for BOOT: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.792110] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.792421] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.792535] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.792624] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.792756] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.793092] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.793182] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.793467] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.793776] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.793886] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.793975] [DEBUG] [LOCAL     ] Loaded configuration for GNTY: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.794262] [DEBUG] [LOCAL     ] Loaded configuration for FOR: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.794583] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.794733] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.795030] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.795423] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.795780] [DEBUG] [LOCAL     ] Loaded configuration for EGO: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.796065] [DEBUG] [LOCAL     ] Loaded configuration for EQR: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.796194] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.796514] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.796826] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.797194] [DEBUG] [LOCAL     ] Loaded configuration for DMA: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.797545] [DEBUG] [LOCAL     ] Loaded configuration for EW: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.797688] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 4 features, 50.0% accuracy
[2025-09-29T22:27:29.798006] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.798367] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.798692] [DEBUG] [LOCAL     ] Loaded configuration for SXT: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.798836] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.798943] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.799312] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.799435] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.799565] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.799905] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.800035] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.800366] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 7 features, 90.0% accuracy
[2025-09-29T22:27:29.800477] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.800836] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.801129] [DEBUG] [LOCAL     ] Loaded configuration for SPIR: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.801420] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.801712] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.801830] [DEBUG] [LOCAL     ] Loaded configuration for MPV: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.802108] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.802469] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.802562] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.802697] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.802984] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.803288] [DEBUG] [LOCAL     ] Loaded configuration for NI: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.803415] [DEBUG] [LOCAL     ] Loaded configuration for NJR: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.803514] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.803621] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.803766] [DEBUG] [LOCAL     ] Loaded configuration for GIC: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.803894] [DEBUG] [LOCAL     ] Loaded configuration for GLW: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.804004] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.804319] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.804689] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.805032] [DEBUG] [LOCAL     ] Loaded configuration for VMC: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.805153] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.805269] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.805385] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.805528] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.805686] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.805995] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.806106] [DEBUG] [LOCAL     ] Loaded configuration for CDLR: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.806213] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.806318] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 100.0% accuracy
[2025-09-29T22:27:29.806443] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.806794] [DEBUG] [LOCAL     ] Loaded configuration for ALIT: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.806910] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.807004] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 4 features, 60.0% accuracy
[2025-09-29T22:27:29.807369] [DEBUG] [LOCAL     ] Loaded configuration for DE: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.807688] [DEBUG] [LOCAL     ] Loaded configuration for FGN: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.808017] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.808371] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.808480] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.808586] [DEBUG] [LOCAL     ] Loaded configuration for EB: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.808968] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.809313] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-09-29T22:27:29.809431] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.809548] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.809838] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.810127] [DEBUG] [LOCAL     ] Loaded configuration for BK: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.810235] [DEBUG] [LOCAL     ] Loaded configuration for STZ: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.810363] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.810469] [DEBUG] [LOCAL     ] Loaded configuration for WOLF: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.810904] [DEBUG] [LOCAL     ] Loaded configuration for PAI: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.810994] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.811298] [DEBUG] [LOCAL     ] Loaded configuration for ETR: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.811666] [DEBUG] [LOCAL     ] Loaded configuration for HKD: 3 features, 50.0% accuracy
[2025-09-29T22:27:29.811768] [DEBUG] [LOCAL     ] Loaded configuration for AMTM: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.812089] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.812197] [DEBUG] [LOCAL     ] Loaded configuration for RC: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.812570] [DEBUG] [LOCAL     ] Loaded configuration for HBI: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.812973] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.813090] [DEBUG] [LOCAL     ] Loaded configuration for UP: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.813216] [DEBUG] [LOCAL     ] Loaded configuration for NPCT: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.813533] [DEBUG] [LOCAL     ] Loaded configuration for APH: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.813889] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.813979] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.814273] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.814576] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.814712] [DEBUG] [LOCAL     ] Loaded configuration for HRI: 2 features, 30.0% accuracy
[2025-09-29T22:27:29.815060] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.815169] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.815535] [DEBUG] [LOCAL     ] Loaded configuration for ARW: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.815882] [DEBUG] [LOCAL     ] Loaded configuration for OI: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.816212] [DEBUG] [LOCAL     ] Loaded configuration for ABBV: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.816325] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 3 features, 100.0% accuracy
[2025-09-29T22:27:29.816639] [DEBUG] [LOCAL     ] Loaded configuration for JFR: 0 features, 50.0% accuracy
[2025-09-29T22:27:29.816784] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.817084] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.817441] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.817537] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.817628] [DEBUG] [LOCAL     ] Loaded configuration for CHGG: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.818111] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 2 features, 100.0% accuracy
[2025-09-29T22:27:29.818429] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.818547] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.818704] [DEBUG] [LOCAL     ] Loaded configuration for ITGR: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.818824] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.819150] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.819240] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.819539] [DEBUG] [LOCAL     ] Loaded configuration for EXR: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.819677] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.819874] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.820191] [DEBUG] [LOCAL     ] Loaded configuration for DDT: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.820546] [DEBUG] [LOCAL     ] Loaded configuration for ST: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.820638] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.820776] [DEBUG] [LOCAL     ] Loaded configuration for MMI: 0 features, 50.0% accuracy
[2025-09-29T22:27:29.821118] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.821417] [DEBUG] [LOCAL     ] Loaded configuration for RIV: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.821515] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.821606] [DEBUG] [LOCAL     ] Loaded configuration for ETV: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.821763] [DEBUG] [LOCAL     ] Loaded configuration for UE: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.822115] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.822468] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.822800] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.822890] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.823166] [DEBUG] [LOCAL     ] Loaded configuration for GUT: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.823286] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.823682] [DEBUG] [LOCAL     ] Loaded configuration for CCRD: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.824063] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.824179] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.824318] [DEBUG] [LOCAL     ] Loaded configuration for BTO: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.824599] [DEBUG] [LOCAL     ] Loaded configuration for GROV: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.824752] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.824860] [DEBUG] [LOCAL     ] Loaded configuration for ZK: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.824972] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.825274] [DEBUG] [LOCAL     ] Loaded configuration for UAN: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.825562] [DEBUG] [LOCAL     ] Loaded configuration for CGAU: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.825750] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.826053] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.826383] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.826720] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.827033] [DEBUG] [LOCAL     ] Loaded configuration for AGL: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.827231] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.827610] [DEBUG] [LOCAL     ] Loaded configuration for EOT: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.827774] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.827891] [DEBUG] [LOCAL     ] Loaded configuration for IR: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.828233] [DEBUG] [LOCAL     ] Loaded configuration for EVR: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.828368] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.828732] [DEBUG] [LOCAL     ] Loaded configuration for EAT: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.829115] [DEBUG] [LOCAL     ] Loaded configuration for V: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.829459] [DEBUG] [LOCAL     ] Loaded configuration for CIMN: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.829757] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.830084] [DEBUG] [LOCAL     ] Loaded configuration for FTWO: 4 features, 100.0% accuracy
[2025-09-29T22:27:29.830381] [DEBUG] [LOCAL     ] Loaded configuration for SPMC: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.830735] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.831122] [DEBUG] [LOCAL     ] Loaded configuration for BST: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.832768] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.833133] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.833501] [DEBUG] [LOCAL     ] Loaded configuration for ING: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.833815] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.833930] [DEBUG] [LOCAL     ] Loaded configuration for VCV: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.834299] [DEBUG] [LOCAL     ] Loaded configuration for HOV: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.834407] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.834741] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.835130] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.835453] [DEBUG] [LOCAL     ] Loaded configuration for AU: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.835719] [DEBUG] [LOCAL     ] Loaded configuration for USPH: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.835826] [DEBUG] [LOCAL     ] Loaded configuration for ESRT: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.836154] [DEBUG] [LOCAL     ] Loaded configuration for FBRT: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.836495] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.836585] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.836906] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.837035] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.837425] [DEBUG] [LOCAL     ] Loaded configuration for AFGD: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.837736] [DEBUG] [LOCAL     ] Loaded configuration for AIR: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.838087] [DEBUG] [LOCAL     ] Loaded configuration for FI: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.838540] [DEBUG] [LOCAL     ] Loaded configuration for GDO: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.838931] [DEBUG] [LOCAL     ] Loaded configuration for REXR: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.839040] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.839157] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.839488] [DEBUG] [LOCAL     ] Loaded configuration for NWN: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.839598] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.839746] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.840118] [DEBUG] [LOCAL     ] Loaded configuration for FLC: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.840297] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.840693] [DEBUG] [LOCAL     ] Loaded configuration for FNV: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.841090] [DEBUG] [LOCAL     ] Loaded configuration for GXO: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.841483] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.841822] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.842124] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.842504] [DEBUG] [LOCAL     ] Loaded configuration for BIPJ: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.842875] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.843183] [DEBUG] [LOCAL     ] Loaded configuration for COOK: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.843291] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 3 features, 50.0% accuracy
[2025-09-29T22:27:29.843630] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.843985] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.844326] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.844691] [DEBUG] [LOCAL     ] Loaded configuration for PML: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.844811] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.844917] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.845031] [DEBUG] [LOCAL     ] Loaded configuration for NOK: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.845419] [DEBUG] [LOCAL     ] Loaded configuration for VST: 5 features, 100.0% accuracy
[2025-09-29T22:27:29.845795] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.846139] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-09-29T22:27:29.846233] [DEBUG] [LOCAL     ] Loaded configuration for NRDY: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.846305] [DEBUG] [LOCAL     ] Loaded configuration for IIPR: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.846637] [DEBUG] [LOCAL     ] Loaded configuration for IRT: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.847018] [DEBUG] [LOCAL     ] Loaded configuration for ANRO: 0 features, 90.0% accuracy
[2025-09-29T22:27:29.847376] [DEBUG] [LOCAL     ] Loaded configuration for TY: 6 features, 90.0% accuracy
[2025-09-29T22:27:29.847742] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 4 features, 60.0% accuracy
[2025-09-29T22:27:29.847886] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.847986] [DEBUG] [LOCAL     ] Loaded configuration for E: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.848329] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.848447] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.848811] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-09-29T22:27:29.849118] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 4 features, 100.0% accuracy
[2025-09-29T22:27:29.849474] [DEBUG] [LOCAL     ] Loaded configuration for RES: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.849835] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.850241] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 5 features, 60.0% accuracy
[2025-09-29T22:27:29.850398] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.850820] [DEBUG] [LOCAL     ] Loaded configuration for CW: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.851327] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.851461] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.851573] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.851732] [DEBUG] [LOCAL     ] Loaded configuration for MFSI: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.852085] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.852216] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.852518] [DEBUG] [LOCAL     ] Loaded configuration for FCPT: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.852794] [DEBUG] [LOCAL     ] Loaded configuration for UNH: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.852915] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.853015] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.853328] [DEBUG] [LOCAL     ] Loaded configuration for TGT: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.853458] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 4 features, 100.0% accuracy
[2025-09-29T22:27:29.853572] [DEBUG] [LOCAL     ] Loaded configuration for EMR: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.853933] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.854222] [DEBUG] [LOCAL     ] Loaded configuration for INGM: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.854434] [DEBUG] [LOCAL     ] Loaded configuration for ACHR: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.854821] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.855160] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.855468] [DEBUG] [LOCAL     ] Loaded configuration for ADCT: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.855757] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.856057] [DEBUG] [LOCAL     ] Loaded configuration for APO: 5 features, 60.0% accuracy
[2025-09-29T22:27:29.856147] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.856460] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.856604] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.856741] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.857014] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.857104] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.857494] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.857628] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.857980] [DEBUG] [LOCAL     ] Loaded configuration for PLOW: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.858088] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.858432] [DEBUG] [LOCAL     ] Loaded configuration for STXK: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.858751] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.858881] [DEBUG] [LOCAL     ] Loaded configuration for NCDL: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.859227] [DEBUG] [LOCAL     ] Loaded configuration for DV: 0 features, 50.0% accuracy
[2025-09-29T22:27:29.859471] [DEBUG] [LOCAL     ] Loaded configuration for VIV: 1 features, 100.0% accuracy
[2025-09-29T22:27:29.859784] [DEBUG] [LOCAL     ] Loaded configuration for SNDR: 0 features, 40.0% accuracy
[2025-09-29T22:27:29.859892] [DEBUG] [LOCAL     ] Loaded configuration for AAT: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.860231] [DEBUG] [LOCAL     ] Loaded configuration for THW: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.860540] [DEBUG] [LOCAL     ] Loaded configuration for USB: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.860848] [DEBUG] [LOCAL     ] Loaded configuration for RTX: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.861220] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.861529] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.861837] [DEBUG] [LOCAL     ] Loaded configuration for CBT: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.861956] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.862279] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.862390] [DEBUG] [LOCAL     ] Loaded configuration for VNT: 7 features, 90.0% accuracy
[2025-09-29T22:27:29.862725] [DEBUG] [LOCAL     ] Loaded configuration for AMCR: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.863066] [DEBUG] [LOCAL     ] Loaded configuration for EG: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.863410] [DEBUG] [LOCAL     ] Loaded configuration for NOV: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.863506] [DEBUG] [LOCAL     ] Loaded configuration for CP: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.863617] [DEBUG] [LOCAL     ] Loaded configuration for LUV: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.863993] [DEBUG] [LOCAL     ] Loaded configuration for EFXT: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.864310] [DEBUG] [LOCAL     ] Loaded configuration for ES: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.864626] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.864804] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.865169] [DEBUG] [LOCAL     ] Loaded configuration for GFR: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.865278] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.865621] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.866052] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.866417] [DEBUG] [LOCAL     ] Loaded configuration for BNT: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.866533] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.866955] [DEBUG] [LOCAL     ] Loaded configuration for POR: 4 features, 50.0% accuracy
[2025-09-29T22:27:29.867284] [DEBUG] [LOCAL     ] Loaded configuration for TIXT: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.867391] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.867504] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.867812] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.867918] [DEBUG] [LOCAL     ] Loaded configuration for WF: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.868243] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.868573] [DEBUG] [LOCAL     ] Loaded configuration for CAT: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.868926] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.869016] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.869297] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.869425] [DEBUG] [LOCAL     ] Loaded configuration for NBR: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.869781] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.870076] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.870186] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.870292] [DEBUG] [LOCAL     ] Loaded configuration for PWR: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.870605] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.871018] [DEBUG] [LOCAL     ] Loaded configuration for REX: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.871130] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.871425] [DEBUG] [LOCAL     ] Loaded configuration for FLXR: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.871771] [DEBUG] [LOCAL     ] Loaded configuration for CSR: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.871886] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.872193] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.872483] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.872573] [DEBUG] [LOCAL     ] Loaded configuration for AKR: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.872685] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.873129] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.873239] [DEBUG] [LOCAL     ] Loaded configuration for PR: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.873354] [DEBUG] [LOCAL     ] Loaded configuration for MLR: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.873699] [DEBUG] [LOCAL     ] Loaded configuration for IT: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.874057] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.874164] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.874518] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.874870] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.874960] [DEBUG] [LOCAL     ] Loaded configuration for NUV: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.875027] [DEBUG] [LOCAL     ] Loaded configuration for ED: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.875318] [DEBUG] [LOCAL     ] Loaded configuration for RVLV: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.875634] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.875993] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.876344] [DEBUG] [LOCAL     ] Loaded configuration for SES: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.876454] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 0 features, 90.0% accuracy
[2025-09-29T22:27:29.876755] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.876873] [DEBUG] [LOCAL     ] Loaded configuration for RA: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.876996] [DEBUG] [LOCAL     ] Loaded configuration for MX: 5 features, 70.0% accuracy
[2025-09-29T22:27:29.877081] [DEBUG] [LOCAL     ] Loaded configuration for RBRK: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.877428] [DEBUG] [LOCAL     ] Loaded configuration for RS: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.877542] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 2 features, 100.0% accuracy
[2025-09-29T22:27:29.877883] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.878257] [DEBUG] [LOCAL     ] Loaded configuration for ERJ: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.878369] [DEBUG] [LOCAL     ] Loaded configuration for KAR: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.878476] [DEBUG] [LOCAL     ] Loaded configuration for SOBO: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.878569] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.878936] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.879288] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.879595] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.879756] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.879878] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.880218] [DEBUG] [LOCAL     ] Loaded configuration for BRW: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.880326] [DEBUG] [LOCAL     ] Loaded configuration for MPW: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.880463] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.880815] [DEBUG] [LOCAL     ] Loaded configuration for PB: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.880923] [DEBUG] [LOCAL     ] Loaded configuration for STNG: 0 features, 40.0% accuracy
[2025-09-29T22:27:29.881243] [DEBUG] [LOCAL     ] Loaded configuration for TRV: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.881355] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.881697] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.881786] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.882059] [DEBUG] [LOCAL     ] Loaded configuration for PX: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.882489] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.882598] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.882990] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.883316] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.883701] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.883808] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.883955] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.884263] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 2 features, 50.0% accuracy
[2025-09-29T22:27:29.884389] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.884766] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.884914] [DEBUG] [LOCAL     ] Loaded configuration for BOW: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.885266] [DEBUG] [LOCAL     ] Loaded configuration for SAR: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.885363] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.885700] [DEBUG] [LOCAL     ] Loaded configuration for HII: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.885810] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.886100] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 3 features, 100.0% accuracy
[2025-09-29T22:27:29.886207] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.886555] [DEBUG] [LOCAL     ] Loaded configuration for TEAF: 2 features, 50.0% accuracy
[2025-09-29T22:27:29.886892] [DEBUG] [LOCAL     ] Loaded configuration for GHC: 2 features, 100.0% accuracy
[2025-09-29T22:27:29.887003] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.887339] [DEBUG] [LOCAL     ] Loaded configuration for RDW: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.887731] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.888039] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.888149] [DEBUG] [LOCAL     ] Loaded configuration for RPT: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.888496] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 5 features, 70.0% accuracy
[2025-09-29T22:27:29.888829] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.888932] [DEBUG] [LOCAL     ] Loaded configuration for KF: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.889027] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 0 features, 50.0% accuracy
[2025-09-29T22:27:29.889136] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.889247] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.889351] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.889685] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.889777] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.889843] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.890139] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.890517] [DEBUG] [LOCAL     ] Loaded configuration for VRT: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.890902] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.891220] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.891331] [DEBUG] [LOCAL     ] Loaded configuration for ATKR: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.891420] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 2 features, 40.0% accuracy
[2025-09-29T22:27:29.891505] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.891847] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 4 features, 60.0% accuracy
[2025-09-29T22:27:29.891937] [DEBUG] [LOCAL     ] Loaded configuration for ROL: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.892003] [DEBUG] [LOCAL     ] Loaded configuration for RSF: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.892085] [DEBUG] [LOCAL     ] Loaded configuration for WT: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.892186] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.892548] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.892694] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.892861] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.893202] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.893522] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.893675] [DEBUG] [LOCAL     ] Loaded configuration for LFT: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.894054] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.894167] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.894289] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 100.0% accuracy
[2025-09-29T22:27:29.894385] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.894472] [DEBUG] [LOCAL     ] Loaded configuration for VIK: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.894783] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.895125] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.895233] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.895321] [DEBUG] [LOCAL     ] Loaded configuration for STXD: 4 features, 50.0% accuracy
[2025-09-29T22:27:29.895427] [DEBUG] [LOCAL     ] Loaded configuration for LU: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.895746] [DEBUG] [LOCAL     ] Loaded configuration for NRT: 1 features, 90.0% accuracy
[2025-09-29T22:27:29.895879] [DEBUG] [LOCAL     ] Loaded configuration for MTDR: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.895990] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.896314] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.896601] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.896942] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.897064] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.897185] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.897283] [DEBUG] [LOCAL     ] Loaded configuration for UZD: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.897389] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 50.0% accuracy
[2025-09-29T22:27:29.897760] [DEBUG] [LOCAL     ] Loaded configuration for BKU: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.898123] [DEBUG] [LOCAL     ] Loaded configuration for YOU: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.898491] [DEBUG] [LOCAL     ] Loaded configuration for ABR: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.898829] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 0 features, 80.0% accuracy
[2025-09-29T22:27:29.898938] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.899304] [DEBUG] [LOCAL     ] Loaded configuration for T: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.899442] [DEBUG] [LOCAL     ] Loaded configuration for AR: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.899811] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.900120] [DEBUG] [LOCAL     ] Loaded configuration for RNGR: 0 features, 60.0% accuracy
[2025-09-29T22:27:29.900460] [DEBUG] [LOCAL     ] Loaded configuration for NTST: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.900571] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.900911] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.901253] [DEBUG] [LOCAL     ] Loaded configuration for GGZ: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.901361] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.901694] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.901807] [DEBUG] [LOCAL     ] Loaded configuration for XFLT: 4 features, 90.0% accuracy
[2025-09-29T22:27:29.901895] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.902242] [DEBUG] [LOCAL     ] Loaded configuration for MCR: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.902397] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.902698] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.902817] [DEBUG] [LOCAL     ] Loaded configuration for LOCL: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.903138] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.903253] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.903591] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.903747] [DEBUG] [LOCAL     ] Loaded configuration for PAR: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.904084] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.904220] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.904329] [DEBUG] [LOCAL     ] Loaded configuration for VEEV: 3 features, 100.0% accuracy
[2025-09-29T22:27:29.904447] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.904569] [DEBUG] [LOCAL     ] Loaded configuration for WH: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.904956] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.905257] [DEBUG] [LOCAL     ] Loaded configuration for CHN: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.905368] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.905699] [DEBUG] [LOCAL     ] Loaded configuration for LMT: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.905986] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.906354] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.906462] [DEBUG] [LOCAL     ] Loaded configuration for UCB: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.906743] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 2 features, 100.0% accuracy
[2025-09-29T22:27:29.906852] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.907157] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.907495] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 5 features, 90.0% accuracy
[2025-09-29T22:27:29.907821] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.907960] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.908080] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.908375] [DEBUG] [LOCAL     ] Loaded configuration for NYT: 1 features, 80.0% accuracy
[2025-09-29T22:27:29.908511] [DEBUG] [LOCAL     ] Loaded configuration for MATV: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.908598] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.908899] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 0 features, 40.0% accuracy
[2025-09-29T22:27:29.909196] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.909492] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 1 features, 50.0% accuracy
[2025-09-29T22:27:29.909602] [DEBUG] [LOCAL     ] Loaded configuration for TT: 5 features, 80.0% accuracy
[2025-09-29T22:27:29.909745] [DEBUG] [LOCAL     ] Loaded configuration for SMRT: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.910115] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.910232] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.910521] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.910858] [DEBUG] [LOCAL     ] Loaded configuration for XHR: 6 features, 70.0% accuracy
[2025-09-29T22:27:29.910967] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.911267] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.911603] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.911762] [DEBUG] [LOCAL     ] Loaded configuration for W: 4 features, 80.0% accuracy
[2025-09-29T22:27:29.911877] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.911970] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.912076] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-09-29T22:27:29.912421] [DEBUG] [LOCAL     ] Loaded configuration for KBDC: 4 features, 60.0% accuracy
[2025-09-29T22:27:29.912760] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 1 features, 100.0% accuracy
[2025-09-29T22:27:29.913054] [DEBUG] [LOCAL     ] Loaded configuration for VIRT: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.913368] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.913482] [DEBUG] [LOCAL     ] Loaded configuration for WMT: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.913625] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 2 features, 50.0% accuracy
[2025-09-29T22:27:29.913791] [DEBUG] [LOCAL     ] Loaded configuration for MUR: 2 features, 50.0% accuracy
[2025-09-29T22:27:29.913892] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 1 features, 60.0% accuracy
[2025-09-29T22:27:29.913998] [DEBUG] [LOCAL     ] Loaded configuration for UHT: 3 features, 80.0% accuracy
[2025-09-29T22:27:29.914312] [DEBUG] [LOCAL     ] Loaded configuration for RF: 4 features, 60.0% accuracy
[2025-09-29T22:27:29.914423] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-09-29T22:27:29.914530] [DEBUG] [LOCAL     ] Loaded configuration for BY: 4 features, 70.0% accuracy
[2025-09-29T22:27:29.914839] [DEBUG] [LOCAL     ] Loaded configuration for APTV: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.914956] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.915242] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-09-29T22:27:29.915584] [DEBUG] [LOCAL     ] Loaded configuration for OGS: 2 features, 90.0% accuracy
[2025-09-29T22:27:29.915756] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.916056] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.916386] [DEBUG] [LOCAL     ] Loaded configuration for TU: 2 features, 50.0% accuracy
[2025-09-29T22:27:29.916496] [DEBUG] [LOCAL     ] Loaded configuration for WIW: 0 features, 70.0% accuracy
[2025-09-29T22:27:29.916608] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 4 features, 60.0% accuracy
[2025-09-29T22:27:29.916778] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.916895] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 90.0% accuracy
[2025-09-29T22:27:29.916992] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.917068] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-09-29T22:27:29.917170] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.917259] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 3 features, 60.0% accuracy
[2025-09-29T22:27:29.917582] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 70.0% accuracy
[2025-09-29T22:27:29.917921] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 3 features, 70.0% accuracy
[2025-09-29T22:27:29.918035] [DEBUG] [LOCAL     ] Loaded configuration for AMT: 2 features, 80.0% accuracy
[2025-09-29T22:27:29.918130] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 2 features, 70.0% accuracy
[2025-09-29T22:27:29.919168] [INFO ] [LOCAL     ] Saved consolidated report: 2057 forecasts -> ./output/forecasts/full/2025-09-30.txt
[2025-09-29T22:27:29.919225] [INFO ] [sig       ] [1/1] Successfully generated report for 2025-09-30: 2057 entries
[2025-09-29T22:27:29.919259] [INFO ] [sig       ] ==================================================
[2025-09-29T22:27:29.919288] [INFO ] [sig       ] Report generation complete: 1/1 reports succeeded
[2025-09-29T22:27:30.601914] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_ERROR: SIGR FORECAST'
[2025-09-29T22:27:30.602100] [INFO ] [sig       ] Email notification sent
[2025-09-29T22:27:30.602467] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-09-29T22:27:30.602815] [INFO ] [STATE     ] Last completion updated: 2025-09-29T22:27:30.602545